2021-11-26 14:47:43,611 - 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: /usr/local/cuda NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-16) 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 14:47:43,616 - mmaction - INFO - Distributed training: True 2021-11-26 14:47:44,922 - 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='JointToBone'), 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='JointToBone'), 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='JointToBone'), 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='JointToBone'), 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='JointToBone'), 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='JointToBone'), 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='1131') log_level = 'INFO' work_dir = '/mnt/lustre/liguankai/work_dir/1126/bone_agcn_gpu4' load_from = None resume_from = None workflow = [('train', 1)] gpu_ids = range(0, 4) omnisource = False module_hooks = [] 2021-11-26 14:47:50,337 - mmaction - INFO - Set random seed to 1242803671, deterministic: False 2021-11-26 14:48:06,452 - mmaction - INFO - 40091 videos remain after valid thresholding 2021-11-26 14:48:16,627 - 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/bone_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 14:48:16,877 - mmaction - INFO - workflow: [('train', 1)], max: 80 epochs 2021-11-26 14:49:58,076 - mmaction - INFO - Epoch [1][100/627] lr: 1.000e-01, eta: 14:04:02, time: 1.012, data_time: 0.383, memory: 6590, top1_acc: 0.0727, top5_acc: 0.2802, loss_cls: 3.6205, loss: 3.6205 2021-11-26 14:51:00,377 - mmaction - INFO - Epoch [1][200/627] lr: 1.000e-01, eta: 11:20:33, time: 0.623, data_time: 0.000, memory: 6590, top1_acc: 0.1728, top5_acc: 0.5458, loss_cls: 2.8791, loss: 2.8791 2021-11-26 14:52:02,861 - mmaction - INFO - Epoch [1][300/627] lr: 1.000e-01, eta: 10:25:52, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.2645, top5_acc: 0.6803, loss_cls: 2.4824, loss: 2.4824 2021-11-26 14:53:05,469 - mmaction - INFO - Epoch [1][400/627] lr: 1.000e-01, eta: 9:58:16, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.3441, top5_acc: 0.7673, loss_cls: 2.1496, loss: 2.1496 2021-11-26 14:54:08,154 - mmaction - INFO - Epoch [1][500/627] lr: 1.000e-01, eta: 9:41:25, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.4025, top5_acc: 0.8155, loss_cls: 1.9546, loss: 1.9546 2021-11-26 14:55:10,865 - mmaction - INFO - Epoch [1][600/627] lr: 1.000e-01, eta: 9:29:52, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.4637, top5_acc: 0.8517, loss_cls: 1.7348, loss: 1.7348 2021-11-26 14:57:07,812 - mmaction - INFO - Epoch [2][100/627] lr: 1.000e-01, eta: 9:41:49, time: 0.995, data_time: 0.372, memory: 6590, top1_acc: 0.5300, top5_acc: 0.8850, loss_cls: 1.5113, loss: 1.5113 2021-11-26 14:58:10,362 - mmaction - INFO - Epoch [2][200/627] lr: 1.000e-01, eta: 9:32:37, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.5623, top5_acc: 0.8869, loss_cls: 1.4281, loss: 1.4281 2021-11-26 14:59:12,991 - mmaction - INFO - Epoch [2][300/627] lr: 1.000e-01, eta: 9:25:15, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.5872, top5_acc: 0.9095, loss_cls: 1.3272, loss: 1.3272 2021-11-26 15:00:15,691 - mmaction - INFO - Epoch [2][400/627] lr: 1.000e-01, eta: 9:19:10, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.6081, top5_acc: 0.9178, loss_cls: 1.2543, loss: 1.2543 2021-11-26 15:01:18,342 - mmaction - INFO - Epoch [2][500/627] lr: 1.000e-01, eta: 9:13:57, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.6391, top5_acc: 0.9183, loss_cls: 1.1768, loss: 1.1768 2021-11-26 15:02:21,113 - mmaction - INFO - Epoch [2][600/627] lr: 1.000e-01, eta: 9:09:29, time: 0.628, data_time: 0.000, memory: 6590, top1_acc: 0.6650, top5_acc: 0.9320, loss_cls: 1.0864, loss: 1.0864 2021-11-26 15:04:20,016 - mmaction - INFO - Epoch [3][100/627] lr: 1.000e-01, eta: 9:17:24, time: 1.011, data_time: 0.385, memory: 6590, top1_acc: 0.6919, top5_acc: 0.9436, loss_cls: 0.9703, loss: 0.9703 2021-11-26 15:05:22,645 - mmaction - INFO - Epoch [3][200/627] lr: 1.000e-01, eta: 9:12:58, time: 0.626, data_time: 0.001, memory: 6590, top1_acc: 0.6948, top5_acc: 0.9416, loss_cls: 0.9712, loss: 0.9712 2021-11-26 15:06:25,300 - mmaction - INFO - Epoch [3][300/627] lr: 1.000e-01, eta: 9:08:59, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.7005, top5_acc: 0.9434, loss_cls: 0.9323, loss: 0.9323 2021-11-26 15:07:27,883 - mmaction - INFO - Epoch [3][400/627] lr: 1.000e-01, eta: 9:05:19, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.7223, top5_acc: 0.9487, loss_cls: 0.9045, loss: 0.9045 2021-11-26 15:08:30,557 - mmaction - INFO - Epoch [3][500/627] lr: 1.000e-01, eta: 9:01:59, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.7266, top5_acc: 0.9431, loss_cls: 0.8804, loss: 0.8804 2021-11-26 15:09:33,219 - mmaction - INFO - Epoch [3][600/627] lr: 1.000e-01, eta: 8:58:54, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.7355, top5_acc: 0.9477, loss_cls: 0.8551, loss: 0.8551 2021-11-26 15:09:51,158 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-11-26 15:11:07,169 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 15:11:07,245 - mmaction - INFO - top1_acc 0.7113 top5_acc 0.9464 2021-11-26 15:11:07,393 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2021-11-26 15:11:07,395 - mmaction - INFO - Best top1_acc is 0.7113 at 3 epoch. 2021-11-26 15:11:07,400 - mmaction - INFO - Epoch(val) [3][258] top1_acc: 0.7113, top5_acc: 0.9464 2021-11-26 15:12:50,398 - mmaction - INFO - Epoch [4][100/627] lr: 1.000e-01, eta: 9:04:47, time: 1.030, data_time: 0.402, memory: 6590, top1_acc: 0.7498, top5_acc: 0.9563, loss_cls: 0.7849, loss: 0.7849 2021-11-26 15:13:53,066 - mmaction - INFO - Epoch [4][200/627] lr: 1.000e-01, eta: 9:01:39, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.7544, top5_acc: 0.9605, loss_cls: 0.7646, loss: 0.7646 2021-11-26 15:14:55,937 - mmaction - INFO - Epoch [4][300/627] lr: 1.000e-01, eta: 8:58:48, time: 0.629, data_time: 0.000, memory: 6590, top1_acc: 0.7630, top5_acc: 0.9606, loss_cls: 0.7335, loss: 0.7335 2021-11-26 15:15:58,706 - mmaction - INFO - Epoch [4][400/627] lr: 1.000e-01, eta: 8:56:03, time: 0.628, data_time: 0.000, memory: 6590, top1_acc: 0.7642, top5_acc: 0.9606, loss_cls: 0.7319, loss: 0.7319 2021-11-26 15:17:01,513 - mmaction - INFO - Epoch [4][500/627] lr: 1.000e-01, eta: 8:53:28, time: 0.628, data_time: 0.000, memory: 6590, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 0.6984, loss: 0.6984 2021-11-26 15:18:04,321 - mmaction - INFO - Epoch [4][600/627] lr: 1.000e-01, eta: 8:51:01, time: 0.628, data_time: 0.000, memory: 6590, top1_acc: 0.7725, top5_acc: 0.9622, loss_cls: 0.7225, loss: 0.7225 2021-11-26 15:20:04,768 - mmaction - INFO - Epoch [5][100/627] lr: 1.000e-01, eta: 8:55:05, time: 1.029, data_time: 0.379, memory: 6590, top1_acc: 0.7875, top5_acc: 0.9664, loss_cls: 0.6595, loss: 0.6595 2021-11-26 15:21:07,470 - mmaction - INFO - Epoch [5][200/627] lr: 1.000e-01, eta: 8:52:33, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.7937, top5_acc: 0.9648, loss_cls: 0.6524, loss: 0.6524 2021-11-26 15:22:10,163 - mmaction - INFO - Epoch [5][300/627] lr: 1.000e-01, eta: 8:50:07, time: 0.627, data_time: 0.001, memory: 6590, top1_acc: 0.7848, top5_acc: 0.9639, loss_cls: 0.6743, loss: 0.6743 2021-11-26 15:23:12,855 - mmaction - INFO - Epoch [5][400/627] lr: 1.000e-01, eta: 8:47:47, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.8014, top5_acc: 0.9706, loss_cls: 0.6207, loss: 0.6207 2021-11-26 15:24:15,574 - mmaction - INFO - Epoch [5][500/627] lr: 1.000e-01, eta: 8:45:33, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.8078, top5_acc: 0.9683, loss_cls: 0.6110, loss: 0.6110 2021-11-26 15:25:18,260 - mmaction - INFO - Epoch [5][600/627] lr: 1.000e-01, eta: 8:43:23, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.8163, top5_acc: 0.9702, loss_cls: 0.5925, loss: 0.5925 2021-11-26 15:27:19,282 - mmaction - INFO - Epoch [6][100/627] lr: 1.000e-01, eta: 8:46:26, time: 1.033, data_time: 0.387, memory: 6590, top1_acc: 0.8198, top5_acc: 0.9706, loss_cls: 0.5598, loss: 0.5598 2021-11-26 15:28:21,746 - mmaction - INFO - Epoch [6][200/627] lr: 1.000e-01, eta: 8:44:11, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.8177, top5_acc: 0.9709, loss_cls: 0.5776, loss: 0.5776 2021-11-26 15:29:24,386 - mmaction - INFO - Epoch [6][300/627] lr: 1.000e-01, eta: 8:42:02, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.8172, top5_acc: 0.9708, loss_cls: 0.5875, loss: 0.5875 2021-11-26 15:30:27,061 - mmaction - INFO - Epoch [6][400/627] lr: 1.000e-01, eta: 8:39:58, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.8341, top5_acc: 0.9708, loss_cls: 0.5376, loss: 0.5376 2021-11-26 15:31:29,755 - mmaction - INFO - Epoch [6][500/627] lr: 1.000e-01, eta: 8:37:57, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.8203, top5_acc: 0.9736, loss_cls: 0.5592, loss: 0.5592 2021-11-26 15:32:32,402 - mmaction - INFO - Epoch [6][600/627] lr: 1.000e-01, eta: 8:35:58, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.8220, top5_acc: 0.9719, loss_cls: 0.5570, loss: 0.5570 2021-11-26 15:32:49,951 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-11-26 15:34:06,593 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 15:34:06,671 - mmaction - INFO - top1_acc 0.7576 top5_acc 0.9474 2021-11-26 15:34:06,810 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-11-26 15:34:06,812 - mmaction - INFO - Best top1_acc is 0.7576 at 6 epoch. 2021-11-26 15:34:06,817 - mmaction - INFO - Epoch(val) [6][258] top1_acc: 0.7576, top5_acc: 0.9474 2021-11-26 15:35:50,218 - mmaction - INFO - Epoch [7][100/627] lr: 1.000e-01, eta: 8:38:18, time: 1.034, data_time: 0.378, memory: 6590, top1_acc: 0.8431, top5_acc: 0.9803, loss_cls: 0.4881, loss: 0.4881 2021-11-26 15:36:52,695 - mmaction - INFO - Epoch [7][200/627] lr: 1.000e-01, eta: 8:36:16, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.8314, top5_acc: 0.9742, loss_cls: 0.5095, loss: 0.5095 2021-11-26 15:37:55,215 - mmaction - INFO - Epoch [7][300/627] lr: 1.000e-01, eta: 8:34:18, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.8347, top5_acc: 0.9778, loss_cls: 0.5146, loss: 0.5146 2021-11-26 15:38:57,796 - mmaction - INFO - Epoch [7][400/627] lr: 1.000e-01, eta: 8:32:22, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.8372, top5_acc: 0.9752, loss_cls: 0.4981, loss: 0.4981 2021-11-26 15:40:00,463 - mmaction - INFO - Epoch [7][500/627] lr: 1.000e-01, eta: 8:30:31, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.8372, top5_acc: 0.9747, loss_cls: 0.5185, loss: 0.5185 2021-11-26 15:41:03,149 - mmaction - INFO - Epoch [7][600/627] lr: 1.000e-01, eta: 8:28:41, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.8361, top5_acc: 0.9750, loss_cls: 0.5160, loss: 0.5160 2021-11-26 15:43:01,646 - mmaction - INFO - Epoch [8][100/627] lr: 1.000e-01, eta: 8:30:00, time: 1.007, data_time: 0.381, memory: 6590, top1_acc: 0.8623, top5_acc: 0.9828, loss_cls: 0.4279, loss: 0.4279 2021-11-26 15:44:04,274 - mmaction - INFO - Epoch [8][200/627] lr: 1.000e-01, eta: 8:28:10, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.8539, top5_acc: 0.9838, loss_cls: 0.4503, loss: 0.4503 2021-11-26 15:45:06,887 - mmaction - INFO - Epoch [8][300/627] lr: 1.000e-01, eta: 8:26:21, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.8500, top5_acc: 0.9766, loss_cls: 0.4671, loss: 0.4671 2021-11-26 15:46:09,549 - mmaction - INFO - Epoch [8][400/627] lr: 1.000e-01, eta: 8:24:35, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.8467, top5_acc: 0.9808, loss_cls: 0.4671, loss: 0.4671 2021-11-26 15:47:12,260 - mmaction - INFO - Epoch [8][500/627] lr: 1.000e-01, eta: 8:22:51, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.4390, loss: 0.4390 2021-11-26 15:48:14,897 - mmaction - INFO - Epoch [8][600/627] lr: 1.000e-01, eta: 8:21:08, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.8464, top5_acc: 0.9766, loss_cls: 0.4818, loss: 0.4818 2021-11-26 15:50:15,289 - mmaction - INFO - Epoch [9][100/627] lr: 1.000e-01, eta: 8:22:24, time: 1.028, data_time: 0.368, memory: 6590, top1_acc: 0.8770, top5_acc: 0.9845, loss_cls: 0.3862, loss: 0.3862 2021-11-26 15:51:17,802 - mmaction - INFO - Epoch [9][200/627] lr: 1.000e-01, eta: 8:20:39, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.8761, top5_acc: 0.9862, loss_cls: 0.3831, loss: 0.3831 2021-11-26 15:52:20,370 - mmaction - INFO - Epoch [9][300/627] lr: 1.000e-01, eta: 8:18:56, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.8602, top5_acc: 0.9812, loss_cls: 0.4268, loss: 0.4268 2021-11-26 15:53:22,918 - mmaction - INFO - Epoch [9][400/627] lr: 1.000e-01, eta: 8:17:15, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.8622, top5_acc: 0.9806, loss_cls: 0.4352, loss: 0.4352 2021-11-26 15:54:25,430 - mmaction - INFO - Epoch [9][500/627] lr: 1.000e-01, eta: 8:15:34, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.8662, top5_acc: 0.9823, loss_cls: 0.4212, loss: 0.4212 2021-11-26 15:55:27,969 - mmaction - INFO - Epoch [9][600/627] lr: 1.000e-01, eta: 8:13:55, time: 0.625, data_time: 0.001, memory: 6590, top1_acc: 0.8647, top5_acc: 0.9814, loss_cls: 0.4253, loss: 0.4253 2021-11-26 15:55:45,679 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-11-26 15:57:02,553 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 15:57:02,620 - mmaction - INFO - top1_acc 0.7974 top5_acc 0.9628 2021-11-26 15:57:02,743 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. 2021-11-26 15:57:02,745 - mmaction - INFO - Best top1_acc is 0.7974 at 9 epoch. 2021-11-26 15:57:02,750 - mmaction - INFO - Epoch(val) [9][258] top1_acc: 0.7974, top5_acc: 0.9628 2021-11-26 15:58:44,596 - mmaction - INFO - Epoch [10][100/627] lr: 1.000e-01, eta: 8:14:45, time: 1.018, data_time: 0.366, memory: 6590, top1_acc: 0.8781, top5_acc: 0.9861, loss_cls: 0.3768, loss: 0.3768 2021-11-26 15:59:47,081 - mmaction - INFO - Epoch [10][200/627] lr: 1.000e-01, eta: 8:13:05, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.8797, top5_acc: 0.9873, loss_cls: 0.3749, loss: 0.3749 2021-11-26 16:00:49,617 - mmaction - INFO - Epoch [10][300/627] lr: 1.000e-01, eta: 8:11:27, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.8758, top5_acc: 0.9852, loss_cls: 0.3706, loss: 0.3706 2021-11-26 16:01:52,050 - mmaction - INFO - Epoch [10][400/627] lr: 1.000e-01, eta: 8:09:49, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.8809, top5_acc: 0.9822, loss_cls: 0.3805, loss: 0.3805 2021-11-26 16:02:54,621 - mmaction - INFO - Epoch [10][500/627] lr: 1.000e-01, eta: 8:08:14, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.8753, top5_acc: 0.9823, loss_cls: 0.3904, loss: 0.3904 2021-11-26 16:03:57,289 - mmaction - INFO - Epoch [10][600/627] lr: 1.000e-01, eta: 8:06:40, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.8736, top5_acc: 0.9827, loss_cls: 0.4005, loss: 0.4005 2021-11-26 16:05:55,790 - mmaction - INFO - Epoch [11][100/627] lr: 1.000e-01, eta: 8:07:08, time: 1.008, data_time: 0.379, memory: 6590, top1_acc: 0.8917, top5_acc: 0.9848, loss_cls: 0.3462, loss: 0.3462 2021-11-26 16:06:58,300 - mmaction - INFO - Epoch [11][200/627] lr: 1.000e-01, eta: 8:05:32, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.8880, top5_acc: 0.9859, loss_cls: 0.3515, loss: 0.3515 2021-11-26 16:08:00,951 - mmaction - INFO - Epoch [11][300/627] lr: 1.000e-01, eta: 8:03:59, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.8862, top5_acc: 0.9864, loss_cls: 0.3482, loss: 0.3482 2021-11-26 16:09:03,625 - mmaction - INFO - Epoch [11][400/627] lr: 1.000e-01, eta: 8:02:27, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.8805, top5_acc: 0.9845, loss_cls: 0.3659, loss: 0.3659 2021-11-26 16:10:06,577 - mmaction - INFO - Epoch [11][500/627] lr: 1.000e-01, eta: 8:00:57, time: 0.630, data_time: 0.002, memory: 6590, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 0.3694, loss: 0.3694 2021-11-26 16:11:09,194 - mmaction - INFO - Epoch [11][600/627] lr: 1.000e-01, eta: 7:59:26, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 0.3501, loss: 0.3501 2021-11-26 16:13:09,477 - mmaction - INFO - Epoch [12][100/627] lr: 1.000e-01, eta: 7:59:54, time: 1.026, data_time: 0.402, memory: 6590, top1_acc: 0.8928, top5_acc: 0.9895, loss_cls: 0.3279, loss: 0.3279 2021-11-26 16:14:11,951 - mmaction - INFO - Epoch [12][200/627] lr: 1.000e-01, eta: 7:58:21, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.8983, top5_acc: 0.9864, loss_cls: 0.3175, loss: 0.3175 2021-11-26 16:15:14,593 - mmaction - INFO - Epoch [12][300/627] lr: 1.000e-01, eta: 7:56:51, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.8945, top5_acc: 0.9883, loss_cls: 0.3299, loss: 0.3299 2021-11-26 16:16:17,201 - mmaction - INFO - Epoch [12][400/627] lr: 1.000e-01, eta: 7:55:21, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.8917, top5_acc: 0.9847, loss_cls: 0.3410, loss: 0.3410 2021-11-26 16:17:19,851 - mmaction - INFO - Epoch [12][500/627] lr: 1.000e-01, eta: 7:53:52, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 0.3574, loss: 0.3574 2021-11-26 16:18:22,479 - mmaction - INFO - Epoch [12][600/627] lr: 1.000e-01, eta: 7:52:23, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.8881, top5_acc: 0.9861, loss_cls: 0.3563, loss: 0.3563 2021-11-26 16:18:40,428 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-11-26 16:20:01,458 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 16:20:01,536 - mmaction - INFO - top1_acc 0.8143 top5_acc 0.9662 2021-11-26 16:20:01,687 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2021-11-26 16:20:01,688 - mmaction - INFO - Best top1_acc is 0.8143 at 12 epoch. 2021-11-26 16:20:01,695 - mmaction - INFO - Epoch(val) [12][258] top1_acc: 0.8143, top5_acc: 0.9662 2021-11-26 16:21:46,493 - mmaction - INFO - Epoch [13][100/627] lr: 1.000e-01, eta: 7:52:53, time: 1.048, data_time: 0.420, memory: 6590, top1_acc: 0.9052, top5_acc: 0.9912, loss_cls: 0.2918, loss: 0.2918 2021-11-26 16:22:48,921 - mmaction - INFO - Epoch [13][200/627] lr: 1.000e-01, eta: 7:51:23, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.3072, loss: 0.3072 2021-11-26 16:23:51,501 - mmaction - INFO - Epoch [13][300/627] lr: 1.000e-01, eta: 7:49:54, time: 0.626, data_time: 0.001, memory: 6590, top1_acc: 0.8936, top5_acc: 0.9875, loss_cls: 0.3247, loss: 0.3247 2021-11-26 16:24:54,188 - mmaction - INFO - Epoch [13][400/627] lr: 1.000e-01, eta: 7:48:27, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.9017, top5_acc: 0.9905, loss_cls: 0.2975, loss: 0.2975 2021-11-26 16:25:56,734 - mmaction - INFO - Epoch [13][500/627] lr: 1.000e-01, eta: 7:46:59, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.8928, top5_acc: 0.9895, loss_cls: 0.3239, loss: 0.3239 2021-11-26 16:26:59,410 - mmaction - INFO - Epoch [13][600/627] lr: 1.000e-01, eta: 7:45:33, time: 0.627, data_time: 0.001, memory: 6590, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.3324, loss: 0.3324 2021-11-26 16:29:05,758 - mmaction - INFO - Epoch [14][100/627] lr: 1.000e-01, eta: 7:46:10, time: 1.083, data_time: 0.449, memory: 6590, top1_acc: 0.9172, top5_acc: 0.9919, loss_cls: 0.2564, loss: 0.2564 2021-11-26 16:30:08,316 - mmaction - INFO - Epoch [14][200/627] lr: 1.000e-01, eta: 7:44:42, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9134, top5_acc: 0.9909, loss_cls: 0.2690, loss: 0.2690 2021-11-26 16:31:10,974 - mmaction - INFO - Epoch [14][300/627] lr: 1.000e-01, eta: 7:43:16, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.9097, top5_acc: 0.9900, loss_cls: 0.2829, loss: 0.2829 2021-11-26 16:32:13,504 - mmaction - INFO - Epoch [14][400/627] lr: 1.000e-01, eta: 7:41:49, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.8970, top5_acc: 0.9911, loss_cls: 0.3088, loss: 0.3088 2021-11-26 16:33:16,123 - mmaction - INFO - Epoch [14][500/627] lr: 1.000e-01, eta: 7:40:23, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.8964, top5_acc: 0.9895, loss_cls: 0.3011, loss: 0.3011 2021-11-26 16:34:18,820 - mmaction - INFO - Epoch [14][600/627] lr: 1.000e-01, eta: 7:38:58, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.8969, top5_acc: 0.9873, loss_cls: 0.3111, loss: 0.3111 2021-11-26 16:36:19,740 - mmaction - INFO - Epoch [15][100/627] lr: 1.000e-01, eta: 7:39:01, time: 1.032, data_time: 0.391, memory: 6590, top1_acc: 0.9153, top5_acc: 0.9923, loss_cls: 0.2555, loss: 0.2555 2021-11-26 16:37:22,240 - mmaction - INFO - Epoch [15][200/627] lr: 1.000e-01, eta: 7:37:35, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 0.2885, loss: 0.2885 2021-11-26 16:38:24,883 - mmaction - INFO - Epoch [15][300/627] lr: 1.000e-01, eta: 7:36:10, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9092, top5_acc: 0.9912, loss_cls: 0.2800, loss: 0.2800 2021-11-26 16:39:27,459 - mmaction - INFO - Epoch [15][400/627] lr: 1.000e-01, eta: 7:34:45, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.2775, loss: 0.2775 2021-11-26 16:40:30,075 - mmaction - INFO - Epoch [15][500/627] lr: 1.000e-01, eta: 7:33:21, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9045, top5_acc: 0.9891, loss_cls: 0.2884, loss: 0.2884 2021-11-26 16:41:32,733 - mmaction - INFO - Epoch [15][600/627] lr: 1.000e-01, eta: 7:31:58, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.8992, top5_acc: 0.9888, loss_cls: 0.3033, loss: 0.3033 2021-11-26 16:41:50,327 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-11-26 16:43:06,619 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 16:43:06,710 - mmaction - INFO - top1_acc 0.8324 top5_acc 0.9677 2021-11-26 16:43:06,835 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. 2021-11-26 16:43:06,836 - mmaction - INFO - Best top1_acc is 0.8324 at 15 epoch. 2021-11-26 16:43:06,842 - mmaction - INFO - Epoch(val) [15][258] top1_acc: 0.8324, top5_acc: 0.9677 2021-11-26 16:44:47,300 - mmaction - INFO - Epoch [16][100/627] lr: 1.000e-01, eta: 7:31:42, time: 1.005, data_time: 0.380, memory: 6590, top1_acc: 0.9263, top5_acc: 0.9936, loss_cls: 0.2368, loss: 0.2368 2021-11-26 16:45:49,845 - mmaction - INFO - Epoch [16][200/627] lr: 1.000e-01, eta: 7:30:18, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9298, top5_acc: 0.9931, loss_cls: 0.2246, loss: 0.2246 2021-11-26 16:46:52,428 - mmaction - INFO - Epoch [16][300/627] lr: 1.000e-01, eta: 7:28:54, time: 0.626, data_time: 0.001, memory: 6590, top1_acc: 0.9227, top5_acc: 0.9911, loss_cls: 0.2400, loss: 0.2400 2021-11-26 16:47:54,961 - mmaction - INFO - Epoch [16][400/627] lr: 1.000e-01, eta: 7:27:31, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9172, top5_acc: 0.9923, loss_cls: 0.2556, loss: 0.2556 2021-11-26 16:48:57,452 - mmaction - INFO - Epoch [16][500/627] lr: 1.000e-01, eta: 7:26:08, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9080, top5_acc: 0.9920, loss_cls: 0.2824, loss: 0.2824 2021-11-26 16:49:59,979 - mmaction - INFO - Epoch [16][600/627] lr: 1.000e-01, eta: 7:24:46, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9053, top5_acc: 0.9900, loss_cls: 0.2853, loss: 0.2853 2021-11-26 16:51:59,598 - mmaction - INFO - Epoch [17][100/627] lr: 1.000e-01, eta: 7:24:30, time: 1.018, data_time: 0.380, memory: 6590, top1_acc: 0.9325, top5_acc: 0.9952, loss_cls: 0.2063, loss: 0.2063 2021-11-26 16:53:02,189 - mmaction - INFO - Epoch [17][200/627] lr: 1.000e-01, eta: 7:23:08, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9269, top5_acc: 0.9942, loss_cls: 0.2215, loss: 0.2215 2021-11-26 16:54:04,925 - mmaction - INFO - Epoch [17][300/627] lr: 1.000e-01, eta: 7:21:46, time: 0.627, data_time: 0.001, memory: 6590, top1_acc: 0.9250, top5_acc: 0.9933, loss_cls: 0.2318, loss: 0.2318 2021-11-26 16:55:07,515 - mmaction - INFO - Epoch [17][400/627] lr: 1.000e-01, eta: 7:20:24, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9155, top5_acc: 0.9927, loss_cls: 0.2492, loss: 0.2492 2021-11-26 16:56:10,128 - mmaction - INFO - Epoch [17][500/627] lr: 1.000e-01, eta: 7:19:03, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.8991, top5_acc: 0.9909, loss_cls: 0.2941, loss: 0.2941 2021-11-26 16:57:12,755 - mmaction - INFO - Epoch [17][600/627] lr: 1.000e-01, eta: 7:17:42, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9205, top5_acc: 0.9928, loss_cls: 0.2527, loss: 0.2527 2021-11-26 16:59:10,676 - mmaction - INFO - Epoch [18][100/627] lr: 1.000e-01, eta: 7:17:17, time: 1.003, data_time: 0.381, memory: 6590, top1_acc: 0.9287, top5_acc: 0.9947, loss_cls: 0.2130, loss: 0.2130 2021-11-26 17:00:13,340 - mmaction - INFO - Epoch [18][200/627] lr: 1.000e-01, eta: 7:15:56, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 0.2209, loss: 0.2209 2021-11-26 17:01:16,028 - mmaction - INFO - Epoch [18][300/627] lr: 1.000e-01, eta: 7:14:35, time: 0.627, data_time: 0.001, memory: 6590, top1_acc: 0.9242, top5_acc: 0.9933, loss_cls: 0.2318, loss: 0.2318 2021-11-26 17:02:18,743 - mmaction - INFO - Epoch [18][400/627] lr: 1.000e-01, eta: 7:13:15, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.9237, top5_acc: 0.9936, loss_cls: 0.2342, loss: 0.2342 2021-11-26 17:03:21,546 - mmaction - INFO - Epoch [18][500/627] lr: 1.000e-01, eta: 7:11:56, time: 0.628, data_time: 0.000, memory: 6590, top1_acc: 0.9203, top5_acc: 0.9919, loss_cls: 0.2467, loss: 0.2467 2021-11-26 17:04:24,288 - mmaction - INFO - Epoch [18][600/627] lr: 1.000e-01, eta: 7:10:37, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.9217, top5_acc: 0.9927, loss_cls: 0.2416, loss: 0.2416 2021-11-26 17:04:41,958 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-11-26 17:06:00,778 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 17:06:00,858 - mmaction - INFO - top1_acc 0.8200 top5_acc 0.9647 2021-11-26 17:06:00,863 - mmaction - INFO - Epoch(val) [18][258] top1_acc: 0.8200, top5_acc: 0.9647 2021-11-26 17:07:43,129 - mmaction - INFO - Epoch [19][100/627] lr: 1.000e-01, eta: 7:10:13, time: 1.023, data_time: 0.386, memory: 6590, top1_acc: 0.9405, top5_acc: 0.9959, loss_cls: 0.1797, loss: 0.1797 2021-11-26 17:08:45,592 - mmaction - INFO - Epoch [19][200/627] lr: 1.000e-01, eta: 7:08:53, time: 0.625, data_time: 0.001, memory: 6590, top1_acc: 0.9392, top5_acc: 0.9953, loss_cls: 0.1830, loss: 0.1830 2021-11-26 17:09:48,055 - mmaction - INFO - Epoch [19][300/627] lr: 1.000e-01, eta: 7:07:33, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9300, top5_acc: 0.9958, loss_cls: 0.2182, loss: 0.2182 2021-11-26 17:10:50,618 - mmaction - INFO - Epoch [19][400/627] lr: 1.000e-01, eta: 7:06:13, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9270, top5_acc: 0.9938, loss_cls: 0.2268, loss: 0.2268 2021-11-26 17:11:53,139 - mmaction - INFO - Epoch [19][500/627] lr: 1.000e-01, eta: 7:04:54, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9161, top5_acc: 0.9917, loss_cls: 0.2516, loss: 0.2516 2021-11-26 17:12:55,626 - mmaction - INFO - Epoch [19][600/627] lr: 1.000e-01, eta: 7:03:35, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9244, top5_acc: 0.9933, loss_cls: 0.2335, loss: 0.2335 2021-11-26 17:14:54,370 - mmaction - INFO - Epoch [20][100/627] lr: 1.000e-01, eta: 7:03:03, time: 1.009, data_time: 0.377, memory: 6590, top1_acc: 0.9452, top5_acc: 0.9973, loss_cls: 0.1728, loss: 0.1728 2021-11-26 17:15:56,877 - mmaction - INFO - Epoch [20][200/627] lr: 1.000e-01, eta: 7:01:44, time: 0.625, data_time: 0.001, memory: 6590, top1_acc: 0.9459, top5_acc: 0.9958, loss_cls: 0.1710, loss: 0.1710 2021-11-26 17:16:59,484 - mmaction - INFO - Epoch [20][300/627] lr: 1.000e-01, eta: 7:00:25, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9270, top5_acc: 0.9955, loss_cls: 0.2217, loss: 0.2217 2021-11-26 17:18:01,831 - mmaction - INFO - Epoch [20][400/627] lr: 1.000e-01, eta: 6:59:06, time: 0.623, data_time: 0.000, memory: 6590, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.2267, loss: 0.2267 2021-11-26 17:19:04,401 - mmaction - INFO - Epoch [20][500/627] lr: 1.000e-01, eta: 6:57:48, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9275, top5_acc: 0.9936, loss_cls: 0.2264, loss: 0.2264 2021-11-26 17:20:06,833 - mmaction - INFO - Epoch [20][600/627] lr: 1.000e-01, eta: 6:56:29, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9259, top5_acc: 0.9959, loss_cls: 0.2281, loss: 0.2281 2021-11-26 17:22:05,655 - mmaction - INFO - Epoch [21][100/627] lr: 1.000e-01, eta: 6:55:55, time: 1.010, data_time: 0.387, memory: 6590, top1_acc: 0.9434, top5_acc: 0.9962, loss_cls: 0.1779, loss: 0.1779 2021-11-26 17:23:08,112 - mmaction - INFO - Epoch [21][200/627] lr: 1.000e-01, eta: 6:54:36, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9409, top5_acc: 0.9967, loss_cls: 0.1764, loss: 0.1764 2021-11-26 17:24:10,680 - mmaction - INFO - Epoch [21][300/627] lr: 1.000e-01, eta: 6:53:18, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9361, top5_acc: 0.9959, loss_cls: 0.1975, loss: 0.1975 2021-11-26 17:25:13,046 - mmaction - INFO - Epoch [21][400/627] lr: 1.000e-01, eta: 6:52:00, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9286, top5_acc: 0.9947, loss_cls: 0.2144, loss: 0.2144 2021-11-26 17:26:15,557 - mmaction - INFO - Epoch [21][500/627] lr: 1.000e-01, eta: 6:50:43, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9216, top5_acc: 0.9931, loss_cls: 0.2397, loss: 0.2397 2021-11-26 17:27:18,133 - mmaction - INFO - Epoch [21][600/627] lr: 1.000e-01, eta: 6:49:26, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9158, top5_acc: 0.9922, loss_cls: 0.2472, loss: 0.2472 2021-11-26 17:27:35,818 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-11-26 17:28:53,740 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 17:28:53,816 - mmaction - INFO - top1_acc 0.8070 top5_acc 0.9626 2021-11-26 17:28:53,819 - mmaction - INFO - Epoch(val) [21][258] top1_acc: 0.8070, top5_acc: 0.9626 2021-11-26 17:30:37,073 - mmaction - INFO - Epoch [22][100/627] lr: 1.000e-01, eta: 6:48:54, time: 1.032, data_time: 0.390, memory: 6590, top1_acc: 0.9508, top5_acc: 0.9975, loss_cls: 0.1593, loss: 0.1593 2021-11-26 17:31:39,641 - mmaction - INFO - Epoch [22][200/627] lr: 1.000e-01, eta: 6:47:37, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9481, top5_acc: 0.9977, loss_cls: 0.1541, loss: 0.1541 2021-11-26 17:32:42,297 - mmaction - INFO - Epoch [22][300/627] lr: 1.000e-01, eta: 6:46:20, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.9391, top5_acc: 0.9967, loss_cls: 0.1860, loss: 0.1860 2021-11-26 17:33:44,969 - mmaction - INFO - Epoch [22][400/627] lr: 1.000e-01, eta: 6:45:03, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.2016, loss: 0.2016 2021-11-26 17:34:47,534 - mmaction - INFO - Epoch [22][500/627] lr: 1.000e-01, eta: 6:43:46, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9289, top5_acc: 0.9953, loss_cls: 0.2106, loss: 0.2106 2021-11-26 17:35:50,171 - mmaction - INFO - Epoch [22][600/627] lr: 1.000e-01, eta: 6:42:30, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9317, top5_acc: 0.9945, loss_cls: 0.2146, loss: 0.2146 2021-11-26 17:37:52,302 - mmaction - INFO - Epoch [23][100/627] lr: 1.000e-01, eta: 6:41:59, time: 1.045, data_time: 0.398, memory: 6590, top1_acc: 0.9486, top5_acc: 0.9975, loss_cls: 0.1594, loss: 0.1594 2021-11-26 17:38:54,780 - mmaction - INFO - Epoch [23][200/627] lr: 1.000e-01, eta: 6:40:42, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9525, top5_acc: 0.9970, loss_cls: 0.1421, loss: 0.1421 2021-11-26 17:39:57,364 - mmaction - INFO - Epoch [23][300/627] lr: 1.000e-01, eta: 6:39:25, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9505, top5_acc: 0.9972, loss_cls: 0.1511, loss: 0.1511 2021-11-26 17:40:59,944 - mmaction - INFO - Epoch [23][400/627] lr: 1.000e-01, eta: 6:38:09, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9380, top5_acc: 0.9966, loss_cls: 0.1744, loss: 0.1744 2021-11-26 17:42:02,535 - mmaction - INFO - Epoch [23][500/627] lr: 1.000e-01, eta: 6:36:53, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9398, top5_acc: 0.9962, loss_cls: 0.1776, loss: 0.1776 2021-11-26 17:43:05,124 - mmaction - INFO - Epoch [23][600/627] lr: 1.000e-01, eta: 6:35:37, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9311, top5_acc: 0.9955, loss_cls: 0.2027, loss: 0.2027 2021-11-26 17:45:04,923 - mmaction - INFO - Epoch [24][100/627] lr: 1.000e-01, eta: 6:34:57, time: 1.022, data_time: 0.390, memory: 6590, top1_acc: 0.9500, top5_acc: 0.9983, loss_cls: 0.1452, loss: 0.1452 2021-11-26 17:46:07,426 - mmaction - INFO - Epoch [24][200/627] lr: 1.000e-01, eta: 6:33:40, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9528, top5_acc: 0.9991, loss_cls: 0.1452, loss: 0.1452 2021-11-26 17:47:09,959 - mmaction - INFO - Epoch [24][300/627] lr: 1.000e-01, eta: 6:32:25, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 0.1764, loss: 0.1764 2021-11-26 17:48:12,531 - mmaction - INFO - Epoch [24][400/627] lr: 1.000e-01, eta: 6:31:09, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9313, top5_acc: 0.9955, loss_cls: 0.2094, loss: 0.2094 2021-11-26 17:49:15,059 - mmaction - INFO - Epoch [24][500/627] lr: 1.000e-01, eta: 6:29:53, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9370, top5_acc: 0.9958, loss_cls: 0.1949, loss: 0.1949 2021-11-26 17:50:17,656 - mmaction - INFO - Epoch [24][600/627] lr: 1.000e-01, eta: 6:28:38, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9347, top5_acc: 0.9948, loss_cls: 0.2082, loss: 0.2082 2021-11-26 17:50:35,291 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-11-26 17:51:52,445 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 17:51:52,522 - mmaction - INFO - top1_acc 0.8123 top5_acc 0.9644 2021-11-26 17:51:52,526 - mmaction - INFO - Epoch(val) [24][258] top1_acc: 0.8123, top5_acc: 0.9644 2021-11-26 17:53:40,893 - mmaction - INFO - Epoch [25][100/627] lr: 1.000e-01, eta: 6:28:09, time: 1.084, data_time: 0.461, memory: 6590, top1_acc: 0.9536, top5_acc: 0.9981, loss_cls: 0.1394, loss: 0.1394 2021-11-26 17:54:43,472 - mmaction - INFO - Epoch [25][200/627] lr: 1.000e-01, eta: 6:26:54, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9530, top5_acc: 0.9977, loss_cls: 0.1463, loss: 0.1463 2021-11-26 17:55:46,128 - mmaction - INFO - Epoch [25][300/627] lr: 1.000e-01, eta: 6:25:39, time: 0.627, data_time: 0.001, memory: 6590, top1_acc: 0.9591, top5_acc: 0.9975, loss_cls: 0.1358, loss: 0.1358 2021-11-26 17:56:48,703 - mmaction - INFO - Epoch [25][400/627] lr: 1.000e-01, eta: 6:24:23, time: 0.626, data_time: 0.001, memory: 6590, top1_acc: 0.9425, top5_acc: 0.9966, loss_cls: 0.1754, loss: 0.1754 2021-11-26 17:57:51,244 - mmaction - INFO - Epoch [25][500/627] lr: 1.000e-01, eta: 6:23:08, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9372, top5_acc: 0.9967, loss_cls: 0.1893, loss: 0.1893 2021-11-26 17:58:53,736 - mmaction - INFO - Epoch [25][600/627] lr: 1.000e-01, eta: 6:21:53, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9378, top5_acc: 0.9972, loss_cls: 0.1897, loss: 0.1897 2021-11-26 18:00:52,909 - mmaction - INFO - Epoch [26][100/627] lr: 1.000e-01, eta: 6:21:06, time: 1.015, data_time: 0.377, memory: 6590, top1_acc: 0.9572, top5_acc: 0.9984, loss_cls: 0.1351, loss: 0.1351 2021-11-26 18:01:55,663 - mmaction - INFO - Epoch [26][200/627] lr: 1.000e-01, eta: 6:19:52, time: 0.629, data_time: 0.005, memory: 6590, top1_acc: 0.9508, top5_acc: 0.9991, loss_cls: 0.1508, loss: 0.1508 2021-11-26 18:02:58,184 - mmaction - INFO - Epoch [26][300/627] lr: 1.000e-01, eta: 6:18:37, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9428, top5_acc: 0.9980, loss_cls: 0.1650, loss: 0.1650 2021-11-26 18:04:00,781 - mmaction - INFO - Epoch [26][400/627] lr: 1.000e-01, eta: 6:17:22, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9413, top5_acc: 0.9961, loss_cls: 0.1777, loss: 0.1777 2021-11-26 18:05:03,373 - mmaction - INFO - Epoch [26][500/627] lr: 1.000e-01, eta: 6:16:08, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9425, top5_acc: 0.9952, loss_cls: 0.1797, loss: 0.1797 2021-11-26 18:06:05,926 - mmaction - INFO - Epoch [26][600/627] lr: 1.000e-01, eta: 6:14:53, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.1672, loss: 0.1672 2021-11-26 18:08:02,764 - mmaction - INFO - Epoch [27][100/627] lr: 1.000e-01, eta: 6:14:00, time: 0.993, data_time: 0.370, memory: 6590, top1_acc: 0.9572, top5_acc: 0.9977, loss_cls: 0.1382, loss: 0.1382 2021-11-26 18:09:05,234 - mmaction - INFO - Epoch [27][200/627] lr: 1.000e-01, eta: 6:12:45, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9558, top5_acc: 0.9991, loss_cls: 0.1282, loss: 0.1282 2021-11-26 18:10:07,770 - mmaction - INFO - Epoch [27][300/627] lr: 1.000e-01, eta: 6:11:31, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9423, top5_acc: 0.9952, loss_cls: 0.1903, loss: 0.1903 2021-11-26 18:11:10,212 - mmaction - INFO - Epoch [27][400/627] lr: 1.000e-01, eta: 6:10:17, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9373, top5_acc: 0.9953, loss_cls: 0.1958, loss: 0.1958 2021-11-26 18:12:12,808 - mmaction - INFO - Epoch [27][500/627] lr: 1.000e-01, eta: 6:09:03, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9341, top5_acc: 0.9966, loss_cls: 0.1950, loss: 0.1950 2021-11-26 18:13:15,322 - mmaction - INFO - Epoch [27][600/627] lr: 1.000e-01, eta: 6:07:49, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9402, top5_acc: 0.9962, loss_cls: 0.1858, loss: 0.1858 2021-11-26 18:13:32,778 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-11-26 18:14:49,381 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 18:14:49,453 - mmaction - INFO - top1_acc 0.8045 top5_acc 0.9617 2021-11-26 18:14:49,456 - mmaction - INFO - Epoch(val) [27][258] top1_acc: 0.8045, top5_acc: 0.9617 2021-11-26 18:16:31,809 - mmaction - INFO - Epoch [28][100/627] lr: 1.000e-01, eta: 6:06:59, time: 1.023, data_time: 0.400, memory: 6590, top1_acc: 0.9627, top5_acc: 0.9981, loss_cls: 0.1205, loss: 0.1205 2021-11-26 18:17:34,132 - mmaction - INFO - Epoch [28][200/627] lr: 1.000e-01, eta: 6:05:45, time: 0.623, data_time: 0.000, memory: 6590, top1_acc: 0.9563, top5_acc: 0.9972, loss_cls: 0.1386, loss: 0.1386 2021-11-26 18:18:36,664 - mmaction - INFO - Epoch [28][300/627] lr: 1.000e-01, eta: 6:04:31, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9534, top5_acc: 0.9978, loss_cls: 0.1415, loss: 0.1415 2021-11-26 18:19:40,897 - mmaction - INFO - Epoch [28][400/627] lr: 1.000e-01, eta: 6:03:21, time: 0.642, data_time: 0.000, memory: 6590, top1_acc: 0.9480, top5_acc: 0.9981, loss_cls: 0.1551, loss: 0.1551 2021-11-26 18:20:43,569 - mmaction - INFO - Epoch [28][500/627] lr: 1.000e-01, eta: 6:02:07, time: 0.627, data_time: 0.001, memory: 6590, top1_acc: 0.9536, top5_acc: 0.9980, loss_cls: 0.1429, loss: 0.1429 2021-11-26 18:21:46,219 - mmaction - INFO - Epoch [28][600/627] lr: 1.000e-01, eta: 6:00:54, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9369, top5_acc: 0.9953, loss_cls: 0.1973, loss: 0.1973 2021-11-26 18:23:46,599 - mmaction - INFO - Epoch [29][100/627] lr: 1.000e-01, eta: 6:00:02, time: 1.021, data_time: 0.394, memory: 6590, top1_acc: 0.9555, top5_acc: 0.9983, loss_cls: 0.1348, loss: 0.1348 2021-11-26 18:24:49,182 - mmaction - INFO - Epoch [29][200/627] lr: 1.000e-01, eta: 5:58:49, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9598, top5_acc: 0.9989, loss_cls: 0.1245, loss: 0.1245 2021-11-26 18:25:51,726 - mmaction - INFO - Epoch [29][300/627] lr: 1.000e-01, eta: 5:57:35, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9477, top5_acc: 0.9984, loss_cls: 0.1585, loss: 0.1585 2021-11-26 18:26:54,334 - mmaction - INFO - Epoch [29][400/627] lr: 1.000e-01, eta: 5:56:22, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9492, top5_acc: 0.9980, loss_cls: 0.1551, loss: 0.1551 2021-11-26 18:27:56,935 - mmaction - INFO - Epoch [29][500/627] lr: 1.000e-01, eta: 5:55:09, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9448, top5_acc: 0.9983, loss_cls: 0.1695, loss: 0.1695 2021-11-26 18:28:59,366 - mmaction - INFO - Epoch [29][600/627] lr: 1.000e-01, eta: 5:53:56, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9409, top5_acc: 0.9958, loss_cls: 0.1755, loss: 0.1755 2021-11-26 18:30:56,505 - mmaction - INFO - Epoch [30][100/627] lr: 1.000e-01, eta: 5:52:58, time: 0.996, data_time: 0.375, memory: 6590, top1_acc: 0.9666, top5_acc: 0.9991, loss_cls: 0.1078, loss: 0.1078 2021-11-26 18:31:58,888 - mmaction - INFO - Epoch [30][200/627] lr: 1.000e-01, eta: 5:51:45, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9658, top5_acc: 0.9983, loss_cls: 0.1062, loss: 0.1062 2021-11-26 18:33:01,349 - mmaction - INFO - Epoch [30][300/627] lr: 1.000e-01, eta: 5:50:31, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9581, top5_acc: 0.9986, loss_cls: 0.1351, loss: 0.1351 2021-11-26 18:34:03,941 - mmaction - INFO - Epoch [30][400/627] lr: 1.000e-01, eta: 5:49:19, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9503, top5_acc: 0.9980, loss_cls: 0.1472, loss: 0.1472 2021-11-26 18:35:06,432 - mmaction - INFO - Epoch [30][500/627] lr: 1.000e-01, eta: 5:48:06, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9452, top5_acc: 0.9972, loss_cls: 0.1661, loss: 0.1661 2021-11-26 18:36:09,027 - mmaction - INFO - Epoch [30][600/627] lr: 1.000e-01, eta: 5:46:53, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9495, top5_acc: 0.9980, loss_cls: 0.1579, loss: 0.1579 2021-11-26 18:36:26,592 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-11-26 18:37:46,130 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 18:37:46,206 - mmaction - INFO - top1_acc 0.8248 top5_acc 0.9649 2021-11-26 18:37:46,210 - mmaction - INFO - Epoch(val) [30][258] top1_acc: 0.8248, top5_acc: 0.9649 2021-11-26 18:39:29,417 - mmaction - INFO - Epoch [31][100/627] lr: 1.000e-02, eta: 5:46:00, time: 1.032, data_time: 0.391, memory: 6590, top1_acc: 0.9786, top5_acc: 0.9994, loss_cls: 0.0766, loss: 0.0766 2021-11-26 18:40:31,803 - mmaction - INFO - Epoch [31][200/627] lr: 1.000e-02, eta: 5:44:47, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9891, top5_acc: 0.9994, loss_cls: 0.0479, loss: 0.0479 2021-11-26 18:41:34,525 - mmaction - INFO - Epoch [31][300/627] lr: 1.000e-02, eta: 5:43:35, time: 0.627, data_time: 0.002, memory: 6590, top1_acc: 0.9881, top5_acc: 0.9997, loss_cls: 0.0454, loss: 0.0454 2021-11-26 18:42:37,242 - mmaction - INFO - Epoch [31][400/627] lr: 1.000e-02, eta: 5:42:22, time: 0.627, data_time: 0.001, memory: 6590, top1_acc: 0.9911, top5_acc: 0.9998, loss_cls: 0.0395, loss: 0.0395 2021-11-26 18:43:39,816 - mmaction - INFO - Epoch [31][500/627] lr: 1.000e-02, eta: 5:41:10, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9928, top5_acc: 0.9998, loss_cls: 0.0349, loss: 0.0349 2021-11-26 18:44:42,361 - mmaction - INFO - Epoch [31][600/627] lr: 1.000e-02, eta: 5:39:57, time: 0.625, data_time: 0.001, memory: 6590, top1_acc: 0.9908, top5_acc: 1.0000, loss_cls: 0.0373, loss: 0.0373 2021-11-26 18:46:42,058 - mmaction - INFO - Epoch [32][100/627] lr: 1.000e-02, eta: 5:39:01, time: 1.022, data_time: 0.385, memory: 6590, top1_acc: 0.9962, top5_acc: 0.9998, loss_cls: 0.0272, loss: 0.0272 2021-11-26 18:47:44,434 - mmaction - INFO - Epoch [32][200/627] lr: 1.000e-02, eta: 5:37:49, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9952, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2021-11-26 18:48:46,850 - mmaction - INFO - Epoch [32][300/627] lr: 1.000e-02, eta: 5:36:36, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9944, top5_acc: 0.9998, loss_cls: 0.0255, loss: 0.0255 2021-11-26 18:49:49,290 - mmaction - INFO - Epoch [32][400/627] lr: 1.000e-02, eta: 5:35:24, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9945, top5_acc: 0.9998, loss_cls: 0.0244, loss: 0.0244 2021-11-26 18:50:51,747 - mmaction - INFO - Epoch [32][500/627] lr: 1.000e-02, eta: 5:34:11, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2021-11-26 18:51:54,316 - mmaction - INFO - Epoch [32][600/627] lr: 1.000e-02, eta: 5:32:59, time: 0.626, data_time: 0.001, memory: 6590, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 2021-11-26 18:53:55,362 - mmaction - INFO - Epoch [33][100/627] lr: 1.000e-02, eta: 5:32:03, time: 1.028, data_time: 0.397, memory: 6590, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 2021-11-26 18:54:57,773 - mmaction - INFO - Epoch [33][200/627] lr: 1.000e-02, eta: 5:30:50, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9973, top5_acc: 0.9998, loss_cls: 0.0187, loss: 0.0187 2021-11-26 18:56:00,305 - mmaction - INFO - Epoch [33][300/627] lr: 1.000e-02, eta: 5:29:38, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0163, loss: 0.0163 2021-11-26 18:57:02,926 - mmaction - INFO - Epoch [33][400/627] lr: 1.000e-02, eta: 5:28:27, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9964, top5_acc: 0.9998, loss_cls: 0.0190, loss: 0.0190 2021-11-26 18:58:06,383 - mmaction - INFO - Epoch [33][500/627] lr: 1.000e-02, eta: 5:27:16, time: 0.635, data_time: 0.000, memory: 6590, top1_acc: 0.9980, top5_acc: 0.9998, loss_cls: 0.0171, loss: 0.0171 2021-11-26 18:59:08,887 - mmaction - INFO - Epoch [33][600/627] lr: 1.000e-02, eta: 5:26:04, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9980, top5_acc: 1.0000, loss_cls: 0.0153, loss: 0.0153 2021-11-26 18:59:26,473 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-11-26 19:00:41,669 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 19:00:41,747 - mmaction - INFO - top1_acc 0.8639 top5_acc 0.9719 2021-11-26 19:00:41,908 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_33.pth. 2021-11-26 19:00:41,910 - mmaction - INFO - Best top1_acc is 0.8639 at 33 epoch. 2021-11-26 19:00:41,918 - mmaction - INFO - Epoch(val) [33][258] top1_acc: 0.8639, top5_acc: 0.9719 2021-11-26 19:02:25,022 - mmaction - INFO - Epoch [34][100/627] lr: 1.000e-02, eta: 5:25:07, time: 1.031, data_time: 0.409, memory: 6590, top1_acc: 0.9989, top5_acc: 1.0000, loss_cls: 0.0124, loss: 0.0124 2021-11-26 19:03:27,462 - mmaction - INFO - Epoch [34][200/627] lr: 1.000e-02, eta: 5:23:55, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9981, top5_acc: 0.9998, loss_cls: 0.0140, loss: 0.0140 2021-11-26 19:04:29,991 - mmaction - INFO - Epoch [34][300/627] lr: 1.000e-02, eta: 5:22:43, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9983, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 2021-11-26 19:05:32,586 - mmaction - INFO - Epoch [34][400/627] lr: 1.000e-02, eta: 5:21:31, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0145, loss: 0.0145 2021-11-26 19:06:35,122 - mmaction - INFO - Epoch [34][500/627] lr: 1.000e-02, eta: 5:20:20, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9986, top5_acc: 0.9998, loss_cls: 0.0145, loss: 0.0145 2021-11-26 19:07:37,641 - mmaction - INFO - Epoch [34][600/627] lr: 1.000e-02, eta: 5:19:08, time: 0.625, data_time: 0.001, memory: 6590, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0130, loss: 0.0130 2021-11-26 19:09:37,201 - mmaction - INFO - Epoch [35][100/627] lr: 1.000e-02, eta: 5:18:08, time: 1.020, data_time: 0.398, memory: 6590, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0123, loss: 0.0123 2021-11-26 19:10:39,530 - mmaction - INFO - Epoch [35][200/627] lr: 1.000e-02, eta: 5:16:56, time: 0.623, data_time: 0.000, memory: 6590, top1_acc: 0.9980, top5_acc: 1.0000, loss_cls: 0.0134, loss: 0.0134 2021-11-26 19:11:41,965 - mmaction - INFO - Epoch [35][300/627] lr: 1.000e-02, eta: 5:15:44, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9989, top5_acc: 1.0000, loss_cls: 0.0115, loss: 0.0115 2021-11-26 19:12:44,518 - mmaction - INFO - Epoch [35][400/627] lr: 1.000e-02, eta: 5:14:33, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 2021-11-26 19:13:47,963 - mmaction - INFO - Epoch [35][500/627] lr: 1.000e-02, eta: 5:13:23, time: 0.634, data_time: 0.000, memory: 6590, top1_acc: 0.9978, top5_acc: 1.0000, loss_cls: 0.0142, loss: 0.0142 2021-11-26 19:14:50,536 - mmaction - INFO - Epoch [35][600/627] lr: 1.000e-02, eta: 5:12:11, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9989, top5_acc: 1.0000, loss_cls: 0.0122, loss: 0.0122 2021-11-26 19:16:49,199 - mmaction - INFO - Epoch [36][100/627] lr: 1.000e-02, eta: 5:11:09, time: 1.010, data_time: 0.383, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 2021-11-26 19:17:51,511 - mmaction - INFO - Epoch [36][200/627] lr: 1.000e-02, eta: 5:09:57, time: 0.623, data_time: 0.000, memory: 6590, top1_acc: 0.9980, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 2021-11-26 19:18:54,078 - mmaction - INFO - Epoch [36][300/627] lr: 1.000e-02, eta: 5:08:46, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 2021-11-26 19:19:56,580 - mmaction - INFO - Epoch [36][400/627] lr: 1.000e-02, eta: 5:07:35, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 2021-11-26 19:20:59,758 - mmaction - INFO - Epoch [36][500/627] lr: 1.000e-02, eta: 5:06:24, time: 0.632, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 2021-11-26 19:22:02,263 - mmaction - INFO - Epoch [36][600/627] lr: 1.000e-02, eta: 5:05:13, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9989, top5_acc: 0.9998, loss_cls: 0.0105, loss: 0.0105 2021-11-26 19:22:20,271 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-11-26 19:23:38,791 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 19:23:38,867 - mmaction - INFO - top1_acc 0.8648 top5_acc 0.9729 2021-11-26 19:23:39,043 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. 2021-11-26 19:23:39,045 - mmaction - INFO - Best top1_acc is 0.8648 at 36 epoch. 2021-11-26 19:23:39,050 - mmaction - INFO - Epoch(val) [36][258] top1_acc: 0.8648, top5_acc: 0.9729 2021-11-26 19:25:25,339 - mmaction - INFO - Epoch [37][100/627] lr: 1.000e-02, eta: 5:04:16, time: 1.063, data_time: 0.442, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 2021-11-26 19:26:27,586 - mmaction - INFO - Epoch [37][200/627] lr: 1.000e-02, eta: 5:03:04, time: 0.622, data_time: 0.000, memory: 6590, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 2021-11-26 19:27:29,971 - mmaction - INFO - Epoch [37][300/627] lr: 1.000e-02, eta: 5:01:53, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 2021-11-26 19:28:32,554 - mmaction - INFO - Epoch [37][400/627] lr: 1.000e-02, eta: 5:00:42, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 2021-11-26 19:29:35,256 - mmaction - INFO - Epoch [37][500/627] lr: 1.000e-02, eta: 4:59:32, time: 0.627, data_time: 0.001, memory: 6590, top1_acc: 0.9988, top5_acc: 0.9998, loss_cls: 0.0098, loss: 0.0098 2021-11-26 19:30:37,792 - mmaction - INFO - Epoch [37][600/627] lr: 1.000e-02, eta: 4:58:21, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 2021-11-26 19:32:37,124 - mmaction - INFO - Epoch [38][100/627] lr: 1.000e-02, eta: 4:57:17, time: 1.015, data_time: 0.386, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 2021-11-26 19:33:39,446 - mmaction - INFO - Epoch [38][200/627] lr: 1.000e-02, eta: 4:56:05, time: 0.623, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 2021-11-26 19:34:41,926 - mmaction - INFO - Epoch [38][300/627] lr: 1.000e-02, eta: 4:54:55, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 2021-11-26 19:35:44,372 - mmaction - INFO - Epoch [38][400/627] lr: 1.000e-02, eta: 4:53:44, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 2021-11-26 19:36:46,927 - mmaction - INFO - Epoch [38][500/627] lr: 1.000e-02, eta: 4:52:33, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 2021-11-26 19:37:49,381 - mmaction - INFO - Epoch [38][600/627] lr: 1.000e-02, eta: 4:51:23, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 2021-11-26 19:39:51,122 - mmaction - INFO - Epoch [39][100/627] lr: 1.000e-02, eta: 4:50:20, time: 1.041, data_time: 0.419, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 2021-11-26 19:40:53,584 - mmaction - INFO - Epoch [39][200/627] lr: 1.000e-02, eta: 4:49:10, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 2021-11-26 19:41:56,059 - mmaction - INFO - Epoch [39][300/627] lr: 1.000e-02, eta: 4:47:59, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 2021-11-26 19:42:58,448 - mmaction - INFO - Epoch [39][400/627] lr: 1.000e-02, eta: 4:46:48, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 2021-11-26 19:44:01,045 - mmaction - INFO - Epoch [39][500/627] lr: 1.000e-02, eta: 4:45:38, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 2021-11-26 19:45:03,541 - mmaction - INFO - Epoch [39][600/627] lr: 1.000e-02, eta: 4:44:28, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 2021-11-26 19:45:21,091 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-11-26 19:46:39,642 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 19:46:39,718 - mmaction - INFO - top1_acc 0.8660 top5_acc 0.9726 2021-11-26 19:46:39,959 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. 2021-11-26 19:46:39,961 - mmaction - INFO - Best top1_acc is 0.8660 at 39 epoch. 2021-11-26 19:46:39,967 - mmaction - INFO - Epoch(val) [39][258] top1_acc: 0.8660, top5_acc: 0.9726 2021-11-26 19:48:27,107 - mmaction - INFO - Epoch [40][100/627] lr: 1.000e-02, eta: 4:43:27, time: 1.071, data_time: 0.451, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 2021-11-26 19:49:29,397 - mmaction - INFO - Epoch [40][200/627] lr: 1.000e-02, eta: 4:42:16, time: 0.623, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 2021-11-26 19:50:31,671 - mmaction - INFO - Epoch [40][300/627] lr: 1.000e-02, eta: 4:41:06, time: 0.623, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 2021-11-26 19:51:34,272 - mmaction - INFO - Epoch [40][400/627] lr: 1.000e-02, eta: 4:39:56, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 2021-11-26 19:52:37,099 - mmaction - INFO - Epoch [40][500/627] lr: 1.000e-02, eta: 4:38:46, time: 0.628, data_time: 0.003, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 2021-11-26 19:53:39,636 - mmaction - INFO - Epoch [40][600/627] lr: 1.000e-02, eta: 4:37:35, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 2021-11-26 19:55:38,559 - mmaction - INFO - Epoch [41][100/627] lr: 1.000e-03, eta: 4:36:28, time: 1.013, data_time: 0.391, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 2021-11-26 19:56:40,905 - mmaction - INFO - Epoch [41][200/627] lr: 1.000e-03, eta: 4:35:18, time: 0.623, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 2021-11-26 19:57:43,293 - mmaction - INFO - Epoch [41][300/627] lr: 1.000e-03, eta: 4:34:07, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 2021-11-26 19:58:45,818 - mmaction - INFO - Epoch [41][400/627] lr: 1.000e-03, eta: 4:32:57, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 2021-11-26 19:59:48,387 - mmaction - INFO - Epoch [41][500/627] lr: 1.000e-03, eta: 4:31:47, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 2021-11-26 20:00:50,894 - mmaction - INFO - Epoch [41][600/627] lr: 1.000e-03, eta: 4:30:37, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 2021-11-26 20:02:50,221 - mmaction - INFO - Epoch [42][100/627] lr: 1.000e-03, eta: 4:29:30, time: 1.017, data_time: 0.395, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 2021-11-26 20:03:52,491 - mmaction - INFO - Epoch [42][200/627] lr: 1.000e-03, eta: 4:28:19, time: 0.623, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 2021-11-26 20:04:54,938 - mmaction - INFO - Epoch [42][300/627] lr: 1.000e-03, eta: 4:27:09, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 2021-11-26 20:05:57,413 - mmaction - INFO - Epoch [42][400/627] lr: 1.000e-03, eta: 4:25:59, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-11-26 20:07:00,022 - mmaction - INFO - Epoch [42][500/627] lr: 1.000e-03, eta: 4:24:49, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 2021-11-26 20:08:02,556 - mmaction - INFO - Epoch [42][600/627] lr: 1.000e-03, eta: 4:23:40, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 2021-11-26 20:08:20,181 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-11-26 20:09:36,847 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 20:09:36,923 - mmaction - INFO - top1_acc 0.8689 top5_acc 0.9726 2021-11-26 20:09:37,060 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2021-11-26 20:09:37,062 - mmaction - INFO - Best top1_acc is 0.8689 at 42 epoch. 2021-11-26 20:09:37,068 - mmaction - INFO - Epoch(val) [42][258] top1_acc: 0.8689, top5_acc: 0.9726 2021-11-26 20:11:23,362 - mmaction - INFO - Epoch [43][100/627] lr: 1.000e-03, eta: 4:22:35, time: 1.063, data_time: 0.441, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 2021-11-26 20:12:25,783 - mmaction - INFO - Epoch [43][200/627] lr: 1.000e-03, eta: 4:21:25, time: 0.624, data_time: 0.001, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 2021-11-26 20:13:28,228 - mmaction - INFO - Epoch [43][300/627] lr: 1.000e-03, eta: 4:20:15, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 2021-11-26 20:14:30,819 - mmaction - INFO - Epoch [43][400/627] lr: 1.000e-03, eta: 4:19:06, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 2021-11-26 20:15:33,597 - mmaction - INFO - Epoch [43][500/627] lr: 1.000e-03, eta: 4:17:56, time: 0.628, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 2021-11-26 20:16:36,240 - mmaction - INFO - Epoch [43][600/627] lr: 1.000e-03, eta: 4:16:47, time: 0.627, data_time: 0.001, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 2021-11-26 20:18:36,211 - mmaction - INFO - Epoch [44][100/627] lr: 1.000e-03, eta: 4:15:38, time: 1.023, data_time: 0.388, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 2021-11-26 20:19:38,639 - mmaction - INFO - Epoch [44][200/627] lr: 1.000e-03, eta: 4:14:28, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 2021-11-26 20:20:41,180 - mmaction - INFO - Epoch [44][300/627] lr: 1.000e-03, eta: 4:13:18, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 2021-11-26 20:21:43,766 - mmaction - INFO - Epoch [44][400/627] lr: 1.000e-03, eta: 4:12:09, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-11-26 20:22:46,437 - mmaction - INFO - Epoch [44][500/627] lr: 1.000e-03, eta: 4:11:00, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-26 20:23:49,046 - mmaction - INFO - Epoch [44][600/627] lr: 1.000e-03, eta: 4:09:50, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 2021-11-26 20:25:46,076 - mmaction - INFO - Epoch [45][100/627] lr: 1.000e-03, eta: 4:08:38, time: 0.994, data_time: 0.369, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 2021-11-26 20:26:48,413 - mmaction - INFO - Epoch [45][200/627] lr: 1.000e-03, eta: 4:07:28, time: 0.623, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-26 20:27:50,830 - mmaction - INFO - Epoch [45][300/627] lr: 1.000e-03, eta: 4:06:19, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 2021-11-26 20:28:53,346 - mmaction - INFO - Epoch [45][400/627] lr: 1.000e-03, eta: 4:05:10, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 2021-11-26 20:29:55,886 - mmaction - INFO - Epoch [45][500/627] lr: 1.000e-03, eta: 4:04:00, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 2021-11-26 20:30:58,461 - mmaction - INFO - Epoch [45][600/627] lr: 1.000e-03, eta: 4:02:51, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 2021-11-26 20:31:16,249 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-11-26 20:32:32,848 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 20:32:32,924 - mmaction - INFO - top1_acc 0.8669 top5_acc 0.9723 2021-11-26 20:32:32,928 - mmaction - INFO - Epoch(val) [45][258] top1_acc: 0.8669, top5_acc: 0.9723 2021-11-26 20:34:16,002 - mmaction - INFO - Epoch [46][100/627] lr: 1.000e-03, eta: 4:01:41, time: 1.031, data_time: 0.408, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 2021-11-26 20:35:18,344 - mmaction - INFO - Epoch [46][200/627] lr: 1.000e-03, eta: 4:00:32, time: 0.623, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 2021-11-26 20:36:20,856 - mmaction - INFO - Epoch [46][300/627] lr: 1.000e-03, eta: 3:59:22, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 2021-11-26 20:37:23,341 - mmaction - INFO - Epoch [46][400/627] lr: 1.000e-03, eta: 3:58:13, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 2021-11-26 20:38:25,992 - mmaction - INFO - Epoch [46][500/627] lr: 1.000e-03, eta: 3:57:04, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 2021-11-26 20:39:28,557 - mmaction - INFO - Epoch [46][600/627] lr: 1.000e-03, eta: 3:55:55, time: 0.626, data_time: 0.001, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-11-26 20:41:26,005 - mmaction - INFO - Epoch [47][100/627] lr: 1.000e-03, eta: 3:54:42, time: 1.000, data_time: 0.373, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 2021-11-26 20:42:28,427 - mmaction - INFO - Epoch [47][200/627] lr: 1.000e-03, eta: 3:53:33, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 2021-11-26 20:43:30,780 - mmaction - INFO - Epoch [47][300/627] lr: 1.000e-03, eta: 3:52:24, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-26 20:44:33,323 - mmaction - INFO - Epoch [47][400/627] lr: 1.000e-03, eta: 3:51:15, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 2021-11-26 20:45:35,789 - mmaction - INFO - Epoch [47][500/627] lr: 1.000e-03, eta: 3:50:06, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 2021-11-26 20:46:38,264 - mmaction - INFO - Epoch [47][600/627] lr: 1.000e-03, eta: 3:48:57, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 2021-11-26 20:48:39,837 - mmaction - INFO - Epoch [48][100/627] lr: 1.000e-03, eta: 3:47:46, time: 1.037, data_time: 0.400, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 2021-11-26 20:49:42,249 - mmaction - INFO - Epoch [48][200/627] lr: 1.000e-03, eta: 3:46:37, time: 0.624, data_time: 0.001, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-26 20:50:44,692 - mmaction - INFO - Epoch [48][300/627] lr: 1.000e-03, eta: 3:45:28, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 2021-11-26 20:51:47,217 - mmaction - INFO - Epoch [48][400/627] lr: 1.000e-03, eta: 3:44:19, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 2021-11-26 20:52:49,692 - mmaction - INFO - Epoch [48][500/627] lr: 1.000e-03, eta: 3:43:10, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 2021-11-26 20:53:52,204 - mmaction - INFO - Epoch [48][600/627] lr: 1.000e-03, eta: 3:42:01, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 2021-11-26 20:54:09,888 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-11-26 20:55:24,803 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 20:55:24,879 - mmaction - INFO - top1_acc 0.8665 top5_acc 0.9722 2021-11-26 20:55:24,882 - mmaction - INFO - Epoch(val) [48][258] top1_acc: 0.8665, top5_acc: 0.9722 2021-11-26 20:57:08,404 - mmaction - INFO - Epoch [49][100/627] lr: 1.000e-03, eta: 3:40:50, time: 1.035, data_time: 0.410, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-11-26 20:58:10,765 - mmaction - INFO - Epoch [49][200/627] lr: 1.000e-03, eta: 3:39:41, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 2021-11-26 20:59:13,217 - mmaction - INFO - Epoch [49][300/627] lr: 1.000e-03, eta: 3:38:32, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 2021-11-26 21:00:15,788 - mmaction - INFO - Epoch [49][400/627] lr: 1.000e-03, eta: 3:37:23, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 2021-11-26 21:01:18,437 - mmaction - INFO - Epoch [49][500/627] lr: 1.000e-03, eta: 3:36:14, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-26 21:02:21,867 - mmaction - INFO - Epoch [49][600/627] lr: 1.000e-03, eta: 3:35:06, time: 0.634, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 2021-11-26 21:04:20,469 - mmaction - INFO - Epoch [50][100/627] lr: 1.000e-03, eta: 3:33:53, time: 1.010, data_time: 0.388, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-26 21:05:22,913 - mmaction - INFO - Epoch [50][200/627] lr: 1.000e-03, eta: 3:32:44, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 2021-11-26 21:06:25,540 - mmaction - INFO - Epoch [50][300/627] lr: 1.000e-03, eta: 3:31:35, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-11-26 21:07:27,983 - mmaction - INFO - Epoch [50][400/627] lr: 1.000e-03, eta: 3:30:26, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-26 21:08:30,451 - mmaction - INFO - Epoch [50][500/627] lr: 1.000e-03, eta: 3:29:18, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-11-26 21:09:32,917 - mmaction - INFO - Epoch [50][600/627] lr: 1.000e-03, eta: 3:28:09, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-11-26 21:11:29,999 - mmaction - INFO - Epoch [51][100/627] lr: 1.000e-03, eta: 3:26:54, time: 0.994, data_time: 0.365, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 2021-11-26 21:12:32,422 - mmaction - INFO - Epoch [51][200/627] lr: 1.000e-03, eta: 3:25:45, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 2021-11-26 21:13:34,918 - mmaction - INFO - Epoch [51][300/627] lr: 1.000e-03, eta: 3:24:37, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-26 21:14:37,526 - mmaction - INFO - Epoch [51][400/627] lr: 1.000e-03, eta: 3:23:28, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 2021-11-26 21:15:40,060 - mmaction - INFO - Epoch [51][500/627] lr: 1.000e-03, eta: 3:22:20, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 2021-11-26 21:16:42,560 - mmaction - INFO - Epoch [51][600/627] lr: 1.000e-03, eta: 3:21:11, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 2021-11-26 21:17:00,072 - mmaction - INFO - Saving checkpoint at 51 epochs 2021-11-26 21:18:15,665 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 21:18:15,734 - mmaction - INFO - top1_acc 0.8668 top5_acc 0.9729 2021-11-26 21:18:15,737 - mmaction - INFO - Epoch(val) [51][258] top1_acc: 0.8668, top5_acc: 0.9729 2021-11-26 21:20:03,091 - mmaction - INFO - Epoch [52][100/627] lr: 1.000e-03, eta: 3:20:00, time: 1.073, data_time: 0.453, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-26 21:21:05,469 - mmaction - INFO - Epoch [52][200/627] lr: 1.000e-03, eta: 3:18:51, time: 0.624, data_time: 0.001, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 2021-11-26 21:22:07,910 - mmaction - INFO - Epoch [52][300/627] lr: 1.000e-03, eta: 3:17:43, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 2021-11-26 21:23:10,469 - mmaction - INFO - Epoch [52][400/627] lr: 1.000e-03, eta: 3:16:35, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 2021-11-26 21:24:12,926 - mmaction - INFO - Epoch [52][500/627] lr: 1.000e-03, eta: 3:15:26, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 2021-11-26 21:25:15,604 - mmaction - INFO - Epoch [52][600/627] lr: 1.000e-03, eta: 3:14:18, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-26 21:27:13,927 - mmaction - INFO - Epoch [53][100/627] lr: 1.000e-03, eta: 3:13:02, time: 1.006, data_time: 0.365, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 2021-11-26 21:28:16,486 - mmaction - INFO - Epoch [53][200/627] lr: 1.000e-03, eta: 3:11:54, time: 0.626, data_time: 0.002, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-26 21:29:18,979 - mmaction - INFO - Epoch [53][300/627] lr: 1.000e-03, eta: 3:10:46, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 2021-11-26 21:30:21,596 - mmaction - INFO - Epoch [53][400/627] lr: 1.000e-03, eta: 3:09:37, time: 0.626, data_time: 0.001, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 2021-11-26 21:31:24,022 - mmaction - INFO - Epoch [53][500/627] lr: 1.000e-03, eta: 3:08:29, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-26 21:32:26,509 - mmaction - INFO - Epoch [53][600/627] lr: 1.000e-03, eta: 3:07:21, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 2021-11-26 21:34:26,220 - mmaction - INFO - Epoch [54][100/627] lr: 1.000e-03, eta: 3:06:06, time: 1.021, data_time: 0.367, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 2021-11-26 21:35:28,765 - mmaction - INFO - Epoch [54][200/627] lr: 1.000e-03, eta: 3:04:57, time: 0.625, data_time: 0.001, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-26 21:36:31,362 - mmaction - INFO - Epoch [54][300/627] lr: 1.000e-03, eta: 3:03:49, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 2021-11-26 21:37:33,976 - mmaction - INFO - Epoch [54][400/627] lr: 1.000e-03, eta: 3:02:41, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-11-26 21:38:36,666 - mmaction - INFO - Epoch [54][500/627] lr: 1.000e-03, eta: 3:01:33, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-11-26 21:39:39,295 - mmaction - INFO - Epoch [54][600/627] lr: 1.000e-03, eta: 3:00:25, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-11-26 21:39:57,088 - mmaction - INFO - Saving checkpoint at 54 epochs 2021-11-26 21:41:18,263 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 21:41:18,363 - mmaction - INFO - top1_acc 0.8678 top5_acc 0.9722 2021-11-26 21:41:18,367 - mmaction - INFO - Epoch(val) [54][258] top1_acc: 0.8678, top5_acc: 0.9722 2021-11-26 21:43:11,122 - mmaction - INFO - Epoch [55][100/627] lr: 1.000e-03, eta: 2:59:14, time: 1.127, data_time: 0.505, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 2021-11-26 21:44:13,581 - mmaction - INFO - Epoch [55][200/627] lr: 1.000e-03, eta: 2:58:06, time: 0.625, data_time: 0.001, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-11-26 21:45:16,010 - mmaction - INFO - Epoch [55][300/627] lr: 1.000e-03, eta: 2:56:58, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 2021-11-26 21:46:18,441 - mmaction - INFO - Epoch [55][400/627] lr: 1.000e-03, eta: 2:55:50, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 2021-11-26 21:47:20,842 - mmaction - INFO - Epoch [55][500/627] lr: 1.000e-03, eta: 2:54:41, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-11-26 21:48:23,204 - mmaction - INFO - Epoch [55][600/627] lr: 1.000e-03, eta: 2:53:33, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 2021-11-26 21:50:30,707 - mmaction - INFO - Epoch [56][100/627] lr: 1.000e-03, eta: 2:52:21, time: 1.098, data_time: 0.475, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-26 21:51:33,090 - mmaction - INFO - Epoch [56][200/627] lr: 1.000e-03, eta: 2:51:12, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-26 21:52:35,512 - mmaction - INFO - Epoch [56][300/627] lr: 1.000e-03, eta: 2:50:04, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 2021-11-26 21:53:37,948 - mmaction - INFO - Epoch [56][400/627] lr: 1.000e-03, eta: 2:48:56, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 2021-11-26 21:54:40,379 - mmaction - INFO - Epoch [56][500/627] lr: 1.000e-03, eta: 2:47:48, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 2021-11-26 21:55:42,910 - mmaction - INFO - Epoch [56][600/627] lr: 1.000e-03, eta: 2:46:40, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 2021-11-26 21:57:43,447 - mmaction - INFO - Epoch [57][100/627] lr: 1.000e-03, eta: 2:45:24, time: 1.022, data_time: 0.401, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-11-26 21:58:45,736 - mmaction - INFO - Epoch [57][200/627] lr: 1.000e-03, eta: 2:44:15, time: 0.623, data_time: 0.001, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-26 21:59:48,055 - mmaction - INFO - Epoch [57][300/627] lr: 1.000e-03, eta: 2:43:07, time: 0.623, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 2021-11-26 22:00:50,412 - mmaction - INFO - Epoch [57][400/627] lr: 1.000e-03, eta: 2:41:59, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-11-26 22:01:52,795 - mmaction - INFO - Epoch [57][500/627] lr: 1.000e-03, eta: 2:40:51, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 2021-11-26 22:02:55,223 - mmaction - INFO - Epoch [57][600/627] lr: 1.000e-03, eta: 2:39:43, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-26 22:03:12,923 - mmaction - INFO - Saving checkpoint at 57 epochs 2021-11-26 22:04:29,416 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 22:04:29,497 - mmaction - INFO - top1_acc 0.8678 top5_acc 0.9722 2021-11-26 22:04:29,503 - mmaction - INFO - Epoch(val) [57][258] top1_acc: 0.8678, top5_acc: 0.9722 2021-11-26 22:06:13,257 - mmaction - INFO - Epoch [58][100/627] lr: 1.000e-03, eta: 2:38:27, time: 1.037, data_time: 0.416, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 2021-11-26 22:07:15,566 - mmaction - INFO - Epoch [58][200/627] lr: 1.000e-03, eta: 2:37:19, time: 0.623, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-11-26 22:08:17,904 - mmaction - INFO - Epoch [58][300/627] lr: 1.000e-03, eta: 2:36:11, time: 0.623, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-11-26 22:09:20,374 - mmaction - INFO - Epoch [58][400/627] lr: 1.000e-03, eta: 2:35:03, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-11-26 22:10:22,758 - mmaction - INFO - Epoch [58][500/627] lr: 1.000e-03, eta: 2:33:55, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-26 22:11:25,350 - mmaction - INFO - Epoch [58][600/627] lr: 1.000e-03, eta: 2:32:47, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 2021-11-26 22:13:24,252 - mmaction - INFO - Epoch [59][100/627] lr: 1.000e-03, eta: 2:31:30, time: 1.012, data_time: 0.367, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-11-26 22:14:26,606 - mmaction - INFO - Epoch [59][200/627] lr: 1.000e-03, eta: 2:30:22, time: 0.624, data_time: 0.001, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 2021-11-26 22:15:29,081 - mmaction - INFO - Epoch [59][300/627] lr: 1.000e-03, eta: 2:29:14, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-26 22:16:31,562 - mmaction - INFO - Epoch [59][400/627] lr: 1.000e-03, eta: 2:28:06, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-11-26 22:17:34,007 - mmaction - INFO - Epoch [59][500/627] lr: 1.000e-03, eta: 2:26:58, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 2021-11-26 22:18:36,473 - mmaction - INFO - Epoch [59][600/627] lr: 1.000e-03, eta: 2:25:51, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-11-26 22:20:35,850 - mmaction - INFO - Epoch [60][100/627] lr: 1.000e-03, eta: 2:24:33, time: 1.017, data_time: 0.383, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 2021-11-26 22:21:38,304 - mmaction - INFO - Epoch [60][200/627] lr: 1.000e-03, eta: 2:23:25, time: 0.625, data_time: 0.001, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 2021-11-26 22:22:40,675 - mmaction - INFO - Epoch [60][300/627] lr: 1.000e-03, eta: 2:22:17, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-11-26 22:23:43,086 - mmaction - INFO - Epoch [60][400/627] lr: 1.000e-03, eta: 2:21:09, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-26 22:24:45,593 - mmaction - INFO - Epoch [60][500/627] lr: 1.000e-03, eta: 2:20:02, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-26 22:25:48,188 - mmaction - INFO - Epoch [60][600/627] lr: 1.000e-03, eta: 2:18:54, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 2021-11-26 22:26:05,812 - mmaction - INFO - Saving checkpoint at 60 epochs 2021-11-26 22:27:26,034 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 22:27:26,112 - mmaction - INFO - top1_acc 0.8674 top5_acc 0.9725 2021-11-26 22:27:26,115 - mmaction - INFO - Epoch(val) [60][258] top1_acc: 0.8674, top5_acc: 0.9725 2021-11-26 22:29:06,149 - mmaction - INFO - Epoch [61][100/627] lr: 1.000e-03, eta: 2:17:35, time: 1.000, data_time: 0.370, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-11-26 22:30:08,528 - mmaction - INFO - Epoch [61][200/627] lr: 1.000e-03, eta: 2:16:27, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-11-26 22:31:11,074 - mmaction - INFO - Epoch [61][300/627] lr: 1.000e-03, eta: 2:15:20, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-26 22:32:13,693 - mmaction - INFO - Epoch [61][400/627] lr: 1.000e-03, eta: 2:14:12, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-26 22:33:16,125 - mmaction - INFO - Epoch [61][500/627] lr: 1.000e-03, eta: 2:13:05, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 2021-11-26 22:34:18,786 - mmaction - INFO - Epoch [61][600/627] lr: 1.000e-03, eta: 2:11:57, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 2021-11-26 22:36:21,348 - mmaction - INFO - Epoch [62][100/627] lr: 1.000e-03, eta: 2:10:40, time: 1.049, data_time: 0.400, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 2021-11-26 22:37:23,747 - mmaction - INFO - Epoch [62][200/627] lr: 1.000e-03, eta: 2:09:32, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-11-26 22:38:26,218 - mmaction - INFO - Epoch [62][300/627] lr: 1.000e-03, eta: 2:08:24, time: 0.625, data_time: 0.001, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-26 22:39:28,781 - mmaction - INFO - Epoch [62][400/627] lr: 1.000e-03, eta: 2:07:17, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 2021-11-26 22:40:31,305 - mmaction - INFO - Epoch [62][500/627] lr: 1.000e-03, eta: 2:06:09, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-11-26 22:41:33,976 - mmaction - INFO - Epoch [62][600/627] lr: 1.000e-03, eta: 2:05:02, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 2021-11-26 22:43:34,127 - mmaction - INFO - Epoch [63][100/627] lr: 1.000e-03, eta: 2:03:43, time: 1.024, data_time: 0.401, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-11-26 22:44:36,490 - mmaction - INFO - Epoch [63][200/627] lr: 1.000e-03, eta: 2:02:36, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-26 22:45:39,197 - mmaction - INFO - Epoch [63][300/627] lr: 1.000e-03, eta: 2:01:28, time: 0.627, data_time: 0.001, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 2021-11-26 22:46:41,845 - mmaction - INFO - Epoch [63][400/627] lr: 1.000e-03, eta: 2:00:21, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-26 22:47:44,328 - mmaction - INFO - Epoch [63][500/627] lr: 1.000e-03, eta: 1:59:13, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-26 22:48:47,154 - mmaction - INFO - Epoch [63][600/627] lr: 1.000e-03, eta: 1:58:06, time: 0.628, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-26 22:49:04,998 - mmaction - INFO - Saving checkpoint at 63 epochs 2021-11-26 22:50:22,515 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 22:50:22,591 - mmaction - INFO - top1_acc 0.8660 top5_acc 0.9713 2021-11-26 22:50:22,594 - mmaction - INFO - Epoch(val) [63][258] top1_acc: 0.8660, top5_acc: 0.9713 2021-11-26 22:52:06,741 - mmaction - INFO - Epoch [64][100/627] lr: 1.000e-03, eta: 1:56:47, time: 1.041, data_time: 0.405, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-26 22:53:09,137 - mmaction - INFO - Epoch [64][200/627] lr: 1.000e-03, eta: 1:55:40, time: 0.624, data_time: 0.001, memory: 6590, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 2021-11-26 22:54:11,514 - mmaction - INFO - Epoch [64][300/627] lr: 1.000e-03, eta: 1:54:32, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 2021-11-26 22:55:13,942 - mmaction - INFO - Epoch [64][400/627] lr: 1.000e-03, eta: 1:53:25, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 2021-11-26 22:56:16,385 - mmaction - INFO - Epoch [64][500/627] lr: 1.000e-03, eta: 1:52:18, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-11-26 22:57:18,757 - mmaction - INFO - Epoch [64][600/627] lr: 1.000e-03, eta: 1:51:10, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-11-26 22:59:17,456 - mmaction - INFO - Epoch [65][100/627] lr: 1.000e-03, eta: 1:49:50, time: 1.010, data_time: 0.382, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-11-26 23:00:19,893 - mmaction - INFO - Epoch [65][200/627] lr: 1.000e-03, eta: 1:48:43, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 2021-11-26 23:01:22,363 - mmaction - INFO - Epoch [65][300/627] lr: 1.000e-03, eta: 1:47:36, time: 0.625, data_time: 0.001, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-11-26 23:02:24,826 - mmaction - INFO - Epoch [65][400/627] lr: 1.000e-03, eta: 1:46:28, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-11-26 23:03:27,357 - mmaction - INFO - Epoch [65][500/627] lr: 1.000e-03, eta: 1:45:21, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 2021-11-26 23:04:29,857 - mmaction - INFO - Epoch [65][600/627] lr: 1.000e-03, eta: 1:44:14, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 2021-11-26 23:06:30,738 - mmaction - INFO - Epoch [66][100/627] lr: 1.000e-03, eta: 1:42:54, time: 1.032, data_time: 0.379, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-26 23:07:33,195 - mmaction - INFO - Epoch [66][200/627] lr: 1.000e-03, eta: 1:41:47, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-11-26 23:08:35,597 - mmaction - INFO - Epoch [66][300/627] lr: 1.000e-03, eta: 1:40:40, time: 0.624, data_time: 0.001, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-26 23:09:38,131 - mmaction - INFO - Epoch [66][400/627] lr: 1.000e-03, eta: 1:39:33, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-26 23:10:40,737 - mmaction - INFO - Epoch [66][500/627] lr: 1.000e-03, eta: 1:38:25, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-26 23:11:43,405 - mmaction - INFO - Epoch [66][600/627] lr: 1.000e-03, eta: 1:37:18, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-26 23:12:01,392 - mmaction - INFO - Saving checkpoint at 66 epochs 2021-11-26 23:13:25,955 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 23:13:26,033 - mmaction - INFO - top1_acc 0.8664 top5_acc 0.9720 2021-11-26 23:13:26,037 - mmaction - INFO - Epoch(val) [66][258] top1_acc: 0.8664, top5_acc: 0.9720 2021-11-26 23:15:11,572 - mmaction - INFO - Epoch [67][100/627] lr: 1.000e-03, eta: 1:35:59, time: 1.055, data_time: 0.430, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-11-26 23:16:13,932 - mmaction - INFO - Epoch [67][200/627] lr: 1.000e-03, eta: 1:34:51, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-11-26 23:17:16,315 - mmaction - INFO - Epoch [67][300/627] lr: 1.000e-03, eta: 1:33:44, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 2021-11-26 23:18:18,929 - mmaction - INFO - Epoch [67][400/627] lr: 1.000e-03, eta: 1:32:37, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-11-26 23:19:21,499 - mmaction - INFO - Epoch [67][500/627] lr: 1.000e-03, eta: 1:31:30, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-26 23:20:24,207 - mmaction - INFO - Epoch [67][600/627] lr: 1.000e-03, eta: 1:30:23, time: 0.627, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-26 23:22:23,144 - mmaction - INFO - Epoch [68][100/627] lr: 1.000e-03, eta: 1:29:02, time: 1.008, data_time: 0.381, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-11-26 23:23:25,765 - mmaction - INFO - Epoch [68][200/627] lr: 1.000e-03, eta: 1:27:55, time: 0.626, data_time: 0.001, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-11-26 23:24:28,339 - mmaction - INFO - Epoch [68][300/627] lr: 1.000e-03, eta: 1:26:48, time: 0.626, data_time: 0.001, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-11-26 23:25:30,850 - mmaction - INFO - Epoch [68][400/627] lr: 1.000e-03, eta: 1:25:41, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-26 23:26:33,299 - mmaction - INFO - Epoch [68][500/627] lr: 1.000e-03, eta: 1:24:34, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-11-26 23:27:35,745 - mmaction - INFO - Epoch [68][600/627] lr: 1.000e-03, eta: 1:23:27, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-26 23:29:33,266 - mmaction - INFO - Epoch [69][100/627] lr: 1.000e-03, eta: 1:22:05, time: 1.000, data_time: 0.379, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-11-26 23:30:35,658 - mmaction - INFO - Epoch [69][200/627] lr: 1.000e-03, eta: 1:20:58, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-26 23:31:38,015 - mmaction - INFO - Epoch [69][300/627] lr: 1.000e-03, eta: 1:19:51, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-26 23:32:40,447 - mmaction - INFO - Epoch [69][400/627] lr: 1.000e-03, eta: 1:18:44, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-11-26 23:33:42,878 - mmaction - INFO - Epoch [69][500/627] lr: 1.000e-03, eta: 1:17:37, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-26 23:34:45,313 - mmaction - INFO - Epoch [69][600/627] lr: 1.000e-03, eta: 1:16:30, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-11-26 23:35:02,839 - mmaction - INFO - Saving checkpoint at 69 epochs 2021-11-26 23:36:17,792 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 23:36:17,899 - mmaction - INFO - top1_acc 0.8686 top5_acc 0.9720 2021-11-26 23:36:17,902 - mmaction - INFO - Epoch(val) [69][258] top1_acc: 0.8686, top5_acc: 0.9720 2021-11-26 23:38:01,624 - mmaction - INFO - Epoch [70][100/627] lr: 1.000e-03, eta: 1:15:09, time: 1.037, data_time: 0.409, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-11-26 23:39:04,006 - mmaction - INFO - Epoch [70][200/627] lr: 1.000e-03, eta: 1:14:02, time: 0.624, data_time: 0.001, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 2021-11-26 23:40:06,364 - mmaction - INFO - Epoch [70][300/627] lr: 1.000e-03, eta: 1:12:55, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-11-26 23:41:08,810 - mmaction - INFO - Epoch [70][400/627] lr: 1.000e-03, eta: 1:11:48, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 2021-11-26 23:42:11,333 - mmaction - INFO - Epoch [70][500/627] lr: 1.000e-03, eta: 1:10:42, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-26 23:43:13,890 - mmaction - INFO - Epoch [70][600/627] lr: 1.000e-03, eta: 1:09:35, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 2021-11-26 23:45:13,371 - mmaction - INFO - Epoch [71][100/627] lr: 1.000e-03, eta: 1:08:13, time: 1.017, data_time: 0.384, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-26 23:46:15,906 - mmaction - INFO - Epoch [71][200/627] lr: 1.000e-03, eta: 1:07:06, time: 0.625, data_time: 0.001, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 2021-11-26 23:47:18,338 - mmaction - INFO - Epoch [71][300/627] lr: 1.000e-03, eta: 1:05:59, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 2021-11-26 23:48:20,743 - mmaction - INFO - Epoch [71][400/627] lr: 1.000e-03, eta: 1:04:52, time: 0.624, data_time: 0.001, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-26 23:49:23,248 - mmaction - INFO - Epoch [71][500/627] lr: 1.000e-03, eta: 1:03:46, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-26 23:50:25,648 - mmaction - INFO - Epoch [71][600/627] lr: 1.000e-03, eta: 1:02:39, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-26 23:52:25,174 - mmaction - INFO - Epoch [72][100/627] lr: 1.000e-03, eta: 1:01:17, time: 1.020, data_time: 0.396, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 2021-11-26 23:53:27,540 - mmaction - INFO - Epoch [72][200/627] lr: 1.000e-03, eta: 1:00:10, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-26 23:54:31,863 - mmaction - INFO - Epoch [72][300/627] lr: 1.000e-03, eta: 0:59:03, time: 0.643, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-26 23:55:34,420 - mmaction - INFO - Epoch [72][400/627] lr: 1.000e-03, eta: 0:57:57, time: 0.626, data_time: 0.001, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 2021-11-26 23:56:36,864 - mmaction - INFO - Epoch [72][500/627] lr: 1.000e-03, eta: 0:56:50, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-11-26 23:57:39,293 - mmaction - INFO - Epoch [72][600/627] lr: 1.000e-03, eta: 0:55:43, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-26 23:57:58,978 - mmaction - INFO - Saving checkpoint at 72 epochs 2021-11-26 23:59:19,876 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-26 23:59:19,947 - mmaction - INFO - top1_acc 0.8677 top5_acc 0.9723 2021-11-26 23:59:19,954 - mmaction - INFO - Epoch(val) [72][258] top1_acc: 0.8677, top5_acc: 0.9723 2021-11-27 00:01:05,791 - mmaction - INFO - Epoch [73][100/627] lr: 1.000e-03, eta: 0:54:21, time: 1.058, data_time: 0.420, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-11-27 00:02:08,231 - mmaction - INFO - Epoch [73][200/627] lr: 1.000e-03, eta: 0:53:14, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 2021-11-27 00:03:10,673 - mmaction - INFO - Epoch [73][300/627] lr: 1.000e-03, eta: 0:52:08, time: 0.624, data_time: 0.001, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-11-27 00:04:13,130 - mmaction - INFO - Epoch [73][400/627] lr: 1.000e-03, eta: 0:51:01, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-11-27 00:05:15,661 - mmaction - INFO - Epoch [73][500/627] lr: 1.000e-03, eta: 0:49:54, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-27 00:06:17,947 - mmaction - INFO - Epoch [73][600/627] lr: 1.000e-03, eta: 0:48:48, time: 0.623, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-27 00:08:16,982 - mmaction - INFO - Epoch [74][100/627] lr: 1.000e-03, eta: 0:47:25, time: 1.015, data_time: 0.371, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-27 00:09:19,468 - mmaction - INFO - Epoch [74][200/627] lr: 1.000e-03, eta: 0:46:18, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-27 00:10:21,973 - mmaction - INFO - Epoch [74][300/627] lr: 1.000e-03, eta: 0:45:12, time: 0.625, data_time: 0.001, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-27 00:11:24,355 - mmaction - INFO - Epoch [74][400/627] lr: 1.000e-03, eta: 0:44:05, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-11-27 00:12:26,781 - mmaction - INFO - Epoch [74][500/627] lr: 1.000e-03, eta: 0:42:58, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 2021-11-27 00:13:29,259 - mmaction - INFO - Epoch [74][600/627] lr: 1.000e-03, eta: 0:41:52, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-27 00:15:26,442 - mmaction - INFO - Epoch [75][100/627] lr: 1.000e-03, eta: 0:40:29, time: 0.995, data_time: 0.374, memory: 6590, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 2021-11-27 00:16:28,733 - mmaction - INFO - Epoch [75][200/627] lr: 1.000e-03, eta: 0:39:22, time: 0.623, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 2021-11-27 00:17:31,145 - mmaction - INFO - Epoch [75][300/627] lr: 1.000e-03, eta: 0:38:15, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 2021-11-27 00:18:33,506 - mmaction - INFO - Epoch [75][400/627] lr: 1.000e-03, eta: 0:37:09, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-11-27 00:19:36,010 - mmaction - INFO - Epoch [75][500/627] lr: 1.000e-03, eta: 0:36:02, time: 0.625, data_time: 0.001, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-11-27 00:20:38,650 - mmaction - INFO - Epoch [75][600/627] lr: 1.000e-03, eta: 0:34:56, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 2021-11-27 00:20:56,127 - mmaction - INFO - Saving checkpoint at 75 epochs 2021-11-27 00:22:12,274 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-27 00:22:12,350 - mmaction - INFO - top1_acc 0.8670 top5_acc 0.9725 2021-11-27 00:22:12,354 - mmaction - INFO - Epoch(val) [75][258] top1_acc: 0.8670, top5_acc: 0.9725 2021-11-27 00:23:53,650 - mmaction - INFO - Epoch [76][100/627] lr: 1.000e-03, eta: 0:33:33, time: 1.013, data_time: 0.391, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 2021-11-27 00:24:55,974 - mmaction - INFO - Epoch [76][200/627] lr: 1.000e-03, eta: 0:32:26, time: 0.623, data_time: 0.000, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-27 00:25:58,546 - mmaction - INFO - Epoch [76][300/627] lr: 1.000e-03, eta: 0:31:19, time: 0.626, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-11-27 00:27:01,127 - mmaction - INFO - Epoch [76][400/627] lr: 1.000e-03, eta: 0:30:13, time: 0.626, data_time: 0.001, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-27 00:28:03,633 - mmaction - INFO - Epoch [76][500/627] lr: 1.000e-03, eta: 0:29:06, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-27 00:29:06,059 - mmaction - INFO - Epoch [76][600/627] lr: 1.000e-03, eta: 0:28:00, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-11-27 00:31:06,760 - mmaction - INFO - Epoch [77][100/627] lr: 1.000e-03, eta: 0:26:37, time: 1.030, data_time: 0.408, memory: 6590, top1_acc: 0.9995, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-27 00:32:09,163 - mmaction - INFO - Epoch [77][200/627] lr: 1.000e-03, eta: 0:25:30, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-27 00:33:11,610 - mmaction - INFO - Epoch [77][300/627] lr: 1.000e-03, eta: 0:24:24, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-11-27 00:34:14,418 - mmaction - INFO - Epoch [77][400/627] lr: 1.000e-03, eta: 0:23:17, time: 0.628, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-27 00:35:17,002 - mmaction - INFO - Epoch [77][500/627] lr: 1.000e-03, eta: 0:22:11, time: 0.626, data_time: 0.001, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-11-27 00:36:19,535 - mmaction - INFO - Epoch [77][600/627] lr: 1.000e-03, eta: 0:21:04, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-11-27 00:38:17,510 - mmaction - INFO - Epoch [78][100/627] lr: 1.000e-03, eta: 0:19:41, time: 1.005, data_time: 0.377, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-27 00:39:20,005 - mmaction - INFO - Epoch [78][200/627] lr: 1.000e-03, eta: 0:18:34, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-11-27 00:40:22,424 - mmaction - INFO - Epoch [78][300/627] lr: 1.000e-03, eta: 0:17:28, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 2021-11-27 00:41:24,899 - mmaction - INFO - Epoch [78][400/627] lr: 1.000e-03, eta: 0:16:21, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-11-27 00:42:27,439 - mmaction - INFO - Epoch [78][500/627] lr: 1.000e-03, eta: 0:15:15, time: 0.625, data_time: 0.001, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 2021-11-27 00:43:29,944 - mmaction - INFO - Epoch [78][600/627] lr: 1.000e-03, eta: 0:14:09, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 2021-11-27 00:43:47,589 - mmaction - INFO - Saving checkpoint at 78 epochs 2021-11-27 00:45:07,446 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-11-27 00:45:07,524 - mmaction - INFO - top1_acc 0.8680 top5_acc 0.9719 2021-11-27 00:45:07,532 - mmaction - INFO - Epoch(val) [78][258] top1_acc: 0.8680, top5_acc: 0.9719 2021-11-27 00:46:49,657 - mmaction - INFO - Epoch [79][100/627] lr: 1.000e-03, eta: 0:12:45, time: 1.020, data_time: 0.398, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-11-27 00:47:52,102 - mmaction - INFO - Epoch [79][200/627] lr: 1.000e-03, eta: 0:11:38, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-11-27 00:48:54,559 - mmaction - INFO - Epoch [79][300/627] lr: 1.000e-03, eta: 0:10:32, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-27 00:49:57,117 - mmaction - INFO - Epoch [79][400/627] lr: 1.000e-03, eta: 0:09:26, time: 0.626, data_time: 0.001, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-11-27 00:50:59,629 - mmaction - INFO - Epoch [79][500/627] lr: 1.000e-03, eta: 0:08:19, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-11-27 00:52:02,160 - mmaction - INFO - Epoch [79][600/627] lr: 1.000e-03, eta: 0:07:13, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-27 00:53:59,433 - mmaction - INFO - Epoch [80][100/627] lr: 1.000e-03, eta: 0:05:49, time: 0.995, data_time: 0.365, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 2021-11-27 00:55:01,833 - mmaction - INFO - Epoch [80][200/627] lr: 1.000e-03, eta: 0:04:43, time: 0.624, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 2021-11-27 00:56:04,359 - mmaction - INFO - Epoch [80][300/627] lr: 1.000e-03, eta: 0:03:36, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-11-27 00:57:07,079 - mmaction - INFO - Epoch [80][400/627] lr: 1.000e-03, eta: 0:02:30, time: 0.627, data_time: 0.001, memory: 6590, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-11-27 00:58:09,589 - mmaction - INFO - Epoch [80][500/627] lr: 1.000e-03, eta: 0:01:24, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9998, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 2021-11-27 00:59:12,068 - mmaction - INFO - Epoch [80][600/627] lr: 1.000e-03, eta: 0:00:17, time: 0.625, data_time: 0.000, memory: 6590, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-11-27 00:59:29,686 - mmaction - INFO - Saving checkpoint at 80 epochs