2021-11-26 14:47:43,199 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.13 |Anaconda, Inc.| (default, Jun 4 2021, 14:25:59) [GCC 7.5.0] CUDA available: True GPU 0,1,2,3: TITAN Xp CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.8.1_rc3+cuda90_cudnn7.6.3 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.2 Product Build 20200624 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v1.7.0 (Git Hash 7aed236906b1f7a05c0917e5257a1af05e9ff683) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70 - CuDNN 7.6.3 - Magma 2.5.0 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=9.0, CUDNN_VERSION=7.6.3, CXX_COMPILER=/root/ccache/lib/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.8.1, 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=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.10.0a0+90a6206 OpenCV: 4.2.0 MMCV: 1.3.14 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.20.0+ff779fe ------------------------------------------------------------ 2021-11-26 14:47:43,206 - mmaction - INFO - Distributed training: True 2021-11-26 14:47:44,071 - mmaction - INFO - Config: model = dict( type='SkeletonGCN', backbone=dict( type='AGCN', in_channels=3, graph_cfg=dict(layout='ntu-rgb+d', strategy='agcn')), cls_head=dict( type='STGCNHead', num_classes=60, in_channels=256, loss_cls=dict(type='CrossEntropyLoss')), train_cfg=None, test_cfg=None) dataset_type = 'PoseDataset' ann_file_train = '/mnt/lustre/liguankai/data/ntu/nturgb+d_skeletons_60_3d_nmtvc/xsub/train.pkl' ann_file_val = '/mnt/lustre/liguankai/data/ntu/nturgb+d_skeletons_60_3d_nmtvc/xsub/val.pkl' train_pipeline = [ dict(type='PaddingWithLoop', clip_len=300), dict(type='PoseDecode'), dict(type='FormatGCNInput', input_format='NCTVM'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] val_pipeline = [ dict(type='PaddingWithLoop', clip_len=300), dict(type='PoseDecode'), dict(type='FormatGCNInput', input_format='NCTVM'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] test_pipeline = [ dict(type='PaddingWithLoop', clip_len=300), dict(type='PoseDecode'), dict(type='FormatGCNInput', input_format='NCTVM'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] data = dict( videos_per_gpu=16, workers_per_gpu=2, test_dataloader=dict(videos_per_gpu=1), train=dict( type='PoseDataset', ann_file= '/mnt/lustre/liguankai/data/ntu/nturgb+d_skeletons_60_3d_nmtvc/xsub/train.pkl', data_prefix='', pipeline=[ dict(type='PaddingWithLoop', clip_len=300), dict(type='PoseDecode'), dict(type='FormatGCNInput', input_format='NCTVM'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ]), val=dict( type='PoseDataset', ann_file= '/mnt/lustre/liguankai/data/ntu/nturgb+d_skeletons_60_3d_nmtvc/xsub/val.pkl', data_prefix='', pipeline=[ dict(type='PaddingWithLoop', clip_len=300), dict(type='PoseDecode'), dict(type='FormatGCNInput', input_format='NCTVM'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ]), test=dict( type='PoseDataset', ann_file= '/mnt/lustre/liguankai/data/ntu/nturgb+d_skeletons_60_3d_nmtvc/xsub/val.pkl', data_prefix='', pipeline=[ dict(type='PaddingWithLoop', clip_len=300), dict(type='PoseDecode'), dict(type='FormatGCNInput', input_format='NCTVM'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ])) optimizer = dict( type='SGD', lr=0.1, momentum=0.9, weight_decay=0.0001, nesterov=True) optimizer_config = dict(grad_clip=None) lr_config = dict(policy='step', step=[30, 40]) total_epochs = 80 checkpoint_config = dict(interval=3) evaluation = dict(interval=3, metrics=['top_k_accuracy']) log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl', port='1031') log_level = 'INFO' work_dir = '/mnt/lustre/liguankai/work_dir/1126/joint_agcn_gpu4' load_from = None resume_from = None workflow = [('train', 1)] gpu_ids = range(0, 4) omnisource = False module_hooks = [] 2021-11-26 14:47:49,924 - mmaction - INFO - Set random seed to 1990322898, deterministic: False 2021-11-26 14:48:06,392 - mmaction - INFO - 40091 videos remain after valid thresholding 2021-11-26 14:48:16,624 - mmaction - INFO - 16487 videos remain after valid thresholding 2021-11-26 14:48:16,875 - mmaction - INFO - Start running, host: liguankai@SH-IDC2-172-20-21-34, work_dir: /mnt/lustre/liguankai/work_dir/1126/joint_agcn_gpu4 2021-11-26 14:48:16,875 - mmaction - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) DistSamplerSeedHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- 2021-11-26 14:48:16,876 - mmaction - INFO - workflow: [('train', 1)], max: 80 epochs 2021-11-26 14:49:57,826 - mmaction - INFO - Epoch [1][100/627] lr: 1.000e-01, eta: 14:01:54, time: 1.009, data_time: 0.383, memory: 6590, top1_acc: 0.0730, top5_acc: 0.2630, loss_cls: 3.6973, loss: 3.6973 2021-11-26 14:51:00,651 - mmaction - INFO - Epoch [1][200/627] lr: 1.000e-01, eta: 11:21:40, time: 0.628, data_time: 0.000, memory: 6590, top1_acc: 0.1737, top5_acc: 0.4839, loss_cls: 3.0162, loss: 3.0162 2021-11-26 14:52:04,351 - mmaction - INFO - Epoch [1][300/627] lr: 1.000e-01, eta: 10:29:58, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.2494, top5_acc: 0.6370, loss_cls: 2.5874, loss: 2.5874 2021-11-26 14:53:08,675 - mmaction - INFO - Epoch [1][400/627] lr: 1.000e-01, eta: 10:04:54, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.3191, top5_acc: 0.7292, loss_cls: 2.2955, loss: 2.2955 2021-11-26 14:54:12,803 - mmaction - INFO - Epoch [1][500/627] lr: 1.000e-01, eta: 9:49:05, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.3613, top5_acc: 0.7756, loss_cls: 2.1097, loss: 2.1097 2021-11-26 14:55:16,840 - mmaction - INFO - Epoch [1][600/627] lr: 1.000e-01, eta: 9:38:04, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.4300, top5_acc: 0.8230, loss_cls: 1.8780, loss: 1.8780 2021-11-26 14:57:15,029 - mmaction - INFO - Epoch [2][100/627] lr: 1.000e-01, eta: 9:49:23, time: 1.002, data_time: 0.361, memory: 6590, top1_acc: 0.4903, top5_acc: 0.8514, loss_cls: 1.6748, loss: 1.6748 2021-11-26 14:58:19,329 - mmaction - INFO - Epoch [2][200/627] lr: 1.000e-01, eta: 9:41:00, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.5150, top5_acc: 0.8572, loss_cls: 1.6174, loss: 1.6174 2021-11-26 14:59:23,506 - mmaction - INFO - Epoch [2][300/627] lr: 1.000e-01, eta: 9:34:05, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.5448, top5_acc: 0.8775, loss_cls: 1.5060, loss: 1.5060 2021-11-26 15:00:27,846 - mmaction - INFO - Epoch [2][400/627] lr: 1.000e-01, eta: 9:28:26, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.5634, top5_acc: 0.8809, loss_cls: 1.4657, loss: 1.4657 2021-11-26 15:01:31,957 - mmaction - INFO - Epoch [2][500/627] lr: 1.000e-01, eta: 9:23:26, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.5961, top5_acc: 0.9042, loss_cls: 1.3257, loss: 1.3257 2021-11-26 15:02:36,142 - mmaction - INFO - Epoch [2][600/627] lr: 1.000e-01, eta: 9:19:07, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.6095, top5_acc: 0.9062, loss_cls: 1.2793, loss: 1.2793 2021-11-26 15:04:35,439 - mmaction - INFO - Epoch [3][100/627] lr: 1.000e-01, eta: 9:26:15, time: 1.014, data_time: 0.384, memory: 6590, top1_acc: 0.6373, top5_acc: 0.9155, loss_cls: 1.1991, loss: 1.1991 2021-11-26 15:05:39,241 - mmaction - INFO - Epoch [3][200/627] lr: 1.000e-01, eta: 9:21:50, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.6500, top5_acc: 0.9223, loss_cls: 1.1392, loss: 1.1392 2021-11-26 15:06:43,145 - mmaction - INFO - Epoch [3][300/627] lr: 1.000e-01, eta: 9:17:55, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.6670, top5_acc: 0.9250, loss_cls: 1.0945, loss: 1.0945 2021-11-26 15:07:47,089 - mmaction - INFO - Epoch [3][400/627] lr: 1.000e-01, eta: 9:14:22, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.6823, top5_acc: 0.9308, loss_cls: 1.0267, loss: 1.0267 2021-11-26 15:08:51,202 - mmaction - INFO - Epoch [3][500/627] lr: 1.000e-01, eta: 9:11:10, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.6847, top5_acc: 0.9292, loss_cls: 1.0395, loss: 1.0395 2021-11-26 15:09:54,893 - mmaction - INFO - Epoch [3][600/627] lr: 1.000e-01, eta: 9:08:01, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.6984, top5_acc: 0.9361, loss_cls: 0.9665, loss: 0.9665 2021-11-26 15:10:13,177 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-11-26 15:11:30,033 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 15:11:30,124 - mmaction - INFO - top1_acc 0.7021 top5_acc 0.9321 2021-11-26 15:11:30,251 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2021-11-26 15:11:30,253 - mmaction - INFO - Best top1_acc is 0.7021 at 3 epoch. 2021-11-26 15:11:30,260 - mmaction - INFO - Epoch(val) [3][258] top1_acc: 0.7021, top5_acc: 0.9321 2021-11-26 15:13:12,269 - mmaction - INFO - Epoch [4][100/627] lr: 1.000e-01, eta: 9:12:53, time: 1.020, data_time: 0.391, memory: 6590, top1_acc: 0.7141, top5_acc: 0.9453, loss_cls: 0.9040, loss: 0.9040 2021-11-26 15:14:16,778 - mmaction - INFO - Epoch [4][200/627] lr: 1.000e-01, eta: 9:10:04, time: 0.645, data_time: 0.000, memory: 6590, top1_acc: 0.7211, top5_acc: 0.9434, loss_cls: 0.8916, loss: 0.8916 2021-11-26 15:15:20,909 - mmaction - INFO - Epoch [4][300/627] lr: 1.000e-01, eta: 9:07:16, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.7217, top5_acc: 0.9425, loss_cls: 0.8900, loss: 0.8900 2021-11-26 15:16:25,189 - mmaction - INFO - Epoch [4][400/627] lr: 1.000e-01, eta: 9:04:40, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.7323, top5_acc: 0.9434, loss_cls: 0.8580, loss: 0.8580 2021-11-26 15:17:29,331 - mmaction - INFO - Epoch [4][500/627] lr: 1.000e-01, eta: 9:02:09, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.7325, top5_acc: 0.9437, loss_cls: 0.8551, loss: 0.8551 2021-11-26 15:18:33,404 - mmaction - INFO - Epoch [4][600/627] lr: 1.000e-01, eta: 8:59:44, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.7397, top5_acc: 0.9461, loss_cls: 0.8472, loss: 0.8472 2021-11-26 15:20:32,259 - mmaction - INFO - Epoch [5][100/627] lr: 1.000e-01, eta: 9:02:45, time: 1.009, data_time: 0.381, memory: 6590, top1_acc: 0.7583, top5_acc: 0.9558, loss_cls: 0.7660, loss: 0.7660 2021-11-26 15:21:36,080 - mmaction - INFO - Epoch [5][200/627] lr: 1.000e-01, eta: 9:00:15, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.7645, top5_acc: 0.9552, loss_cls: 0.7579, loss: 0.7579 2021-11-26 15:22:40,275 - mmaction - INFO - Epoch [5][300/627] lr: 1.000e-01, eta: 8:57:57, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.7730, top5_acc: 0.9575, loss_cls: 0.7336, loss: 0.7336 2021-11-26 15:23:44,528 - mmaction - INFO - Epoch [5][400/627] lr: 1.000e-01, eta: 8:55:45, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.7595, top5_acc: 0.9558, loss_cls: 0.7469, loss: 0.7469 2021-11-26 15:24:48,242 - mmaction - INFO - Epoch [5][500/627] lr: 1.000e-01, eta: 8:53:29, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.7692, top5_acc: 0.9594, loss_cls: 0.7288, loss: 0.7288 2021-11-26 15:25:52,619 - mmaction - INFO - Epoch [5][600/627] lr: 1.000e-01, eta: 8:51:28, time: 0.644, data_time: 0.000, memory: 6590, top1_acc: 0.7755, top5_acc: 0.9617, loss_cls: 0.7074, loss: 0.7074 2021-11-26 15:27:51,346 - mmaction - INFO - Epoch [6][100/627] lr: 1.000e-01, eta: 8:53:41, time: 1.011, data_time: 0.383, memory: 6590, top1_acc: 0.7948, top5_acc: 0.9656, loss_cls: 0.6607, loss: 0.6607 2021-11-26 15:28:55,404 - mmaction - INFO - Epoch [6][200/627] lr: 1.000e-01, eta: 8:51:34, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.7892, top5_acc: 0.9625, loss_cls: 0.6693, loss: 0.6693 2021-11-26 15:29:59,416 - mmaction - INFO - Epoch [6][300/627] lr: 1.000e-01, eta: 8:49:30, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.7930, top5_acc: 0.9641, loss_cls: 0.6556, loss: 0.6556 2021-11-26 15:31:03,182 - mmaction - INFO - Epoch [6][400/627] lr: 1.000e-01, eta: 8:47:26, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.7955, top5_acc: 0.9652, loss_cls: 0.6391, loss: 0.6391 2021-11-26 15:32:06,944 - mmaction - INFO - Epoch [6][500/627] lr: 1.000e-01, eta: 8:45:25, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.7975, top5_acc: 0.9672, loss_cls: 0.6419, loss: 0.6419 2021-11-26 15:33:11,105 - mmaction - INFO - Epoch [6][600/627] lr: 1.000e-01, eta: 8:43:33, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.7908, top5_acc: 0.9611, loss_cls: 0.6720, loss: 0.6720 2021-11-26 15:33:29,010 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-11-26 15:34:45,415 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 15:34:45,494 - mmaction - INFO - top1_acc 0.7567 top5_acc 0.9544 2021-11-26 15:34:45,676 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-11-26 15:34:45,678 - mmaction - INFO - Best top1_acc is 0.7567 at 6 epoch. 2021-11-26 15:34:45,683 - mmaction - INFO - Epoch(val) [6][258] top1_acc: 0.7567, top5_acc: 0.9544 2021-11-26 15:36:26,855 - mmaction - INFO - Epoch [7][100/627] lr: 1.000e-01, eta: 8:45:09, time: 1.012, data_time: 0.380, memory: 6590, top1_acc: 0.8145, top5_acc: 0.9683, loss_cls: 0.5938, loss: 0.5938 2021-11-26 15:37:31,020 - mmaction - INFO - Epoch [7][200/627] lr: 1.000e-01, eta: 8:43:16, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.8169, top5_acc: 0.9695, loss_cls: 0.5691, loss: 0.5691 2021-11-26 15:38:34,741 - mmaction - INFO - Epoch [7][300/627] lr: 1.000e-01, eta: 8:41:20, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.8136, top5_acc: 0.9692, loss_cls: 0.5894, loss: 0.5894 2021-11-26 15:39:38,752 - mmaction - INFO - Epoch [7][400/627] lr: 1.000e-01, eta: 8:39:30, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.8042, top5_acc: 0.9680, loss_cls: 0.6063, loss: 0.6063 2021-11-26 15:40:42,671 - mmaction - INFO - Epoch [7][500/627] lr: 1.000e-01, eta: 8:37:40, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.8139, top5_acc: 0.9667, loss_cls: 0.6004, loss: 0.6004 2021-11-26 15:41:46,682 - mmaction - INFO - Epoch [7][600/627] lr: 1.000e-01, eta: 8:35:54, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.8244, top5_acc: 0.9703, loss_cls: 0.5732, loss: 0.5732 2021-11-26 15:43:46,952 - mmaction - INFO - Epoch [8][100/627] lr: 1.000e-01, eta: 8:37:16, time: 1.023, data_time: 0.394, memory: 6590, top1_acc: 0.8273, top5_acc: 0.9738, loss_cls: 0.5495, loss: 0.5495 2021-11-26 15:44:50,718 - mmaction - INFO - Epoch [8][200/627] lr: 1.000e-01, eta: 8:35:27, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.8227, top5_acc: 0.9753, loss_cls: 0.5492, loss: 0.5492 2021-11-26 15:45:54,625 - mmaction - INFO - Epoch [8][300/627] lr: 1.000e-01, eta: 8:33:40, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.8314, top5_acc: 0.9753, loss_cls: 0.5325, loss: 0.5325 2021-11-26 15:46:58,690 - mmaction - INFO - Epoch [8][400/627] lr: 1.000e-01, eta: 8:31:57, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.8306, top5_acc: 0.9705, loss_cls: 0.5352, loss: 0.5352 2021-11-26 15:48:02,817 - mmaction - INFO - Epoch [8][500/627] lr: 1.000e-01, eta: 8:30:17, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.8339, top5_acc: 0.9703, loss_cls: 0.5294, loss: 0.5294 2021-11-26 15:49:06,855 - mmaction - INFO - Epoch [8][600/627] lr: 1.000e-01, eta: 8:28:36, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.8356, top5_acc: 0.9727, loss_cls: 0.5336, loss: 0.5336 2021-11-26 15:51:05,847 - mmaction - INFO - Epoch [9][100/627] lr: 1.000e-01, eta: 8:29:24, time: 1.009, data_time: 0.377, memory: 6590, top1_acc: 0.8472, top5_acc: 0.9786, loss_cls: 0.4775, loss: 0.4775 2021-11-26 15:52:10,355 - mmaction - INFO - Epoch [9][200/627] lr: 1.000e-01, eta: 8:27:47, time: 0.645, data_time: 0.000, memory: 6590, top1_acc: 0.8275, top5_acc: 0.9747, loss_cls: 0.5185, loss: 0.5185 2021-11-26 15:53:14,686 - mmaction - INFO - Epoch [9][300/627] lr: 1.000e-01, eta: 8:26:10, time: 0.643, data_time: 0.001, memory: 6590, top1_acc: 0.8422, top5_acc: 0.9784, loss_cls: 0.4862, loss: 0.4862 2021-11-26 15:54:19,164 - mmaction - INFO - Epoch [9][400/627] lr: 1.000e-01, eta: 8:24:35, time: 0.645, data_time: 0.000, memory: 6590, top1_acc: 0.8433, top5_acc: 0.9759, loss_cls: 0.5069, loss: 0.5069 2021-11-26 15:55:23,091 - mmaction - INFO - Epoch [9][500/627] lr: 1.000e-01, eta: 8:22:57, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.8386, top5_acc: 0.9752, loss_cls: 0.5167, loss: 0.5167 2021-11-26 15:56:27,424 - mmaction - INFO - Epoch [9][600/627] lr: 1.000e-01, eta: 8:21:24, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.8316, top5_acc: 0.9761, loss_cls: 0.5285, loss: 0.5285 2021-11-26 15:56:45,648 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-11-26 15:58:03,866 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 15:58:03,946 - mmaction - INFO - top1_acc 0.7911 top5_acc 0.9635 2021-11-26 15:58:04,105 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. 2021-11-26 15:58:04,107 - mmaction - INFO - Best top1_acc is 0.7911 at 9 epoch. 2021-11-26 15:58:04,113 - mmaction - INFO - Epoch(val) [9][258] top1_acc: 0.7911, top5_acc: 0.9635 2021-11-26 15:59:45,827 - mmaction - INFO - Epoch [10][100/627] lr: 1.000e-01, eta: 8:22:01, time: 1.017, data_time: 0.387, memory: 6590, top1_acc: 0.8648, top5_acc: 0.9798, loss_cls: 0.4346, loss: 0.4346 2021-11-26 16:00:49,958 - mmaction - INFO - Epoch [10][200/627] lr: 1.000e-01, eta: 8:20:26, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.8538, top5_acc: 0.9783, loss_cls: 0.4565, loss: 0.4565 2021-11-26 16:01:54,058 - mmaction - INFO - Epoch [10][300/627] lr: 1.000e-01, eta: 8:18:51, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.8555, top5_acc: 0.9800, loss_cls: 0.4672, loss: 0.4672 2021-11-26 16:02:58,026 - mmaction - INFO - Epoch [10][400/627] lr: 1.000e-01, eta: 8:17:16, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.8514, top5_acc: 0.9764, loss_cls: 0.4713, loss: 0.4713 2021-11-26 16:04:02,666 - mmaction - INFO - Epoch [10][500/627] lr: 1.000e-01, eta: 8:15:47, time: 0.646, data_time: 0.000, memory: 6590, top1_acc: 0.8489, top5_acc: 0.9772, loss_cls: 0.4719, loss: 0.4719 2021-11-26 16:05:07,339 - mmaction - INFO - Epoch [10][600/627] lr: 1.000e-01, eta: 8:14:19, time: 0.647, data_time: 0.000, memory: 6590, top1_acc: 0.8503, top5_acc: 0.9750, loss_cls: 0.4685, loss: 0.4685 2021-11-26 16:07:05,807 - mmaction - INFO - Epoch [11][100/627] lr: 1.000e-01, eta: 8:14:33, time: 1.003, data_time: 0.377, memory: 6590, top1_acc: 0.8727, top5_acc: 0.9816, loss_cls: 0.3960, loss: 0.3960 2021-11-26 16:08:09,807 - mmaction - INFO - Epoch [11][200/627] lr: 1.000e-01, eta: 8:13:00, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.8652, top5_acc: 0.9833, loss_cls: 0.4138, loss: 0.4138 2021-11-26 16:09:13,444 - mmaction - INFO - Epoch [11][300/627] lr: 1.000e-01, eta: 8:11:25, time: 0.636, data_time: 0.000, memory: 6590, top1_acc: 0.8605, top5_acc: 0.9797, loss_cls: 0.4401, loss: 0.4401 2021-11-26 16:10:16,982 - mmaction - INFO - Epoch [11][400/627] lr: 1.000e-01, eta: 8:09:51, time: 0.635, data_time: 0.000, memory: 6590, top1_acc: 0.8558, top5_acc: 0.9794, loss_cls: 0.4445, loss: 0.4445 2021-11-26 16:11:21,232 - mmaction - INFO - Epoch [11][500/627] lr: 1.000e-01, eta: 8:08:22, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.8605, top5_acc: 0.9825, loss_cls: 0.4280, loss: 0.4280 2021-11-26 16:12:25,008 - mmaction - INFO - Epoch [11][600/627] lr: 1.000e-01, eta: 8:06:51, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.8611, top5_acc: 0.9783, loss_cls: 0.4489, loss: 0.4489 2021-11-26 16:14:24,049 - mmaction - INFO - Epoch [12][100/627] lr: 1.000e-01, eta: 8:07:02, time: 1.014, data_time: 0.385, memory: 6590, top1_acc: 0.8795, top5_acc: 0.9831, loss_cls: 0.3795, loss: 0.3795 2021-11-26 16:15:28,369 - mmaction - INFO - Epoch [12][200/627] lr: 1.000e-01, eta: 8:05:34, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.8780, top5_acc: 0.9834, loss_cls: 0.3819, loss: 0.3819 2021-11-26 16:16:32,751 - mmaction - INFO - Epoch [12][300/627] lr: 1.000e-01, eta: 8:04:06, time: 0.644, data_time: 0.000, memory: 6590, top1_acc: 0.8702, top5_acc: 0.9833, loss_cls: 0.3982, loss: 0.3982 2021-11-26 16:17:36,789 - mmaction - INFO - Epoch [12][400/627] lr: 1.000e-01, eta: 8:02:38, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.8697, top5_acc: 0.9811, loss_cls: 0.4080, loss: 0.4080 2021-11-26 16:18:40,892 - mmaction - INFO - Epoch [12][500/627] lr: 1.000e-01, eta: 8:01:10, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.8761, top5_acc: 0.9817, loss_cls: 0.3939, loss: 0.3939 2021-11-26 16:19:44,787 - mmaction - INFO - Epoch [12][600/627] lr: 1.000e-01, eta: 7:59:42, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.8677, top5_acc: 0.9808, loss_cls: 0.4181, loss: 0.4181 2021-11-26 16:20:03,340 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-11-26 16:21:24,962 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 16:21:25,037 - mmaction - INFO - top1_acc 0.7880 top5_acc 0.9582 2021-11-26 16:21:25,041 - mmaction - INFO - Epoch(val) [12][258] top1_acc: 0.7880, top5_acc: 0.9582 2021-11-26 16:23:06,506 - mmaction - INFO - Epoch [13][100/627] lr: 1.000e-01, eta: 7:59:44, time: 1.015, data_time: 0.387, memory: 6590, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.3641, loss: 0.3641 2021-11-26 16:24:10,236 - mmaction - INFO - Epoch [13][200/627] lr: 1.000e-01, eta: 7:58:15, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.8838, top5_acc: 0.9859, loss_cls: 0.3530, loss: 0.3530 2021-11-26 16:25:14,464 - mmaction - INFO - Epoch [13][300/627] lr: 1.000e-01, eta: 7:56:49, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.8817, top5_acc: 0.9833, loss_cls: 0.3728, loss: 0.3728 2021-11-26 16:26:18,536 - mmaction - INFO - Epoch [13][400/627] lr: 1.000e-01, eta: 7:55:23, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.8777, top5_acc: 0.9848, loss_cls: 0.3814, loss: 0.3814 2021-11-26 16:27:22,740 - mmaction - INFO - Epoch [13][500/627] lr: 1.000e-01, eta: 7:53:58, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.8748, top5_acc: 0.9834, loss_cls: 0.3862, loss: 0.3862 2021-11-26 16:28:26,453 - mmaction - INFO - Epoch [13][600/627] lr: 1.000e-01, eta: 7:52:31, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.8766, top5_acc: 0.9834, loss_cls: 0.3961, loss: 0.3961 2021-11-26 16:30:28,192 - mmaction - INFO - Epoch [14][100/627] lr: 1.000e-01, eta: 7:52:37, time: 1.037, data_time: 0.407, memory: 6590, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.3520, loss: 0.3520 2021-11-26 16:31:32,177 - mmaction - INFO - Epoch [14][200/627] lr: 1.000e-01, eta: 7:51:11, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.8892, top5_acc: 0.9872, loss_cls: 0.3368, loss: 0.3368 2021-11-26 16:32:36,174 - mmaction - INFO - Epoch [14][300/627] lr: 1.000e-01, eta: 7:49:45, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.8950, top5_acc: 0.9866, loss_cls: 0.3255, loss: 0.3255 2021-11-26 16:33:40,374 - mmaction - INFO - Epoch [14][400/627] lr: 1.000e-01, eta: 7:48:21, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.8869, top5_acc: 0.9880, loss_cls: 0.3604, loss: 0.3604 2021-11-26 16:34:44,294 - mmaction - INFO - Epoch [14][500/627] lr: 1.000e-01, eta: 7:46:56, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.8836, top5_acc: 0.9852, loss_cls: 0.3655, loss: 0.3655 2021-11-26 16:35:48,414 - mmaction - INFO - Epoch [14][600/627] lr: 1.000e-01, eta: 7:45:33, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.8809, top5_acc: 0.9869, loss_cls: 0.3632, loss: 0.3632 2021-11-26 16:37:46,908 - mmaction - INFO - Epoch [15][100/627] lr: 1.000e-01, eta: 7:45:16, time: 1.005, data_time: 0.376, memory: 6590, top1_acc: 0.9047, top5_acc: 0.9911, loss_cls: 0.2984, loss: 0.2984 2021-11-26 16:38:51,206 - mmaction - INFO - Epoch [15][200/627] lr: 1.000e-01, eta: 7:43:53, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.9009, top5_acc: 0.9898, loss_cls: 0.3066, loss: 0.3066 2021-11-26 16:39:54,857 - mmaction - INFO - Epoch [15][300/627] lr: 1.000e-01, eta: 7:42:28, time: 0.636, data_time: 0.000, memory: 6590, top1_acc: 0.8973, top5_acc: 0.9881, loss_cls: 0.3212, loss: 0.3212 2021-11-26 16:40:59,192 - mmaction - INFO - Epoch [15][400/627] lr: 1.000e-01, eta: 7:41:06, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.8908, top5_acc: 0.9880, loss_cls: 0.3328, loss: 0.3328 2021-11-26 16:42:02,991 - mmaction - INFO - Epoch [15][500/627] lr: 1.000e-01, eta: 7:39:42, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.8878, top5_acc: 0.9850, loss_cls: 0.3504, loss: 0.3504 2021-11-26 16:43:07,042 - mmaction - INFO - Epoch [15][600/627] lr: 1.000e-01, eta: 7:38:20, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.8839, top5_acc: 0.9861, loss_cls: 0.3535, loss: 0.3535 2021-11-26 16:43:24,926 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-11-26 16:44:40,682 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 16:44:40,756 - mmaction - INFO - top1_acc 0.7917 top5_acc 0.9589 2021-11-26 16:44:40,928 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. 2021-11-26 16:44:40,933 - mmaction - INFO - Best top1_acc is 0.7917 at 15 epoch. 2021-11-26 16:44:40,940 - mmaction - INFO - Epoch(val) [15][258] top1_acc: 0.7917, top5_acc: 0.9589 2021-11-26 16:46:26,470 - mmaction - INFO - Epoch [16][100/627] lr: 1.000e-01, eta: 7:38:19, time: 1.055, data_time: 0.430, memory: 6590, top1_acc: 0.9078, top5_acc: 0.9914, loss_cls: 0.2749, loss: 0.2749 2021-11-26 16:47:29,841 - mmaction - INFO - Epoch [16][200/627] lr: 1.000e-01, eta: 7:36:53, time: 0.634, data_time: 0.000, memory: 6590, top1_acc: 0.8942, top5_acc: 0.9853, loss_cls: 0.3250, loss: 0.3250 2021-11-26 16:48:33,824 - mmaction - INFO - Epoch [16][300/627] lr: 1.000e-01, eta: 7:35:31, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9014, top5_acc: 0.9881, loss_cls: 0.3151, loss: 0.3151 2021-11-26 16:49:37,602 - mmaction - INFO - Epoch [16][400/627] lr: 1.000e-01, eta: 7:34:08, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.8961, top5_acc: 0.9884, loss_cls: 0.3170, loss: 0.3170 2021-11-26 16:50:41,719 - mmaction - INFO - Epoch [16][500/627] lr: 1.000e-01, eta: 7:32:46, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.8877, top5_acc: 0.9866, loss_cls: 0.3397, loss: 0.3397 2021-11-26 16:51:46,194 - mmaction - INFO - Epoch [16][600/627] lr: 1.000e-01, eta: 7:31:27, time: 0.645, data_time: 0.000, memory: 6590, top1_acc: 0.8992, top5_acc: 0.9839, loss_cls: 0.3214, loss: 0.3214 2021-11-26 16:53:44,031 - mmaction - INFO - Epoch [17][100/627] lr: 1.000e-01, eta: 7:30:57, time: 0.999, data_time: 0.373, memory: 6590, top1_acc: 0.9136, top5_acc: 0.9903, loss_cls: 0.2773, loss: 0.2773 2021-11-26 16:54:47,511 - mmaction - INFO - Epoch [17][200/627] lr: 1.000e-01, eta: 7:29:34, time: 0.635, data_time: 0.000, memory: 6590, top1_acc: 0.9048, top5_acc: 0.9909, loss_cls: 0.2947, loss: 0.2947 2021-11-26 16:55:51,311 - mmaction - INFO - Epoch [17][300/627] lr: 1.000e-01, eta: 7:28:12, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9087, top5_acc: 0.9908, loss_cls: 0.2789, loss: 0.2789 2021-11-26 16:56:55,414 - mmaction - INFO - Epoch [17][400/627] lr: 1.000e-01, eta: 7:26:51, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9058, top5_acc: 0.9917, loss_cls: 0.3028, loss: 0.3028 2021-11-26 16:57:59,386 - mmaction - INFO - Epoch [17][500/627] lr: 1.000e-01, eta: 7:25:30, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.8906, top5_acc: 0.9867, loss_cls: 0.3272, loss: 0.3272 2021-11-26 16:59:03,895 - mmaction - INFO - Epoch [17][600/627] lr: 1.000e-01, eta: 7:24:12, time: 0.645, data_time: 0.000, memory: 6590, top1_acc: 0.9009, top5_acc: 0.9873, loss_cls: 0.3091, loss: 0.3091 2021-11-26 17:01:02,397 - mmaction - INFO - Epoch [18][100/627] lr: 1.000e-01, eta: 7:23:41, time: 1.005, data_time: 0.373, memory: 6590, top1_acc: 0.9200, top5_acc: 0.9933, loss_cls: 0.2464, loss: 0.2464 2021-11-26 17:02:06,261 - mmaction - INFO - Epoch [18][200/627] lr: 1.000e-01, eta: 7:22:20, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9223, top5_acc: 0.9902, loss_cls: 0.2564, loss: 0.2564 2021-11-26 17:03:10,302 - mmaction - INFO - Epoch [18][300/627] lr: 1.000e-01, eta: 7:21:00, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9113, top5_acc: 0.9923, loss_cls: 0.2690, loss: 0.2690 2021-11-26 17:04:14,338 - mmaction - INFO - Epoch [18][400/627] lr: 1.000e-01, eta: 7:19:40, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9078, top5_acc: 0.9903, loss_cls: 0.2888, loss: 0.2888 2021-11-26 17:05:18,366 - mmaction - INFO - Epoch [18][500/627] lr: 1.000e-01, eta: 7:18:21, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9005, top5_acc: 0.9895, loss_cls: 0.3096, loss: 0.3096 2021-11-26 17:06:22,662 - mmaction - INFO - Epoch [18][600/627] lr: 1.000e-01, eta: 7:17:02, time: 0.643, data_time: 0.004, memory: 6590, top1_acc: 0.8953, top5_acc: 0.9870, loss_cls: 0.3113, loss: 0.3113 2021-11-26 17:06:40,903 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-11-26 17:07:57,665 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 17:07:57,741 - mmaction - INFO - top1_acc 0.8039 top5_acc 0.9640 2021-11-26 17:07:57,869 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. 2021-11-26 17:07:57,871 - mmaction - INFO - Best top1_acc is 0.8039 at 18 epoch. 2021-11-26 17:07:57,876 - mmaction - INFO - Epoch(val) [18][258] top1_acc: 0.8039, top5_acc: 0.9640 2021-11-26 17:09:41,084 - mmaction - INFO - Epoch [19][100/627] lr: 1.000e-01, eta: 7:16:37, time: 1.032, data_time: 0.393, memory: 6590, top1_acc: 0.9228, top5_acc: 0.9933, loss_cls: 0.2454, loss: 0.2454 2021-11-26 17:10:45,349 - mmaction - INFO - Epoch [19][200/627] lr: 1.000e-01, eta: 7:15:18, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.9139, top5_acc: 0.9909, loss_cls: 0.2691, loss: 0.2691 2021-11-26 17:11:49,676 - mmaction - INFO - Epoch [19][300/627] lr: 1.000e-01, eta: 7:14:00, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.9175, top5_acc: 0.9928, loss_cls: 0.2523, loss: 0.2523 2021-11-26 17:12:53,746 - mmaction - INFO - Epoch [19][400/627] lr: 1.000e-01, eta: 7:12:41, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.2609, loss: 0.2609 2021-11-26 17:13:58,171 - mmaction - INFO - Epoch [19][500/627] lr: 1.000e-01, eta: 7:11:23, time: 0.644, data_time: 0.000, memory: 6590, top1_acc: 0.9098, top5_acc: 0.9908, loss_cls: 0.2750, loss: 0.2750 2021-11-26 17:15:02,013 - mmaction - INFO - Epoch [19][600/627] lr: 1.000e-01, eta: 7:10:04, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9078, top5_acc: 0.9933, loss_cls: 0.2910, loss: 0.2910 2021-11-26 17:17:04,527 - mmaction - INFO - Epoch [20][100/627] lr: 1.000e-01, eta: 7:09:38, time: 1.044, data_time: 0.413, memory: 6590, top1_acc: 0.9283, top5_acc: 0.9927, loss_cls: 0.2238, loss: 0.2238 2021-11-26 17:18:08,495 - mmaction - INFO - Epoch [20][200/627] lr: 1.000e-01, eta: 7:08:19, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9241, top5_acc: 0.9927, loss_cls: 0.2391, loss: 0.2391 2021-11-26 17:19:12,710 - mmaction - INFO - Epoch [20][300/627] lr: 1.000e-01, eta: 7:07:01, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9230, top5_acc: 0.9919, loss_cls: 0.2423, loss: 0.2423 2021-11-26 17:20:16,881 - mmaction - INFO - Epoch [20][400/627] lr: 1.000e-01, eta: 7:05:44, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9106, top5_acc: 0.9911, loss_cls: 0.2831, loss: 0.2831 2021-11-26 17:21:21,054 - mmaction - INFO - Epoch [20][500/627] lr: 1.000e-01, eta: 7:04:26, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9177, top5_acc: 0.9911, loss_cls: 0.2602, loss: 0.2602 2021-11-26 17:22:25,390 - mmaction - INFO - Epoch [20][600/627] lr: 1.000e-01, eta: 7:03:09, time: 0.643, data_time: 0.001, memory: 6590, top1_acc: 0.9089, top5_acc: 0.9917, loss_cls: 0.2751, loss: 0.2751 2021-11-26 17:24:25,961 - mmaction - INFO - Epoch [21][100/627] lr: 1.000e-01, eta: 7:02:34, time: 1.025, data_time: 0.398, memory: 6590, top1_acc: 0.9203, top5_acc: 0.9948, loss_cls: 0.2326, loss: 0.2326 2021-11-26 17:25:30,237 - mmaction - INFO - Epoch [21][200/627] lr: 1.000e-01, eta: 7:01:16, time: 0.643, data_time: 0.001, memory: 6590, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 0.2225, loss: 0.2225 2021-11-26 17:26:34,206 - mmaction - INFO - Epoch [21][300/627] lr: 1.000e-01, eta: 6:59:58, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.2261, loss: 0.2261 2021-11-26 17:27:38,229 - mmaction - INFO - Epoch [21][400/627] lr: 1.000e-01, eta: 6:58:41, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9173, top5_acc: 0.9933, loss_cls: 0.2485, loss: 0.2485 2021-11-26 17:28:41,958 - mmaction - INFO - Epoch [21][500/627] lr: 1.000e-01, eta: 6:57:23, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9197, top5_acc: 0.9930, loss_cls: 0.2494, loss: 0.2494 2021-11-26 17:29:46,180 - mmaction - INFO - Epoch [21][600/627] lr: 1.000e-01, eta: 6:56:06, time: 0.642, data_time: 0.001, memory: 6590, top1_acc: 0.9150, top5_acc: 0.9930, loss_cls: 0.2600, loss: 0.2600 2021-11-26 17:30:04,214 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-11-26 17:31:21,757 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 17:31:21,831 - mmaction - INFO - top1_acc 0.8103 top5_acc 0.9615 2021-11-26 17:31:22,028 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. 2021-11-26 17:31:22,030 - mmaction - INFO - Best top1_acc is 0.8103 at 21 epoch. 2021-11-26 17:31:22,036 - mmaction - INFO - Epoch(val) [21][258] top1_acc: 0.8103, top5_acc: 0.9615 2021-11-26 17:33:09,921 - mmaction - INFO - Epoch [22][100/627] lr: 1.000e-01, eta: 6:55:42, time: 1.079, data_time: 0.455, memory: 6590, top1_acc: 0.9313, top5_acc: 0.9953, loss_cls: 0.2074, loss: 0.2074 2021-11-26 17:34:13,359 - mmaction - INFO - Epoch [22][200/627] lr: 1.000e-01, eta: 6:54:23, time: 0.634, data_time: 0.000, memory: 6590, top1_acc: 0.9256, top5_acc: 0.9958, loss_cls: 0.2315, loss: 0.2315 2021-11-26 17:35:17,158 - mmaction - INFO - Epoch [22][300/627] lr: 1.000e-01, eta: 6:53:05, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9264, top5_acc: 0.9945, loss_cls: 0.2297, loss: 0.2297 2021-11-26 17:36:21,207 - mmaction - INFO - Epoch [22][400/627] lr: 1.000e-01, eta: 6:51:48, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9239, top5_acc: 0.9945, loss_cls: 0.2314, loss: 0.2314 2021-11-26 17:37:25,102 - mmaction - INFO - Epoch [22][500/627] lr: 1.000e-01, eta: 6:50:31, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9137, top5_acc: 0.9895, loss_cls: 0.2763, loss: 0.2763 2021-11-26 17:38:28,774 - mmaction - INFO - Epoch [22][600/627] lr: 1.000e-01, eta: 6:49:13, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9153, top5_acc: 0.9925, loss_cls: 0.2537, loss: 0.2537 2021-11-26 17:40:28,454 - mmaction - INFO - Epoch [23][100/627] lr: 1.000e-01, eta: 6:48:30, time: 1.017, data_time: 0.384, memory: 6590, top1_acc: 0.9370, top5_acc: 0.9950, loss_cls: 0.1983, loss: 0.1983 2021-11-26 17:41:32,132 - mmaction - INFO - Epoch [23][200/627] lr: 1.000e-01, eta: 6:47:12, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9359, top5_acc: 0.9948, loss_cls: 0.1964, loss: 0.1964 2021-11-26 17:42:36,604 - mmaction - INFO - Epoch [23][300/627] lr: 1.000e-01, eta: 6:45:56, time: 0.645, data_time: 0.000, memory: 6590, top1_acc: 0.9352, top5_acc: 0.9947, loss_cls: 0.2110, loss: 0.2110 2021-11-26 17:43:40,904 - mmaction - INFO - Epoch [23][400/627] lr: 1.000e-01, eta: 6:44:41, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.9333, top5_acc: 0.9944, loss_cls: 0.2213, loss: 0.2213 2021-11-26 17:44:45,085 - mmaction - INFO - Epoch [23][500/627] lr: 1.000e-01, eta: 6:43:25, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9233, top5_acc: 0.9947, loss_cls: 0.2363, loss: 0.2363 2021-11-26 17:45:48,899 - mmaction - INFO - Epoch [23][600/627] lr: 1.000e-01, eta: 6:42:08, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9167, top5_acc: 0.9925, loss_cls: 0.2479, loss: 0.2479 2021-11-26 17:47:51,153 - mmaction - INFO - Epoch [24][100/627] lr: 1.000e-01, eta: 6:41:28, time: 1.041, data_time: 0.416, memory: 6590, top1_acc: 0.9384, top5_acc: 0.9961, loss_cls: 0.1952, loss: 0.1952 2021-11-26 17:48:55,100 - mmaction - INFO - Epoch [24][200/627] lr: 1.000e-01, eta: 6:40:11, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9322, top5_acc: 0.9972, loss_cls: 0.2049, loss: 0.2049 2021-11-26 17:49:58,819 - mmaction - INFO - Epoch [24][300/627] lr: 1.000e-01, eta: 6:38:55, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9331, top5_acc: 0.9948, loss_cls: 0.2108, loss: 0.2108 2021-11-26 17:51:03,065 - mmaction - INFO - Epoch [24][400/627] lr: 1.000e-01, eta: 6:37:39, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9258, top5_acc: 0.9939, loss_cls: 0.2263, loss: 0.2263 2021-11-26 17:52:07,294 - mmaction - INFO - Epoch [24][500/627] lr: 1.000e-01, eta: 6:36:24, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9208, top5_acc: 0.9947, loss_cls: 0.2392, loss: 0.2392 2021-11-26 17:53:11,059 - mmaction - INFO - Epoch [24][600/627] lr: 1.000e-01, eta: 6:35:08, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9208, top5_acc: 0.9938, loss_cls: 0.2373, loss: 0.2373 2021-11-26 17:53:31,173 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-11-26 17:54:51,875 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 17:54:51,957 - mmaction - INFO - top1_acc 0.7812 top5_acc 0.9524 2021-11-26 17:54:51,961 - mmaction - INFO - Epoch(val) [24][258] top1_acc: 0.7812, top5_acc: 0.9524 2021-11-26 17:56:40,293 - mmaction - INFO - Epoch [25][100/627] lr: 1.000e-01, eta: 6:34:34, time: 1.083, data_time: 0.457, memory: 6590, top1_acc: 0.9367, top5_acc: 0.9945, loss_cls: 0.2062, loss: 0.2062 2021-11-26 17:57:43,872 - mmaction - INFO - Epoch [25][200/627] lr: 1.000e-01, eta: 6:33:17, time: 0.636, data_time: 0.000, memory: 6590, top1_acc: 0.9366, top5_acc: 0.9967, loss_cls: 0.1891, loss: 0.1891 2021-11-26 17:58:47,716 - mmaction - INFO - Epoch [25][300/627] lr: 1.000e-01, eta: 6:32:01, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9391, top5_acc: 0.9956, loss_cls: 0.1855, loss: 0.1855 2021-11-26 17:59:51,105 - mmaction - INFO - Epoch [25][400/627] lr: 1.000e-01, eta: 6:30:44, time: 0.634, data_time: 0.000, memory: 6590, top1_acc: 0.9291, top5_acc: 0.9961, loss_cls: 0.2192, loss: 0.2192 2021-11-26 18:00:55,622 - mmaction - INFO - Epoch [25][500/627] lr: 1.000e-01, eta: 6:29:30, time: 0.645, data_time: 0.000, memory: 6590, top1_acc: 0.9234, top5_acc: 0.9950, loss_cls: 0.2377, loss: 0.2377 2021-11-26 18:02:00,048 - mmaction - INFO - Epoch [25][600/627] lr: 1.000e-01, eta: 6:28:16, time: 0.644, data_time: 0.000, memory: 6590, top1_acc: 0.9278, top5_acc: 0.9933, loss_cls: 0.2274, loss: 0.2274 2021-11-26 18:04:25,690 - mmaction - INFO - Epoch [26][100/627] lr: 1.000e-01, eta: 6:28:12, time: 1.234, data_time: 0.610, memory: 6590, top1_acc: 0.9475, top5_acc: 0.9959, loss_cls: 0.1641, loss: 0.1641 2021-11-26 18:05:29,461 - mmaction - INFO - Epoch [26][200/627] lr: 1.000e-01, eta: 6:26:56, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9481, top5_acc: 0.9970, loss_cls: 0.1587, loss: 0.1587 2021-11-26 18:06:33,505 - mmaction - INFO - Epoch [26][300/627] lr: 1.000e-01, eta: 6:25:40, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9367, top5_acc: 0.9961, loss_cls: 0.1976, loss: 0.1976 2021-11-26 18:07:37,620 - mmaction - INFO - Epoch [26][400/627] lr: 1.000e-01, eta: 6:24:25, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9303, top5_acc: 0.9956, loss_cls: 0.2066, loss: 0.2066 2021-11-26 18:08:41,618 - mmaction - INFO - Epoch [26][500/627] lr: 1.000e-01, eta: 6:23:10, time: 0.640, data_time: 0.001, memory: 6590, top1_acc: 0.9328, top5_acc: 0.9959, loss_cls: 0.1946, loss: 0.1946 2021-11-26 18:09:45,708 - mmaction - INFO - Epoch [26][600/627] lr: 1.000e-01, eta: 6:21:55, time: 0.641, data_time: 0.002, memory: 6590, top1_acc: 0.9320, top5_acc: 0.9952, loss_cls: 0.2106, loss: 0.2106 2021-11-26 18:11:47,744 - mmaction - INFO - Epoch [27][100/627] lr: 1.000e-01, eta: 6:21:05, time: 1.037, data_time: 0.412, memory: 6590, top1_acc: 0.9517, top5_acc: 0.9983, loss_cls: 0.1516, loss: 0.1516 2021-11-26 18:12:51,494 - mmaction - INFO - Epoch [27][200/627] lr: 1.000e-01, eta: 6:19:49, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9442, top5_acc: 0.9978, loss_cls: 0.1654, loss: 0.1654 2021-11-26 18:13:55,550 - mmaction - INFO - Epoch [27][300/627] lr: 1.000e-01, eta: 6:18:34, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9433, top5_acc: 0.9959, loss_cls: 0.1753, loss: 0.1753 2021-11-26 18:15:00,245 - mmaction - INFO - Epoch [27][400/627] lr: 1.000e-01, eta: 6:17:21, time: 0.647, data_time: 0.000, memory: 6590, top1_acc: 0.9336, top5_acc: 0.9958, loss_cls: 0.1986, loss: 0.1986 2021-11-26 18:16:04,025 - mmaction - INFO - Epoch [27][500/627] lr: 1.000e-01, eta: 6:16:05, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9414, top5_acc: 0.9959, loss_cls: 0.1915, loss: 0.1915 2021-11-26 18:17:08,140 - mmaction - INFO - Epoch [27][600/627] lr: 1.000e-01, eta: 6:14:51, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9355, top5_acc: 0.9950, loss_cls: 0.2043, loss: 0.2043 2021-11-26 18:17:25,933 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-11-26 18:18:42,859 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 18:18:42,944 - mmaction - INFO - top1_acc 0.7937 top5_acc 0.9572 2021-11-26 18:18:42,949 - mmaction - INFO - Epoch(val) [27][258] top1_acc: 0.7937, top5_acc: 0.9572 2021-11-26 18:20:26,487 - mmaction - INFO - Epoch [28][100/627] lr: 1.000e-01, eta: 6:13:59, time: 1.035, data_time: 0.410, memory: 6590, top1_acc: 0.9483, top5_acc: 0.9970, loss_cls: 0.1658, loss: 0.1658 2021-11-26 18:21:30,382 - mmaction - INFO - Epoch [28][200/627] lr: 1.000e-01, eta: 6:12:44, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9519, top5_acc: 0.9970, loss_cls: 0.1485, loss: 0.1485 2021-11-26 18:22:34,234 - mmaction - INFO - Epoch [28][300/627] lr: 1.000e-01, eta: 6:11:29, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9416, top5_acc: 0.9958, loss_cls: 0.1849, loss: 0.1849 2021-11-26 18:23:38,108 - mmaction - INFO - Epoch [28][400/627] lr: 1.000e-01, eta: 6:10:14, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9345, top5_acc: 0.9959, loss_cls: 0.2006, loss: 0.2006 2021-11-26 18:24:42,434 - mmaction - INFO - Epoch [28][500/627] lr: 1.000e-01, eta: 6:09:00, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.9337, top5_acc: 0.9970, loss_cls: 0.2025, loss: 0.2025 2021-11-26 18:25:46,502 - mmaction - INFO - Epoch [28][600/627] lr: 1.000e-01, eta: 6:07:46, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9367, top5_acc: 0.9944, loss_cls: 0.1953, loss: 0.1953 2021-11-26 18:27:51,533 - mmaction - INFO - Epoch [29][100/627] lr: 1.000e-01, eta: 6:06:59, time: 1.070, data_time: 0.442, memory: 6590, top1_acc: 0.9575, top5_acc: 0.9978, loss_cls: 0.1340, loss: 0.1340 2021-11-26 18:28:55,308 - mmaction - INFO - Epoch [29][200/627] lr: 1.000e-01, eta: 6:05:44, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9537, top5_acc: 0.9980, loss_cls: 0.1480, loss: 0.1480 2021-11-26 18:29:59,444 - mmaction - INFO - Epoch [29][300/627] lr: 1.000e-01, eta: 6:04:30, time: 0.641, data_time: 0.001, memory: 6590, top1_acc: 0.9467, top5_acc: 0.9988, loss_cls: 0.1578, loss: 0.1578 2021-11-26 18:31:03,342 - mmaction - INFO - Epoch [29][400/627] lr: 1.000e-01, eta: 6:03:15, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9367, top5_acc: 0.9972, loss_cls: 0.1947, loss: 0.1947 2021-11-26 18:32:07,282 - mmaction - INFO - Epoch [29][500/627] lr: 1.000e-01, eta: 6:02:01, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9319, top5_acc: 0.9972, loss_cls: 0.2059, loss: 0.2059 2021-11-26 18:33:11,167 - mmaction - INFO - Epoch [29][600/627] lr: 1.000e-01, eta: 6:00:46, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9314, top5_acc: 0.9952, loss_cls: 0.2147, loss: 0.2147 2021-11-26 18:35:14,499 - mmaction - INFO - Epoch [30][100/627] lr: 1.000e-01, eta: 5:59:54, time: 1.054, data_time: 0.428, memory: 6590, top1_acc: 0.9497, top5_acc: 0.9983, loss_cls: 0.1568, loss: 0.1568 2021-11-26 18:36:18,151 - mmaction - INFO - Epoch [30][200/627] lr: 1.000e-01, eta: 5:58:40, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9461, top5_acc: 0.9984, loss_cls: 0.1605, loss: 0.1605 2021-11-26 18:37:21,931 - mmaction - INFO - Epoch [30][300/627] lr: 1.000e-01, eta: 5:57:25, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9478, top5_acc: 0.9981, loss_cls: 0.1606, loss: 0.1606 2021-11-26 18:38:26,235 - mmaction - INFO - Epoch [30][400/627] lr: 1.000e-01, eta: 5:56:12, time: 0.643, data_time: 0.002, memory: 6590, top1_acc: 0.9356, top5_acc: 0.9961, loss_cls: 0.1890, loss: 0.1890 2021-11-26 18:39:29,935 - mmaction - INFO - Epoch [30][500/627] lr: 1.000e-01, eta: 5:54:57, time: 0.637, data_time: 0.001, memory: 6590, top1_acc: 0.9402, top5_acc: 0.9975, loss_cls: 0.1844, loss: 0.1844 2021-11-26 18:40:33,948 - mmaction - INFO - Epoch [30][600/627] lr: 1.000e-01, eta: 5:53:43, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9405, top5_acc: 0.9966, loss_cls: 0.1848, loss: 0.1848 2021-11-26 18:40:51,894 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-11-26 18:42:09,628 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 18:42:09,720 - mmaction - INFO - top1_acc 0.7927 top5_acc 0.9582 2021-11-26 18:42:09,726 - mmaction - INFO - Epoch(val) [30][258] top1_acc: 0.7927, top5_acc: 0.9582 2021-11-26 18:43:53,404 - mmaction - INFO - Epoch [31][100/627] lr: 1.000e-02, eta: 5:52:47, time: 1.037, data_time: 0.390, memory: 6590, top1_acc: 0.9778, top5_acc: 0.9989, loss_cls: 0.0867, loss: 0.0867 2021-11-26 18:44:57,057 - mmaction - INFO - Epoch [31][200/627] lr: 1.000e-02, eta: 5:51:32, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9842, top5_acc: 0.9997, loss_cls: 0.0605, loss: 0.0605 2021-11-26 18:46:00,847 - mmaction - INFO - Epoch [31][300/627] lr: 1.000e-02, eta: 5:50:18, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9870, top5_acc: 0.9994, loss_cls: 0.0531, loss: 0.0531 2021-11-26 18:47:04,376 - mmaction - INFO - Epoch [31][400/627] lr: 1.000e-02, eta: 5:49:04, time: 0.635, data_time: 0.001, memory: 6590, top1_acc: 0.9856, top5_acc: 0.9992, loss_cls: 0.0504, loss: 0.0504 2021-11-26 18:48:08,260 - mmaction - INFO - Epoch [31][500/627] lr: 1.000e-02, eta: 5:47:50, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9889, top5_acc: 0.9998, loss_cls: 0.0458, loss: 0.0458 2021-11-26 18:49:12,094 - mmaction - INFO - Epoch [31][600/627] lr: 1.000e-02, eta: 5:46:37, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9886, top5_acc: 0.9994, loss_cls: 0.0479, loss: 0.0479 2021-11-26 18:51:15,990 - mmaction - INFO - Epoch [32][100/627] lr: 1.000e-02, eta: 5:45:41, time: 1.054, data_time: 0.430, memory: 6590, top1_acc: 0.9928, top5_acc: 1.0000, loss_cls: 0.0351, loss: 0.0351 2021-11-26 18:52:19,311 - mmaction - INFO - Epoch [32][200/627] lr: 1.000e-02, eta: 5:44:27, time: 0.633, data_time: 0.000, memory: 6590, top1_acc: 0.9936, top5_acc: 0.9998, loss_cls: 0.0316, loss: 0.0316 2021-11-26 18:53:23,358 - mmaction - INFO - Epoch [32][300/627] lr: 1.000e-02, eta: 5:43:13, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9938, top5_acc: 0.9997, loss_cls: 0.0330, loss: 0.0330 2021-11-26 18:54:27,317 - mmaction - INFO - Epoch [32][400/627] lr: 1.000e-02, eta: 5:42:00, time: 0.640, data_time: 0.001, memory: 6590, top1_acc: 0.9941, top5_acc: 0.9997, loss_cls: 0.0305, loss: 0.0305 2021-11-26 18:55:30,955 - mmaction - INFO - Epoch [32][500/627] lr: 1.000e-02, eta: 5:40:46, time: 0.636, data_time: 0.000, memory: 6590, top1_acc: 0.9958, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 2021-11-26 18:56:35,001 - mmaction - INFO - Epoch [32][600/627] lr: 1.000e-02, eta: 5:39:33, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9914, top5_acc: 0.9998, loss_cls: 0.0327, loss: 0.0327 2021-11-26 18:58:37,216 - mmaction - INFO - Epoch [33][100/627] lr: 1.000e-02, eta: 5:38:34, time: 1.041, data_time: 0.411, memory: 6590, top1_acc: 0.9961, top5_acc: 0.9997, loss_cls: 0.0260, loss: 0.0260 2021-11-26 18:59:41,643 - mmaction - INFO - Epoch [33][200/627] lr: 1.000e-02, eta: 5:37:22, time: 0.644, data_time: 0.000, memory: 6590, top1_acc: 0.9964, top5_acc: 0.9998, loss_cls: 0.0239, loss: 0.0239 2021-11-26 19:00:46,325 - mmaction - INFO - Epoch [33][300/627] lr: 1.000e-02, eta: 5:36:10, time: 0.647, data_time: 0.000, memory: 6590, top1_acc: 0.9955, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2021-11-26 19:01:50,136 - mmaction - INFO - Epoch [33][400/627] lr: 1.000e-02, eta: 5:34:56, time: 0.638, data_time: 0.001, memory: 6590, top1_acc: 0.9967, top5_acc: 0.9997, loss_cls: 0.0222, loss: 0.0222 2021-11-26 19:02:53,673 - mmaction - INFO - Epoch [33][500/627] lr: 1.000e-02, eta: 5:33:43, time: 0.635, data_time: 0.001, memory: 6590, top1_acc: 0.9962, top5_acc: 0.9998, loss_cls: 0.0242, loss: 0.0242 2021-11-26 19:03:57,624 - mmaction - INFO - Epoch [33][600/627] lr: 1.000e-02, eta: 5:32:30, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9967, top5_acc: 0.9998, loss_cls: 0.0213, loss: 0.0213 2021-11-26 19:04:15,705 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-11-26 19:05:32,114 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 19:05:32,198 - mmaction - INFO - top1_acc 0.8443 top5_acc 0.9682 2021-11-26 19:05:32,310 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_33.pth. 2021-11-26 19:05:32,311 - mmaction - INFO - Best top1_acc is 0.8443 at 33 epoch. 2021-11-26 19:05:32,317 - mmaction - INFO - Epoch(val) [33][258] top1_acc: 0.8443, top5_acc: 0.9682 2021-11-26 19:07:15,971 - mmaction - INFO - Epoch [34][100/627] lr: 1.000e-02, eta: 5:31:29, time: 1.036, data_time: 0.407, memory: 6590, top1_acc: 0.9975, top5_acc: 0.9998, loss_cls: 0.0192, loss: 0.0192 2021-11-26 19:08:19,451 - mmaction - INFO - Epoch [34][200/627] lr: 1.000e-02, eta: 5:30:15, time: 0.635, data_time: 0.000, memory: 6590, top1_acc: 0.9964, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 2021-11-26 19:09:23,422 - mmaction - INFO - Epoch [34][300/627] lr: 1.000e-02, eta: 5:29:02, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9967, top5_acc: 0.9997, loss_cls: 0.0195, loss: 0.0195 2021-11-26 19:10:27,315 - mmaction - INFO - Epoch [34][400/627] lr: 1.000e-02, eta: 5:27:49, time: 0.639, data_time: 0.001, memory: 6590, top1_acc: 0.9962, top5_acc: 0.9998, loss_cls: 0.0203, loss: 0.0203 2021-11-26 19:11:31,222 - mmaction - INFO - Epoch [34][500/627] lr: 1.000e-02, eta: 5:26:37, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0186, loss: 0.0186 2021-11-26 19:12:34,934 - mmaction - INFO - Epoch [34][600/627] lr: 1.000e-02, eta: 5:25:24, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201 2021-11-26 19:14:35,871 - mmaction - INFO - Epoch [35][100/627] lr: 1.000e-02, eta: 5:24:20, time: 1.027, data_time: 0.400, memory: 6590, top1_acc: 0.9983, top5_acc: 1.0000, loss_cls: 0.0157, loss: 0.0157 2021-11-26 19:15:39,687 - mmaction - INFO - Epoch [35][200/627] lr: 1.000e-02, eta: 5:23:07, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 2021-11-26 19:16:43,631 - mmaction - INFO - Epoch [35][300/627] lr: 1.000e-02, eta: 5:21:55, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0189, loss: 0.0189 2021-11-26 19:17:47,604 - mmaction - INFO - Epoch [35][400/627] lr: 1.000e-02, eta: 5:20:42, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 2021-11-26 19:18:51,489 - mmaction - INFO - Epoch [35][500/627] lr: 1.000e-02, eta: 5:19:30, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9977, top5_acc: 0.9997, loss_cls: 0.0180, loss: 0.0180 2021-11-26 19:19:55,337 - mmaction - INFO - Epoch [35][600/627] lr: 1.000e-02, eta: 5:18:17, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9983, top5_acc: 0.9998, loss_cls: 0.0154, loss: 0.0154 2021-11-26 19:21:56,235 - mmaction - INFO - Epoch [36][100/627] lr: 1.000e-02, eta: 5:17:13, time: 1.031, data_time: 0.401, memory: 6590, top1_acc: 0.9978, top5_acc: 0.9997, loss_cls: 0.0160, loss: 0.0160 2021-11-26 19:22:59,928 - mmaction - INFO - Epoch [36][200/627] lr: 1.000e-02, eta: 5:16:00, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0147, loss: 0.0147 2021-11-26 19:24:04,036 - mmaction - INFO - Epoch [36][300/627] lr: 1.000e-02, eta: 5:14:48, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 2021-11-26 19:25:08,028 - mmaction - INFO - Epoch [36][400/627] lr: 1.000e-02, eta: 5:13:36, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0126, loss: 0.0126 2021-11-26 19:26:11,797 - mmaction - INFO - Epoch [36][500/627] lr: 1.000e-02, eta: 5:12:23, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0149, loss: 0.0149 2021-11-26 19:27:15,581 - mmaction - INFO - Epoch [36][600/627] lr: 1.000e-02, eta: 5:11:11, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 2021-11-26 19:27:33,666 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-11-26 19:28:50,244 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 19:28:50,323 - mmaction - INFO - top1_acc 0.8538 top5_acc 0.9703 2021-11-26 19:28:50,596 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. 2021-11-26 19:28:50,598 - mmaction - INFO - Best top1_acc is 0.8538 at 36 epoch. 2021-11-26 19:28:50,603 - mmaction - INFO - Epoch(val) [36][258] top1_acc: 0.8538, top5_acc: 0.9703 2021-11-26 19:30:36,152 - mmaction - INFO - Epoch [37][100/627] lr: 1.000e-02, eta: 5:10:09, time: 1.055, data_time: 0.431, memory: 6590, top1_acc: 0.9989, top5_acc: 1.0000, loss_cls: 0.0115, loss: 0.0115 2021-11-26 19:31:40,178 - mmaction - INFO - Epoch [37][200/627] lr: 1.000e-02, eta: 5:08:57, time: 0.640, data_time: 0.001, memory: 6590, top1_acc: 0.9983, top5_acc: 1.0000, loss_cls: 0.0131, loss: 0.0131 2021-11-26 19:32:43,705 - mmaction - INFO - Epoch [37][300/627] lr: 1.000e-02, eta: 5:07:44, time: 0.635, data_time: 0.001, memory: 6590, top1_acc: 0.9978, top5_acc: 0.9998, loss_cls: 0.0157, loss: 0.0157 2021-11-26 19:33:47,547 - mmaction - INFO - Epoch [37][400/627] lr: 1.000e-02, eta: 5:06:32, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9986, top5_acc: 1.0000, loss_cls: 0.0127, loss: 0.0127 2021-11-26 19:34:51,401 - mmaction - INFO - Epoch [37][500/627] lr: 1.000e-02, eta: 5:05:20, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 0.9998, loss_cls: 0.0129, loss: 0.0129 2021-11-26 19:35:55,332 - mmaction - INFO - Epoch [37][600/627] lr: 1.000e-02, eta: 5:04:08, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0125, loss: 0.0125 2021-11-26 19:37:54,614 - mmaction - INFO - Epoch [38][100/627] lr: 1.000e-02, eta: 5:03:00, time: 1.014, data_time: 0.388, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 2021-11-26 19:38:58,246 - mmaction - INFO - Epoch [38][200/627] lr: 1.000e-02, eta: 5:01:48, time: 0.636, data_time: 0.001, memory: 6590, top1_acc: 0.9989, top5_acc: 1.0000, loss_cls: 0.0123, loss: 0.0123 2021-11-26 19:40:02,011 - mmaction - INFO - Epoch [38][300/627] lr: 1.000e-02, eta: 5:00:36, time: 0.638, data_time: 0.001, memory: 6590, top1_acc: 0.9983, top5_acc: 0.9998, loss_cls: 0.0117, loss: 0.0117 2021-11-26 19:41:05,826 - mmaction - INFO - Epoch [38][400/627] lr: 1.000e-02, eta: 4:59:24, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 0.9998, loss_cls: 0.0123, loss: 0.0123 2021-11-26 19:42:09,828 - mmaction - INFO - Epoch [38][500/627] lr: 1.000e-02, eta: 4:58:12, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9986, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 2021-11-26 19:43:13,731 - mmaction - INFO - Epoch [38][600/627] lr: 1.000e-02, eta: 4:57:00, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0110, loss: 0.0110 2021-11-26 19:45:14,006 - mmaction - INFO - Epoch [39][100/627] lr: 1.000e-02, eta: 4:55:53, time: 1.025, data_time: 0.400, memory: 6590, top1_acc: 0.9986, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 2021-11-26 19:46:17,760 - mmaction - INFO - Epoch [39][200/627] lr: 1.000e-02, eta: 4:54:41, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9989, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 2021-11-26 19:47:21,086 - mmaction - INFO - Epoch [39][300/627] lr: 1.000e-02, eta: 4:53:28, time: 0.633, data_time: 0.001, memory: 6590, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0120, loss: 0.0120 2021-11-26 19:48:25,169 - mmaction - INFO - Epoch [39][400/627] lr: 1.000e-02, eta: 4:52:17, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 2021-11-26 19:49:29,183 - mmaction - INFO - Epoch [39][500/627] lr: 1.000e-02, eta: 4:51:06, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 2021-11-26 19:50:33,226 - mmaction - INFO - Epoch [39][600/627] lr: 1.000e-02, eta: 4:49:54, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9988, top5_acc: 0.9998, loss_cls: 0.0104, loss: 0.0104 2021-11-26 19:50:51,378 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-11-26 19:52:12,618 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 19:52:12,690 - mmaction - INFO - top1_acc 0.8553 top5_acc 0.9700 2021-11-26 19:52:12,827 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. 2021-11-26 19:52:12,829 - mmaction - INFO - Best top1_acc is 0.8553 at 39 epoch. 2021-11-26 19:52:12,834 - mmaction - INFO - Epoch(val) [39][258] top1_acc: 0.8553, top5_acc: 0.9700 2021-11-26 19:54:01,504 - mmaction - INFO - Epoch [40][100/627] lr: 1.000e-02, eta: 4:48:52, time: 1.087, data_time: 0.464, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 2021-11-26 19:55:05,267 - mmaction - INFO - Epoch [40][200/627] lr: 1.000e-02, eta: 4:47:40, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 0.9998, loss_cls: 0.0112, loss: 0.0112 2021-11-26 19:56:09,408 - mmaction - INFO - Epoch [40][300/627] lr: 1.000e-02, eta: 4:46:29, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 2021-11-26 19:57:12,890 - mmaction - INFO - Epoch [40][400/627] lr: 1.000e-02, eta: 4:45:17, time: 0.635, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 0.9997, loss_cls: 0.0116, loss: 0.0116 2021-11-26 19:58:17,184 - mmaction - INFO - Epoch [40][500/627] lr: 1.000e-02, eta: 4:44:06, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 2021-11-26 19:59:21,092 - mmaction - INFO - Epoch [40][600/627] lr: 1.000e-02, eta: 4:42:55, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9989, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 2021-11-26 20:01:19,429 - mmaction - INFO - Epoch [41][100/627] lr: 1.000e-03, eta: 4:41:43, time: 1.003, data_time: 0.378, memory: 6590, top1_acc: 0.9989, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 2021-11-26 20:02:22,842 - mmaction - INFO - Epoch [41][200/627] lr: 1.000e-03, eta: 4:40:31, time: 0.634, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 2021-11-26 20:03:26,318 - mmaction - INFO - Epoch [41][300/627] lr: 1.000e-03, eta: 4:39:20, time: 0.635, data_time: 0.001, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 2021-11-26 20:04:30,212 - mmaction - INFO - Epoch [41][400/627] lr: 1.000e-03, eta: 4:38:08, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 2021-11-26 20:05:34,196 - mmaction - INFO - Epoch [41][500/627] lr: 1.000e-03, eta: 4:36:57, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 2021-11-26 20:06:38,060 - mmaction - INFO - Epoch [41][600/627] lr: 1.000e-03, eta: 4:35:46, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 2021-11-26 20:08:37,763 - mmaction - INFO - Epoch [42][100/627] lr: 1.000e-03, eta: 4:34:35, time: 1.020, data_time: 0.393, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 2021-11-26 20:09:41,491 - mmaction - INFO - Epoch [42][200/627] lr: 1.000e-03, eta: 4:33:24, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 2021-11-26 20:10:44,953 - mmaction - INFO - Epoch [42][300/627] lr: 1.000e-03, eta: 4:32:13, time: 0.635, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 2021-11-26 20:11:49,104 - mmaction - INFO - Epoch [42][400/627] lr: 1.000e-03, eta: 4:31:02, time: 0.641, data_time: 0.003, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 2021-11-26 20:12:52,784 - mmaction - INFO - Epoch [42][500/627] lr: 1.000e-03, eta: 4:29:51, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 2021-11-26 20:13:56,618 - mmaction - INFO - Epoch [42][600/627] lr: 1.000e-03, eta: 4:28:40, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 2021-11-26 20:14:14,914 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-11-26 20:15:32,028 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 20:15:32,103 - mmaction - INFO - top1_acc 0.8559 top5_acc 0.9694 2021-11-26 20:15:32,501 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2021-11-26 20:15:32,504 - mmaction - INFO - Best top1_acc is 0.8559 at 42 epoch. 2021-11-26 20:15:32,509 - mmaction - INFO - Epoch(val) [42][258] top1_acc: 0.8559, top5_acc: 0.9694 2021-11-26 20:17:14,914 - mmaction - INFO - Epoch [43][100/627] lr: 1.000e-03, eta: 4:27:29, time: 1.024, data_time: 0.398, memory: 6590, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 2021-11-26 20:18:18,764 - mmaction - INFO - Epoch [43][200/627] lr: 1.000e-03, eta: 4:26:18, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 2021-11-26 20:19:23,135 - mmaction - INFO - Epoch [43][300/627] lr: 1.000e-03, eta: 4:25:07, time: 0.644, data_time: 0.001, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 2021-11-26 20:20:27,058 - mmaction - INFO - Epoch [43][400/627] lr: 1.000e-03, eta: 4:23:56, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 2021-11-26 20:21:30,967 - mmaction - INFO - Epoch [43][500/627] lr: 1.000e-03, eta: 4:22:45, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 2021-11-26 20:22:34,921 - mmaction - INFO - Epoch [43][600/627] lr: 1.000e-03, eta: 4:21:35, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 2021-11-26 20:24:35,883 - mmaction - INFO - Epoch [44][100/627] lr: 1.000e-03, eta: 4:20:23, time: 1.030, data_time: 0.402, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 2021-11-26 20:25:39,215 - mmaction - INFO - Epoch [44][200/627] lr: 1.000e-03, eta: 4:19:12, time: 0.633, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 2021-11-26 20:26:43,058 - mmaction - INFO - Epoch [44][300/627] lr: 1.000e-03, eta: 4:18:01, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 2021-11-26 20:27:47,283 - mmaction - INFO - Epoch [44][400/627] lr: 1.000e-03, eta: 4:16:51, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9986, top5_acc: 1.0000, loss_cls: 0.0110, loss: 0.0110 2021-11-26 20:28:51,456 - mmaction - INFO - Epoch [44][500/627] lr: 1.000e-03, eta: 4:15:41, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9989, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 2021-11-26 20:29:55,753 - mmaction - INFO - Epoch [44][600/627] lr: 1.000e-03, eta: 4:14:30, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 2021-11-26 20:32:00,015 - mmaction - INFO - Epoch [45][100/627] lr: 1.000e-03, eta: 4:13:21, time: 1.065, data_time: 0.438, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 2021-11-26 20:33:03,957 - mmaction - INFO - Epoch [45][200/627] lr: 1.000e-03, eta: 4:12:11, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 2021-11-26 20:34:07,784 - mmaction - INFO - Epoch [45][300/627] lr: 1.000e-03, eta: 4:11:00, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 2021-11-26 20:35:11,365 - mmaction - INFO - Epoch [45][400/627] lr: 1.000e-03, eta: 4:09:49, time: 0.636, data_time: 0.001, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 2021-11-26 20:36:14,838 - mmaction - INFO - Epoch [45][500/627] lr: 1.000e-03, eta: 4:08:38, time: 0.635, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 2021-11-26 20:37:18,501 - mmaction - INFO - Epoch [45][600/627] lr: 1.000e-03, eta: 4:07:28, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 2021-11-26 20:37:36,458 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-11-26 20:38:56,547 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 20:38:56,622 - mmaction - INFO - top1_acc 0.8533 top5_acc 0.9684 2021-11-26 20:38:56,625 - mmaction - INFO - Epoch(val) [45][258] top1_acc: 0.8533, top5_acc: 0.9684 2021-11-26 20:40:40,637 - mmaction - INFO - Epoch [46][100/627] lr: 1.000e-03, eta: 4:06:16, time: 1.040, data_time: 0.414, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 2021-11-26 20:41:43,828 - mmaction - INFO - Epoch [46][200/627] lr: 1.000e-03, eta: 4:05:05, time: 0.632, data_time: 0.001, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 2021-11-26 20:42:47,922 - mmaction - INFO - Epoch [46][300/627] lr: 1.000e-03, eta: 4:03:54, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 2021-11-26 20:43:51,394 - mmaction - INFO - Epoch [46][400/627] lr: 1.000e-03, eta: 4:02:44, time: 0.635, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 2021-11-26 20:44:55,386 - mmaction - INFO - Epoch [46][500/627] lr: 1.000e-03, eta: 4:01:33, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 2021-11-26 20:45:58,957 - mmaction - INFO - Epoch [46][600/627] lr: 1.000e-03, eta: 4:00:23, time: 0.636, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 2021-11-26 20:47:59,808 - mmaction - INFO - Epoch [47][100/627] lr: 1.000e-03, eta: 3:59:10, time: 1.029, data_time: 0.399, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 2021-11-26 20:49:03,767 - mmaction - INFO - Epoch [47][200/627] lr: 1.000e-03, eta: 3:57:59, time: 0.640, data_time: 0.001, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 2021-11-26 20:50:07,462 - mmaction - INFO - Epoch [47][300/627] lr: 1.000e-03, eta: 3:56:49, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 2021-11-26 20:51:11,167 - mmaction - INFO - Epoch [47][400/627] lr: 1.000e-03, eta: 3:55:38, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 2021-11-26 20:52:15,240 - mmaction - INFO - Epoch [47][500/627] lr: 1.000e-03, eta: 3:54:28, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 2021-11-26 20:53:19,154 - mmaction - INFO - Epoch [47][600/627] lr: 1.000e-03, eta: 3:53:18, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 2021-11-26 20:55:23,011 - mmaction - INFO - Epoch [48][100/627] lr: 1.000e-03, eta: 3:52:06, time: 1.054, data_time: 0.427, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 2021-11-26 20:56:27,196 - mmaction - INFO - Epoch [48][200/627] lr: 1.000e-03, eta: 3:50:56, time: 0.642, data_time: 0.001, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 2021-11-26 20:57:31,396 - mmaction - INFO - Epoch [48][300/627] lr: 1.000e-03, eta: 3:49:46, time: 0.642, data_time: 0.001, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 2021-11-26 20:58:35,170 - mmaction - INFO - Epoch [48][400/627] lr: 1.000e-03, eta: 3:48:36, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 2021-11-26 20:59:39,201 - mmaction - INFO - Epoch [48][500/627] lr: 1.000e-03, eta: 3:47:26, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 2021-11-26 21:00:43,077 - mmaction - INFO - Epoch [48][600/627] lr: 1.000e-03, eta: 3:46:16, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 2021-11-26 21:01:01,136 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-11-26 21:02:18,383 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 21:02:18,493 - mmaction - INFO - top1_acc 0.8555 top5_acc 0.9697 2021-11-26 21:02:18,498 - mmaction - INFO - Epoch(val) [48][258] top1_acc: 0.8555, top5_acc: 0.9697 2021-11-26 21:04:03,128 - mmaction - INFO - Epoch [49][100/627] lr: 1.000e-03, eta: 3:45:02, time: 1.046, data_time: 0.416, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 2021-11-26 21:05:06,701 - mmaction - INFO - Epoch [49][200/627] lr: 1.000e-03, eta: 3:43:52, time: 0.636, data_time: 0.001, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 2021-11-26 21:06:11,010 - mmaction - INFO - Epoch [49][300/627] lr: 1.000e-03, eta: 3:42:42, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 2021-11-26 21:07:14,962 - mmaction - INFO - Epoch [49][400/627] lr: 1.000e-03, eta: 3:41:32, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 2021-11-26 21:08:18,535 - mmaction - INFO - Epoch [49][500/627] lr: 1.000e-03, eta: 3:40:22, time: 0.636, data_time: 0.000, memory: 6590, top1_acc: 0.9986, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 2021-11-26 21:09:22,313 - mmaction - INFO - Epoch [49][600/627] lr: 1.000e-03, eta: 3:39:12, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 2021-11-26 21:11:24,726 - mmaction - INFO - Epoch [50][100/627] lr: 1.000e-03, eta: 3:37:58, time: 1.043, data_time: 0.395, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 2021-11-26 21:12:28,389 - mmaction - INFO - Epoch [50][200/627] lr: 1.000e-03, eta: 3:36:48, time: 0.637, data_time: 0.001, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 2021-11-26 21:13:32,315 - mmaction - INFO - Epoch [50][300/627] lr: 1.000e-03, eta: 3:35:38, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 2021-11-26 21:14:36,056 - mmaction - INFO - Epoch [50][400/627] lr: 1.000e-03, eta: 3:34:28, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9986, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 2021-11-26 21:15:40,141 - mmaction - INFO - Epoch [50][500/627] lr: 1.000e-03, eta: 3:33:18, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 2021-11-26 21:16:44,189 - mmaction - INFO - Epoch [50][600/627] lr: 1.000e-03, eta: 3:32:08, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 2021-11-26 21:18:46,095 - mmaction - INFO - Epoch [51][100/627] lr: 1.000e-03, eta: 3:30:53, time: 1.039, data_time: 0.375, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 2021-11-26 21:19:49,778 - mmaction - INFO - Epoch [51][200/627] lr: 1.000e-03, eta: 3:29:43, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 2021-11-26 21:20:53,569 - mmaction - INFO - Epoch [51][300/627] lr: 1.000e-03, eta: 3:28:34, time: 0.638, data_time: 0.001, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 2021-11-26 21:21:57,651 - mmaction - INFO - Epoch [51][400/627] lr: 1.000e-03, eta: 3:27:24, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 2021-11-26 21:23:01,452 - mmaction - INFO - Epoch [51][500/627] lr: 1.000e-03, eta: 3:26:14, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 2021-11-26 21:24:05,290 - mmaction - INFO - Epoch [51][600/627] lr: 1.000e-03, eta: 3:25:04, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 2021-11-26 21:24:23,481 - mmaction - INFO - Saving checkpoint at 51 epochs 2021-11-26 21:25:42,045 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 21:25:42,124 - mmaction - INFO - top1_acc 0.8533 top5_acc 0.9698 2021-11-26 21:25:42,130 - mmaction - INFO - Epoch(val) [51][258] top1_acc: 0.8533, top5_acc: 0.9698 2021-11-26 21:27:22,447 - mmaction - INFO - Epoch [52][100/627] lr: 1.000e-03, eta: 3:23:47, time: 1.003, data_time: 0.374, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 2021-11-26 21:28:25,749 - mmaction - INFO - Epoch [52][200/627] lr: 1.000e-03, eta: 3:22:37, time: 0.633, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 2021-11-26 21:29:29,634 - mmaction - INFO - Epoch [52][300/627] lr: 1.000e-03, eta: 3:21:27, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 2021-11-26 21:30:33,584 - mmaction - INFO - Epoch [52][400/627] lr: 1.000e-03, eta: 3:20:17, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 2021-11-26 21:31:37,542 - mmaction - INFO - Epoch [52][500/627] lr: 1.000e-03, eta: 3:19:08, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 2021-11-26 21:32:41,116 - mmaction - INFO - Epoch [52][600/627] lr: 1.000e-03, eta: 3:17:58, time: 0.636, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 2021-11-26 21:34:40,583 - mmaction - INFO - Epoch [53][100/627] lr: 1.000e-03, eta: 3:16:41, time: 1.019, data_time: 0.391, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 2021-11-26 21:35:44,624 - mmaction - INFO - Epoch [53][200/627] lr: 1.000e-03, eta: 3:15:31, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 0.9998, loss_cls: 0.0091, loss: 0.0091 2021-11-26 21:36:48,843 - mmaction - INFO - Epoch [53][300/627] lr: 1.000e-03, eta: 3:14:22, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 2021-11-26 21:37:53,020 - mmaction - INFO - Epoch [53][400/627] lr: 1.000e-03, eta: 3:13:13, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 2021-11-26 21:38:57,138 - mmaction - INFO - Epoch [53][500/627] lr: 1.000e-03, eta: 3:12:03, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 2021-11-26 21:40:00,771 - mmaction - INFO - Epoch [53][600/627] lr: 1.000e-03, eta: 3:10:54, time: 0.636, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 2021-11-26 21:42:02,854 - mmaction - INFO - Epoch [54][100/627] lr: 1.000e-03, eta: 3:09:37, time: 1.040, data_time: 0.409, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 2021-11-26 21:43:06,767 - mmaction - INFO - Epoch [54][200/627] lr: 1.000e-03, eta: 3:08:28, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 2021-11-26 21:44:10,771 - mmaction - INFO - Epoch [54][300/627] lr: 1.000e-03, eta: 3:07:18, time: 0.640, data_time: 0.001, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 2021-11-26 21:45:14,979 - mmaction - INFO - Epoch [54][400/627] lr: 1.000e-03, eta: 3:06:09, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 2021-11-26 21:46:18,650 - mmaction - INFO - Epoch [54][500/627] lr: 1.000e-03, eta: 3:05:00, time: 0.637, data_time: 0.001, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 2021-11-26 21:47:22,650 - mmaction - INFO - Epoch [54][600/627] lr: 1.000e-03, eta: 3:03:50, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 2021-11-26 21:47:40,562 - mmaction - INFO - Saving checkpoint at 54 epochs 2021-11-26 21:48:59,215 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 21:48:59,302 - mmaction - INFO - top1_acc 0.8586 top5_acc 0.9702 2021-11-26 21:48:59,435 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. 2021-11-26 21:48:59,436 - mmaction - INFO - Best top1_acc is 0.8586 at 54 epoch. 2021-11-26 21:48:59,447 - mmaction - INFO - Epoch(val) [54][258] top1_acc: 0.8586, top5_acc: 0.9702 2021-11-26 21:50:55,133 - mmaction - INFO - Epoch [55][100/627] lr: 1.000e-03, eta: 3:02:39, time: 1.157, data_time: 0.534, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 2021-11-26 21:51:58,655 - mmaction - INFO - Epoch [55][200/627] lr: 1.000e-03, eta: 3:01:29, time: 0.635, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 2021-11-26 21:53:02,339 - mmaction - INFO - Epoch [55][300/627] lr: 1.000e-03, eta: 3:00:20, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 2021-11-26 21:54:06,252 - mmaction - INFO - Epoch [55][400/627] lr: 1.000e-03, eta: 2:59:10, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 2021-11-26 21:55:09,834 - mmaction - INFO - Epoch [55][500/627] lr: 1.000e-03, eta: 2:58:01, time: 0.636, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 2021-11-26 21:56:13,598 - mmaction - INFO - Epoch [55][600/627] lr: 1.000e-03, eta: 2:56:52, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 2021-11-26 21:58:12,864 - mmaction - INFO - Epoch [56][100/627] lr: 1.000e-03, eta: 2:55:33, time: 1.014, data_time: 0.389, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 2021-11-26 21:59:16,308 - mmaction - INFO - Epoch [56][200/627] lr: 1.000e-03, eta: 2:54:23, time: 0.634, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 2021-11-26 22:00:20,208 - mmaction - INFO - Epoch [56][300/627] lr: 1.000e-03, eta: 2:53:14, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 2021-11-26 22:01:24,132 - mmaction - INFO - Epoch [56][400/627] lr: 1.000e-03, eta: 2:52:05, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 2021-11-26 22:02:27,997 - mmaction - INFO - Epoch [56][500/627] lr: 1.000e-03, eta: 2:50:56, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 2021-11-26 22:03:32,231 - mmaction - INFO - Epoch [56][600/627] lr: 1.000e-03, eta: 2:49:47, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 2021-11-26 22:05:33,507 - mmaction - INFO - Epoch [57][100/627] lr: 1.000e-03, eta: 2:48:28, time: 1.030, data_time: 0.399, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 2021-11-26 22:06:37,334 - mmaction - INFO - Epoch [57][200/627] lr: 1.000e-03, eta: 2:47:19, time: 0.638, data_time: 0.001, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 2021-11-26 22:07:41,449 - mmaction - INFO - Epoch [57][300/627] lr: 1.000e-03, eta: 2:46:10, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 2021-11-26 22:08:45,660 - mmaction - INFO - Epoch [57][400/627] lr: 1.000e-03, eta: 2:45:01, time: 0.642, data_time: 0.001, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 2021-11-26 22:09:49,592 - mmaction - INFO - Epoch [57][500/627] lr: 1.000e-03, eta: 2:43:52, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 2021-11-26 22:10:53,620 - mmaction - INFO - Epoch [57][600/627] lr: 1.000e-03, eta: 2:42:43, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 2021-11-26 22:11:11,826 - mmaction - INFO - Saving checkpoint at 57 epochs 2021-11-26 22:12:37,168 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 22:12:37,248 - mmaction - INFO - top1_acc 0.8563 top5_acc 0.9697 2021-11-26 22:12:37,253 - mmaction - INFO - Epoch(val) [57][258] top1_acc: 0.8563, top5_acc: 0.9697 2021-11-26 22:14:19,837 - mmaction - INFO - Epoch [58][100/627] lr: 1.000e-03, eta: 2:41:24, time: 1.026, data_time: 0.400, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 2021-11-26 22:15:23,847 - mmaction - INFO - Epoch [58][200/627] lr: 1.000e-03, eta: 2:40:14, time: 0.640, data_time: 0.001, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 2021-11-26 22:16:27,888 - mmaction - INFO - Epoch [58][300/627] lr: 1.000e-03, eta: 2:39:05, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 2021-11-26 22:17:31,660 - mmaction - INFO - Epoch [58][400/627] lr: 1.000e-03, eta: 2:37:56, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 2021-11-26 22:18:35,783 - mmaction - INFO - Epoch [58][500/627] lr: 1.000e-03, eta: 2:36:47, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 2021-11-26 22:19:39,718 - mmaction - INFO - Epoch [58][600/627] lr: 1.000e-03, eta: 2:35:38, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 2021-11-26 22:21:39,922 - mmaction - INFO - Epoch [59][100/627] lr: 1.000e-03, eta: 2:34:19, time: 1.018, data_time: 0.391, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 2021-11-26 22:22:43,606 - mmaction - INFO - Epoch [59][200/627] lr: 1.000e-03, eta: 2:33:10, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 2021-11-26 22:23:47,611 - mmaction - INFO - Epoch [59][300/627] lr: 1.000e-03, eta: 2:32:01, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 2021-11-26 22:24:51,839 - mmaction - INFO - Epoch [59][400/627] lr: 1.000e-03, eta: 2:30:52, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 2021-11-26 22:25:56,016 - mmaction - INFO - Epoch [59][500/627] lr: 1.000e-03, eta: 2:29:43, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 2021-11-26 22:26:59,753 - mmaction - INFO - Epoch [59][600/627] lr: 1.000e-03, eta: 2:28:34, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 2021-11-26 22:29:02,395 - mmaction - INFO - Epoch [60][100/627] lr: 1.000e-03, eta: 2:27:15, time: 1.042, data_time: 0.415, memory: 6590, top1_acc: 0.9997, top5_acc: 0.9998, loss_cls: 0.0074, loss: 0.0074 2021-11-26 22:30:06,350 - mmaction - INFO - Epoch [60][200/627] lr: 1.000e-03, eta: 2:26:06, time: 0.640, data_time: 0.003, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 2021-11-26 22:31:10,870 - mmaction - INFO - Epoch [60][300/627] lr: 1.000e-03, eta: 2:24:57, time: 0.645, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 2021-11-26 22:32:15,469 - mmaction - INFO - Epoch [60][400/627] lr: 1.000e-03, eta: 2:23:49, time: 0.646, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 2021-11-26 22:33:19,533 - mmaction - INFO - Epoch [60][500/627] lr: 1.000e-03, eta: 2:22:40, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 2021-11-26 22:34:23,603 - mmaction - INFO - Epoch [60][600/627] lr: 1.000e-03, eta: 2:21:31, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 2021-11-26 22:34:41,737 - mmaction - INFO - Saving checkpoint at 60 epochs 2021-11-26 22:35:58,765 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 22:35:58,848 - mmaction - INFO - top1_acc 0.8539 top5_acc 0.9699 2021-11-26 22:35:58,855 - mmaction - INFO - Epoch(val) [60][258] top1_acc: 0.8539, top5_acc: 0.9699 2021-11-26 22:37:41,993 - mmaction - INFO - Epoch [61][100/627] lr: 1.000e-03, eta: 2:20:11, time: 1.031, data_time: 0.402, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 2021-11-26 22:38:45,611 - mmaction - INFO - Epoch [61][200/627] lr: 1.000e-03, eta: 2:19:02, time: 0.636, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 2021-11-26 22:39:49,334 - mmaction - INFO - Epoch [61][300/627] lr: 1.000e-03, eta: 2:17:53, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 2021-11-26 22:40:53,617 - mmaction - INFO - Epoch [61][400/627] lr: 1.000e-03, eta: 2:16:45, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 2021-11-26 22:41:57,451 - mmaction - INFO - Epoch [61][500/627] lr: 1.000e-03, eta: 2:15:36, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 2021-11-26 22:43:01,304 - mmaction - INFO - Epoch [61][600/627] lr: 1.000e-03, eta: 2:14:27, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 2021-11-26 22:45:04,032 - mmaction - INFO - Epoch [62][100/627] lr: 1.000e-03, eta: 2:13:07, time: 1.049, data_time: 0.419, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 2021-11-26 22:46:08,102 - mmaction - INFO - Epoch [62][200/627] lr: 1.000e-03, eta: 2:11:58, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 2021-11-26 22:47:12,425 - mmaction - INFO - Epoch [62][300/627] lr: 1.000e-03, eta: 2:10:50, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 2021-11-26 22:48:16,471 - mmaction - INFO - Epoch [62][400/627] lr: 1.000e-03, eta: 2:09:41, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 2021-11-26 22:49:20,883 - mmaction - INFO - Epoch [62][500/627] lr: 1.000e-03, eta: 2:08:33, time: 0.644, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 2021-11-26 22:50:24,996 - mmaction - INFO - Epoch [62][600/627] lr: 1.000e-03, eta: 2:07:24, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 2021-11-26 22:52:23,661 - mmaction - INFO - Epoch [63][100/627] lr: 1.000e-03, eta: 2:06:02, time: 1.004, data_time: 0.374, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 2021-11-26 22:53:27,879 - mmaction - INFO - Epoch [63][200/627] lr: 1.000e-03, eta: 2:04:54, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 2021-11-26 22:54:31,794 - mmaction - INFO - Epoch [63][300/627] lr: 1.000e-03, eta: 2:03:45, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 2021-11-26 22:55:35,067 - mmaction - INFO - Epoch [63][400/627] lr: 1.000e-03, eta: 2:02:36, time: 0.633, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 2021-11-26 22:56:38,785 - mmaction - INFO - Epoch [63][500/627] lr: 1.000e-03, eta: 2:01:28, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 2021-11-26 22:57:42,679 - mmaction - INFO - Epoch [63][600/627] lr: 1.000e-03, eta: 2:00:19, time: 0.639, data_time: 0.002, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 2021-11-26 22:58:00,457 - mmaction - INFO - Saving checkpoint at 63 epochs 2021-11-26 22:59:16,003 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 22:59:16,079 - mmaction - INFO - top1_acc 0.8606 top5_acc 0.9695 2021-11-26 22:59:16,211 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_63.pth. 2021-11-26 22:59:16,213 - mmaction - INFO - Best top1_acc is 0.8606 at 63 epoch. 2021-11-26 22:59:16,218 - mmaction - INFO - Epoch(val) [63][258] top1_acc: 0.8606, top5_acc: 0.9695 2021-11-26 23:01:01,116 - mmaction - INFO - Epoch [64][100/627] lr: 1.000e-03, eta: 1:58:58, time: 1.049, data_time: 0.421, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 2021-11-26 23:02:04,951 - mmaction - INFO - Epoch [64][200/627] lr: 1.000e-03, eta: 1:57:50, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-11-26 23:03:09,101 - mmaction - INFO - Epoch [64][300/627] lr: 1.000e-03, eta: 1:56:41, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 2021-11-26 23:04:13,413 - mmaction - INFO - Epoch [64][400/627] lr: 1.000e-03, eta: 1:55:33, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 2021-11-26 23:05:17,487 - mmaction - INFO - Epoch [64][500/627] lr: 1.000e-03, eta: 1:54:24, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 2021-11-26 23:06:21,773 - mmaction - INFO - Epoch [64][600/627] lr: 1.000e-03, eta: 1:53:16, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 2021-11-26 23:08:20,122 - mmaction - INFO - Epoch [65][100/627] lr: 1.000e-03, eta: 1:51:54, time: 1.007, data_time: 0.382, memory: 6590, top1_acc: 0.9991, top5_acc: 0.9998, loss_cls: 0.0090, loss: 0.0090 2021-11-26 23:09:23,821 - mmaction - INFO - Epoch [65][200/627] lr: 1.000e-03, eta: 1:50:45, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 2021-11-26 23:10:27,926 - mmaction - INFO - Epoch [65][300/627] lr: 1.000e-03, eta: 1:49:37, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 2021-11-26 23:11:31,976 - mmaction - INFO - Epoch [65][400/627] lr: 1.000e-03, eta: 1:48:28, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 2021-11-26 23:12:35,985 - mmaction - INFO - Epoch [65][500/627] lr: 1.000e-03, eta: 1:47:20, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 2021-11-26 23:13:41,071 - mmaction - INFO - Epoch [65][600/627] lr: 1.000e-03, eta: 1:46:12, time: 0.651, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 2021-11-26 23:15:42,563 - mmaction - INFO - Epoch [66][100/627] lr: 1.000e-03, eta: 1:44:50, time: 1.037, data_time: 0.412, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 2021-11-26 23:16:46,202 - mmaction - INFO - Epoch [66][200/627] lr: 1.000e-03, eta: 1:43:42, time: 0.636, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 2021-11-26 23:17:49,869 - mmaction - INFO - Epoch [66][300/627] lr: 1.000e-03, eta: 1:42:33, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 2021-11-26 23:18:54,104 - mmaction - INFO - Epoch [66][400/627] lr: 1.000e-03, eta: 1:41:25, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 2021-11-26 23:19:57,657 - mmaction - INFO - Epoch [66][500/627] lr: 1.000e-03, eta: 1:40:16, time: 0.636, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 2021-11-26 23:21:01,494 - mmaction - INFO - Epoch [66][600/627] lr: 1.000e-03, eta: 1:39:08, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 2021-11-26 23:21:19,798 - mmaction - INFO - Saving checkpoint at 66 epochs 2021-11-26 23:22:37,492 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 23:22:37,583 - mmaction - INFO - top1_acc 0.8553 top5_acc 0.9691 2021-11-26 23:22:37,588 - mmaction - INFO - Epoch(val) [66][258] top1_acc: 0.8553, top5_acc: 0.9691 2021-11-26 23:24:20,273 - mmaction - INFO - Epoch [67][100/627] lr: 1.000e-03, eta: 1:37:46, time: 1.026, data_time: 0.397, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 2021-11-26 23:25:23,929 - mmaction - INFO - Epoch [67][200/627] lr: 1.000e-03, eta: 1:36:37, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 2021-11-26 23:26:27,653 - mmaction - INFO - Epoch [67][300/627] lr: 1.000e-03, eta: 1:35:29, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 2021-11-26 23:27:31,759 - mmaction - INFO - Epoch [67][400/627] lr: 1.000e-03, eta: 1:34:21, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 0.9998, loss_cls: 0.0078, loss: 0.0078 2021-11-26 23:28:35,736 - mmaction - INFO - Epoch [67][500/627] lr: 1.000e-03, eta: 1:33:12, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 2021-11-26 23:29:39,613 - mmaction - INFO - Epoch [67][600/627] lr: 1.000e-03, eta: 1:32:04, time: 0.639, data_time: 0.001, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 2021-11-26 23:31:38,763 - mmaction - INFO - Epoch [68][100/627] lr: 1.000e-03, eta: 1:30:41, time: 1.014, data_time: 0.388, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 2021-11-26 23:32:42,365 - mmaction - INFO - Epoch [68][200/627] lr: 1.000e-03, eta: 1:29:33, time: 0.636, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 2021-11-26 23:33:46,328 - mmaction - INFO - Epoch [68][300/627] lr: 1.000e-03, eta: 1:28:25, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 2021-11-26 23:34:49,937 - mmaction - INFO - Epoch [68][400/627] lr: 1.000e-03, eta: 1:27:16, time: 0.636, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 2021-11-26 23:35:54,069 - mmaction - INFO - Epoch [68][500/627] lr: 1.000e-03, eta: 1:26:08, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 2021-11-26 23:36:58,744 - mmaction - INFO - Epoch [68][600/627] lr: 1.000e-03, eta: 1:25:00, time: 0.647, data_time: 0.001, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 2021-11-26 23:38:57,364 - mmaction - INFO - Epoch [69][100/627] lr: 1.000e-03, eta: 1:23:37, time: 1.005, data_time: 0.380, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 2021-11-26 23:40:00,941 - mmaction - INFO - Epoch [69][200/627] lr: 1.000e-03, eta: 1:22:29, time: 0.636, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 2021-11-26 23:41:04,903 - mmaction - INFO - Epoch [69][300/627] lr: 1.000e-03, eta: 1:21:21, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 2021-11-26 23:42:09,131 - mmaction - INFO - Epoch [69][400/627] lr: 1.000e-03, eta: 1:20:12, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 2021-11-26 23:43:13,085 - mmaction - INFO - Epoch [69][500/627] lr: 1.000e-03, eta: 1:19:04, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 2021-11-26 23:44:17,105 - mmaction - INFO - Epoch [69][600/627] lr: 1.000e-03, eta: 1:17:56, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 2021-11-26 23:44:35,131 - mmaction - INFO - Saving checkpoint at 69 epochs 2021-11-26 23:45:54,425 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 23:45:54,506 - mmaction - INFO - top1_acc 0.8559 top5_acc 0.9682 2021-11-26 23:45:54,512 - mmaction - INFO - Epoch(val) [69][258] top1_acc: 0.8559, top5_acc: 0.9682 2021-11-26 23:47:42,590 - mmaction - INFO - Epoch [70][100/627] lr: 1.000e-03, eta: 1:16:34, time: 1.081, data_time: 0.454, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 2021-11-26 23:48:46,118 - mmaction - INFO - Epoch [70][200/627] lr: 1.000e-03, eta: 1:15:26, time: 0.635, data_time: 0.000, memory: 6590, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 2021-11-26 23:49:49,927 - mmaction - INFO - Epoch [70][300/627] lr: 1.000e-03, eta: 1:14:17, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 2021-11-26 23:50:54,118 - mmaction - INFO - Epoch [70][400/627] lr: 1.000e-03, eta: 1:13:09, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 2021-11-26 23:51:57,807 - mmaction - INFO - Epoch [70][500/627] lr: 1.000e-03, eta: 1:12:01, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 2021-11-26 23:53:01,813 - mmaction - INFO - Epoch [70][600/627] lr: 1.000e-03, eta: 1:10:53, time: 0.640, data_time: 0.001, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 2021-11-26 23:55:07,142 - mmaction - INFO - Epoch [71][100/627] lr: 1.000e-03, eta: 1:09:30, time: 1.067, data_time: 0.441, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 2021-11-26 23:56:10,732 - mmaction - INFO - Epoch [71][200/627] lr: 1.000e-03, eta: 1:08:22, time: 0.636, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 2021-11-26 23:57:14,168 - mmaction - INFO - Epoch [71][300/627] lr: 1.000e-03, eta: 1:07:14, time: 0.634, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 2021-11-26 23:58:17,686 - mmaction - INFO - Epoch [71][400/627] lr: 1.000e-03, eta: 1:06:06, time: 0.635, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 2021-11-26 23:59:21,829 - mmaction - INFO - Epoch [71][500/627] lr: 1.000e-03, eta: 1:04:58, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 2021-11-27 00:00:26,243 - mmaction - INFO - Epoch [71][600/627] lr: 1.000e-03, eta: 1:03:50, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 2021-11-27 00:02:45,048 - mmaction - INFO - Epoch [72][100/627] lr: 1.000e-03, eta: 1:02:28, time: 1.176, data_time: 0.550, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 2021-11-27 00:03:48,696 - mmaction - INFO - Epoch [72][200/627] lr: 1.000e-03, eta: 1:01:20, time: 0.636, data_time: 0.001, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 2021-11-27 00:04:52,762 - mmaction - INFO - Epoch [72][300/627] lr: 1.000e-03, eta: 1:00:12, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 2021-11-27 00:05:56,872 - mmaction - INFO - Epoch [72][400/627] lr: 1.000e-03, eta: 0:59:04, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 2021-11-27 00:07:00,874 - mmaction - INFO - Epoch [72][500/627] lr: 1.000e-03, eta: 0:57:56, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 2021-11-27 00:08:04,964 - mmaction - INFO - Epoch [72][600/627] lr: 1.000e-03, eta: 0:56:48, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 2021-11-27 00:08:23,230 - mmaction - INFO - Saving checkpoint at 72 epochs 2021-11-27 00:09:40,391 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-27 00:09:40,469 - mmaction - INFO - top1_acc 0.8590 top5_acc 0.9686 2021-11-27 00:09:40,472 - mmaction - INFO - Epoch(val) [72][258] top1_acc: 0.8590, top5_acc: 0.9686 2021-11-27 00:11:21,923 - mmaction - INFO - Epoch [73][100/627] lr: 1.000e-03, eta: 0:55:24, time: 1.014, data_time: 0.387, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 2021-11-27 00:12:25,723 - mmaction - INFO - Epoch [73][200/627] lr: 1.000e-03, eta: 0:54:16, time: 0.638, data_time: 0.001, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 2021-11-27 00:13:29,934 - mmaction - INFO - Epoch [73][300/627] lr: 1.000e-03, eta: 0:53:08, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 2021-11-27 00:14:33,879 - mmaction - INFO - Epoch [73][400/627] lr: 1.000e-03, eta: 0:52:00, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 2021-11-27 00:15:38,092 - mmaction - INFO - Epoch [73][500/627] lr: 1.000e-03, eta: 0:50:52, time: 0.642, data_time: 0.001, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 2021-11-27 00:16:42,024 - mmaction - INFO - Epoch [73][600/627] lr: 1.000e-03, eta: 0:49:44, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 2021-11-27 00:18:42,598 - mmaction - INFO - Epoch [74][100/627] lr: 1.000e-03, eta: 0:48:20, time: 1.023, data_time: 0.393, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 2021-11-27 00:19:46,513 - mmaction - INFO - Epoch [74][200/627] lr: 1.000e-03, eta: 0:47:12, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 2021-11-27 00:20:50,313 - mmaction - INFO - Epoch [74][300/627] lr: 1.000e-03, eta: 0:46:04, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 2021-11-27 00:21:54,611 - mmaction - INFO - Epoch [74][400/627] lr: 1.000e-03, eta: 0:44:56, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 2021-11-27 00:22:58,906 - mmaction - INFO - Epoch [74][500/627] lr: 1.000e-03, eta: 0:43:48, time: 0.643, data_time: 0.001, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 2021-11-27 00:24:02,689 - mmaction - INFO - Epoch [74][600/627] lr: 1.000e-03, eta: 0:42:40, time: 0.638, data_time: 0.001, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 2021-11-27 00:26:03,393 - mmaction - INFO - Epoch [75][100/627] lr: 1.000e-03, eta: 0:41:16, time: 1.028, data_time: 0.402, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 2021-11-27 00:27:07,271 - mmaction - INFO - Epoch [75][200/627] lr: 1.000e-03, eta: 0:40:08, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 2021-11-27 00:28:11,412 - mmaction - INFO - Epoch [75][300/627] lr: 1.000e-03, eta: 0:39:00, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 2021-11-27 00:29:15,496 - mmaction - INFO - Epoch [75][400/627] lr: 1.000e-03, eta: 0:37:52, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 2021-11-27 00:30:19,811 - mmaction - INFO - Epoch [75][500/627] lr: 1.000e-03, eta: 0:36:44, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 0.9998, loss_cls: 0.0073, loss: 0.0073 2021-11-27 00:31:24,076 - mmaction - INFO - Epoch [75][600/627] lr: 1.000e-03, eta: 0:35:36, time: 0.643, data_time: 0.001, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 2021-11-27 00:31:41,890 - mmaction - INFO - Saving checkpoint at 75 epochs 2021-11-27 00:33:03,422 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-27 00:33:03,505 - mmaction - INFO - top1_acc 0.8556 top5_acc 0.9689 2021-11-27 00:33:03,515 - mmaction - INFO - Epoch(val) [75][258] top1_acc: 0.8556, top5_acc: 0.9689 2021-11-27 00:34:50,946 - mmaction - INFO - Epoch [76][100/627] lr: 1.000e-03, eta: 0:34:12, time: 1.074, data_time: 0.445, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 2021-11-27 00:35:54,977 - mmaction - INFO - Epoch [76][200/627] lr: 1.000e-03, eta: 0:33:04, time: 0.640, data_time: 0.001, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 2021-11-27 00:36:59,167 - mmaction - INFO - Epoch [76][300/627] lr: 1.000e-03, eta: 0:31:56, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 2021-11-27 00:38:02,950 - mmaction - INFO - Epoch [76][400/627] lr: 1.000e-03, eta: 0:30:48, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 2021-11-27 00:39:06,959 - mmaction - INFO - Epoch [76][500/627] lr: 1.000e-03, eta: 0:29:41, time: 0.640, data_time: 0.001, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 2021-11-27 00:40:10,997 - mmaction - INFO - Epoch [76][600/627] lr: 1.000e-03, eta: 0:28:33, time: 0.640, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 2021-11-27 00:42:10,444 - mmaction - INFO - Epoch [77][100/627] lr: 1.000e-03, eta: 0:27:08, time: 1.020, data_time: 0.379, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 2021-11-27 00:43:14,514 - mmaction - INFO - Epoch [77][200/627] lr: 1.000e-03, eta: 0:26:00, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-11-27 00:44:18,926 - mmaction - INFO - Epoch [77][300/627] lr: 1.000e-03, eta: 0:24:52, time: 0.644, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 2021-11-27 00:45:22,770 - mmaction - INFO - Epoch [77][400/627] lr: 1.000e-03, eta: 0:23:44, time: 0.638, data_time: 0.001, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 2021-11-27 00:46:26,633 - mmaction - INFO - Epoch [77][500/627] lr: 1.000e-03, eta: 0:22:37, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 2021-11-27 00:47:30,732 - mmaction - INFO - Epoch [77][600/627] lr: 1.000e-03, eta: 0:21:29, time: 0.641, data_time: 0.001, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 2021-11-27 00:49:29,780 - mmaction - INFO - Epoch [78][100/627] lr: 1.000e-03, eta: 0:20:04, time: 1.012, data_time: 0.384, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-11-27 00:50:33,664 - mmaction - INFO - Epoch [78][200/627] lr: 1.000e-03, eta: 0:18:56, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-11-27 00:51:37,270 - mmaction - INFO - Epoch [78][300/627] lr: 1.000e-03, eta: 0:17:48, time: 0.636, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 2021-11-27 00:52:41,364 - mmaction - INFO - Epoch [78][400/627] lr: 1.000e-03, eta: 0:16:41, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 2021-11-27 00:53:45,205 - mmaction - INFO - Epoch [78][500/627] lr: 1.000e-03, eta: 0:15:33, time: 0.638, data_time: 0.001, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 2021-11-27 00:54:48,907 - mmaction - INFO - Epoch [78][600/627] lr: 1.000e-03, eta: 0:14:25, time: 0.637, data_time: 0.001, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 2021-11-27 00:55:06,610 - mmaction - INFO - Saving checkpoint at 78 epochs 2021-11-27 00:56:23,379 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-27 00:56:23,457 - mmaction - INFO - top1_acc 0.8590 top5_acc 0.9703 2021-11-27 00:56:23,463 - mmaction - INFO - Epoch(val) [78][258] top1_acc: 0.8590, top5_acc: 0.9703 2021-11-27 00:58:06,864 - mmaction - INFO - Epoch [79][100/627] lr: 1.000e-03, eta: 0:13:00, time: 1.034, data_time: 0.409, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 2021-11-27 00:59:10,516 - mmaction - INFO - Epoch [79][200/627] lr: 1.000e-03, eta: 0:11:52, time: 0.637, data_time: 0.001, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 2021-11-27 01:00:14,276 - mmaction - INFO - Epoch [79][300/627] lr: 1.000e-03, eta: 0:10:44, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9986, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 2021-11-27 01:01:18,020 - mmaction - INFO - Epoch [79][400/627] lr: 1.000e-03, eta: 0:09:37, time: 0.637, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 2021-11-27 01:02:21,876 - mmaction - INFO - Epoch [79][500/627] lr: 1.000e-03, eta: 0:08:29, time: 0.639, data_time: 0.002, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 2021-11-27 01:03:26,169 - mmaction - INFO - Epoch [79][600/627] lr: 1.000e-03, eta: 0:07:21, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 2021-11-27 01:05:29,379 - mmaction - INFO - Epoch [80][100/627] lr: 1.000e-03, eta: 0:05:56, time: 1.052, data_time: 0.424, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 2021-11-27 01:06:33,292 - mmaction - INFO - Epoch [80][200/627] lr: 1.000e-03, eta: 0:04:48, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 2021-11-27 01:07:37,146 - mmaction - INFO - Epoch [80][300/627] lr: 1.000e-03, eta: 0:03:41, time: 0.639, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 2021-11-27 01:08:40,768 - mmaction - INFO - Epoch [80][400/627] lr: 1.000e-03, eta: 0:02:33, time: 0.636, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 2021-11-27 01:09:44,846 - mmaction - INFO - Epoch [80][500/627] lr: 1.000e-03, eta: 0:01:25, time: 0.641, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 2021-11-27 01:10:48,676 - mmaction - INFO - Epoch [80][600/627] lr: 1.000e-03, eta: 0:00:18, time: 0.638, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 2021-11-27 01:11:06,849 - mmaction - INFO - Saving checkpoint at 80 epochs