2021-10-24 10:02:23,494 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.13 |Anaconda, Inc.| (default, Jun 4 2021, 14:25:59) [GCC 7.5.0] CUDA available: True GPU 0,1,2,3: TITAN Xp CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.8.1_rc3+cuda90_cudnn7.6.3 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.2 Product Build 20200624 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v1.7.0 (Git Hash 7aed236906b1f7a05c0917e5257a1af05e9ff683) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70 - CuDNN 7.6.3 - Magma 2.5.0 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=9.0, CUDNN_VERSION=7.6.3, CXX_COMPILER=/root/ccache/lib/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.8.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.10.0a0+90a6206 OpenCV: 4.2.0 MMCV: 1.3.14 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.18.0+e378b34 ------------------------------------------------------------ 2021-10-24 10:02:23,521 - mmaction - INFO - Distributed training: True 2021-10-24 10:02:24,344 - mmaction - INFO - Config: model = dict( type='SkeletonGCN', backbone=dict( type='STGCN', in_channels=3, edge_importance_weighting=True, graph_cfg=dict(layout='ntu-rgb+d', strategy='spatial')), 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='FormatGCNInput2', 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='FormatGCNInput2', 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='FormatGCNInput2', input_format='NCTVM'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] data = dict( videos_per_gpu=32, 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='FormatGCNInput2', 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='FormatGCNInput2', 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='FormatGCNInput2', 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=[10, 50]) 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') log_level = 'INFO' work_dir = '/mnt/lustre/liguankai/work_dir/1024_stgcn_gpu1' load_from = None resume_from = None workflow = [('train', 1)] gpu_ids = range(0, 1) omnisource = False module_hooks = [] 2021-10-24 10:02:36,633 - mmaction - INFO - 40091 videos remain after valid thresholding 2021-10-24 10:02:56,355 - mmaction - INFO - 16487 videos remain after valid thresholding 2021-10-24 10:02:56,541 - mmaction - INFO - Start running, host: liguankai@SH-IDC2-172-20-21-29, work_dir: /mnt/lustre/liguankai/work_dir/1024_stgcn_gpu1 2021-10-24 10:02:56,541 - 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 -------------------- 2021-10-24 10:02:56,542 - mmaction - INFO - workflow: [('train', 1)], max: 80 epochs 2021-10-24 10:04:42,651 - mmaction - INFO - Epoch [1][100/1253] lr: 1.000e-01, eta: 1 day, 5:23:41, time: 1.057, data_time: 0.374, memory: 10019, top1_acc: 0.0328, top5_acc: 0.1609, loss_cls: 3.9388, loss: 3.9388 2021-10-24 10:05:51,582 - mmaction - INFO - Epoch [1][200/1253] lr: 1.000e-01, eta: 1 day, 0:15:33, time: 0.689, data_time: 0.004, memory: 10019, top1_acc: 0.0653, top5_acc: 0.2569, loss_cls: 3.6199, loss: 3.6199 2021-10-24 10:07:00,653 - mmaction - INFO - Epoch [1][300/1253] lr: 1.000e-01, eta: 22:32:53, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.1113, top5_acc: 0.3762, loss_cls: 3.2995, loss: 3.2995 2021-10-24 10:08:09,801 - mmaction - INFO - Epoch [1][400/1253] lr: 1.000e-01, eta: 21:41:18, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.1512, top5_acc: 0.4738, loss_cls: 3.0662, loss: 3.0662 2021-10-24 10:09:19,128 - mmaction - INFO - Epoch [1][500/1253] lr: 1.000e-01, eta: 21:10:29, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.1941, top5_acc: 0.5669, loss_cls: 2.8239, loss: 2.8239 2021-10-24 10:10:28,475 - mmaction - INFO - Epoch [1][600/1253] lr: 1.000e-01, eta: 20:49:36, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.2606, top5_acc: 0.6400, loss_cls: 2.5648, loss: 2.5648 2021-10-24 10:11:37,824 - mmaction - INFO - Epoch [1][700/1253] lr: 1.000e-01, eta: 20:34:22, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.2850, top5_acc: 0.6825, loss_cls: 2.4579, loss: 2.4579 2021-10-24 10:12:47,361 - mmaction - INFO - Epoch [1][800/1253] lr: 1.000e-01, eta: 20:22:57, time: 0.695, data_time: 0.004, memory: 10019, top1_acc: 0.3344, top5_acc: 0.7325, loss_cls: 2.2750, loss: 2.2750 2021-10-24 10:13:56,738 - mmaction - INFO - Epoch [1][900/1253] lr: 1.000e-01, eta: 20:13:41, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.3497, top5_acc: 0.7488, loss_cls: 2.1828, loss: 2.1828 2021-10-24 10:15:06,085 - mmaction - INFO - Epoch [1][1000/1253] lr: 1.000e-01, eta: 20:05:55, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.3772, top5_acc: 0.7822, loss_cls: 2.0586, loss: 2.0586 2021-10-24 10:16:15,384 - mmaction - INFO - Epoch [1][1100/1253] lr: 1.000e-01, eta: 19:59:17, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.3847, top5_acc: 0.7872, loss_cls: 2.0664, loss: 2.0664 2021-10-24 10:17:24,708 - mmaction - INFO - Epoch [1][1200/1253] lr: 1.000e-01, eta: 19:53:35, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.4172, top5_acc: 0.7997, loss_cls: 1.9968, loss: 1.9968 2021-10-24 10:19:12,394 - mmaction - INFO - Epoch [2][100/1253] lr: 1.000e-01, eta: 19:03:26, time: 0.710, data_time: 0.021, memory: 10019, top1_acc: 0.4238, top5_acc: 0.8256, loss_cls: 1.8938, loss: 1.8938 2021-10-24 10:20:21,702 - mmaction - INFO - Epoch [2][200/1253] lr: 1.000e-01, eta: 19:02:11, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.4397, top5_acc: 0.8256, loss_cls: 1.8309, loss: 1.8309 2021-10-24 10:21:31,028 - mmaction - INFO - Epoch [2][300/1253] lr: 1.000e-01, eta: 19:01:00, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.4641, top5_acc: 0.8519, loss_cls: 1.7476, loss: 1.7476 2021-10-24 10:22:40,330 - mmaction - INFO - Epoch [2][400/1253] lr: 1.000e-01, eta: 18:59:46, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.4941, top5_acc: 0.8491, loss_cls: 1.6854, loss: 1.6854 2021-10-24 10:23:49,650 - mmaction - INFO - Epoch [2][500/1253] lr: 1.000e-01, eta: 18:58:34, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.5150, top5_acc: 0.8675, loss_cls: 1.6280, loss: 1.6280 2021-10-24 10:24:58,953 - mmaction - INFO - Epoch [2][600/1253] lr: 1.000e-01, eta: 18:57:21, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.5122, top5_acc: 0.8641, loss_cls: 1.6132, loss: 1.6132 2021-10-24 10:26:08,230 - mmaction - INFO - Epoch [2][700/1253] lr: 1.000e-01, eta: 18:56:08, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.5319, top5_acc: 0.8706, loss_cls: 1.5464, loss: 1.5464 2021-10-24 10:27:17,553 - mmaction - INFO - Epoch [2][800/1253] lr: 1.000e-01, eta: 18:54:57, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.5509, top5_acc: 0.8691, loss_cls: 1.5060, loss: 1.5060 2021-10-24 10:28:26,872 - mmaction - INFO - Epoch [2][900/1253] lr: 1.000e-01, eta: 18:53:46, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.5419, top5_acc: 0.8691, loss_cls: 1.5114, loss: 1.5114 2021-10-24 10:29:36,193 - mmaction - INFO - Epoch [2][1000/1253] lr: 1.000e-01, eta: 18:52:35, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.5587, top5_acc: 0.8816, loss_cls: 1.4835, loss: 1.4835 2021-10-24 10:30:45,534 - mmaction - INFO - Epoch [2][1100/1253] lr: 1.000e-01, eta: 18:51:25, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.5725, top5_acc: 0.8938, loss_cls: 1.4187, loss: 1.4187 2021-10-24 10:31:54,883 - mmaction - INFO - Epoch [2][1200/1253] lr: 1.000e-01, eta: 18:50:15, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.5881, top5_acc: 0.8947, loss_cls: 1.3762, loss: 1.3762 2021-10-24 10:33:42,551 - mmaction - INFO - Epoch [3][100/1253] lr: 1.000e-01, eta: 18:26:32, time: 0.710, data_time: 0.020, memory: 10019, top1_acc: 0.6000, top5_acc: 0.9028, loss_cls: 1.3257, loss: 1.3257 2021-10-24 10:34:51,876 - mmaction - INFO - Epoch [3][200/1253] lr: 1.000e-01, eta: 18:26:12, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.6100, top5_acc: 0.9062, loss_cls: 1.2797, loss: 1.2797 2021-10-24 10:36:01,233 - mmaction - INFO - Epoch [3][300/1253] lr: 1.000e-01, eta: 18:25:49, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.6059, top5_acc: 0.9012, loss_cls: 1.2835, loss: 1.2835 2021-10-24 10:37:10,583 - mmaction - INFO - Epoch [3][400/1253] lr: 1.000e-01, eta: 18:25:23, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.6250, top5_acc: 0.9078, loss_cls: 1.2271, loss: 1.2271 2021-10-24 10:38:19,933 - mmaction - INFO - Epoch [3][500/1253] lr: 1.000e-01, eta: 18:24:54, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.6338, top5_acc: 0.9109, loss_cls: 1.2233, loss: 1.2233 2021-10-24 10:39:29,354 - mmaction - INFO - Epoch [3][600/1253] lr: 1.000e-01, eta: 18:24:25, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.6359, top5_acc: 0.9228, loss_cls: 1.1808, loss: 1.1808 2021-10-24 10:40:38,759 - mmaction - INFO - Epoch [3][700/1253] lr: 1.000e-01, eta: 18:23:52, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.6356, top5_acc: 0.9137, loss_cls: 1.2056, loss: 1.2056 2021-10-24 10:41:48,174 - mmaction - INFO - Epoch [3][800/1253] lr: 1.000e-01, eta: 18:23:18, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.6362, top5_acc: 0.9150, loss_cls: 1.1698, loss: 1.1698 2021-10-24 10:42:57,551 - mmaction - INFO - Epoch [3][900/1253] lr: 1.000e-01, eta: 18:22:41, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.6587, top5_acc: 0.9213, loss_cls: 1.1149, loss: 1.1149 2021-10-24 10:44:06,938 - mmaction - INFO - Epoch [3][1000/1253] lr: 1.000e-01, eta: 18:22:02, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.6541, top5_acc: 0.9244, loss_cls: 1.1109, loss: 1.1109 2021-10-24 10:45:16,296 - mmaction - INFO - Epoch [3][1100/1253] lr: 1.000e-01, eta: 18:21:20, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.6631, top5_acc: 0.9206, loss_cls: 1.1503, loss: 1.1503 2021-10-24 10:46:25,675 - mmaction - INFO - Epoch [3][1200/1253] lr: 1.000e-01, eta: 18:20:38, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.6634, top5_acc: 0.9206, loss_cls: 1.0850, loss: 1.0850 2021-10-24 10:47:02,033 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-10-24 10:49:29,466 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-24 10:49:29,534 - mmaction - INFO - top1_acc 0.6702 top5_acc 0.9203 2021-10-24 10:49:29,623 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2021-10-24 10:49:29,623 - mmaction - INFO - Best top1_acc is 0.6702 at 3 epoch. 2021-10-24 10:49:29,628 - mmaction - INFO - Epoch(val) [3][516] top1_acc: 0.6702, top5_acc: 0.9203 2021-10-24 10:50:40,986 - mmaction - INFO - Epoch [4][100/1253] lr: 1.000e-01, eta: 18:04:52, time: 0.710, data_time: 0.021, memory: 10019, top1_acc: 0.6828, top5_acc: 0.9381, loss_cls: 1.0091, loss: 1.0091 2021-10-24 10:51:50,392 - mmaction - INFO - Epoch [4][200/1253] lr: 1.000e-01, eta: 18:04:29, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.6659, top5_acc: 0.9250, loss_cls: 1.0883, loss: 1.0883 2021-10-24 10:52:59,764 - mmaction - INFO - Epoch [4][300/1253] lr: 1.000e-01, eta: 18:04:04, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.6891, top5_acc: 0.9256, loss_cls: 1.0321, loss: 1.0321 2021-10-24 10:54:09,118 - mmaction - INFO - Epoch [4][400/1253] lr: 1.000e-01, eta: 18:03:36, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.6813, top5_acc: 0.9266, loss_cls: 1.0475, loss: 1.0475 2021-10-24 10:55:18,452 - mmaction - INFO - Epoch [4][500/1253] lr: 1.000e-01, eta: 18:03:06, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.6997, top5_acc: 0.9344, loss_cls: 0.9745, loss: 0.9745 2021-10-24 10:56:27,796 - mmaction - INFO - Epoch [4][600/1253] lr: 1.000e-01, eta: 18:02:35, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7044, top5_acc: 0.9316, loss_cls: 0.9881, loss: 0.9881 2021-10-24 10:57:37,170 - mmaction - INFO - Epoch [4][700/1253] lr: 1.000e-01, eta: 18:02:02, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.6925, top5_acc: 0.9356, loss_cls: 0.9905, loss: 0.9905 2021-10-24 10:58:46,506 - mmaction - INFO - Epoch [4][800/1253] lr: 1.000e-01, eta: 18:01:27, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7053, top5_acc: 0.9341, loss_cls: 0.9919, loss: 0.9919 2021-10-24 10:59:55,810 - mmaction - INFO - Epoch [4][900/1253] lr: 1.000e-01, eta: 18:00:49, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.6919, top5_acc: 0.9372, loss_cls: 0.9968, loss: 0.9968 2021-10-24 11:01:05,126 - mmaction - INFO - Epoch [4][1000/1253] lr: 1.000e-01, eta: 18:00:11, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.6994, top5_acc: 0.9337, loss_cls: 0.9767, loss: 0.9767 2021-10-24 11:02:14,459 - mmaction - INFO - Epoch [4][1100/1253] lr: 1.000e-01, eta: 17:59:32, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7178, top5_acc: 0.9434, loss_cls: 0.9241, loss: 0.9241 2021-10-24 11:03:23,784 - mmaction - INFO - Epoch [4][1200/1253] lr: 1.000e-01, eta: 17:58:51, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7125, top5_acc: 0.9369, loss_cls: 0.9524, loss: 0.9524 2021-10-24 11:05:11,463 - mmaction - INFO - Epoch [5][100/1253] lr: 1.000e-01, eta: 17:46:54, time: 0.710, data_time: 0.022, memory: 10019, top1_acc: 0.7247, top5_acc: 0.9413, loss_cls: 0.9144, loss: 0.9144 2021-10-24 11:06:20,717 - mmaction - INFO - Epoch [5][200/1253] lr: 1.000e-01, eta: 17:46:22, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7219, top5_acc: 0.9400, loss_cls: 0.9005, loss: 0.9005 2021-10-24 11:07:29,976 - mmaction - INFO - Epoch [5][300/1253] lr: 1.000e-01, eta: 17:45:49, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7169, top5_acc: 0.9397, loss_cls: 0.9368, loss: 0.9368 2021-10-24 11:08:39,268 - mmaction - INFO - Epoch [5][400/1253] lr: 1.000e-01, eta: 17:45:15, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7269, top5_acc: 0.9409, loss_cls: 0.8854, loss: 0.8854 2021-10-24 11:09:48,607 - mmaction - INFO - Epoch [5][500/1253] lr: 1.000e-01, eta: 17:44:41, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7291, top5_acc: 0.9434, loss_cls: 0.8949, loss: 0.8949 2021-10-24 11:10:57,909 - mmaction - INFO - Epoch [5][600/1253] lr: 1.000e-01, eta: 17:44:05, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7172, top5_acc: 0.9397, loss_cls: 0.9291, loss: 0.9291 2021-10-24 11:12:07,289 - mmaction - INFO - Epoch [5][700/1253] lr: 1.000e-01, eta: 17:43:29, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.7366, top5_acc: 0.9425, loss_cls: 0.8577, loss: 0.8577 2021-10-24 11:13:16,609 - mmaction - INFO - Epoch [5][800/1253] lr: 1.000e-01, eta: 17:42:51, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7203, top5_acc: 0.9434, loss_cls: 0.8930, loss: 0.8930 2021-10-24 11:14:25,936 - mmaction - INFO - Epoch [5][900/1253] lr: 1.000e-01, eta: 17:42:12, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7322, top5_acc: 0.9400, loss_cls: 0.8894, loss: 0.8894 2021-10-24 11:15:35,283 - mmaction - INFO - Epoch [5][1000/1253] lr: 1.000e-01, eta: 17:41:33, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.7259, top5_acc: 0.9475, loss_cls: 0.8769, loss: 0.8769 2021-10-24 11:16:44,669 - mmaction - INFO - Epoch [5][1100/1253] lr: 1.000e-01, eta: 17:40:53, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.7328, top5_acc: 0.9441, loss_cls: 0.8451, loss: 0.8451 2021-10-24 11:17:54,055 - mmaction - INFO - Epoch [5][1200/1253] lr: 1.000e-01, eta: 17:40:12, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.7350, top5_acc: 0.9453, loss_cls: 0.8753, loss: 0.8753 2021-10-24 11:19:41,788 - mmaction - INFO - Epoch [6][100/1253] lr: 1.000e-01, eta: 17:30:29, time: 0.710, data_time: 0.020, memory: 10019, top1_acc: 0.7381, top5_acc: 0.9513, loss_cls: 0.8400, loss: 0.8400 2021-10-24 11:20:51,163 - mmaction - INFO - Epoch [6][200/1253] lr: 1.000e-01, eta: 17:29:54, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.7406, top5_acc: 0.9550, loss_cls: 0.8040, loss: 0.8040 2021-10-24 11:22:00,555 - mmaction - INFO - Epoch [6][300/1253] lr: 1.000e-01, eta: 17:29:19, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.7503, top5_acc: 0.9463, loss_cls: 0.8046, loss: 0.8046 2021-10-24 11:23:09,900 - mmaction - INFO - Epoch [6][400/1253] lr: 1.000e-01, eta: 17:28:41, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 0.8335, loss: 0.8335 2021-10-24 11:24:19,273 - mmaction - INFO - Epoch [6][500/1253] lr: 1.000e-01, eta: 17:28:04, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.7516, top5_acc: 0.9497, loss_cls: 0.8122, loss: 0.8122 2021-10-24 11:25:28,618 - mmaction - INFO - Epoch [6][600/1253] lr: 1.000e-01, eta: 17:27:25, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7516, top5_acc: 0.9516, loss_cls: 0.7859, loss: 0.7859 2021-10-24 11:26:37,946 - mmaction - INFO - Epoch [6][700/1253] lr: 1.000e-01, eta: 17:26:44, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 0.7799, loss: 0.7799 2021-10-24 11:27:47,266 - mmaction - INFO - Epoch [6][800/1253] lr: 1.000e-01, eta: 17:26:03, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7428, top5_acc: 0.9491, loss_cls: 0.8236, loss: 0.8236 2021-10-24 11:28:56,609 - mmaction - INFO - Epoch [6][900/1253] lr: 1.000e-01, eta: 17:25:22, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7491, top5_acc: 0.9534, loss_cls: 0.8164, loss: 0.8164 2021-10-24 11:30:05,929 - mmaction - INFO - Epoch [6][1000/1253] lr: 1.000e-01, eta: 17:24:39, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7416, top5_acc: 0.9475, loss_cls: 0.8468, loss: 0.8468 2021-10-24 11:31:15,264 - mmaction - INFO - Epoch [6][1100/1253] lr: 1.000e-01, eta: 17:23:56, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7503, top5_acc: 0.9487, loss_cls: 0.7863, loss: 0.7863 2021-10-24 11:32:24,578 - mmaction - INFO - Epoch [6][1200/1253] lr: 1.000e-01, eta: 17:23:11, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7575, top5_acc: 0.9544, loss_cls: 0.7687, loss: 0.7687 2021-10-24 11:33:00,908 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-10-24 11:34:52,461 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-24 11:34:52,532 - mmaction - INFO - top1_acc 0.7160 top5_acc 0.9344 2021-10-24 11:34:52,598 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-10-24 11:34:52,599 - mmaction - INFO - Best top1_acc is 0.7160 at 6 epoch. 2021-10-24 11:34:52,603 - mmaction - INFO - Epoch(val) [6][516] top1_acc: 0.7160, top5_acc: 0.9344 2021-10-24 11:36:03,903 - mmaction - INFO - Epoch [7][100/1253] lr: 1.000e-01, eta: 17:14:55, time: 0.709, data_time: 0.020, memory: 10019, top1_acc: 0.7641, top5_acc: 0.9513, loss_cls: 0.7539, loss: 0.7539 2021-10-24 11:37:13,175 - mmaction - INFO - Epoch [7][200/1253] lr: 1.000e-01, eta: 17:14:15, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 0.7537, loss: 0.7537 2021-10-24 11:38:22,438 - mmaction - INFO - Epoch [7][300/1253] lr: 1.000e-01, eta: 17:13:34, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7603, top5_acc: 0.9503, loss_cls: 0.7644, loss: 0.7644 2021-10-24 11:39:31,690 - mmaction - INFO - Epoch [7][400/1253] lr: 1.000e-01, eta: 17:12:52, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7534, top5_acc: 0.9547, loss_cls: 0.7819, loss: 0.7819 2021-10-24 11:40:40,928 - mmaction - INFO - Epoch [7][500/1253] lr: 1.000e-01, eta: 17:12:09, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.7634, top5_acc: 0.9578, loss_cls: 0.7599, loss: 0.7599 2021-10-24 11:41:50,155 - mmaction - INFO - Epoch [7][600/1253] lr: 1.000e-01, eta: 17:11:25, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.7559, top5_acc: 0.9550, loss_cls: 0.7626, loss: 0.7626 2021-10-24 11:42:59,409 - mmaction - INFO - Epoch [7][700/1253] lr: 1.000e-01, eta: 17:10:41, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7634, top5_acc: 0.9547, loss_cls: 0.7361, loss: 0.7361 2021-10-24 11:44:08,679 - mmaction - INFO - Epoch [7][800/1253] lr: 1.000e-01, eta: 17:09:57, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 0.7723, loss: 0.7723 2021-10-24 11:45:17,955 - mmaction - INFO - Epoch [7][900/1253] lr: 1.000e-01, eta: 17:09:12, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 0.7873, loss: 0.7873 2021-10-24 11:46:27,171 - mmaction - INFO - Epoch [7][1000/1253] lr: 1.000e-01, eta: 17:08:26, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.7631, top5_acc: 0.9547, loss_cls: 0.7600, loss: 0.7600 2021-10-24 11:47:36,411 - mmaction - INFO - Epoch [7][1100/1253] lr: 1.000e-01, eta: 17:07:40, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.7634, top5_acc: 0.9553, loss_cls: 0.7308, loss: 0.7308 2021-10-24 11:48:45,634 - mmaction - INFO - Epoch [7][1200/1253] lr: 1.000e-01, eta: 17:06:53, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.7694, top5_acc: 0.9516, loss_cls: 0.7451, loss: 0.7451 2021-10-24 11:50:33,094 - mmaction - INFO - Epoch [8][100/1253] lr: 1.000e-01, eta: 16:59:38, time: 0.708, data_time: 0.020, memory: 10019, top1_acc: 0.7872, top5_acc: 0.9616, loss_cls: 0.6850, loss: 0.6850 2021-10-24 11:51:42,371 - mmaction - INFO - Epoch [8][200/1253] lr: 1.000e-01, eta: 16:58:55, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7788, top5_acc: 0.9609, loss_cls: 0.7237, loss: 0.7237 2021-10-24 11:52:56,651 - mmaction - INFO - Epoch [8][300/1253] lr: 1.000e-01, eta: 16:59:01, time: 0.742, data_time: 0.004, memory: 10019, top1_acc: 0.7684, top5_acc: 0.9594, loss_cls: 0.7309, loss: 0.7309 2021-10-24 11:54:05,824 - mmaction - INFO - Epoch [8][400/1253] lr: 1.000e-01, eta: 16:58:15, time: 0.692, data_time: 0.005, memory: 10019, top1_acc: 0.7719, top5_acc: 0.9572, loss_cls: 0.7130, loss: 0.7130 2021-10-24 11:55:15,067 - mmaction - INFO - Epoch [8][500/1253] lr: 1.000e-01, eta: 16:57:29, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 0.6913, loss: 0.6913 2021-10-24 11:56:24,331 - mmaction - INFO - Epoch [8][600/1253] lr: 1.000e-01, eta: 16:56:43, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7822, top5_acc: 0.9553, loss_cls: 0.7035, loss: 0.7035 2021-10-24 11:57:33,634 - mmaction - INFO - Epoch [8][700/1253] lr: 1.000e-01, eta: 16:55:57, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7734, top5_acc: 0.9553, loss_cls: 0.7376, loss: 0.7376 2021-10-24 11:58:42,930 - mmaction - INFO - Epoch [8][800/1253] lr: 1.000e-01, eta: 16:55:10, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7762, top5_acc: 0.9553, loss_cls: 0.7104, loss: 0.7104 2021-10-24 11:59:52,259 - mmaction - INFO - Epoch [8][900/1253] lr: 1.000e-01, eta: 16:54:23, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7875, top5_acc: 0.9528, loss_cls: 0.6931, loss: 0.6931 2021-10-24 12:01:06,261 - mmaction - INFO - Epoch [8][1000/1253] lr: 1.000e-01, eta: 16:54:17, time: 0.738, data_time: 0.005, memory: 10019, top1_acc: 0.7650, top5_acc: 0.9528, loss_cls: 0.7515, loss: 0.7515 2021-10-24 12:02:15,786 - mmaction - INFO - Epoch [8][1100/1253] lr: 1.000e-01, eta: 16:53:32, time: 0.697, data_time: 0.008, memory: 10019, top1_acc: 0.7778, top5_acc: 0.9575, loss_cls: 0.7108, loss: 0.7108 2021-10-24 12:03:25,097 - mmaction - INFO - Epoch [8][1200/1253] lr: 1.000e-01, eta: 16:52:43, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7812, top5_acc: 0.9566, loss_cls: 0.7199, loss: 0.7199 2021-10-24 12:05:13,279 - mmaction - INFO - Epoch [9][100/1253] lr: 1.000e-01, eta: 16:46:19, time: 0.715, data_time: 0.026, memory: 10019, top1_acc: 0.8003, top5_acc: 0.9644, loss_cls: 0.6347, loss: 0.6347 2021-10-24 12:06:22,620 - mmaction - INFO - Epoch [9][200/1253] lr: 1.000e-01, eta: 16:45:33, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7819, top5_acc: 0.9597, loss_cls: 0.6877, loss: 0.6877 2021-10-24 12:07:31,939 - mmaction - INFO - Epoch [9][300/1253] lr: 1.000e-01, eta: 16:44:46, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7800, top5_acc: 0.9597, loss_cls: 0.7031, loss: 0.7031 2021-10-24 12:08:41,257 - mmaction - INFO - Epoch [9][400/1253] lr: 1.000e-01, eta: 16:43:58, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7903, top5_acc: 0.9619, loss_cls: 0.6876, loss: 0.6876 2021-10-24 12:09:50,557 - mmaction - INFO - Epoch [9][500/1253] lr: 1.000e-01, eta: 16:43:10, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7919, top5_acc: 0.9581, loss_cls: 0.6699, loss: 0.6699 2021-10-24 12:10:59,894 - mmaction - INFO - Epoch [9][600/1253] lr: 1.000e-01, eta: 16:42:22, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7906, top5_acc: 0.9641, loss_cls: 0.6702, loss: 0.6702 2021-10-24 12:12:09,232 - mmaction - INFO - Epoch [9][700/1253] lr: 1.000e-01, eta: 16:41:33, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7869, top5_acc: 0.9566, loss_cls: 0.6888, loss: 0.6888 2021-10-24 12:13:18,560 - mmaction - INFO - Epoch [9][800/1253] lr: 1.000e-01, eta: 16:40:44, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7809, top5_acc: 0.9581, loss_cls: 0.6789, loss: 0.6789 2021-10-24 12:14:27,881 - mmaction - INFO - Epoch [9][900/1253] lr: 1.000e-01, eta: 16:39:55, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7919, top5_acc: 0.9616, loss_cls: 0.6711, loss: 0.6711 2021-10-24 12:15:37,195 - mmaction - INFO - Epoch [9][1000/1253] lr: 1.000e-01, eta: 16:39:05, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7978, top5_acc: 0.9625, loss_cls: 0.6505, loss: 0.6505 2021-10-24 12:16:46,517 - mmaction - INFO - Epoch [9][1100/1253] lr: 1.000e-01, eta: 16:38:15, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 0.6983, loss: 0.6983 2021-10-24 12:17:55,815 - mmaction - INFO - Epoch [9][1200/1253] lr: 1.000e-01, eta: 16:37:24, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7853, top5_acc: 0.9603, loss_cls: 0.6766, loss: 0.6766 2021-10-24 12:18:32,110 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-10-24 12:20:24,775 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-24 12:20:24,849 - mmaction - INFO - top1_acc 0.6903 top5_acc 0.9291 2021-10-24 12:20:24,853 - mmaction - INFO - Epoch(val) [9][516] top1_acc: 0.6903, top5_acc: 0.9291 2021-10-24 12:21:36,229 - mmaction - INFO - Epoch [10][100/1253] lr: 1.000e-01, eta: 16:31:33, time: 0.710, data_time: 0.023, memory: 10019, top1_acc: 0.8131, top5_acc: 0.9666, loss_cls: 0.5895, loss: 0.5895 2021-10-24 12:22:45,386 - mmaction - INFO - Epoch [10][200/1253] lr: 1.000e-01, eta: 16:30:43, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.7941, top5_acc: 0.9656, loss_cls: 0.6415, loss: 0.6415 2021-10-24 12:23:54,591 - mmaction - INFO - Epoch [10][300/1253] lr: 1.000e-01, eta: 16:29:53, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.7937, top5_acc: 0.9622, loss_cls: 0.6536, loss: 0.6536 2021-10-24 12:25:03,790 - mmaction - INFO - Epoch [10][400/1253] lr: 1.000e-01, eta: 16:29:03, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 0.6328, loss: 0.6328 2021-10-24 12:26:12,991 - mmaction - INFO - Epoch [10][500/1253] lr: 1.000e-01, eta: 16:28:12, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.7863, top5_acc: 0.9597, loss_cls: 0.6704, loss: 0.6704 2021-10-24 12:27:22,196 - mmaction - INFO - Epoch [10][600/1253] lr: 1.000e-01, eta: 16:27:21, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.7972, top5_acc: 0.9578, loss_cls: 0.6700, loss: 0.6700 2021-10-24 12:28:31,448 - mmaction - INFO - Epoch [10][700/1253] lr: 1.000e-01, eta: 16:26:31, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 0.6078, loss: 0.6078 2021-10-24 12:29:40,731 - mmaction - INFO - Epoch [10][800/1253] lr: 1.000e-01, eta: 16:25:40, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 0.6635, loss: 0.6635 2021-10-24 12:30:50,037 - mmaction - INFO - Epoch [10][900/1253] lr: 1.000e-01, eta: 16:24:49, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.8103, top5_acc: 0.9650, loss_cls: 0.6041, loss: 0.6041 2021-10-24 12:31:59,380 - mmaction - INFO - Epoch [10][1000/1253] lr: 1.000e-01, eta: 16:23:58, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 0.6684, loss: 0.6684 2021-10-24 12:33:08,682 - mmaction - INFO - Epoch [10][1100/1253] lr: 1.000e-01, eta: 16:23:06, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7997, top5_acc: 0.9609, loss_cls: 0.6496, loss: 0.6496 2021-10-24 12:34:17,974 - mmaction - INFO - Epoch [10][1200/1253] lr: 1.000e-01, eta: 16:22:14, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.7969, top5_acc: 0.9616, loss_cls: 0.6712, loss: 0.6712 2021-10-24 12:36:05,639 - mmaction - INFO - Epoch [11][100/1253] lr: 1.000e-02, eta: 16:16:51, time: 0.709, data_time: 0.021, memory: 10019, top1_acc: 0.8434, top5_acc: 0.9722, loss_cls: 0.5198, loss: 0.5198 2021-10-24 12:37:14,909 - mmaction - INFO - Epoch [11][200/1253] lr: 1.000e-02, eta: 16:16:00, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.8588, top5_acc: 0.9784, loss_cls: 0.4438, loss: 0.4438 2021-10-24 12:38:24,232 - mmaction - INFO - Epoch [11][300/1253] lr: 1.000e-02, eta: 16:15:09, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.8684, top5_acc: 0.9797, loss_cls: 0.4131, loss: 0.4131 2021-10-24 12:39:33,532 - mmaction - INFO - Epoch [11][400/1253] lr: 1.000e-02, eta: 16:14:19, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.8691, top5_acc: 0.9762, loss_cls: 0.4218, loss: 0.4218 2021-10-24 12:40:42,882 - mmaction - INFO - Epoch [11][500/1253] lr: 1.000e-02, eta: 16:13:28, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.8700, top5_acc: 0.9791, loss_cls: 0.4177, loss: 0.4177 2021-10-24 12:41:52,202 - mmaction - INFO - Epoch [11][600/1253] lr: 1.000e-02, eta: 16:12:36, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.8719, top5_acc: 0.9719, loss_cls: 0.4304, loss: 0.4304 2021-10-24 12:43:01,532 - mmaction - INFO - Epoch [11][700/1253] lr: 1.000e-02, eta: 16:11:45, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.8784, top5_acc: 0.9772, loss_cls: 0.4038, loss: 0.4038 2021-10-24 12:44:12,742 - mmaction - INFO - Epoch [11][800/1253] lr: 1.000e-02, eta: 16:11:05, time: 0.712, data_time: 0.004, memory: 10019, top1_acc: 0.8881, top5_acc: 0.9819, loss_cls: 0.3725, loss: 0.3725 2021-10-24 12:45:22,063 - mmaction - INFO - Epoch [11][900/1253] lr: 1.000e-02, eta: 16:10:13, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.8797, top5_acc: 0.9738, loss_cls: 0.4101, loss: 0.4101 2021-10-24 12:46:31,379 - mmaction - INFO - Epoch [11][1000/1253] lr: 1.000e-02, eta: 16:09:20, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.8794, top5_acc: 0.9828, loss_cls: 0.3836, loss: 0.3836 2021-10-24 12:47:40,675 - mmaction - INFO - Epoch [11][1100/1253] lr: 1.000e-02, eta: 16:08:27, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.8688, top5_acc: 0.9778, loss_cls: 0.4172, loss: 0.4172 2021-10-24 12:48:49,978 - mmaction - INFO - Epoch [11][1200/1253] lr: 1.000e-02, eta: 16:07:34, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.8844, top5_acc: 0.9788, loss_cls: 0.3760, loss: 0.3760 2021-10-24 12:50:37,715 - mmaction - INFO - Epoch [12][100/1253] lr: 1.000e-02, eta: 16:02:35, time: 0.711, data_time: 0.022, memory: 10019, top1_acc: 0.8772, top5_acc: 0.9812, loss_cls: 0.3807, loss: 0.3807 2021-10-24 12:51:47,011 - mmaction - INFO - Epoch [12][200/1253] lr: 1.000e-02, eta: 16:01:43, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9006, top5_acc: 0.9834, loss_cls: 0.3429, loss: 0.3429 2021-10-24 12:52:56,273 - mmaction - INFO - Epoch [12][300/1253] lr: 1.000e-02, eta: 16:00:50, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.8938, top5_acc: 0.9803, loss_cls: 0.3567, loss: 0.3567 2021-10-24 12:54:05,617 - mmaction - INFO - Epoch [12][400/1253] lr: 1.000e-02, eta: 15:59:58, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.8916, top5_acc: 0.9809, loss_cls: 0.3490, loss: 0.3490 2021-10-24 12:55:14,923 - mmaction - INFO - Epoch [12][500/1253] lr: 1.000e-02, eta: 15:59:05, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.8872, top5_acc: 0.9812, loss_cls: 0.3648, loss: 0.3648 2021-10-24 12:56:24,226 - mmaction - INFO - Epoch [12][600/1253] lr: 1.000e-02, eta: 15:58:12, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.8912, top5_acc: 0.9809, loss_cls: 0.3535, loss: 0.3535 2021-10-24 12:57:33,537 - mmaction - INFO - Epoch [12][700/1253] lr: 1.000e-02, eta: 15:57:19, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.8900, top5_acc: 0.9866, loss_cls: 0.3666, loss: 0.3666 2021-10-24 12:58:42,823 - mmaction - INFO - Epoch [12][800/1253] lr: 1.000e-02, eta: 15:56:26, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 0.3125, loss: 0.3125 2021-10-24 12:59:52,103 - mmaction - INFO - Epoch [12][900/1253] lr: 1.000e-02, eta: 15:55:32, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 0.3299, loss: 0.3299 2021-10-24 13:01:02,551 - mmaction - INFO - Epoch [12][1000/1253] lr: 1.000e-02, eta: 15:54:45, time: 0.704, data_time: 0.004, memory: 10019, top1_acc: 0.8809, top5_acc: 0.9797, loss_cls: 0.3825, loss: 0.3825 2021-10-24 13:02:11,995 - mmaction - INFO - Epoch [12][1100/1253] lr: 1.000e-02, eta: 15:53:52, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 0.3695, loss: 0.3695 2021-10-24 13:03:21,300 - mmaction - INFO - Epoch [12][1200/1253] lr: 1.000e-02, eta: 15:52:58, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.8912, top5_acc: 0.9828, loss_cls: 0.3504, loss: 0.3504 2021-10-24 13:03:57,598 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-10-24 13:05:49,904 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-24 13:05:49,975 - mmaction - INFO - top1_acc 0.8297 top5_acc 0.9666 2021-10-24 13:05:50,067 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2021-10-24 13:05:50,068 - mmaction - INFO - Best top1_acc is 0.8297 at 12 epoch. 2021-10-24 13:05:50,073 - mmaction - INFO - Epoch(val) [12][516] top1_acc: 0.8297, top5_acc: 0.9666 2021-10-24 13:07:01,497 - mmaction - INFO - Epoch [13][100/1253] lr: 1.000e-02, eta: 15:48:17, time: 0.710, data_time: 0.021, memory: 10019, top1_acc: 0.9062, top5_acc: 0.9853, loss_cls: 0.3173, loss: 0.3173 2021-10-24 13:08:10,838 - mmaction - INFO - Epoch [13][200/1253] lr: 1.000e-02, eta: 15:47:25, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.8991, top5_acc: 0.9859, loss_cls: 0.3182, loss: 0.3182 2021-10-24 13:09:20,220 - mmaction - INFO - Epoch [13][300/1253] lr: 1.000e-02, eta: 15:46:32, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.8994, top5_acc: 0.9853, loss_cls: 0.3237, loss: 0.3237 2021-10-24 13:10:29,587 - mmaction - INFO - Epoch [13][400/1253] lr: 1.000e-02, eta: 15:45:38, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.8931, top5_acc: 0.9866, loss_cls: 0.3351, loss: 0.3351 2021-10-24 13:11:38,987 - mmaction - INFO - Epoch [13][500/1253] lr: 1.000e-02, eta: 15:44:45, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.3193, loss: 0.3193 2021-10-24 13:12:48,338 - mmaction - INFO - Epoch [13][600/1253] lr: 1.000e-02, eta: 15:43:51, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9003, top5_acc: 0.9797, loss_cls: 0.3415, loss: 0.3415 2021-10-24 13:13:57,678 - mmaction - INFO - Epoch [13][700/1253] lr: 1.000e-02, eta: 15:42:57, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9000, top5_acc: 0.9825, loss_cls: 0.3249, loss: 0.3249 2021-10-24 13:15:07,056 - mmaction - INFO - Epoch [13][800/1253] lr: 1.000e-02, eta: 15:42:03, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.8972, top5_acc: 0.9825, loss_cls: 0.3226, loss: 0.3226 2021-10-24 13:16:16,392 - mmaction - INFO - Epoch [13][900/1253] lr: 1.000e-02, eta: 15:41:09, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.8834, top5_acc: 0.9844, loss_cls: 0.3600, loss: 0.3600 2021-10-24 13:17:25,768 - mmaction - INFO - Epoch [13][1000/1253] lr: 1.000e-02, eta: 15:40:14, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9031, top5_acc: 0.9812, loss_cls: 0.3307, loss: 0.3307 2021-10-24 13:18:35,182 - mmaction - INFO - Epoch [13][1100/1253] lr: 1.000e-02, eta: 15:39:20, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.8947, top5_acc: 0.9819, loss_cls: 0.3321, loss: 0.3321 2021-10-24 13:19:44,576 - mmaction - INFO - Epoch [13][1200/1253] lr: 1.000e-02, eta: 15:38:25, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.8928, top5_acc: 0.9847, loss_cls: 0.3430, loss: 0.3430 2021-10-24 13:21:32,232 - mmaction - INFO - Epoch [14][100/1253] lr: 1.000e-02, eta: 15:34:01, time: 0.710, data_time: 0.020, memory: 10019, top1_acc: 0.9116, top5_acc: 0.9875, loss_cls: 0.2896, loss: 0.2896 2021-10-24 13:22:41,583 - mmaction - INFO - Epoch [14][200/1253] lr: 1.000e-02, eta: 15:33:07, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.8969, top5_acc: 0.9822, loss_cls: 0.3185, loss: 0.3185 2021-10-24 13:23:50,906 - mmaction - INFO - Epoch [14][300/1253] lr: 1.000e-02, eta: 15:32:13, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9125, top5_acc: 0.9844, loss_cls: 0.2972, loss: 0.2972 2021-10-24 13:25:00,246 - mmaction - INFO - Epoch [14][400/1253] lr: 1.000e-02, eta: 15:31:18, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 0.3019, loss: 0.3019 2021-10-24 13:26:09,924 - mmaction - INFO - Epoch [14][500/1253] lr: 1.000e-02, eta: 15:30:25, time: 0.697, data_time: 0.007, memory: 10019, top1_acc: 0.9066, top5_acc: 0.9869, loss_cls: 0.2994, loss: 0.2994 2021-10-24 13:27:19,289 - mmaction - INFO - Epoch [14][600/1253] lr: 1.000e-02, eta: 15:29:30, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9062, top5_acc: 0.9866, loss_cls: 0.3061, loss: 0.3061 2021-10-24 13:28:28,637 - mmaction - INFO - Epoch [14][700/1253] lr: 1.000e-02, eta: 15:28:35, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9009, top5_acc: 0.9844, loss_cls: 0.3220, loss: 0.3220 2021-10-24 13:29:38,022 - mmaction - INFO - Epoch [14][800/1253] lr: 1.000e-02, eta: 15:27:40, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.8978, top5_acc: 0.9856, loss_cls: 0.3373, loss: 0.3373 2021-10-24 13:30:47,361 - mmaction - INFO - Epoch [14][900/1253] lr: 1.000e-02, eta: 15:26:45, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9084, top5_acc: 0.9847, loss_cls: 0.2980, loss: 0.2980 2021-10-24 13:31:56,664 - mmaction - INFO - Epoch [14][1000/1253] lr: 1.000e-02, eta: 15:25:49, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 0.3152, loss: 0.3152 2021-10-24 13:33:06,007 - mmaction - INFO - Epoch [14][1100/1253] lr: 1.000e-02, eta: 15:24:54, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9119, top5_acc: 0.9850, loss_cls: 0.2979, loss: 0.2979 2021-10-24 13:34:15,320 - mmaction - INFO - Epoch [14][1200/1253] lr: 1.000e-02, eta: 15:23:58, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9075, top5_acc: 0.9847, loss_cls: 0.3138, loss: 0.3138 2021-10-24 13:36:03,337 - mmaction - INFO - Epoch [15][100/1253] lr: 1.000e-02, eta: 15:19:48, time: 0.710, data_time: 0.021, memory: 10019, top1_acc: 0.9166, top5_acc: 0.9903, loss_cls: 0.2781, loss: 0.2781 2021-10-24 13:37:12,679 - mmaction - INFO - Epoch [15][200/1253] lr: 1.000e-02, eta: 15:18:53, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9228, top5_acc: 0.9909, loss_cls: 0.2654, loss: 0.2654 2021-10-24 13:38:22,040 - mmaction - INFO - Epoch [15][300/1253] lr: 1.000e-02, eta: 15:17:57, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9084, top5_acc: 0.9844, loss_cls: 0.2984, loss: 0.2984 2021-10-24 13:39:31,414 - mmaction - INFO - Epoch [15][400/1253] lr: 1.000e-02, eta: 15:17:02, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.8997, top5_acc: 0.9844, loss_cls: 0.3211, loss: 0.3211 2021-10-24 13:40:40,788 - mmaction - INFO - Epoch [15][500/1253] lr: 1.000e-02, eta: 15:16:07, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9116, top5_acc: 0.9903, loss_cls: 0.2834, loss: 0.2834 2021-10-24 13:41:50,180 - mmaction - INFO - Epoch [15][600/1253] lr: 1.000e-02, eta: 15:15:11, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9116, top5_acc: 0.9891, loss_cls: 0.2921, loss: 0.2921 2021-10-24 13:42:59,549 - mmaction - INFO - Epoch [15][700/1253] lr: 1.000e-02, eta: 15:14:16, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9041, top5_acc: 0.9838, loss_cls: 0.3301, loss: 0.3301 2021-10-24 13:44:08,917 - mmaction - INFO - Epoch [15][800/1253] lr: 1.000e-02, eta: 15:13:20, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9191, top5_acc: 0.9888, loss_cls: 0.2626, loss: 0.2626 2021-10-24 13:45:18,306 - mmaction - INFO - Epoch [15][900/1253] lr: 1.000e-02, eta: 15:12:24, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9087, top5_acc: 0.9859, loss_cls: 0.2903, loss: 0.2903 2021-10-24 13:46:27,677 - mmaction - INFO - Epoch [15][1000/1253] lr: 1.000e-02, eta: 15:11:28, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9156, top5_acc: 0.9897, loss_cls: 0.2704, loss: 0.2704 2021-10-24 13:47:37,054 - mmaction - INFO - Epoch [15][1100/1253] lr: 1.000e-02, eta: 15:10:31, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9147, top5_acc: 0.9888, loss_cls: 0.2868, loss: 0.2868 2021-10-24 13:48:46,439 - mmaction - INFO - Epoch [15][1200/1253] lr: 1.000e-02, eta: 15:09:35, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9078, top5_acc: 0.9866, loss_cls: 0.2975, loss: 0.2975 2021-10-24 13:49:22,782 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-10-24 13:51:14,883 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-24 13:51:14,953 - mmaction - INFO - top1_acc 0.8319 top5_acc 0.9666 2021-10-24 13:51:15,021 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. 2021-10-24 13:51:15,021 - mmaction - INFO - Best top1_acc is 0.8319 at 15 epoch. 2021-10-24 13:51:15,026 - mmaction - INFO - Epoch(val) [15][516] top1_acc: 0.8319, top5_acc: 0.9666 2021-10-24 13:52:26,500 - mmaction - INFO - Epoch [16][100/1253] lr: 1.000e-02, eta: 15:05:37, time: 0.711, data_time: 0.021, memory: 10019, top1_acc: 0.9181, top5_acc: 0.9909, loss_cls: 0.2528, loss: 0.2528 2021-10-24 13:53:35,876 - mmaction - INFO - Epoch [16][200/1253] lr: 1.000e-02, eta: 15:04:42, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9178, top5_acc: 0.9888, loss_cls: 0.2700, loss: 0.2700 2021-10-24 13:54:45,281 - mmaction - INFO - Epoch [16][300/1253] lr: 1.000e-02, eta: 15:03:46, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9241, top5_acc: 0.9909, loss_cls: 0.2561, loss: 0.2561 2021-10-24 13:55:54,655 - mmaction - INFO - Epoch [16][400/1253] lr: 1.000e-02, eta: 15:02:50, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9213, top5_acc: 0.9878, loss_cls: 0.2717, loss: 0.2717 2021-10-24 13:57:04,027 - mmaction - INFO - Epoch [16][500/1253] lr: 1.000e-02, eta: 15:01:54, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9116, top5_acc: 0.9881, loss_cls: 0.2854, loss: 0.2854 2021-10-24 13:58:13,406 - mmaction - INFO - Epoch [16][600/1253] lr: 1.000e-02, eta: 15:00:57, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9163, top5_acc: 0.9844, loss_cls: 0.2828, loss: 0.2828 2021-10-24 13:59:22,730 - mmaction - INFO - Epoch [16][700/1253] lr: 1.000e-02, eta: 15:00:01, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9216, top5_acc: 0.9900, loss_cls: 0.2647, loss: 0.2647 2021-10-24 14:00:32,122 - mmaction - INFO - Epoch [16][800/1253] lr: 1.000e-02, eta: 14:59:04, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9191, top5_acc: 0.9866, loss_cls: 0.2724, loss: 0.2724 2021-10-24 14:01:41,481 - mmaction - INFO - Epoch [16][900/1253] lr: 1.000e-02, eta: 14:58:07, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 0.2629, loss: 0.2629 2021-10-24 14:02:50,891 - mmaction - INFO - Epoch [16][1000/1253] lr: 1.000e-02, eta: 14:57:11, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 0.2767, loss: 0.2767 2021-10-24 14:04:00,270 - mmaction - INFO - Epoch [16][1100/1253] lr: 1.000e-02, eta: 14:56:14, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9209, top5_acc: 0.9891, loss_cls: 0.2618, loss: 0.2618 2021-10-24 14:05:09,629 - mmaction - INFO - Epoch [16][1200/1253] lr: 1.000e-02, eta: 14:55:16, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9116, top5_acc: 0.9900, loss_cls: 0.2825, loss: 0.2825 2021-10-24 14:06:57,396 - mmaction - INFO - Epoch [17][100/1253] lr: 1.000e-02, eta: 14:51:29, time: 0.710, data_time: 0.021, memory: 10019, top1_acc: 0.9153, top5_acc: 0.9866, loss_cls: 0.2639, loss: 0.2639 2021-10-24 14:08:06,823 - mmaction - INFO - Epoch [17][200/1253] lr: 1.000e-02, eta: 14:50:33, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9284, top5_acc: 0.9909, loss_cls: 0.2388, loss: 0.2388 2021-10-24 14:09:16,327 - mmaction - INFO - Epoch [17][300/1253] lr: 1.000e-02, eta: 14:49:37, time: 0.695, data_time: 0.005, memory: 10019, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 0.2566, loss: 0.2566 2021-10-24 14:10:25,755 - mmaction - INFO - Epoch [17][400/1253] lr: 1.000e-02, eta: 14:48:40, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9272, top5_acc: 0.9903, loss_cls: 0.2496, loss: 0.2496 2021-10-24 14:11:35,187 - mmaction - INFO - Epoch [17][500/1253] lr: 1.000e-02, eta: 14:47:43, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9213, top5_acc: 0.9884, loss_cls: 0.2494, loss: 0.2494 2021-10-24 14:12:44,599 - mmaction - INFO - Epoch [17][600/1253] lr: 1.000e-02, eta: 14:46:47, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9234, top5_acc: 0.9884, loss_cls: 0.2589, loss: 0.2589 2021-10-24 14:13:54,028 - mmaction - INFO - Epoch [17][700/1253] lr: 1.000e-02, eta: 14:45:50, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9250, top5_acc: 0.9928, loss_cls: 0.2384, loss: 0.2384 2021-10-24 14:15:03,432 - mmaction - INFO - Epoch [17][800/1253] lr: 1.000e-02, eta: 14:44:52, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9250, top5_acc: 0.9916, loss_cls: 0.2358, loss: 0.2358 2021-10-24 14:16:12,860 - mmaction - INFO - Epoch [17][900/1253] lr: 1.000e-02, eta: 14:43:55, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9184, top5_acc: 0.9891, loss_cls: 0.2573, loss: 0.2573 2021-10-24 14:17:22,287 - mmaction - INFO - Epoch [17][1000/1253] lr: 1.000e-02, eta: 14:42:58, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9163, top5_acc: 0.9869, loss_cls: 0.2676, loss: 0.2676 2021-10-24 14:18:31,708 - mmaction - INFO - Epoch [17][1100/1253] lr: 1.000e-02, eta: 14:42:00, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9237, top5_acc: 0.9909, loss_cls: 0.2537, loss: 0.2537 2021-10-24 14:19:41,133 - mmaction - INFO - Epoch [17][1200/1253] lr: 1.000e-02, eta: 14:41:03, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9191, top5_acc: 0.9884, loss_cls: 0.2651, loss: 0.2651 2021-10-24 14:21:28,971 - mmaction - INFO - Epoch [18][100/1253] lr: 1.000e-02, eta: 14:37:25, time: 0.711, data_time: 0.022, memory: 10019, top1_acc: 0.9359, top5_acc: 0.9894, loss_cls: 0.2280, loss: 0.2280 2021-10-24 14:22:38,382 - mmaction - INFO - Epoch [18][200/1253] lr: 1.000e-02, eta: 14:36:28, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 0.2219, loss: 0.2219 2021-10-24 14:23:47,806 - mmaction - INFO - Epoch [18][300/1253] lr: 1.000e-02, eta: 14:35:31, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.2257, loss: 0.2257 2021-10-24 14:24:57,176 - mmaction - INFO - Epoch [18][400/1253] lr: 1.000e-02, eta: 14:34:33, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 0.2345, loss: 0.2345 2021-10-24 14:26:09,703 - mmaction - INFO - Epoch [18][500/1253] lr: 1.000e-02, eta: 14:33:47, time: 0.725, data_time: 0.004, memory: 10019, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 0.2442, loss: 0.2442 2021-10-24 14:27:19,117 - mmaction - INFO - Epoch [18][600/1253] lr: 1.000e-02, eta: 14:32:49, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9303, top5_acc: 0.9894, loss_cls: 0.2437, loss: 0.2437 2021-10-24 14:28:28,517 - mmaction - INFO - Epoch [18][700/1253] lr: 1.000e-02, eta: 14:31:52, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9322, top5_acc: 0.9922, loss_cls: 0.2219, loss: 0.2219 2021-10-24 14:29:38,436 - mmaction - INFO - Epoch [18][800/1253] lr: 1.000e-02, eta: 14:30:56, time: 0.699, data_time: 0.004, memory: 10019, top1_acc: 0.9191, top5_acc: 0.9888, loss_cls: 0.2572, loss: 0.2572 2021-10-24 14:30:47,761 - mmaction - INFO - Epoch [18][900/1253] lr: 1.000e-02, eta: 14:29:57, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9297, top5_acc: 0.9897, loss_cls: 0.2364, loss: 0.2364 2021-10-24 14:31:57,155 - mmaction - INFO - Epoch [18][1000/1253] lr: 1.000e-02, eta: 14:28:59, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9372, top5_acc: 0.9931, loss_cls: 0.2177, loss: 0.2177 2021-10-24 14:33:06,486 - mmaction - INFO - Epoch [18][1100/1253] lr: 1.000e-02, eta: 14:28:01, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9234, top5_acc: 0.9884, loss_cls: 0.2568, loss: 0.2568 2021-10-24 14:34:15,869 - mmaction - INFO - Epoch [18][1200/1253] lr: 1.000e-02, eta: 14:27:02, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9278, top5_acc: 0.9900, loss_cls: 0.2426, loss: 0.2426 2021-10-24 14:34:52,241 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-10-24 14:36:44,681 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-24 14:36:44,748 - mmaction - INFO - top1_acc 0.8368 top5_acc 0.9668 2021-10-24 14:36:44,865 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. 2021-10-24 14:36:44,866 - mmaction - INFO - Best top1_acc is 0.8368 at 18 epoch. 2021-10-24 14:36:44,870 - mmaction - INFO - Epoch(val) [18][516] top1_acc: 0.8368, top5_acc: 0.9668 2021-10-24 14:37:56,716 - mmaction - INFO - Epoch [19][100/1253] lr: 1.000e-02, eta: 14:23:34, time: 0.715, data_time: 0.024, memory: 10019, top1_acc: 0.9397, top5_acc: 0.9947, loss_cls: 0.1985, loss: 0.1985 2021-10-24 14:39:06,108 - mmaction - INFO - Epoch [19][200/1253] lr: 1.000e-02, eta: 14:22:36, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 0.2057, loss: 0.2057 2021-10-24 14:40:15,470 - mmaction - INFO - Epoch [19][300/1253] lr: 1.000e-02, eta: 14:21:38, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9378, top5_acc: 0.9938, loss_cls: 0.2047, loss: 0.2047 2021-10-24 14:41:24,825 - mmaction - INFO - Epoch [19][400/1253] lr: 1.000e-02, eta: 14:20:40, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9372, top5_acc: 0.9928, loss_cls: 0.2105, loss: 0.2105 2021-10-24 14:42:34,167 - mmaction - INFO - Epoch [19][500/1253] lr: 1.000e-02, eta: 14:19:41, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9316, top5_acc: 0.9938, loss_cls: 0.2114, loss: 0.2114 2021-10-24 14:43:43,568 - mmaction - INFO - Epoch [19][600/1253] lr: 1.000e-02, eta: 14:18:43, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9347, top5_acc: 0.9928, loss_cls: 0.2150, loss: 0.2150 2021-10-24 14:44:52,950 - mmaction - INFO - Epoch [19][700/1253] lr: 1.000e-02, eta: 14:17:45, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9328, top5_acc: 0.9931, loss_cls: 0.2321, loss: 0.2321 2021-10-24 14:46:02,341 - mmaction - INFO - Epoch [19][800/1253] lr: 1.000e-02, eta: 14:16:46, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9278, top5_acc: 0.9916, loss_cls: 0.2321, loss: 0.2321 2021-10-24 14:47:11,705 - mmaction - INFO - Epoch [19][900/1253] lr: 1.000e-02, eta: 14:15:48, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9287, top5_acc: 0.9900, loss_cls: 0.2330, loss: 0.2330 2021-10-24 14:48:21,074 - mmaction - INFO - Epoch [19][1000/1253] lr: 1.000e-02, eta: 14:14:49, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9287, top5_acc: 0.9916, loss_cls: 0.2321, loss: 0.2321 2021-10-24 14:49:30,459 - mmaction - INFO - Epoch [19][1100/1253] lr: 1.000e-02, eta: 14:13:50, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9309, top5_acc: 0.9922, loss_cls: 0.2295, loss: 0.2295 2021-10-24 14:50:39,871 - mmaction - INFO - Epoch [19][1200/1253] lr: 1.000e-02, eta: 14:12:51, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9309, top5_acc: 0.9931, loss_cls: 0.2270, loss: 0.2270 2021-10-24 14:52:27,618 - mmaction - INFO - Epoch [20][100/1253] lr: 1.000e-02, eta: 14:09:29, time: 0.710, data_time: 0.020, memory: 10019, top1_acc: 0.9406, top5_acc: 0.9934, loss_cls: 0.1970, loss: 0.1970 2021-10-24 14:53:37,006 - mmaction - INFO - Epoch [20][200/1253] lr: 1.000e-02, eta: 14:08:30, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9422, top5_acc: 0.9931, loss_cls: 0.1992, loss: 0.1992 2021-10-24 14:54:46,379 - mmaction - INFO - Epoch [20][300/1253] lr: 1.000e-02, eta: 14:07:32, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.1990, loss: 0.1990 2021-10-24 14:55:55,754 - mmaction - INFO - Epoch [20][400/1253] lr: 1.000e-02, eta: 14:06:33, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9347, top5_acc: 0.9931, loss_cls: 0.2152, loss: 0.2152 2021-10-24 14:57:05,142 - mmaction - INFO - Epoch [20][500/1253] lr: 1.000e-02, eta: 14:05:34, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9406, top5_acc: 0.9934, loss_cls: 0.1976, loss: 0.1976 2021-10-24 14:58:14,512 - mmaction - INFO - Epoch [20][600/1253] lr: 1.000e-02, eta: 14:04:36, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 0.1941, loss: 0.1941 2021-10-24 14:59:23,863 - mmaction - INFO - Epoch [20][700/1253] lr: 1.000e-02, eta: 14:03:37, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9378, top5_acc: 0.9938, loss_cls: 0.2098, loss: 0.2098 2021-10-24 15:00:33,240 - mmaction - INFO - Epoch [20][800/1253] lr: 1.000e-02, eta: 14:02:37, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9397, top5_acc: 0.9938, loss_cls: 0.1933, loss: 0.1933 2021-10-24 15:01:45,338 - mmaction - INFO - Epoch [20][900/1253] lr: 1.000e-02, eta: 14:01:47, time: 0.721, data_time: 0.004, memory: 10019, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 0.1995, loss: 0.1995 2021-10-24 15:02:54,635 - mmaction - INFO - Epoch [20][1000/1253] lr: 1.000e-02, eta: 14:00:47, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9397, top5_acc: 0.9956, loss_cls: 0.2019, loss: 0.2019 2021-10-24 15:04:03,947 - mmaction - INFO - Epoch [20][1100/1253] lr: 1.000e-02, eta: 13:59:48, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 0.2159, loss: 0.2159 2021-10-24 15:05:13,261 - mmaction - INFO - Epoch [20][1200/1253] lr: 1.000e-02, eta: 13:58:48, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9372, top5_acc: 0.9919, loss_cls: 0.2129, loss: 0.2129 2021-10-24 15:07:00,954 - mmaction - INFO - Epoch [21][100/1253] lr: 1.000e-02, eta: 13:55:32, time: 0.710, data_time: 0.021, memory: 10019, top1_acc: 0.9466, top5_acc: 0.9931, loss_cls: 0.1848, loss: 0.1848 2021-10-24 15:08:10,253 - mmaction - INFO - Epoch [21][200/1253] lr: 1.000e-02, eta: 13:54:33, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9534, top5_acc: 0.9956, loss_cls: 0.1718, loss: 0.1718 2021-10-24 15:09:19,537 - mmaction - INFO - Epoch [21][300/1253] lr: 1.000e-02, eta: 13:53:34, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9516, top5_acc: 0.9962, loss_cls: 0.1750, loss: 0.1750 2021-10-24 15:10:28,821 - mmaction - INFO - Epoch [21][400/1253] lr: 1.000e-02, eta: 13:52:34, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9487, top5_acc: 0.9934, loss_cls: 0.1803, loss: 0.1803 2021-10-24 15:11:38,080 - mmaction - INFO - Epoch [21][500/1253] lr: 1.000e-02, eta: 13:51:34, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.1873, loss: 0.1873 2021-10-24 15:12:47,396 - mmaction - INFO - Epoch [21][600/1253] lr: 1.000e-02, eta: 13:50:35, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9316, top5_acc: 0.9922, loss_cls: 0.2144, loss: 0.2144 2021-10-24 15:13:56,756 - mmaction - INFO - Epoch [21][700/1253] lr: 1.000e-02, eta: 13:49:35, time: 0.694, data_time: 0.005, memory: 10019, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 0.1885, loss: 0.1885 2021-10-24 15:15:06,058 - mmaction - INFO - Epoch [21][800/1253] lr: 1.000e-02, eta: 13:48:36, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9441, top5_acc: 0.9938, loss_cls: 0.1846, loss: 0.1846 2021-10-24 15:16:15,370 - mmaction - INFO - Epoch [21][900/1253] lr: 1.000e-02, eta: 13:47:36, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9444, top5_acc: 0.9959, loss_cls: 0.1785, loss: 0.1785 2021-10-24 15:17:26,668 - mmaction - INFO - Epoch [21][1000/1253] lr: 1.000e-02, eta: 13:46:42, time: 0.713, data_time: 0.004, memory: 10019, top1_acc: 0.9444, top5_acc: 0.9959, loss_cls: 0.1847, loss: 0.1847 2021-10-24 15:18:36,009 - mmaction - INFO - Epoch [21][1100/1253] lr: 1.000e-02, eta: 13:45:42, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9359, top5_acc: 0.9944, loss_cls: 0.2058, loss: 0.2058 2021-10-24 15:19:45,321 - mmaction - INFO - Epoch [21][1200/1253] lr: 1.000e-02, eta: 13:44:42, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9441, top5_acc: 0.9944, loss_cls: 0.1848, loss: 0.1848 2021-10-24 15:20:21,664 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-10-24 15:22:15,145 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-24 15:22:15,259 - mmaction - INFO - top1_acc 0.8352 top5_acc 0.9667 2021-10-24 15:22:15,268 - mmaction - INFO - Epoch(val) [21][516] top1_acc: 0.8352, top5_acc: 0.9667 2021-10-24 15:23:27,271 - mmaction - INFO - Epoch [22][100/1253] lr: 1.000e-02, eta: 13:41:33, time: 0.716, data_time: 0.023, memory: 10019, top1_acc: 0.9544, top5_acc: 0.9972, loss_cls: 0.1581, loss: 0.1581 2021-10-24 15:24:36,958 - mmaction - INFO - Epoch [22][200/1253] lr: 1.000e-02, eta: 13:40:35, time: 0.697, data_time: 0.005, memory: 10019, top1_acc: 0.9541, top5_acc: 0.9972, loss_cls: 0.1580, loss: 0.1580 2021-10-24 15:25:46,703 - mmaction - INFO - Epoch [22][300/1253] lr: 1.000e-02, eta: 13:39:36, time: 0.697, data_time: 0.004, memory: 10019, top1_acc: 0.9534, top5_acc: 0.9953, loss_cls: 0.1586, loss: 0.1586 2021-10-24 15:26:56,447 - mmaction - INFO - Epoch [22][400/1253] lr: 1.000e-02, eta: 13:38:38, time: 0.697, data_time: 0.004, memory: 10019, top1_acc: 0.9525, top5_acc: 0.9972, loss_cls: 0.1693, loss: 0.1693 2021-10-24 15:28:06,170 - mmaction - INFO - Epoch [22][500/1253] lr: 1.000e-02, eta: 13:37:39, time: 0.697, data_time: 0.004, memory: 10019, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.1774, loss: 0.1774 2021-10-24 15:29:15,918 - mmaction - INFO - Epoch [22][600/1253] lr: 1.000e-02, eta: 13:36:40, time: 0.697, data_time: 0.005, memory: 10019, top1_acc: 0.9509, top5_acc: 0.9956, loss_cls: 0.1637, loss: 0.1637 2021-10-24 15:30:25,666 - mmaction - INFO - Epoch [22][700/1253] lr: 1.000e-02, eta: 13:35:41, time: 0.697, data_time: 0.004, memory: 10019, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 0.1900, loss: 0.1900 2021-10-24 15:31:35,451 - mmaction - INFO - Epoch [22][800/1253] lr: 1.000e-02, eta: 13:34:42, time: 0.698, data_time: 0.005, memory: 10019, top1_acc: 0.9447, top5_acc: 0.9944, loss_cls: 0.1873, loss: 0.1873 2021-10-24 15:32:45,184 - mmaction - INFO - Epoch [22][900/1253] lr: 1.000e-02, eta: 13:33:43, time: 0.697, data_time: 0.005, memory: 10019, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 0.1795, loss: 0.1795 2021-10-24 15:33:54,890 - mmaction - INFO - Epoch [22][1000/1253] lr: 1.000e-02, eta: 13:32:44, time: 0.697, data_time: 0.004, memory: 10019, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 0.1706, loss: 0.1706 2021-10-24 15:35:04,626 - mmaction - INFO - Epoch [22][1100/1253] lr: 1.000e-02, eta: 13:31:45, time: 0.697, data_time: 0.005, memory: 10019, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 0.1951, loss: 0.1951 2021-10-24 15:36:14,302 - mmaction - INFO - Epoch [22][1200/1253] lr: 1.000e-02, eta: 13:30:45, time: 0.697, data_time: 0.005, memory: 10019, top1_acc: 0.9413, top5_acc: 0.9953, loss_cls: 0.1849, loss: 0.1849 2021-10-24 15:38:02,093 - mmaction - INFO - Epoch [23][100/1253] lr: 1.000e-02, eta: 13:27:41, time: 0.710, data_time: 0.021, memory: 10019, top1_acc: 0.9622, top5_acc: 0.9975, loss_cls: 0.1393, loss: 0.1393 2021-10-24 15:39:11,435 - mmaction - INFO - Epoch [23][200/1253] lr: 1.000e-02, eta: 13:26:41, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.1477, loss: 0.1477 2021-10-24 15:40:20,814 - mmaction - INFO - Epoch [23][300/1253] lr: 1.000e-02, eta: 13:25:40, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9534, top5_acc: 0.9956, loss_cls: 0.1592, loss: 0.1592 2021-10-24 15:41:30,108 - mmaction - INFO - Epoch [23][400/1253] lr: 1.000e-02, eta: 13:24:40, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9634, top5_acc: 0.9972, loss_cls: 0.1449, loss: 0.1449 2021-10-24 15:42:39,447 - mmaction - INFO - Epoch [23][500/1253] lr: 1.000e-02, eta: 13:23:40, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9472, top5_acc: 0.9962, loss_cls: 0.1723, loss: 0.1723 2021-10-24 15:43:48,746 - mmaction - INFO - Epoch [23][600/1253] lr: 1.000e-02, eta: 13:22:39, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9472, top5_acc: 0.9966, loss_cls: 0.1647, loss: 0.1647 2021-10-24 15:44:58,052 - mmaction - INFO - Epoch [23][700/1253] lr: 1.000e-02, eta: 13:21:39, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9575, top5_acc: 0.9966, loss_cls: 0.1590, loss: 0.1590 2021-10-24 15:46:07,373 - mmaction - INFO - Epoch [23][800/1253] lr: 1.000e-02, eta: 13:20:38, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9547, top5_acc: 0.9981, loss_cls: 0.1541, loss: 0.1541 2021-10-24 15:47:16,715 - mmaction - INFO - Epoch [23][900/1253] lr: 1.000e-02, eta: 13:19:38, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9497, top5_acc: 0.9972, loss_cls: 0.1725, loss: 0.1725 2021-10-24 15:48:26,020 - mmaction - INFO - Epoch [23][1000/1253] lr: 1.000e-02, eta: 13:18:37, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9516, top5_acc: 0.9975, loss_cls: 0.1652, loss: 0.1652 2021-10-24 15:49:35,349 - mmaction - INFO - Epoch [23][1100/1253] lr: 1.000e-02, eta: 13:17:37, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9547, top5_acc: 0.9950, loss_cls: 0.1643, loss: 0.1643 2021-10-24 15:50:44,661 - mmaction - INFO - Epoch [23][1200/1253] lr: 1.000e-02, eta: 13:16:36, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9534, top5_acc: 0.9959, loss_cls: 0.1635, loss: 0.1635 2021-10-24 15:52:32,301 - mmaction - INFO - Epoch [24][100/1253] lr: 1.000e-02, eta: 13:13:36, time: 0.709, data_time: 0.020, memory: 10019, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.1340, loss: 0.1340 2021-10-24 15:53:41,585 - mmaction - INFO - Epoch [24][200/1253] lr: 1.000e-02, eta: 13:12:35, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9631, top5_acc: 0.9978, loss_cls: 0.1318, loss: 0.1318 2021-10-24 15:54:50,883 - mmaction - INFO - Epoch [24][300/1253] lr: 1.000e-02, eta: 13:11:35, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9622, top5_acc: 0.9978, loss_cls: 0.1386, loss: 0.1386 2021-10-24 15:56:00,162 - mmaction - INFO - Epoch [24][400/1253] lr: 1.000e-02, eta: 13:10:34, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9553, top5_acc: 0.9969, loss_cls: 0.1453, loss: 0.1453 2021-10-24 15:57:09,422 - mmaction - INFO - Epoch [24][500/1253] lr: 1.000e-02, eta: 13:09:33, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.1331, loss: 0.1331 2021-10-24 15:58:18,696 - mmaction - INFO - Epoch [24][600/1253] lr: 1.000e-02, eta: 13:08:33, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.1314, loss: 0.1314 2021-10-24 15:59:28,010 - mmaction - INFO - Epoch [24][700/1253] lr: 1.000e-02, eta: 13:07:32, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9619, top5_acc: 0.9959, loss_cls: 0.1367, loss: 0.1367 2021-10-24 16:00:37,301 - mmaction - INFO - Epoch [24][800/1253] lr: 1.000e-02, eta: 13:06:31, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.1480, loss: 0.1480 2021-10-24 16:01:46,611 - mmaction - INFO - Epoch [24][900/1253] lr: 1.000e-02, eta: 13:05:30, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.1530, loss: 0.1530 2021-10-24 16:02:55,903 - mmaction - INFO - Epoch [24][1000/1253] lr: 1.000e-02, eta: 13:04:29, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9584, top5_acc: 0.9984, loss_cls: 0.1407, loss: 0.1407 2021-10-24 16:04:05,200 - mmaction - INFO - Epoch [24][1100/1253] lr: 1.000e-02, eta: 13:03:28, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9500, top5_acc: 0.9959, loss_cls: 0.1648, loss: 0.1648 2021-10-24 16:05:14,528 - mmaction - INFO - Epoch [24][1200/1253] lr: 1.000e-02, eta: 13:02:27, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 0.1523, loss: 0.1523 2021-10-24 16:05:50,841 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-10-24 16:07:47,229 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-24 16:07:47,301 - mmaction - INFO - top1_acc 0.8327 top5_acc 0.9676 2021-10-24 16:07:47,306 - mmaction - INFO - Epoch(val) [24][516] top1_acc: 0.8327, top5_acc: 0.9676 2021-10-24 16:08:58,577 - mmaction - INFO - Epoch [25][100/1253] lr: 1.000e-02, eta: 12:59:32, time: 0.709, data_time: 0.020, memory: 10019, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.1261, loss: 0.1261 2021-10-24 16:10:07,931 - mmaction - INFO - Epoch [25][200/1253] lr: 1.000e-02, eta: 12:58:31, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1177, loss: 0.1177 2021-10-24 16:11:17,262 - mmaction - INFO - Epoch [25][300/1253] lr: 1.000e-02, eta: 12:57:30, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.1208, loss: 0.1208 2021-10-24 16:12:26,585 - mmaction - INFO - Epoch [25][400/1253] lr: 1.000e-02, eta: 12:56:29, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9597, top5_acc: 0.9984, loss_cls: 0.1402, loss: 0.1402 2021-10-24 16:13:35,914 - mmaction - INFO - Epoch [25][500/1253] lr: 1.000e-02, eta: 12:55:28, time: 0.693, data_time: 0.005, memory: 10019, top1_acc: 0.9606, top5_acc: 0.9978, loss_cls: 0.1416, loss: 0.1416 2021-10-24 16:14:45,215 - mmaction - INFO - Epoch [25][600/1253] lr: 1.000e-02, eta: 12:54:27, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.1354, loss: 0.1354 2021-10-24 16:15:54,530 - mmaction - INFO - Epoch [25][700/1253] lr: 1.000e-02, eta: 12:53:26, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9622, top5_acc: 0.9966, loss_cls: 0.1433, loss: 0.1433 2021-10-24 16:17:03,856 - mmaction - INFO - Epoch [25][800/1253] lr: 1.000e-02, eta: 12:52:25, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9581, top5_acc: 0.9978, loss_cls: 0.1430, loss: 0.1430 2021-10-24 16:18:13,187 - mmaction - INFO - Epoch [25][900/1253] lr: 1.000e-02, eta: 12:51:24, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9653, top5_acc: 0.9972, loss_cls: 0.1314, loss: 0.1314 2021-10-24 16:19:22,481 - mmaction - INFO - Epoch [25][1000/1253] lr: 1.000e-02, eta: 12:50:22, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9528, top5_acc: 0.9966, loss_cls: 0.1541, loss: 0.1541 2021-10-24 16:20:31,806 - mmaction - INFO - Epoch [25][1100/1253] lr: 1.000e-02, eta: 12:49:21, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1331, loss: 0.1331 2021-10-24 16:21:41,135 - mmaction - INFO - Epoch [25][1200/1253] lr: 1.000e-02, eta: 12:48:20, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9559, top5_acc: 0.9969, loss_cls: 0.1531, loss: 0.1531 2021-10-24 16:23:28,962 - mmaction - INFO - Epoch [26][100/1253] lr: 1.000e-02, eta: 12:45:29, time: 0.711, data_time: 0.022, memory: 10019, top1_acc: 0.9747, top5_acc: 0.9988, loss_cls: 0.1058, loss: 0.1058 2021-10-24 16:24:38,312 - mmaction - INFO - Epoch [26][200/1253] lr: 1.000e-02, eta: 12:44:28, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1126, loss: 0.1126 2021-10-24 16:25:47,617 - mmaction - INFO - Epoch [26][300/1253] lr: 1.000e-02, eta: 12:43:27, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9706, top5_acc: 0.9984, loss_cls: 0.1092, loss: 0.1092 2021-10-24 16:26:56,931 - mmaction - INFO - Epoch [26][400/1253] lr: 1.000e-02, eta: 12:42:26, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.1173, loss: 0.1173 2021-10-24 16:28:06,217 - mmaction - INFO - Epoch [26][500/1253] lr: 1.000e-02, eta: 12:41:24, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9641, top5_acc: 0.9991, loss_cls: 0.1292, loss: 0.1292 2021-10-24 16:29:15,508 - mmaction - INFO - Epoch [26][600/1253] lr: 1.000e-02, eta: 12:40:23, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9669, top5_acc: 0.9991, loss_cls: 0.1147, loss: 0.1147 2021-10-24 16:30:24,787 - mmaction - INFO - Epoch [26][700/1253] lr: 1.000e-02, eta: 12:39:21, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9703, top5_acc: 0.9981, loss_cls: 0.1138, loss: 0.1138 2021-10-24 16:31:34,021 - mmaction - INFO - Epoch [26][800/1253] lr: 1.000e-02, eta: 12:38:20, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1068, loss: 0.1068 2021-10-24 16:32:43,349 - mmaction - INFO - Epoch [26][900/1253] lr: 1.000e-02, eta: 12:37:18, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9650, top5_acc: 0.9984, loss_cls: 0.1277, loss: 0.1277 2021-10-24 16:33:52,657 - mmaction - INFO - Epoch [26][1000/1253] lr: 1.000e-02, eta: 12:36:17, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9684, top5_acc: 0.9984, loss_cls: 0.1141, loss: 0.1141 2021-10-24 16:35:01,953 - mmaction - INFO - Epoch [26][1100/1253] lr: 1.000e-02, eta: 12:35:15, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.1379, loss: 0.1379 2021-10-24 16:36:11,237 - mmaction - INFO - Epoch [26][1200/1253] lr: 1.000e-02, eta: 12:34:13, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9537, top5_acc: 0.9978, loss_cls: 0.1572, loss: 0.1572 2021-10-24 16:37:58,859 - mmaction - INFO - Epoch [27][100/1253] lr: 1.000e-02, eta: 12:31:26, time: 0.709, data_time: 0.020, memory: 10019, top1_acc: 0.9709, top5_acc: 0.9997, loss_cls: 0.1065, loss: 0.1065 2021-10-24 16:39:08,183 - mmaction - INFO - Epoch [27][200/1253] lr: 1.000e-02, eta: 12:30:25, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1115, loss: 0.1115 2021-10-24 16:40:17,500 - mmaction - INFO - Epoch [27][300/1253] lr: 1.000e-02, eta: 12:29:24, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1196, loss: 0.1196 2021-10-24 16:41:26,818 - mmaction - INFO - Epoch [27][400/1253] lr: 1.000e-02, eta: 12:28:22, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9666, top5_acc: 0.9991, loss_cls: 0.1196, loss: 0.1196 2021-10-24 16:42:36,133 - mmaction - INFO - Epoch [27][500/1253] lr: 1.000e-02, eta: 12:27:20, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9697, top5_acc: 0.9984, loss_cls: 0.1148, loss: 0.1148 2021-10-24 16:43:45,474 - mmaction - INFO - Epoch [27][600/1253] lr: 1.000e-02, eta: 12:26:19, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9697, top5_acc: 0.9997, loss_cls: 0.1094, loss: 0.1094 2021-10-24 16:44:54,768 - mmaction - INFO - Epoch [27][700/1253] lr: 1.000e-02, eta: 12:25:17, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1112, loss: 0.1112 2021-10-24 16:46:04,030 - mmaction - INFO - Epoch [27][800/1253] lr: 1.000e-02, eta: 12:24:15, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.1252, loss: 0.1252 2021-10-24 16:47:13,310 - mmaction - INFO - Epoch [27][900/1253] lr: 1.000e-02, eta: 12:23:14, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9709, top5_acc: 0.9981, loss_cls: 0.1122, loss: 0.1122 2021-10-24 16:48:22,593 - mmaction - INFO - Epoch [27][1000/1253] lr: 1.000e-02, eta: 12:22:12, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9681, top5_acc: 0.9984, loss_cls: 0.1146, loss: 0.1146 2021-10-24 16:49:31,877 - mmaction - INFO - Epoch [27][1100/1253] lr: 1.000e-02, eta: 12:21:10, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.1212, loss: 0.1212 2021-10-24 16:50:41,186 - mmaction - INFO - Epoch [27][1200/1253] lr: 1.000e-02, eta: 12:20:08, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9609, top5_acc: 0.9988, loss_cls: 0.1237, loss: 0.1237 2021-10-24 16:51:17,480 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-10-24 16:53:16,053 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-24 16:53:16,119 - mmaction - INFO - top1_acc 0.8346 top5_acc 0.9659 2021-10-24 16:53:16,123 - mmaction - INFO - Epoch(val) [27][516] top1_acc: 0.8346, top5_acc: 0.9659 2021-10-24 16:54:28,743 - mmaction - INFO - Epoch [28][100/1253] lr: 1.000e-02, eta: 12:17:27, time: 0.722, data_time: 0.022, memory: 10019, top1_acc: 0.9762, top5_acc: 0.9997, loss_cls: 0.0927, loss: 0.0927 2021-10-24 16:55:38,041 - mmaction - INFO - Epoch [28][200/1253] lr: 1.000e-02, eta: 12:16:25, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.0875, loss: 0.0875 2021-10-24 16:56:47,284 - mmaction - INFO - Epoch [28][300/1253] lr: 1.000e-02, eta: 12:15:23, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9766, top5_acc: 0.9994, loss_cls: 0.0906, loss: 0.0906 2021-10-24 16:57:56,559 - mmaction - INFO - Epoch [28][400/1253] lr: 1.000e-02, eta: 12:14:22, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9781, top5_acc: 0.9997, loss_cls: 0.0925, loss: 0.0925 2021-10-24 16:59:05,821 - mmaction - INFO - Epoch [28][500/1253] lr: 1.000e-02, eta: 12:13:20, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.0971, loss: 0.0971 2021-10-24 17:00:15,116 - mmaction - INFO - Epoch [28][600/1253] lr: 1.000e-02, eta: 12:12:18, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9759, top5_acc: 0.9991, loss_cls: 0.0942, loss: 0.0942 2021-10-24 17:01:24,383 - mmaction - INFO - Epoch [28][700/1253] lr: 1.000e-02, eta: 12:11:16, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9681, top5_acc: 0.9991, loss_cls: 0.1098, loss: 0.1098 2021-10-24 17:02:33,686 - mmaction - INFO - Epoch [28][800/1253] lr: 1.000e-02, eta: 12:10:14, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9731, top5_acc: 0.9991, loss_cls: 0.1038, loss: 0.1038 2021-10-24 17:03:42,951 - mmaction - INFO - Epoch [28][900/1253] lr: 1.000e-02, eta: 12:09:12, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9672, top5_acc: 0.9978, loss_cls: 0.1107, loss: 0.1107 2021-10-24 17:04:52,341 - mmaction - INFO - Epoch [28][1000/1253] lr: 1.000e-02, eta: 12:08:10, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.0990, loss: 0.0990 2021-10-24 17:06:01,645 - mmaction - INFO - Epoch [28][1100/1253] lr: 1.000e-02, eta: 12:07:08, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9659, top5_acc: 0.9994, loss_cls: 0.1119, loss: 0.1119 2021-10-24 17:07:10,978 - mmaction - INFO - Epoch [28][1200/1253] lr: 1.000e-02, eta: 12:06:06, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1064, loss: 0.1064 2021-10-24 17:08:58,602 - mmaction - INFO - Epoch [29][100/1253] lr: 1.000e-02, eta: 12:03:25, time: 0.709, data_time: 0.021, memory: 10019, top1_acc: 0.9781, top5_acc: 0.9991, loss_cls: 0.0872, loss: 0.0872 2021-10-24 17:10:07,899 - mmaction - INFO - Epoch [29][200/1253] lr: 1.000e-02, eta: 12:02:23, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9759, top5_acc: 0.9984, loss_cls: 0.0920, loss: 0.0920 2021-10-24 17:11:17,285 - mmaction - INFO - Epoch [29][300/1253] lr: 1.000e-02, eta: 12:01:22, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.0870, loss: 0.0870 2021-10-24 17:12:26,646 - mmaction - INFO - Epoch [29][400/1253] lr: 1.000e-02, eta: 12:00:20, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9722, top5_acc: 0.9994, loss_cls: 0.0964, loss: 0.0964 2021-10-24 17:13:35,924 - mmaction - INFO - Epoch [29][500/1253] lr: 1.000e-02, eta: 11:59:18, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9722, top5_acc: 0.9991, loss_cls: 0.0965, loss: 0.0965 2021-10-24 17:14:45,206 - mmaction - INFO - Epoch [29][600/1253] lr: 1.000e-02, eta: 11:58:15, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9778, top5_acc: 0.9994, loss_cls: 0.0921, loss: 0.0921 2021-10-24 17:15:54,530 - mmaction - INFO - Epoch [29][700/1253] lr: 1.000e-02, eta: 11:57:13, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.0901, loss: 0.0901 2021-10-24 17:17:03,818 - mmaction - INFO - Epoch [29][800/1253] lr: 1.000e-02, eta: 11:56:11, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1023, loss: 0.1023 2021-10-24 17:18:13,084 - mmaction - INFO - Epoch [29][900/1253] lr: 1.000e-02, eta: 11:55:09, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9747, top5_acc: 0.9997, loss_cls: 0.0937, loss: 0.0937 2021-10-24 17:19:22,377 - mmaction - INFO - Epoch [29][1000/1253] lr: 1.000e-02, eta: 11:54:06, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9706, top5_acc: 0.9997, loss_cls: 0.0947, loss: 0.0947 2021-10-24 17:20:31,652 - mmaction - INFO - Epoch [29][1100/1253] lr: 1.000e-02, eta: 11:53:04, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9716, top5_acc: 0.9997, loss_cls: 0.0965, loss: 0.0965 2021-10-24 17:21:40,951 - mmaction - INFO - Epoch [29][1200/1253] lr: 1.000e-02, eta: 11:52:02, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9684, top5_acc: 0.9991, loss_cls: 0.1045, loss: 0.1045 2021-10-24 17:23:28,482 - mmaction - INFO - Epoch [30][100/1253] lr: 1.000e-02, eta: 11:49:25, time: 0.709, data_time: 0.020, memory: 10019, top1_acc: 0.9847, top5_acc: 0.9997, loss_cls: 0.0711, loss: 0.0711 2021-10-24 17:24:37,767 - mmaction - INFO - Epoch [30][200/1253] lr: 1.000e-02, eta: 11:48:22, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9778, top5_acc: 0.9988, loss_cls: 0.0774, loss: 0.0774 2021-10-24 17:25:47,031 - mmaction - INFO - Epoch [30][300/1253] lr: 1.000e-02, eta: 11:47:20, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.0789, loss: 0.0789 2021-10-24 17:26:56,326 - mmaction - INFO - Epoch [30][400/1253] lr: 1.000e-02, eta: 11:46:18, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9753, top5_acc: 0.9991, loss_cls: 0.0891, loss: 0.0891 2021-10-24 17:28:05,634 - mmaction - INFO - Epoch [30][500/1253] lr: 1.000e-02, eta: 11:45:15, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.0748, loss: 0.0748 2021-10-24 17:29:14,896 - mmaction - INFO - Epoch [30][600/1253] lr: 1.000e-02, eta: 11:44:13, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9803, top5_acc: 0.9994, loss_cls: 0.0844, loss: 0.0844 2021-10-24 17:30:24,184 - mmaction - INFO - Epoch [30][700/1253] lr: 1.000e-02, eta: 11:43:11, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9788, top5_acc: 0.9997, loss_cls: 0.0895, loss: 0.0895 2021-10-24 17:31:33,463 - mmaction - INFO - Epoch [30][800/1253] lr: 1.000e-02, eta: 11:42:08, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.0758, loss: 0.0758 2021-10-24 17:32:42,760 - mmaction - INFO - Epoch [30][900/1253] lr: 1.000e-02, eta: 11:41:06, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9847, top5_acc: 1.0000, loss_cls: 0.0729, loss: 0.0729 2021-10-24 17:33:52,014 - mmaction - INFO - Epoch [30][1000/1253] lr: 1.000e-02, eta: 11:40:03, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9750, top5_acc: 0.9984, loss_cls: 0.0963, loss: 0.0963 2021-10-24 17:35:01,299 - mmaction - INFO - Epoch [30][1100/1253] lr: 1.000e-02, eta: 11:39:00, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9781, top5_acc: 0.9997, loss_cls: 0.0895, loss: 0.0895 2021-10-24 17:36:10,630 - mmaction - INFO - Epoch [30][1200/1253] lr: 1.000e-02, eta: 11:37:58, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.0847, loss: 0.0847 2021-10-24 17:36:46,897 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-10-24 17:38:43,779 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-24 17:38:43,846 - mmaction - INFO - top1_acc 0.8152 top5_acc 0.9609 2021-10-24 17:38:43,850 - mmaction - INFO - Epoch(val) [30][516] top1_acc: 0.8152, top5_acc: 0.9609 2021-10-24 17:39:55,055 - mmaction - INFO - Epoch [31][100/1253] lr: 1.000e-02, eta: 11:35:24, time: 0.708, data_time: 0.020, memory: 10019, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0721, loss: 0.0721 2021-10-24 17:41:04,304 - mmaction - INFO - Epoch [31][200/1253] lr: 1.000e-02, eta: 11:34:21, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9862, top5_acc: 0.9997, loss_cls: 0.0583, loss: 0.0583 2021-10-24 17:42:13,599 - mmaction - INFO - Epoch [31][300/1253] lr: 1.000e-02, eta: 11:33:19, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0718, loss: 0.0718 2021-10-24 17:43:22,837 - mmaction - INFO - Epoch [31][400/1253] lr: 1.000e-02, eta: 11:32:16, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 2021-10-24 17:44:32,107 - mmaction - INFO - Epoch [31][500/1253] lr: 1.000e-02, eta: 11:31:14, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0654, loss: 0.0654 2021-10-24 17:45:41,400 - mmaction - INFO - Epoch [31][600/1253] lr: 1.000e-02, eta: 11:30:11, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9819, top5_acc: 0.9997, loss_cls: 0.0725, loss: 0.0725 2021-10-24 17:46:50,787 - mmaction - INFO - Epoch [31][700/1253] lr: 1.000e-02, eta: 11:29:09, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9809, top5_acc: 0.9997, loss_cls: 0.0775, loss: 0.0775 2021-10-24 17:48:00,173 - mmaction - INFO - Epoch [31][800/1253] lr: 1.000e-02, eta: 11:28:06, time: 0.694, data_time: 0.004, memory: 10019, top1_acc: 0.9872, top5_acc: 1.0000, loss_cls: 0.0693, loss: 0.0693 2021-10-24 17:49:09,465 - mmaction - INFO - Epoch [31][900/1253] lr: 1.000e-02, eta: 11:27:03, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9831, top5_acc: 0.9997, loss_cls: 0.0728, loss: 0.0728 2021-10-24 17:50:18,712 - mmaction - INFO - Epoch [31][1000/1253] lr: 1.000e-02, eta: 11:26:01, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9766, top5_acc: 0.9997, loss_cls: 0.0837, loss: 0.0837 2021-10-24 17:51:27,957 - mmaction - INFO - Epoch [31][1100/1253] lr: 1.000e-02, eta: 11:24:58, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9797, top5_acc: 0.9997, loss_cls: 0.0818, loss: 0.0818 2021-10-24 17:52:37,193 - mmaction - INFO - Epoch [31][1200/1253] lr: 1.000e-02, eta: 11:23:55, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9766, top5_acc: 0.9991, loss_cls: 0.0934, loss: 0.0934 2021-10-24 17:54:24,757 - mmaction - INFO - Epoch [32][100/1253] lr: 1.000e-02, eta: 11:21:24, time: 0.709, data_time: 0.020, memory: 10019, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0557, loss: 0.0557 2021-10-24 17:55:33,981 - mmaction - INFO - Epoch [32][200/1253] lr: 1.000e-02, eta: 11:20:21, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9909, top5_acc: 1.0000, loss_cls: 0.0544, loss: 0.0544 2021-10-24 17:56:45,516 - mmaction - INFO - Epoch [32][300/1253] lr: 1.000e-02, eta: 11:19:22, time: 0.715, data_time: 0.004, memory: 10019, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0624, loss: 0.0624 2021-10-24 17:57:54,711 - mmaction - INFO - Epoch [32][400/1253] lr: 1.000e-02, eta: 11:18:19, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0565, loss: 0.0565 2021-10-24 17:59:03,935 - mmaction - INFO - Epoch [32][500/1253] lr: 1.000e-02, eta: 11:17:16, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9797, top5_acc: 0.9997, loss_cls: 0.0734, loss: 0.0734 2021-10-24 18:00:13,620 - mmaction - INFO - Epoch [32][600/1253] lr: 1.000e-02, eta: 11:16:14, time: 0.697, data_time: 0.004, memory: 10019, top1_acc: 0.9816, top5_acc: 0.9994, loss_cls: 0.0720, loss: 0.0720 2021-10-24 18:01:26,227 - mmaction - INFO - Epoch [32][700/1253] lr: 1.000e-02, eta: 11:15:16, time: 0.725, data_time: 0.005, memory: 10019, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0676, loss: 0.0676 2021-10-24 18:02:35,706 - mmaction - INFO - Epoch [32][800/1253] lr: 1.000e-02, eta: 11:14:13, time: 0.696, data_time: 0.008, memory: 10019, top1_acc: 0.9822, top5_acc: 0.9997, loss_cls: 0.0723, loss: 0.0723 2021-10-24 18:03:44,999 - mmaction - INFO - Epoch [32][900/1253] lr: 1.000e-02, eta: 11:13:10, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9822, top5_acc: 1.0000, loss_cls: 0.0675, loss: 0.0675 2021-10-24 18:04:54,242 - mmaction - INFO - Epoch [32][1000/1253] lr: 1.000e-02, eta: 11:12:07, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9806, top5_acc: 0.9991, loss_cls: 0.0759, loss: 0.0759 2021-10-24 18:06:03,484 - mmaction - INFO - Epoch [32][1100/1253] lr: 1.000e-02, eta: 11:11:04, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9850, top5_acc: 0.9997, loss_cls: 0.0724, loss: 0.0724 2021-10-24 18:07:12,753 - mmaction - INFO - Epoch [32][1200/1253] lr: 1.000e-02, eta: 11:10:01, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9816, top5_acc: 0.9997, loss_cls: 0.0731, loss: 0.0731 2021-10-24 18:09:00,838 - mmaction - INFO - Epoch [33][100/1253] lr: 1.000e-02, eta: 11:07:33, time: 0.714, data_time: 0.026, memory: 10019, top1_acc: 0.9862, top5_acc: 0.9997, loss_cls: 0.0595, loss: 0.0595 2021-10-24 18:10:10,114 - mmaction - INFO - Epoch [33][200/1253] lr: 1.000e-02, eta: 11:06:30, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9881, top5_acc: 0.9991, loss_cls: 0.0613, loss: 0.0613 2021-10-24 18:11:19,386 - mmaction - INFO - Epoch [33][300/1253] lr: 1.000e-02, eta: 11:05:27, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 2021-10-24 18:12:28,690 - mmaction - INFO - Epoch [33][400/1253] lr: 1.000e-02, eta: 11:04:25, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9891, top5_acc: 1.0000, loss_cls: 0.0579, loss: 0.0579 2021-10-24 18:13:37,999 - mmaction - INFO - Epoch [33][500/1253] lr: 1.000e-02, eta: 11:03:22, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9909, top5_acc: 1.0000, loss_cls: 0.0512, loss: 0.0512 2021-10-24 18:14:47,271 - mmaction - INFO - Epoch [33][600/1253] lr: 1.000e-02, eta: 11:02:19, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9866, top5_acc: 1.0000, loss_cls: 0.0627, loss: 0.0627 2021-10-24 18:15:56,574 - mmaction - INFO - Epoch [33][700/1253] lr: 1.000e-02, eta: 11:01:16, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0579, loss: 0.0579 2021-10-24 18:17:05,886 - mmaction - INFO - Epoch [33][800/1253] lr: 1.000e-02, eta: 11:00:13, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9850, top5_acc: 0.9997, loss_cls: 0.0625, loss: 0.0625 2021-10-24 18:18:15,141 - mmaction - INFO - Epoch [33][900/1253] lr: 1.000e-02, eta: 10:59:09, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9862, top5_acc: 0.9997, loss_cls: 0.0657, loss: 0.0657 2021-10-24 18:19:24,432 - mmaction - INFO - Epoch [33][1000/1253] lr: 1.000e-02, eta: 10:58:06, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0588, loss: 0.0588 2021-10-24 18:20:33,684 - mmaction - INFO - Epoch [33][1100/1253] lr: 1.000e-02, eta: 10:57:03, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9866, top5_acc: 0.9997, loss_cls: 0.0612, loss: 0.0612 2021-10-24 18:21:42,958 - mmaction - INFO - Epoch [33][1200/1253] lr: 1.000e-02, eta: 10:56:00, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.0721, loss: 0.0721 2021-10-24 18:22:19,229 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-10-24 18:24:12,990 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-24 18:24:13,060 - mmaction - INFO - top1_acc 0.8234 top5_acc 0.9633 2021-10-24 18:24:13,064 - mmaction - INFO - Epoch(val) [33][516] top1_acc: 0.8234, top5_acc: 0.9633 2021-10-24 18:25:24,540 - mmaction - INFO - Epoch [34][100/1253] lr: 1.000e-02, eta: 10:53:34, time: 0.711, data_time: 0.023, memory: 10019, top1_acc: 0.9916, top5_acc: 1.0000, loss_cls: 0.0498, loss: 0.0498 2021-10-24 18:26:33,786 - mmaction - INFO - Epoch [34][200/1253] lr: 1.000e-02, eta: 10:52:31, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0524, loss: 0.0524 2021-10-24 18:27:43,052 - mmaction - INFO - Epoch [34][300/1253] lr: 1.000e-02, eta: 10:51:27, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0470, loss: 0.0470 2021-10-24 18:28:52,323 - mmaction - INFO - Epoch [34][400/1253] lr: 1.000e-02, eta: 10:50:24, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9884, top5_acc: 1.0000, loss_cls: 0.0481, loss: 0.0481 2021-10-24 18:30:01,570 - mmaction - INFO - Epoch [34][500/1253] lr: 1.000e-02, eta: 10:49:21, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9878, top5_acc: 1.0000, loss_cls: 0.0565, loss: 0.0565 2021-10-24 18:31:10,828 - mmaction - INFO - Epoch [34][600/1253] lr: 1.000e-02, eta: 10:48:18, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9897, top5_acc: 1.0000, loss_cls: 0.0538, loss: 0.0538 2021-10-24 18:32:20,164 - mmaction - INFO - Epoch [34][700/1253] lr: 1.000e-02, eta: 10:47:15, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9881, top5_acc: 0.9997, loss_cls: 0.0579, loss: 0.0579 2021-10-24 18:33:29,452 - mmaction - INFO - Epoch [34][800/1253] lr: 1.000e-02, eta: 10:46:12, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0528, loss: 0.0528 2021-10-24 18:34:38,712 - mmaction - INFO - Epoch [34][900/1253] lr: 1.000e-02, eta: 10:45:08, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9819, top5_acc: 0.9991, loss_cls: 0.0687, loss: 0.0687 2021-10-24 18:35:47,983 - mmaction - INFO - Epoch [34][1000/1253] lr: 1.000e-02, eta: 10:44:05, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9866, top5_acc: 1.0000, loss_cls: 0.0605, loss: 0.0605 2021-10-24 18:36:57,280 - mmaction - INFO - Epoch [34][1100/1253] lr: 1.000e-02, eta: 10:43:02, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9859, top5_acc: 0.9997, loss_cls: 0.0639, loss: 0.0639 2021-10-24 18:38:06,513 - mmaction - INFO - Epoch [34][1200/1253] lr: 1.000e-02, eta: 10:41:58, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0583, loss: 0.0583 2021-10-24 18:39:54,040 - mmaction - INFO - Epoch [35][100/1253] lr: 1.000e-02, eta: 10:39:34, time: 0.709, data_time: 0.020, memory: 10019, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0474, loss: 0.0474 2021-10-24 18:41:03,247 - mmaction - INFO - Epoch [35][200/1253] lr: 1.000e-02, eta: 10:38:31, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0484, loss: 0.0484 2021-10-24 18:42:12,480 - mmaction - INFO - Epoch [35][300/1253] lr: 1.000e-02, eta: 10:37:27, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9891, top5_acc: 1.0000, loss_cls: 0.0470, loss: 0.0470 2021-10-24 18:43:21,717 - mmaction - INFO - Epoch [35][400/1253] lr: 1.000e-02, eta: 10:36:24, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9906, top5_acc: 0.9997, loss_cls: 0.0466, loss: 0.0466 2021-10-24 18:44:30,967 - mmaction - INFO - Epoch [35][500/1253] lr: 1.000e-02, eta: 10:35:21, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9925, top5_acc: 0.9997, loss_cls: 0.0437, loss: 0.0437 2021-10-24 18:45:40,209 - mmaction - INFO - Epoch [35][600/1253] lr: 1.000e-02, eta: 10:34:17, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9909, top5_acc: 1.0000, loss_cls: 0.0432, loss: 0.0432 2021-10-24 18:46:53,414 - mmaction - INFO - Epoch [35][700/1253] lr: 1.000e-02, eta: 10:33:19, time: 0.732, data_time: 0.004, memory: 10019, top1_acc: 0.9866, top5_acc: 0.9997, loss_cls: 0.0525, loss: 0.0525 2021-10-24 18:48:02,611 - mmaction - INFO - Epoch [35][800/1253] lr: 1.000e-02, eta: 10:32:16, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0496, loss: 0.0496 2021-10-24 18:49:11,829 - mmaction - INFO - Epoch [35][900/1253] lr: 1.000e-02, eta: 10:31:12, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9928, top5_acc: 0.9997, loss_cls: 0.0458, loss: 0.0458 2021-10-24 18:50:21,081 - mmaction - INFO - Epoch [35][1000/1253] lr: 1.000e-02, eta: 10:30:09, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9878, top5_acc: 1.0000, loss_cls: 0.0559, loss: 0.0559 2021-10-24 18:51:30,321 - mmaction - INFO - Epoch [35][1100/1253] lr: 1.000e-02, eta: 10:29:05, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9828, top5_acc: 1.0000, loss_cls: 0.0707, loss: 0.0707 2021-10-24 18:52:39,562 - mmaction - INFO - Epoch [35][1200/1253] lr: 1.000e-02, eta: 10:28:01, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0650, loss: 0.0650 2021-10-24 18:54:27,183 - mmaction - INFO - Epoch [36][100/1253] lr: 1.000e-02, eta: 10:25:39, time: 0.710, data_time: 0.022, memory: 10019, top1_acc: 0.9909, top5_acc: 1.0000, loss_cls: 0.0441, loss: 0.0441 2021-10-24 18:55:36,402 - mmaction - INFO - Epoch [36][200/1253] lr: 1.000e-02, eta: 10:24:36, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9872, top5_acc: 1.0000, loss_cls: 0.0522, loss: 0.0522 2021-10-24 18:56:45,640 - mmaction - INFO - Epoch [36][300/1253] lr: 1.000e-02, eta: 10:23:32, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9934, top5_acc: 1.0000, loss_cls: 0.0424, loss: 0.0424 2021-10-24 18:57:54,883 - mmaction - INFO - Epoch [36][400/1253] lr: 1.000e-02, eta: 10:22:29, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0286, loss: 0.0286 2021-10-24 18:59:04,117 - mmaction - INFO - Epoch [36][500/1253] lr: 1.000e-02, eta: 10:21:25, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 2021-10-24 19:00:13,361 - mmaction - INFO - Epoch [36][600/1253] lr: 1.000e-02, eta: 10:20:22, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9922, top5_acc: 1.0000, loss_cls: 0.0406, loss: 0.0406 2021-10-24 19:01:22,567 - mmaction - INFO - Epoch [36][700/1253] lr: 1.000e-02, eta: 10:19:18, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9925, top5_acc: 0.9997, loss_cls: 0.0442, loss: 0.0442 2021-10-24 19:02:31,777 - mmaction - INFO - Epoch [36][800/1253] lr: 1.000e-02, eta: 10:18:15, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9922, top5_acc: 1.0000, loss_cls: 0.0416, loss: 0.0416 2021-10-24 19:03:40,992 - mmaction - INFO - Epoch [36][900/1253] lr: 1.000e-02, eta: 10:17:11, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0474, loss: 0.0474 2021-10-24 19:04:50,201 - mmaction - INFO - Epoch [36][1000/1253] lr: 1.000e-02, eta: 10:16:07, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9922, top5_acc: 1.0000, loss_cls: 0.0418, loss: 0.0418 2021-10-24 19:05:59,434 - mmaction - INFO - Epoch [36][1100/1253] lr: 1.000e-02, eta: 10:15:03, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0458, loss: 0.0458 2021-10-24 19:07:08,662 - mmaction - INFO - Epoch [36][1200/1253] lr: 1.000e-02, eta: 10:14:00, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0491, loss: 0.0491 2021-10-24 19:07:44,942 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-10-24 19:09:36,587 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-24 19:09:36,658 - mmaction - INFO - top1_acc 0.8163 top5_acc 0.9598 2021-10-24 19:09:36,661 - mmaction - INFO - Epoch(val) [36][516] top1_acc: 0.8163, top5_acc: 0.9598 2021-10-24 19:10:47,941 - mmaction - INFO - Epoch [37][100/1253] lr: 1.000e-02, eta: 10:11:40, time: 0.709, data_time: 0.020, memory: 10019, top1_acc: 0.9853, top5_acc: 1.0000, loss_cls: 0.0592, loss: 0.0592 2021-10-24 19:11:57,181 - mmaction - INFO - Epoch [37][200/1253] lr: 1.000e-02, eta: 10:10:36, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0441, loss: 0.0441 2021-10-24 19:13:06,380 - mmaction - INFO - Epoch [37][300/1253] lr: 1.000e-02, eta: 10:09:32, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0399, loss: 0.0399 2021-10-24 19:14:15,580 - mmaction - INFO - Epoch [37][400/1253] lr: 1.000e-02, eta: 10:08:29, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9916, top5_acc: 1.0000, loss_cls: 0.0439, loss: 0.0439 2021-10-24 19:15:24,747 - mmaction - INFO - Epoch [37][500/1253] lr: 1.000e-02, eta: 10:07:25, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9828, top5_acc: 1.0000, loss_cls: 0.0610, loss: 0.0610 2021-10-24 19:16:33,915 - mmaction - INFO - Epoch [37][600/1253] lr: 1.000e-02, eta: 10:06:21, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9891, top5_acc: 1.0000, loss_cls: 0.0521, loss: 0.0521 2021-10-24 19:17:43,063 - mmaction - INFO - Epoch [37][700/1253] lr: 1.000e-02, eta: 10:05:17, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9897, top5_acc: 1.0000, loss_cls: 0.0491, loss: 0.0491 2021-10-24 19:18:52,254 - mmaction - INFO - Epoch [37][800/1253] lr: 1.000e-02, eta: 10:04:13, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0563, loss: 0.0563 2021-10-24 19:20:01,455 - mmaction - INFO - Epoch [37][900/1253] lr: 1.000e-02, eta: 10:03:10, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9909, top5_acc: 0.9997, loss_cls: 0.0419, loss: 0.0419 2021-10-24 19:21:10,655 - mmaction - INFO - Epoch [37][1000/1253] lr: 1.000e-02, eta: 10:02:06, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9916, top5_acc: 1.0000, loss_cls: 0.0452, loss: 0.0452 2021-10-24 19:22:19,866 - mmaction - INFO - Epoch [37][1100/1253] lr: 1.000e-02, eta: 10:01:02, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9916, top5_acc: 1.0000, loss_cls: 0.0451, loss: 0.0451 2021-10-24 19:23:29,042 - mmaction - INFO - Epoch [37][1200/1253] lr: 1.000e-02, eta: 9:59:58, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9934, top5_acc: 1.0000, loss_cls: 0.0455, loss: 0.0455 2021-10-24 19:25:16,445 - mmaction - INFO - Epoch [38][100/1253] lr: 1.000e-02, eta: 9:57:40, time: 0.708, data_time: 0.020, memory: 10019, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0319, loss: 0.0319 2021-10-24 19:26:25,632 - mmaction - INFO - Epoch [38][200/1253] lr: 1.000e-02, eta: 9:56:36, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 2021-10-24 19:27:34,825 - mmaction - INFO - Epoch [38][300/1253] lr: 1.000e-02, eta: 9:55:32, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9934, top5_acc: 1.0000, loss_cls: 0.0334, loss: 0.0334 2021-10-24 19:28:44,039 - mmaction - INFO - Epoch [38][400/1253] lr: 1.000e-02, eta: 9:54:28, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0329, loss: 0.0329 2021-10-24 19:29:53,253 - mmaction - INFO - Epoch [38][500/1253] lr: 1.000e-02, eta: 9:53:24, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 2021-10-24 19:31:02,452 - mmaction - INFO - Epoch [38][600/1253] lr: 1.000e-02, eta: 9:52:21, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9950, top5_acc: 0.9997, loss_cls: 0.0340, loss: 0.0340 2021-10-24 19:32:11,669 - mmaction - INFO - Epoch [38][700/1253] lr: 1.000e-02, eta: 9:51:17, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9916, top5_acc: 0.9997, loss_cls: 0.0418, loss: 0.0418 2021-10-24 19:33:20,858 - mmaction - INFO - Epoch [38][800/1253] lr: 1.000e-02, eta: 9:50:13, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312 2021-10-24 19:34:30,171 - mmaction - INFO - Epoch [38][900/1253] lr: 1.000e-02, eta: 9:49:09, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0360, loss: 0.0360 2021-10-24 19:35:39,462 - mmaction - INFO - Epoch [38][1000/1253] lr: 1.000e-02, eta: 9:48:05, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 2021-10-24 19:36:48,701 - mmaction - INFO - Epoch [38][1100/1253] lr: 1.000e-02, eta: 9:47:01, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0445, loss: 0.0445 2021-10-24 19:37:58,028 - mmaction - INFO - Epoch [38][1200/1253] lr: 1.000e-02, eta: 9:45:57, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9916, top5_acc: 1.0000, loss_cls: 0.0422, loss: 0.0422 2021-10-24 19:39:45,531 - mmaction - INFO - Epoch [39][100/1253] lr: 1.000e-02, eta: 9:43:41, time: 0.708, data_time: 0.021, memory: 10019, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0325, loss: 0.0325 2021-10-24 19:40:54,786 - mmaction - INFO - Epoch [39][200/1253] lr: 1.000e-02, eta: 9:42:37, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275 2021-10-24 19:42:04,003 - mmaction - INFO - Epoch [39][300/1253] lr: 1.000e-02, eta: 9:41:33, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0346, loss: 0.0346 2021-10-24 19:43:13,226 - mmaction - INFO - Epoch [39][400/1253] lr: 1.000e-02, eta: 9:40:29, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0361, loss: 0.0361 2021-10-24 19:44:22,444 - mmaction - INFO - Epoch [39][500/1253] lr: 1.000e-02, eta: 9:39:25, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0364, loss: 0.0364 2021-10-24 19:45:31,624 - mmaction - INFO - Epoch [39][600/1253] lr: 1.000e-02, eta: 9:38:21, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9922, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 2021-10-24 19:46:40,822 - mmaction - INFO - Epoch [39][700/1253] lr: 1.000e-02, eta: 9:37:17, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9925, top5_acc: 0.9997, loss_cls: 0.0407, loss: 0.0407 2021-10-24 19:47:50,037 - mmaction - INFO - Epoch [39][800/1253] lr: 1.000e-02, eta: 9:36:13, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9897, top5_acc: 1.0000, loss_cls: 0.0448, loss: 0.0448 2021-10-24 19:48:59,240 - mmaction - INFO - Epoch [39][900/1253] lr: 1.000e-02, eta: 9:35:09, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0437, loss: 0.0437 2021-10-24 19:50:08,422 - mmaction - INFO - Epoch [39][1000/1253] lr: 1.000e-02, eta: 9:34:05, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0476, loss: 0.0476 2021-10-24 19:51:17,604 - mmaction - INFO - Epoch [39][1100/1253] lr: 1.000e-02, eta: 9:33:01, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9934, top5_acc: 1.0000, loss_cls: 0.0393, loss: 0.0393 2021-10-24 19:52:26,775 - mmaction - INFO - Epoch [39][1200/1253] lr: 1.000e-02, eta: 9:31:57, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9912, top5_acc: 0.9997, loss_cls: 0.0409, loss: 0.0409 2021-10-24 19:53:03,013 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-10-24 19:54:54,454 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-24 19:54:54,900 - mmaction - INFO - top1_acc 0.8340 top5_acc 0.9655 2021-10-24 19:54:54,906 - mmaction - INFO - Epoch(val) [39][516] top1_acc: 0.8340, top5_acc: 0.9655 2021-10-24 19:56:06,277 - mmaction - INFO - Epoch [40][100/1253] lr: 1.000e-02, eta: 9:29:42, time: 0.710, data_time: 0.021, memory: 10019, top1_acc: 0.9966, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 2021-10-24 19:57:15,482 - mmaction - INFO - Epoch [40][200/1253] lr: 1.000e-02, eta: 9:28:38, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 2021-10-24 19:58:24,673 - mmaction - INFO - Epoch [40][300/1253] lr: 1.000e-02, eta: 9:27:34, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9966, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2021-10-24 19:59:33,846 - mmaction - INFO - Epoch [40][400/1253] lr: 1.000e-02, eta: 9:26:30, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 2021-10-24 20:00:43,017 - mmaction - INFO - Epoch [40][500/1253] lr: 1.000e-02, eta: 9:25:26, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 2021-10-24 20:01:52,183 - mmaction - INFO - Epoch [40][600/1253] lr: 1.000e-02, eta: 9:24:22, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9978, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2021-10-24 20:03:01,381 - mmaction - INFO - Epoch [40][700/1253] lr: 1.000e-02, eta: 9:23:17, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9972, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2021-10-24 20:04:10,552 - mmaction - INFO - Epoch [40][800/1253] lr: 1.000e-02, eta: 9:22:13, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9928, top5_acc: 1.0000, loss_cls: 0.0361, loss: 0.0361 2021-10-24 20:05:19,717 - mmaction - INFO - Epoch [40][900/1253] lr: 1.000e-02, eta: 9:21:09, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0337, loss: 0.0337 2021-10-24 20:06:28,977 - mmaction - INFO - Epoch [40][1000/1253] lr: 1.000e-02, eta: 9:20:05, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0314, loss: 0.0314 2021-10-24 20:07:38,260 - mmaction - INFO - Epoch [40][1100/1253] lr: 1.000e-02, eta: 9:19:01, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9941, top5_acc: 0.9997, loss_cls: 0.0383, loss: 0.0383 2021-10-24 20:08:47,485 - mmaction - INFO - Epoch [40][1200/1253] lr: 1.000e-02, eta: 9:17:57, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0349, loss: 0.0349 2021-10-24 20:10:34,928 - mmaction - INFO - Epoch [41][100/1253] lr: 1.000e-02, eta: 9:15:43, time: 0.708, data_time: 0.021, memory: 10019, top1_acc: 0.9956, top5_acc: 0.9997, loss_cls: 0.0313, loss: 0.0313 2021-10-24 20:11:44,157 - mmaction - INFO - Epoch [41][200/1253] lr: 1.000e-02, eta: 9:14:39, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 2021-10-24 20:12:53,428 - mmaction - INFO - Epoch [41][300/1253] lr: 1.000e-02, eta: 9:13:35, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271 2021-10-24 20:14:02,699 - mmaction - INFO - Epoch [41][400/1253] lr: 1.000e-02, eta: 9:12:31, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312 2021-10-24 20:15:11,909 - mmaction - INFO - Epoch [41][500/1253] lr: 1.000e-02, eta: 9:11:27, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0301, loss: 0.0301 2021-10-24 20:16:21,066 - mmaction - INFO - Epoch [41][600/1253] lr: 1.000e-02, eta: 9:10:23, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0414, loss: 0.0414 2021-10-24 20:17:30,236 - mmaction - INFO - Epoch [41][700/1253] lr: 1.000e-02, eta: 9:09:18, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9897, top5_acc: 0.9997, loss_cls: 0.0480, loss: 0.0480 2021-10-24 20:18:39,410 - mmaction - INFO - Epoch [41][800/1253] lr: 1.000e-02, eta: 9:08:14, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0396, loss: 0.0396 2021-10-24 20:19:48,593 - mmaction - INFO - Epoch [41][900/1253] lr: 1.000e-02, eta: 9:07:10, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9928, top5_acc: 0.9997, loss_cls: 0.0364, loss: 0.0364 2021-10-24 20:20:57,807 - mmaction - INFO - Epoch [41][1000/1253] lr: 1.000e-02, eta: 9:06:05, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 2021-10-24 20:22:06,993 - mmaction - INFO - Epoch [41][1100/1253] lr: 1.000e-02, eta: 9:05:01, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0433, loss: 0.0433 2021-10-24 20:23:16,163 - mmaction - INFO - Epoch [41][1200/1253] lr: 1.000e-02, eta: 9:03:57, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0447, loss: 0.0447 2021-10-24 20:25:03,555 - mmaction - INFO - Epoch [42][100/1253] lr: 1.000e-02, eta: 9:01:45, time: 0.708, data_time: 0.021, memory: 10019, top1_acc: 0.9878, top5_acc: 1.0000, loss_cls: 0.0473, loss: 0.0473 2021-10-24 20:26:12,724 - mmaction - INFO - Epoch [42][200/1253] lr: 1.000e-02, eta: 9:00:41, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0483, loss: 0.0483 2021-10-24 20:27:21,875 - mmaction - INFO - Epoch [42][300/1253] lr: 1.000e-02, eta: 8:59:36, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0390, loss: 0.0390 2021-10-24 20:28:31,032 - mmaction - INFO - Epoch [42][400/1253] lr: 1.000e-02, eta: 8:58:32, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0307, loss: 0.0307 2021-10-24 20:29:42,655 - mmaction - INFO - Epoch [42][500/1253] lr: 1.000e-02, eta: 8:57:30, time: 0.716, data_time: 0.004, memory: 10019, top1_acc: 0.9931, top5_acc: 0.9997, loss_cls: 0.0354, loss: 0.0354 2021-10-24 20:30:51,813 - mmaction - INFO - Epoch [42][600/1253] lr: 1.000e-02, eta: 8:56:26, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9934, top5_acc: 1.0000, loss_cls: 0.0337, loss: 0.0337 2021-10-24 20:32:00,956 - mmaction - INFO - Epoch [42][700/1253] lr: 1.000e-02, eta: 8:55:21, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 2021-10-24 20:33:10,054 - mmaction - INFO - Epoch [42][800/1253] lr: 1.000e-02, eta: 8:54:17, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9956, top5_acc: 0.9997, loss_cls: 0.0294, loss: 0.0294 2021-10-24 20:34:19,134 - mmaction - INFO - Epoch [42][900/1253] lr: 1.000e-02, eta: 8:53:12, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0304, loss: 0.0304 2021-10-24 20:35:28,251 - mmaction - INFO - Epoch [42][1000/1253] lr: 1.000e-02, eta: 8:52:08, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 2021-10-24 20:36:37,359 - mmaction - INFO - Epoch [42][1100/1253] lr: 1.000e-02, eta: 8:51:03, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9922, top5_acc: 1.0000, loss_cls: 0.0356, loss: 0.0356 2021-10-24 20:37:46,474 - mmaction - INFO - Epoch [42][1200/1253] lr: 1.000e-02, eta: 8:49:59, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0417, loss: 0.0417 2021-10-24 20:38:22,679 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-10-24 20:40:14,320 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-24 20:40:14,390 - mmaction - INFO - top1_acc 0.8300 top5_acc 0.9629 2021-10-24 20:40:14,393 - mmaction - INFO - Epoch(val) [42][516] top1_acc: 0.8300, top5_acc: 0.9629 2021-10-24 20:41:25,587 - mmaction - INFO - Epoch [43][100/1253] lr: 1.000e-02, eta: 8:47:48, time: 0.708, data_time: 0.021, memory: 10019, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0341, loss: 0.0341 2021-10-24 20:42:34,738 - mmaction - INFO - Epoch [43][200/1253] lr: 1.000e-02, eta: 8:46:44, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 2021-10-24 20:43:43,885 - mmaction - INFO - Epoch [43][300/1253] lr: 1.000e-02, eta: 8:45:40, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0323, loss: 0.0323 2021-10-24 20:44:53,027 - mmaction - INFO - Epoch [43][400/1253] lr: 1.000e-02, eta: 8:44:35, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9916, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 2021-10-24 20:46:02,201 - mmaction - INFO - Epoch [43][500/1253] lr: 1.000e-02, eta: 8:43:31, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9934, top5_acc: 0.9997, loss_cls: 0.0348, loss: 0.0348 2021-10-24 20:47:11,346 - mmaction - INFO - Epoch [43][600/1253] lr: 1.000e-02, eta: 8:42:26, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0321, loss: 0.0321 2021-10-24 20:48:20,509 - mmaction - INFO - Epoch [43][700/1253] lr: 1.000e-02, eta: 8:41:22, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 2021-10-24 20:49:29,653 - mmaction - INFO - Epoch [43][800/1253] lr: 1.000e-02, eta: 8:40:17, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0309, loss: 0.0309 2021-10-24 20:50:38,808 - mmaction - INFO - Epoch [43][900/1253] lr: 1.000e-02, eta: 8:39:13, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0318, loss: 0.0318 2021-10-24 20:51:47,948 - mmaction - INFO - Epoch [43][1000/1253] lr: 1.000e-02, eta: 8:38:08, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9916, top5_acc: 1.0000, loss_cls: 0.0364, loss: 0.0364 2021-10-24 20:52:57,103 - mmaction - INFO - Epoch [43][1100/1253] lr: 1.000e-02, eta: 8:37:04, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0361, loss: 0.0361 2021-10-24 20:54:06,316 - mmaction - INFO - Epoch [43][1200/1253] lr: 1.000e-02, eta: 8:35:59, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9891, top5_acc: 0.9997, loss_cls: 0.0452, loss: 0.0452 2021-10-24 20:55:53,685 - mmaction - INFO - Epoch [44][100/1253] lr: 1.000e-02, eta: 8:33:50, time: 0.707, data_time: 0.020, memory: 10019, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0343, loss: 0.0343 2021-10-24 20:57:02,810 - mmaction - INFO - Epoch [44][200/1253] lr: 1.000e-02, eta: 8:32:46, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 2021-10-24 20:58:11,958 - mmaction - INFO - Epoch [44][300/1253] lr: 1.000e-02, eta: 8:31:41, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0304, loss: 0.0304 2021-10-24 20:59:21,105 - mmaction - INFO - Epoch [44][400/1253] lr: 1.000e-02, eta: 8:30:37, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9966, top5_acc: 0.9997, loss_cls: 0.0245, loss: 0.0245 2021-10-24 21:00:30,259 - mmaction - INFO - Epoch [44][500/1253] lr: 1.000e-02, eta: 8:29:32, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9934, top5_acc: 1.0000, loss_cls: 0.0331, loss: 0.0331 2021-10-24 21:01:39,366 - mmaction - INFO - Epoch [44][600/1253] lr: 1.000e-02, eta: 8:28:27, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 2021-10-24 21:02:48,486 - mmaction - INFO - Epoch [44][700/1253] lr: 1.000e-02, eta: 8:27:23, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 2021-10-24 21:03:57,611 - mmaction - INFO - Epoch [44][800/1253] lr: 1.000e-02, eta: 8:26:18, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 2021-10-24 21:05:06,729 - mmaction - INFO - Epoch [44][900/1253] lr: 1.000e-02, eta: 8:25:13, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 2021-10-24 21:06:15,908 - mmaction - INFO - Epoch [44][1000/1253] lr: 1.000e-02, eta: 8:24:09, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0448, loss: 0.0448 2021-10-24 21:07:25,173 - mmaction - INFO - Epoch [44][1100/1253] lr: 1.000e-02, eta: 8:23:04, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9859, top5_acc: 0.9997, loss_cls: 0.0523, loss: 0.0523 2021-10-24 21:08:34,389 - mmaction - INFO - Epoch [44][1200/1253] lr: 1.000e-02, eta: 8:22:00, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0525, loss: 0.0525 2021-10-24 21:10:21,782 - mmaction - INFO - Epoch [45][100/1253] lr: 1.000e-02, eta: 8:19:52, time: 0.708, data_time: 0.020, memory: 10019, top1_acc: 0.9903, top5_acc: 1.0000, loss_cls: 0.0437, loss: 0.0437 2021-10-24 21:11:30,893 - mmaction - INFO - Epoch [45][200/1253] lr: 1.000e-02, eta: 8:18:48, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0300, loss: 0.0300 2021-10-24 21:12:40,022 - mmaction - INFO - Epoch [45][300/1253] lr: 1.000e-02, eta: 8:17:43, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9972, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2021-10-24 21:13:49,166 - mmaction - INFO - Epoch [45][400/1253] lr: 1.000e-02, eta: 8:16:38, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0376, loss: 0.0376 2021-10-24 21:14:58,305 - mmaction - INFO - Epoch [45][500/1253] lr: 1.000e-02, eta: 8:15:34, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9950, top5_acc: 0.9997, loss_cls: 0.0323, loss: 0.0323 2021-10-24 21:16:07,474 - mmaction - INFO - Epoch [45][600/1253] lr: 1.000e-02, eta: 8:14:29, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0318, loss: 0.0318 2021-10-24 21:17:16,678 - mmaction - INFO - Epoch [45][700/1253] lr: 1.000e-02, eta: 8:13:24, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9953, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 2021-10-24 21:18:25,844 - mmaction - INFO - Epoch [45][800/1253] lr: 1.000e-02, eta: 8:12:20, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 2021-10-24 21:19:35,044 - mmaction - INFO - Epoch [45][900/1253] lr: 1.000e-02, eta: 8:11:15, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 2021-10-24 21:20:46,302 - mmaction - INFO - Epoch [45][1000/1253] lr: 1.000e-02, eta: 8:10:12, time: 0.713, data_time: 0.004, memory: 10019, top1_acc: 0.9966, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 2021-10-24 21:21:55,494 - mmaction - INFO - Epoch [45][1100/1253] lr: 1.000e-02, eta: 8:09:07, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0364, loss: 0.0364 2021-10-24 21:23:04,644 - mmaction - INFO - Epoch [45][1200/1253] lr: 1.000e-02, eta: 8:08:02, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0422, loss: 0.0422 2021-10-24 21:23:40,863 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-10-24 21:25:32,373 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-24 21:25:32,439 - mmaction - INFO - top1_acc 0.8293 top5_acc 0.9644 2021-10-24 21:25:32,443 - mmaction - INFO - Epoch(val) [45][516] top1_acc: 0.8293, top5_acc: 0.9644 2021-10-24 21:26:43,696 - mmaction - INFO - Epoch [46][100/1253] lr: 1.000e-02, eta: 8:05:56, time: 0.709, data_time: 0.021, memory: 10019, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280 2021-10-24 21:27:52,849 - mmaction - INFO - Epoch [46][200/1253] lr: 1.000e-02, eta: 8:04:51, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2021-10-24 21:29:01,998 - mmaction - INFO - Epoch [46][300/1253] lr: 1.000e-02, eta: 8:03:47, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9953, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 2021-10-24 21:30:11,173 - mmaction - INFO - Epoch [46][400/1253] lr: 1.000e-02, eta: 8:02:42, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2021-10-24 21:31:20,336 - mmaction - INFO - Epoch [46][500/1253] lr: 1.000e-02, eta: 8:01:37, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2021-10-24 21:32:29,487 - mmaction - INFO - Epoch [46][600/1253] lr: 1.000e-02, eta: 8:00:33, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299 2021-10-24 21:33:38,636 - mmaction - INFO - Epoch [46][700/1253] lr: 1.000e-02, eta: 7:59:28, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 2021-10-24 21:34:47,850 - mmaction - INFO - Epoch [46][800/1253] lr: 1.000e-02, eta: 7:58:23, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9934, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 2021-10-24 21:35:57,034 - mmaction - INFO - Epoch [46][900/1253] lr: 1.000e-02, eta: 7:57:18, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 2021-10-24 21:37:06,269 - mmaction - INFO - Epoch [46][1000/1253] lr: 1.000e-02, eta: 7:56:14, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9906, top5_acc: 0.9997, loss_cls: 0.0399, loss: 0.0399 2021-10-24 21:38:15,514 - mmaction - INFO - Epoch [46][1100/1253] lr: 1.000e-02, eta: 7:55:09, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9909, top5_acc: 1.0000, loss_cls: 0.0409, loss: 0.0409 2021-10-24 21:39:24,775 - mmaction - INFO - Epoch [46][1200/1253] lr: 1.000e-02, eta: 7:54:04, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9934, top5_acc: 0.9997, loss_cls: 0.0377, loss: 0.0377 2021-10-24 21:41:12,172 - mmaction - INFO - Epoch [47][100/1253] lr: 1.000e-02, eta: 7:51:59, time: 0.708, data_time: 0.020, memory: 10019, top1_acc: 0.9956, top5_acc: 0.9997, loss_cls: 0.0280, loss: 0.0280 2021-10-24 21:42:21,346 - mmaction - INFO - Epoch [47][200/1253] lr: 1.000e-02, eta: 7:50:54, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210 2021-10-24 21:43:30,526 - mmaction - INFO - Epoch [47][300/1253] lr: 1.000e-02, eta: 7:49:49, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 2021-10-24 21:44:39,688 - mmaction - INFO - Epoch [47][400/1253] lr: 1.000e-02, eta: 7:48:45, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2021-10-24 21:45:48,859 - mmaction - INFO - Epoch [47][500/1253] lr: 1.000e-02, eta: 7:47:40, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2021-10-24 21:46:58,685 - mmaction - INFO - Epoch [47][600/1253] lr: 1.000e-02, eta: 7:46:35, time: 0.698, data_time: 0.004, memory: 10019, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183 2021-10-24 21:48:07,794 - mmaction - INFO - Epoch [47][700/1253] lr: 1.000e-02, eta: 7:45:31, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 2021-10-24 21:49:16,938 - mmaction - INFO - Epoch [47][800/1253] lr: 1.000e-02, eta: 7:44:26, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 2021-10-24 21:50:26,081 - mmaction - INFO - Epoch [47][900/1253] lr: 1.000e-02, eta: 7:43:21, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0304, loss: 0.0304 2021-10-24 21:51:35,237 - mmaction - INFO - Epoch [47][1000/1253] lr: 1.000e-02, eta: 7:42:16, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0325, loss: 0.0325 2021-10-24 21:52:44,384 - mmaction - INFO - Epoch [47][1100/1253] lr: 1.000e-02, eta: 7:41:11, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 2021-10-24 21:53:53,490 - mmaction - INFO - Epoch [47][1200/1253] lr: 1.000e-02, eta: 7:40:06, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0397, loss: 0.0397 2021-10-24 21:55:40,865 - mmaction - INFO - Epoch [48][100/1253] lr: 1.000e-02, eta: 7:38:02, time: 0.708, data_time: 0.021, memory: 10019, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 2021-10-24 21:56:50,014 - mmaction - INFO - Epoch [48][200/1253] lr: 1.000e-02, eta: 7:36:57, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 2021-10-24 21:57:59,193 - mmaction - INFO - Epoch [48][300/1253] lr: 1.000e-02, eta: 7:35:52, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 2021-10-24 21:59:08,349 - mmaction - INFO - Epoch [48][400/1253] lr: 1.000e-02, eta: 7:34:47, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185 2021-10-24 22:00:17,509 - mmaction - INFO - Epoch [48][500/1253] lr: 1.000e-02, eta: 7:33:43, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9972, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2021-10-24 22:01:26,616 - mmaction - INFO - Epoch [48][600/1253] lr: 1.000e-02, eta: 7:32:38, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 2021-10-24 22:02:35,761 - mmaction - INFO - Epoch [48][700/1253] lr: 1.000e-02, eta: 7:31:33, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207 2021-10-24 22:03:44,899 - mmaction - INFO - Epoch [48][800/1253] lr: 1.000e-02, eta: 7:30:28, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9928, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340 2021-10-24 22:04:54,059 - mmaction - INFO - Epoch [48][900/1253] lr: 1.000e-02, eta: 7:29:23, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 2021-10-24 22:06:03,214 - mmaction - INFO - Epoch [48][1000/1253] lr: 1.000e-02, eta: 7:28:18, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9953, top5_acc: 0.9997, loss_cls: 0.0313, loss: 0.0313 2021-10-24 22:07:12,361 - mmaction - INFO - Epoch [48][1100/1253] lr: 1.000e-02, eta: 7:27:13, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 2021-10-24 22:08:21,507 - mmaction - INFO - Epoch [48][1200/1253] lr: 1.000e-02, eta: 7:26:08, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0302, loss: 0.0302 2021-10-24 22:08:57,736 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-10-24 22:10:49,550 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-24 22:10:49,622 - mmaction - INFO - top1_acc 0.8213 top5_acc 0.9621 2021-10-24 22:10:49,626 - mmaction - INFO - Epoch(val) [48][516] top1_acc: 0.8213, top5_acc: 0.9621 2021-10-24 22:12:01,374 - mmaction - INFO - Epoch [49][100/1253] lr: 1.000e-02, eta: 7:24:05, time: 0.713, data_time: 0.021, memory: 10019, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2021-10-24 22:13:10,536 - mmaction - INFO - Epoch [49][200/1253] lr: 1.000e-02, eta: 7:23:00, time: 0.692, data_time: 0.005, memory: 10019, top1_acc: 0.9953, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 2021-10-24 22:14:19,735 - mmaction - INFO - Epoch [49][300/1253] lr: 1.000e-02, eta: 7:21:56, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0204, loss: 0.0204 2021-10-24 22:15:28,959 - mmaction - INFO - Epoch [49][400/1253] lr: 1.000e-02, eta: 7:20:51, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271 2021-10-24 22:16:38,177 - mmaction - INFO - Epoch [49][500/1253] lr: 1.000e-02, eta: 7:19:46, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0212, loss: 0.0212 2021-10-24 22:17:47,343 - mmaction - INFO - Epoch [49][600/1253] lr: 1.000e-02, eta: 7:18:41, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9978, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 2021-10-24 22:18:56,447 - mmaction - INFO - Epoch [49][700/1253] lr: 1.000e-02, eta: 7:17:36, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182 2021-10-24 22:20:05,561 - mmaction - INFO - Epoch [49][800/1253] lr: 1.000e-02, eta: 7:16:31, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9972, top5_acc: 1.0000, loss_cls: 0.0203, loss: 0.0203 2021-10-24 22:21:14,690 - mmaction - INFO - Epoch [49][900/1253] lr: 1.000e-02, eta: 7:15:25, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0197, loss: 0.0197 2021-10-24 22:22:23,838 - mmaction - INFO - Epoch [49][1000/1253] lr: 1.000e-02, eta: 7:14:20, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205 2021-10-24 22:23:32,978 - mmaction - INFO - Epoch [49][1100/1253] lr: 1.000e-02, eta: 7:13:15, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 2021-10-24 22:24:42,149 - mmaction - INFO - Epoch [49][1200/1253] lr: 1.000e-02, eta: 7:12:10, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 2021-10-24 22:26:29,583 - mmaction - INFO - Epoch [50][100/1253] lr: 1.000e-02, eta: 7:10:09, time: 0.708, data_time: 0.020, memory: 10019, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 2021-10-24 22:27:38,761 - mmaction - INFO - Epoch [50][200/1253] lr: 1.000e-02, eta: 7:09:04, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0161, loss: 0.0161 2021-10-24 22:28:47,920 - mmaction - INFO - Epoch [50][300/1253] lr: 1.000e-02, eta: 7:07:59, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0193, loss: 0.0193 2021-10-24 22:29:57,058 - mmaction - INFO - Epoch [50][400/1253] lr: 1.000e-02, eta: 7:06:54, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0152, loss: 0.0152 2021-10-24 22:31:06,277 - mmaction - INFO - Epoch [50][500/1253] lr: 1.000e-02, eta: 7:05:49, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 2021-10-24 22:32:15,581 - mmaction - INFO - Epoch [50][600/1253] lr: 1.000e-02, eta: 7:04:44, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 2021-10-24 22:33:24,834 - mmaction - INFO - Epoch [50][700/1253] lr: 1.000e-02, eta: 7:03:38, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0193, loss: 0.0193 2021-10-24 22:34:34,049 - mmaction - INFO - Epoch [50][800/1253] lr: 1.000e-02, eta: 7:02:33, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0176, loss: 0.0176 2021-10-24 22:35:43,202 - mmaction - INFO - Epoch [50][900/1253] lr: 1.000e-02, eta: 7:01:28, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 2021-10-24 22:36:52,366 - mmaction - INFO - Epoch [50][1000/1253] lr: 1.000e-02, eta: 7:00:23, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0289, loss: 0.0289 2021-10-24 22:38:01,519 - mmaction - INFO - Epoch [50][1100/1253] lr: 1.000e-02, eta: 6:59:18, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9947, top5_acc: 0.9994, loss_cls: 0.0322, loss: 0.0322 2021-10-24 22:39:10,711 - mmaction - INFO - Epoch [50][1200/1253] lr: 1.000e-02, eta: 6:58:13, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9978, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2021-10-24 22:40:58,174 - mmaction - INFO - Epoch [51][100/1253] lr: 1.000e-03, eta: 6:56:12, time: 0.708, data_time: 0.021, memory: 10019, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0204, loss: 0.0204 2021-10-24 22:42:07,409 - mmaction - INFO - Epoch [51][200/1253] lr: 1.000e-03, eta: 6:55:07, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0147, loss: 0.0147 2021-10-24 22:43:16,608 - mmaction - INFO - Epoch [51][300/1253] lr: 1.000e-03, eta: 6:54:02, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0126, loss: 0.0126 2021-10-24 22:44:25,753 - mmaction - INFO - Epoch [51][400/1253] lr: 1.000e-03, eta: 6:52:57, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0128, loss: 0.0128 2021-10-24 22:45:34,924 - mmaction - INFO - Epoch [51][500/1253] lr: 1.000e-03, eta: 6:51:52, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0130, loss: 0.0130 2021-10-24 22:46:44,100 - mmaction - INFO - Epoch [51][600/1253] lr: 1.000e-03, eta: 6:50:47, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0128, loss: 0.0128 2021-10-24 22:47:53,266 - mmaction - INFO - Epoch [51][700/1253] lr: 1.000e-03, eta: 6:49:42, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0120, loss: 0.0120 2021-10-24 22:49:02,511 - mmaction - INFO - Epoch [51][800/1253] lr: 1.000e-03, eta: 6:48:36, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 2021-10-24 22:50:11,757 - mmaction - INFO - Epoch [51][900/1253] lr: 1.000e-03, eta: 6:47:31, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 2021-10-24 22:51:21,006 - mmaction - INFO - Epoch [51][1000/1253] lr: 1.000e-03, eta: 6:46:26, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 2021-10-24 22:52:30,216 - mmaction - INFO - Epoch [51][1100/1253] lr: 1.000e-03, eta: 6:45:21, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 2021-10-24 22:53:39,447 - mmaction - INFO - Epoch [51][1200/1253] lr: 1.000e-03, eta: 6:44:16, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0110, loss: 0.0110 2021-10-24 22:54:15,700 - mmaction - INFO - Saving checkpoint at 51 epochs 2021-10-24 22:56:08,301 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-24 22:56:08,372 - mmaction - INFO - top1_acc 0.8384 top5_acc 0.9665 2021-10-24 22:56:09,931 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. 2021-10-24 22:56:09,931 - mmaction - INFO - Best top1_acc is 0.8384 at 51 epoch. 2021-10-24 22:56:09,936 - mmaction - INFO - Epoch(val) [51][516] top1_acc: 0.8384, top5_acc: 0.9665 2021-10-24 22:57:23,210 - mmaction - INFO - Epoch [52][100/1253] lr: 1.000e-03, eta: 6:42:17, time: 0.729, data_time: 0.029, memory: 10019, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0127, loss: 0.0127 2021-10-24 22:58:32,476 - mmaction - INFO - Epoch [52][200/1253] lr: 1.000e-03, eta: 6:41:12, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 2021-10-24 22:59:41,710 - mmaction - INFO - Epoch [52][300/1253] lr: 1.000e-03, eta: 6:40:07, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 2021-10-24 23:00:50,955 - mmaction - INFO - Epoch [52][400/1253] lr: 1.000e-03, eta: 6:39:02, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 2021-10-24 23:02:00,184 - mmaction - INFO - Epoch [52][500/1253] lr: 1.000e-03, eta: 6:37:57, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 2021-10-24 23:03:09,386 - mmaction - INFO - Epoch [52][600/1253] lr: 1.000e-03, eta: 6:36:52, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 2021-10-24 23:04:18,633 - mmaction - INFO - Epoch [52][700/1253] lr: 1.000e-03, eta: 6:35:46, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 2021-10-24 23:05:27,814 - mmaction - INFO - Epoch [52][800/1253] lr: 1.000e-03, eta: 6:34:41, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 2021-10-24 23:06:36,930 - mmaction - INFO - Epoch [52][900/1253] lr: 1.000e-03, eta: 6:33:36, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 2021-10-24 23:07:46,095 - mmaction - INFO - Epoch [52][1000/1253] lr: 1.000e-03, eta: 6:32:31, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 2021-10-24 23:08:55,223 - mmaction - INFO - Epoch [52][1100/1253] lr: 1.000e-03, eta: 6:31:25, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 2021-10-24 23:10:04,382 - mmaction - INFO - Epoch [52][1200/1253] lr: 1.000e-03, eta: 6:30:20, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 2021-10-24 23:11:51,909 - mmaction - INFO - Epoch [53][100/1253] lr: 1.000e-03, eta: 6:28:21, time: 0.709, data_time: 0.022, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 2021-10-24 23:13:01,080 - mmaction - INFO - Epoch [53][200/1253] lr: 1.000e-03, eta: 6:27:16, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 2021-10-24 23:14:10,220 - mmaction - INFO - Epoch [53][300/1253] lr: 1.000e-03, eta: 6:26:11, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 2021-10-24 23:15:19,365 - mmaction - INFO - Epoch [53][400/1253] lr: 1.000e-03, eta: 6:25:06, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 2021-10-24 23:16:28,516 - mmaction - INFO - Epoch [53][500/1253] lr: 1.000e-03, eta: 6:24:00, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 2021-10-24 23:17:37,679 - mmaction - INFO - Epoch [53][600/1253] lr: 1.000e-03, eta: 6:22:55, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 2021-10-24 23:18:46,822 - mmaction - INFO - Epoch [53][700/1253] lr: 1.000e-03, eta: 6:21:50, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 2021-10-24 23:19:55,970 - mmaction - INFO - Epoch [53][800/1253] lr: 1.000e-03, eta: 6:20:44, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 2021-10-24 23:21:05,089 - mmaction - INFO - Epoch [53][900/1253] lr: 1.000e-03, eta: 6:19:39, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 2021-10-24 23:22:14,854 - mmaction - INFO - Epoch [53][1000/1253] lr: 1.000e-03, eta: 6:18:34, time: 0.698, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 2021-10-24 23:23:23,934 - mmaction - INFO - Epoch [53][1100/1253] lr: 1.000e-03, eta: 6:17:29, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 2021-10-24 23:24:33,025 - mmaction - INFO - Epoch [53][1200/1253] lr: 1.000e-03, eta: 6:16:23, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 2021-10-24 23:26:22,961 - mmaction - INFO - Epoch [54][100/1253] lr: 1.000e-03, eta: 6:14:25, time: 0.708, data_time: 0.021, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 2021-10-24 23:27:32,069 - mmaction - INFO - Epoch [54][200/1253] lr: 1.000e-03, eta: 6:13:20, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 2021-10-24 23:28:41,311 - mmaction - INFO - Epoch [54][300/1253] lr: 1.000e-03, eta: 6:12:15, time: 0.692, data_time: 0.005, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 2021-10-24 23:29:50,451 - mmaction - INFO - Epoch [54][400/1253] lr: 1.000e-03, eta: 6:11:09, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 2021-10-24 23:30:59,598 - mmaction - INFO - Epoch [54][500/1253] lr: 1.000e-03, eta: 6:10:04, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 2021-10-24 23:32:08,749 - mmaction - INFO - Epoch [54][600/1253] lr: 1.000e-03, eta: 6:08:59, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 2021-10-24 23:33:17,880 - mmaction - INFO - Epoch [54][700/1253] lr: 1.000e-03, eta: 6:07:53, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-10-24 23:34:27,008 - mmaction - INFO - Epoch [54][800/1253] lr: 1.000e-03, eta: 6:06:48, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 2021-10-24 23:35:36,648 - mmaction - INFO - Epoch [54][900/1253] lr: 1.000e-03, eta: 6:05:43, time: 0.696, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 2021-10-24 23:36:45,814 - mmaction - INFO - Epoch [54][1000/1253] lr: 1.000e-03, eta: 6:04:37, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 2021-10-24 23:37:54,979 - mmaction - INFO - Epoch [54][1100/1253] lr: 1.000e-03, eta: 6:03:32, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 2021-10-24 23:39:04,150 - mmaction - INFO - Epoch [54][1200/1253] lr: 1.000e-03, eta: 6:02:27, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 2021-10-24 23:39:40,382 - mmaction - INFO - Saving checkpoint at 54 epochs 2021-10-24 23:41:36,567 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-24 23:41:36,634 - mmaction - INFO - top1_acc 0.8423 top5_acc 0.9659 2021-10-24 23:41:36,910 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. 2021-10-24 23:41:36,910 - mmaction - INFO - Best top1_acc is 0.8423 at 54 epoch. 2021-10-24 23:41:36,915 - mmaction - INFO - Epoch(val) [54][516] top1_acc: 0.8423, top5_acc: 0.9659 2021-10-24 23:42:48,018 - mmaction - INFO - Epoch [55][100/1253] lr: 1.000e-03, eta: 6:00:30, time: 0.707, data_time: 0.020, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 2021-10-24 23:43:57,061 - mmaction - INFO - Epoch [55][200/1253] lr: 1.000e-03, eta: 5:59:24, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 2021-10-24 23:45:06,115 - mmaction - INFO - Epoch [55][300/1253] lr: 1.000e-03, eta: 5:58:19, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 2021-10-24 23:46:15,238 - mmaction - INFO - Epoch [55][400/1253] lr: 1.000e-03, eta: 5:57:13, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 2021-10-24 23:47:24,374 - mmaction - INFO - Epoch [55][500/1253] lr: 1.000e-03, eta: 5:56:08, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-10-24 23:48:33,528 - mmaction - INFO - Epoch [55][600/1253] lr: 1.000e-03, eta: 5:55:02, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 2021-10-24 23:49:42,664 - mmaction - INFO - Epoch [55][700/1253] lr: 1.000e-03, eta: 5:53:57, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-10-24 23:50:51,831 - mmaction - INFO - Epoch [55][800/1253] lr: 1.000e-03, eta: 5:52:52, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 2021-10-24 23:52:01,062 - mmaction - INFO - Epoch [55][900/1253] lr: 1.000e-03, eta: 5:51:46, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 2021-10-24 23:53:10,299 - mmaction - INFO - Epoch [55][1000/1253] lr: 1.000e-03, eta: 5:50:41, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-10-24 23:54:20,333 - mmaction - INFO - Epoch [55][1100/1253] lr: 1.000e-03, eta: 5:49:36, time: 0.700, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-10-24 23:55:29,513 - mmaction - INFO - Epoch [55][1200/1253] lr: 1.000e-03, eta: 5:48:30, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 2021-10-24 23:57:16,874 - mmaction - INFO - Epoch [56][100/1253] lr: 1.000e-03, eta: 5:46:34, time: 0.708, data_time: 0.020, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-10-24 23:58:26,011 - mmaction - INFO - Epoch [56][200/1253] lr: 1.000e-03, eta: 5:45:29, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-24 23:59:35,108 - mmaction - INFO - Epoch [56][300/1253] lr: 1.000e-03, eta: 5:44:23, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-10-25 00:00:44,226 - mmaction - INFO - Epoch [56][400/1253] lr: 1.000e-03, eta: 5:43:18, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-10-25 00:01:53,356 - mmaction - INFO - Epoch [56][500/1253] lr: 1.000e-03, eta: 5:42:12, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-10-25 00:03:02,487 - mmaction - INFO - Epoch [56][600/1253] lr: 1.000e-03, eta: 5:41:07, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 2021-10-25 00:04:11,666 - mmaction - INFO - Epoch [56][700/1253] lr: 1.000e-03, eta: 5:40:01, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 2021-10-25 00:05:28,572 - mmaction - INFO - Epoch [56][800/1253] lr: 1.000e-03, eta: 5:38:59, time: 0.768, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-10-25 00:06:37,822 - mmaction - INFO - Epoch [56][900/1253] lr: 1.000e-03, eta: 5:37:54, time: 0.694, data_time: 0.007, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-10-25 00:07:46,889 - mmaction - INFO - Epoch [56][1000/1253] lr: 1.000e-03, eta: 5:36:48, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-10-25 00:08:56,035 - mmaction - INFO - Epoch [56][1100/1253] lr: 1.000e-03, eta: 5:35:42, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-10-25 00:10:05,794 - mmaction - INFO - Epoch [56][1200/1253] lr: 1.000e-03, eta: 5:34:37, time: 0.698, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 2021-10-25 00:11:53,869 - mmaction - INFO - Epoch [57][100/1253] lr: 1.000e-03, eta: 5:32:42, time: 0.713, data_time: 0.025, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-10-25 00:13:03,040 - mmaction - INFO - Epoch [57][200/1253] lr: 1.000e-03, eta: 5:31:37, time: 0.692, data_time: 0.005, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-10-25 00:14:16,246 - mmaction - INFO - Epoch [57][300/1253] lr: 1.000e-03, eta: 5:30:33, time: 0.731, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-10-25 00:15:28,587 - mmaction - INFO - Epoch [57][400/1253] lr: 1.000e-03, eta: 5:29:29, time: 0.724, data_time: 0.006, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-25 00:16:37,675 - mmaction - INFO - Epoch [57][500/1253] lr: 1.000e-03, eta: 5:28:23, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-10-25 00:17:46,800 - mmaction - INFO - Epoch [57][600/1253] lr: 1.000e-03, eta: 5:27:17, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-25 00:18:55,972 - mmaction - INFO - Epoch [57][700/1253] lr: 1.000e-03, eta: 5:26:12, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-10-25 00:20:05,138 - mmaction - INFO - Epoch [57][800/1253] lr: 1.000e-03, eta: 5:25:06, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-10-25 00:21:15,747 - mmaction - INFO - Epoch [57][900/1253] lr: 1.000e-03, eta: 5:24:01, time: 0.706, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-10-25 00:22:24,884 - mmaction - INFO - Epoch [57][1000/1253] lr: 1.000e-03, eta: 5:22:56, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-10-25 00:23:33,986 - mmaction - INFO - Epoch [57][1100/1253] lr: 1.000e-03, eta: 5:21:50, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-10-25 00:24:43,104 - mmaction - INFO - Epoch [57][1200/1253] lr: 1.000e-03, eta: 5:20:44, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 2021-10-25 00:25:19,308 - mmaction - INFO - Saving checkpoint at 57 epochs 2021-10-25 00:27:13,704 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-25 00:27:13,776 - mmaction - INFO - top1_acc 0.8413 top5_acc 0.9671 2021-10-25 00:27:13,780 - mmaction - INFO - Epoch(val) [57][516] top1_acc: 0.8413, top5_acc: 0.9671 2021-10-25 00:28:25,047 - mmaction - INFO - Epoch [58][100/1253] lr: 1.000e-03, eta: 5:18:50, time: 0.709, data_time: 0.022, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 2021-10-25 00:29:34,159 - mmaction - INFO - Epoch [58][200/1253] lr: 1.000e-03, eta: 5:17:44, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-10-25 00:30:43,303 - mmaction - INFO - Epoch [58][300/1253] lr: 1.000e-03, eta: 5:16:39, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 2021-10-25 00:31:52,449 - mmaction - INFO - Epoch [58][400/1253] lr: 1.000e-03, eta: 5:15:33, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-10-25 00:33:01,617 - mmaction - INFO - Epoch [58][500/1253] lr: 1.000e-03, eta: 5:14:27, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 00:34:10,757 - mmaction - INFO - Epoch [58][600/1253] lr: 1.000e-03, eta: 5:13:22, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-10-25 00:35:19,905 - mmaction - INFO - Epoch [58][700/1253] lr: 1.000e-03, eta: 5:12:16, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-10-25 00:36:29,140 - mmaction - INFO - Epoch [58][800/1253] lr: 1.000e-03, eta: 5:11:10, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 2021-10-25 00:37:38,349 - mmaction - INFO - Epoch [58][900/1253] lr: 1.000e-03, eta: 5:10:05, time: 0.693, data_time: 0.005, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-10-25 00:38:47,469 - mmaction - INFO - Epoch [58][1000/1253] lr: 1.000e-03, eta: 5:08:59, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 00:39:56,660 - mmaction - INFO - Epoch [58][1100/1253] lr: 1.000e-03, eta: 5:07:53, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 00:41:09,185 - mmaction - INFO - Epoch [58][1200/1253] lr: 1.000e-03, eta: 5:06:49, time: 0.725, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-10-25 00:42:56,668 - mmaction - INFO - Epoch [59][100/1253] lr: 1.000e-03, eta: 5:04:55, time: 0.709, data_time: 0.023, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-10-25 00:44:05,725 - mmaction - INFO - Epoch [59][200/1253] lr: 1.000e-03, eta: 5:03:50, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-10-25 00:45:14,857 - mmaction - INFO - Epoch [59][300/1253] lr: 1.000e-03, eta: 5:02:44, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 2021-10-25 00:46:23,970 - mmaction - INFO - Epoch [59][400/1253] lr: 1.000e-03, eta: 5:01:38, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-10-25 00:47:33,955 - mmaction - INFO - Epoch [59][500/1253] lr: 1.000e-03, eta: 5:00:33, time: 0.700, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 00:48:45,891 - mmaction - INFO - Epoch [59][600/1253] lr: 1.000e-03, eta: 4:59:28, time: 0.719, data_time: 0.005, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 2021-10-25 00:49:55,203 - mmaction - INFO - Epoch [59][700/1253] lr: 1.000e-03, eta: 4:58:23, time: 0.694, data_time: 0.007, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 2021-10-25 00:51:04,348 - mmaction - INFO - Epoch [59][800/1253] lr: 1.000e-03, eta: 4:57:17, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 00:52:13,521 - mmaction - INFO - Epoch [59][900/1253] lr: 1.000e-03, eta: 4:56:11, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 00:53:22,693 - mmaction - INFO - Epoch [59][1000/1253] lr: 1.000e-03, eta: 4:55:05, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 2021-10-25 00:54:33,364 - mmaction - INFO - Epoch [59][1100/1253] lr: 1.000e-03, eta: 4:54:00, time: 0.706, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-10-25 00:55:42,544 - mmaction - INFO - Epoch [59][1200/1253] lr: 1.000e-03, eta: 4:52:54, time: 0.692, data_time: 0.005, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 2021-10-25 00:57:32,306 - mmaction - INFO - Epoch [60][100/1253] lr: 1.000e-03, eta: 4:51:02, time: 0.717, data_time: 0.025, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-10-25 00:58:41,444 - mmaction - INFO - Epoch [60][200/1253] lr: 1.000e-03, eta: 4:49:56, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 00:59:50,613 - mmaction - INFO - Epoch [60][300/1253] lr: 1.000e-03, eta: 4:48:50, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 01:00:59,769 - mmaction - INFO - Epoch [60][400/1253] lr: 1.000e-03, eta: 4:47:44, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-10-25 01:02:08,923 - mmaction - INFO - Epoch [60][500/1253] lr: 1.000e-03, eta: 4:46:39, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 2021-10-25 01:03:18,131 - mmaction - INFO - Epoch [60][600/1253] lr: 1.000e-03, eta: 4:45:33, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 2021-10-25 01:04:27,330 - mmaction - INFO - Epoch [60][700/1253] lr: 1.000e-03, eta: 4:44:27, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 2021-10-25 01:05:36,531 - mmaction - INFO - Epoch [60][800/1253] lr: 1.000e-03, eta: 4:43:21, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 01:06:45,750 - mmaction - INFO - Epoch [60][900/1253] lr: 1.000e-03, eta: 4:42:16, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 2021-10-25 01:07:55,003 - mmaction - INFO - Epoch [60][1000/1253] lr: 1.000e-03, eta: 4:41:10, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-10-25 01:09:04,159 - mmaction - INFO - Epoch [60][1100/1253] lr: 1.000e-03, eta: 4:40:04, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-25 01:10:13,306 - mmaction - INFO - Epoch [60][1200/1253] lr: 1.000e-03, eta: 4:38:58, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 2021-10-25 01:10:49,503 - mmaction - INFO - Saving checkpoint at 60 epochs 2021-10-25 01:12:42,328 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-25 01:12:42,397 - mmaction - INFO - top1_acc 0.8415 top5_acc 0.9668 2021-10-25 01:12:42,401 - mmaction - INFO - Epoch(val) [60][516] top1_acc: 0.8415, top5_acc: 0.9668 2021-10-25 01:13:53,591 - mmaction - INFO - Epoch [61][100/1253] lr: 1.000e-03, eta: 4:37:06, time: 0.708, data_time: 0.021, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-10-25 01:15:02,782 - mmaction - INFO - Epoch [61][200/1253] lr: 1.000e-03, eta: 4:36:00, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 01:16:12,126 - mmaction - INFO - Epoch [61][300/1253] lr: 1.000e-03, eta: 4:34:55, time: 0.693, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 01:17:21,271 - mmaction - INFO - Epoch [61][400/1253] lr: 1.000e-03, eta: 4:33:49, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 01:18:30,413 - mmaction - INFO - Epoch [61][500/1253] lr: 1.000e-03, eta: 4:32:43, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-25 01:19:39,565 - mmaction - INFO - Epoch [61][600/1253] lr: 1.000e-03, eta: 4:31:37, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-25 01:20:48,712 - mmaction - INFO - Epoch [61][700/1253] lr: 1.000e-03, eta: 4:30:31, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0042, loss: 0.0042 2021-10-25 01:21:57,890 - mmaction - INFO - Epoch [61][800/1253] lr: 1.000e-03, eta: 4:29:25, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 2021-10-25 01:23:07,052 - mmaction - INFO - Epoch [61][900/1253] lr: 1.000e-03, eta: 4:28:20, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 2021-10-25 01:24:16,268 - mmaction - INFO - Epoch [61][1000/1253] lr: 1.000e-03, eta: 4:27:14, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0042, loss: 0.0042 2021-10-25 01:25:25,413 - mmaction - INFO - Epoch [61][1100/1253] lr: 1.000e-03, eta: 4:26:08, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 2021-10-25 01:26:34,562 - mmaction - INFO - Epoch [61][1200/1253] lr: 1.000e-03, eta: 4:25:02, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-10-25 01:28:22,015 - mmaction - INFO - Epoch [62][100/1253] lr: 1.000e-03, eta: 4:23:10, time: 0.709, data_time: 0.022, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-10-25 01:29:31,132 - mmaction - INFO - Epoch [62][200/1253] lr: 1.000e-03, eta: 4:22:05, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 2021-10-25 01:30:40,283 - mmaction - INFO - Epoch [62][300/1253] lr: 1.000e-03, eta: 4:20:59, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 01:31:49,441 - mmaction - INFO - Epoch [62][400/1253] lr: 1.000e-03, eta: 4:19:53, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 2021-10-25 01:32:58,596 - mmaction - INFO - Epoch [62][500/1253] lr: 1.000e-03, eta: 4:18:47, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-25 01:34:07,778 - mmaction - INFO - Epoch [62][600/1253] lr: 1.000e-03, eta: 4:17:41, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-10-25 01:35:16,935 - mmaction - INFO - Epoch [62][700/1253] lr: 1.000e-03, eta: 4:16:35, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-25 01:36:26,105 - mmaction - INFO - Epoch [62][800/1253] lr: 1.000e-03, eta: 4:15:30, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 01:37:35,253 - mmaction - INFO - Epoch [62][900/1253] lr: 1.000e-03, eta: 4:14:24, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-25 01:38:44,399 - mmaction - INFO - Epoch [62][1000/1253] lr: 1.000e-03, eta: 4:13:18, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 2021-10-25 01:39:56,913 - mmaction - INFO - Epoch [62][1100/1253] lr: 1.000e-03, eta: 4:12:13, time: 0.725, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 2021-10-25 01:41:05,952 - mmaction - INFO - Epoch [62][1200/1253] lr: 1.000e-03, eta: 4:11:07, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 01:42:53,661 - mmaction - INFO - Epoch [63][100/1253] lr: 1.000e-03, eta: 4:09:16, time: 0.711, data_time: 0.025, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 2021-10-25 01:44:02,769 - mmaction - INFO - Epoch [63][200/1253] lr: 1.000e-03, eta: 4:08:10, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 2021-10-25 01:45:11,832 - mmaction - INFO - Epoch [63][300/1253] lr: 1.000e-03, eta: 4:07:04, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 01:46:20,833 - mmaction - INFO - Epoch [63][400/1253] lr: 1.000e-03, eta: 4:05:58, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 01:47:32,077 - mmaction - INFO - Epoch [63][500/1253] lr: 1.000e-03, eta: 4:04:53, time: 0.712, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 2021-10-25 01:48:41,158 - mmaction - INFO - Epoch [63][600/1253] lr: 1.000e-03, eta: 4:03:47, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-25 01:49:50,279 - mmaction - INFO - Epoch [63][700/1253] lr: 1.000e-03, eta: 4:02:41, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 2021-10-25 01:50:59,392 - mmaction - INFO - Epoch [63][800/1253] lr: 1.000e-03, eta: 4:01:35, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 01:52:08,491 - mmaction - INFO - Epoch [63][900/1253] lr: 1.000e-03, eta: 4:00:29, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 01:53:17,587 - mmaction - INFO - Epoch [63][1000/1253] lr: 1.000e-03, eta: 3:59:23, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 2021-10-25 01:54:26,661 - mmaction - INFO - Epoch [63][1100/1253] lr: 1.000e-03, eta: 3:58:17, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 01:55:35,756 - mmaction - INFO - Epoch [63][1200/1253] lr: 1.000e-03, eta: 3:57:11, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 2021-10-25 01:56:11,949 - mmaction - INFO - Saving checkpoint at 63 epochs 2021-10-25 01:58:04,142 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-25 01:58:04,210 - mmaction - INFO - top1_acc 0.8449 top5_acc 0.9665 2021-10-25 01:58:05,207 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_63.pth. 2021-10-25 01:58:05,208 - mmaction - INFO - Best top1_acc is 0.8449 at 63 epoch. 2021-10-25 01:58:05,212 - mmaction - INFO - Epoch(val) [63][516] top1_acc: 0.8449, top5_acc: 0.9665 2021-10-25 01:59:16,254 - mmaction - INFO - Epoch [64][100/1253] lr: 1.000e-03, eta: 3:55:21, time: 0.707, data_time: 0.021, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 02:00:25,304 - mmaction - INFO - Epoch [64][200/1253] lr: 1.000e-03, eta: 3:54:15, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 02:01:34,485 - mmaction - INFO - Epoch [64][300/1253] lr: 1.000e-03, eta: 3:53:09, time: 0.692, data_time: 0.007, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-25 02:02:43,517 - mmaction - INFO - Epoch [64][400/1253] lr: 1.000e-03, eta: 3:52:03, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 02:03:52,551 - mmaction - INFO - Epoch [64][500/1253] lr: 1.000e-03, eta: 3:50:57, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-25 02:05:01,582 - mmaction - INFO - Epoch [64][600/1253] lr: 1.000e-03, eta: 3:49:51, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 2021-10-25 02:06:10,641 - mmaction - INFO - Epoch [64][700/1253] lr: 1.000e-03, eta: 3:48:45, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 2021-10-25 02:07:19,640 - mmaction - INFO - Epoch [64][800/1253] lr: 1.000e-03, eta: 3:47:39, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 2021-10-25 02:08:28,678 - mmaction - INFO - Epoch [64][900/1253] lr: 1.000e-03, eta: 3:46:33, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 02:09:37,722 - mmaction - INFO - Epoch [64][1000/1253] lr: 1.000e-03, eta: 3:45:27, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 2021-10-25 02:10:46,787 - mmaction - INFO - Epoch [64][1100/1253] lr: 1.000e-03, eta: 3:44:21, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-25 02:11:55,845 - mmaction - INFO - Epoch [64][1200/1253] lr: 1.000e-03, eta: 3:43:15, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 2021-10-25 02:13:43,246 - mmaction - INFO - Epoch [65][100/1253] lr: 1.000e-03, eta: 3:41:25, time: 0.708, data_time: 0.022, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 2021-10-25 02:14:52,278 - mmaction - INFO - Epoch [65][200/1253] lr: 1.000e-03, eta: 3:40:19, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 2021-10-25 02:16:01,273 - mmaction - INFO - Epoch [65][300/1253] lr: 1.000e-03, eta: 3:39:13, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 02:17:10,256 - mmaction - INFO - Epoch [65][400/1253] lr: 1.000e-03, eta: 3:38:07, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 02:18:19,262 - mmaction - INFO - Epoch [65][500/1253] lr: 1.000e-03, eta: 3:37:01, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-10-25 02:19:28,288 - mmaction - INFO - Epoch [65][600/1253] lr: 1.000e-03, eta: 3:35:55, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 02:20:37,342 - mmaction - INFO - Epoch [65][700/1253] lr: 1.000e-03, eta: 3:34:49, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 02:21:46,365 - mmaction - INFO - Epoch [65][800/1253] lr: 1.000e-03, eta: 3:33:43, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 02:22:55,361 - mmaction - INFO - Epoch [65][900/1253] lr: 1.000e-03, eta: 3:32:37, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-10-25 02:24:04,377 - mmaction - INFO - Epoch [65][1000/1253] lr: 1.000e-03, eta: 3:31:31, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 02:25:13,383 - mmaction - INFO - Epoch [65][1100/1253] lr: 1.000e-03, eta: 3:30:25, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 2021-10-25 02:26:22,375 - mmaction - INFO - Epoch [65][1200/1253] lr: 1.000e-03, eta: 3:29:19, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 2021-10-25 02:28:09,609 - mmaction - INFO - Epoch [66][100/1253] lr: 1.000e-03, eta: 3:27:30, time: 0.707, data_time: 0.021, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-10-25 02:29:18,661 - mmaction - INFO - Epoch [66][200/1253] lr: 1.000e-03, eta: 3:26:24, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 2021-10-25 02:30:27,722 - mmaction - INFO - Epoch [66][300/1253] lr: 1.000e-03, eta: 3:25:18, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 02:31:36,787 - mmaction - INFO - Epoch [66][400/1253] lr: 1.000e-03, eta: 3:24:12, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 02:32:45,869 - mmaction - INFO - Epoch [66][500/1253] lr: 1.000e-03, eta: 3:23:05, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 02:33:54,876 - mmaction - INFO - Epoch [66][600/1253] lr: 1.000e-03, eta: 3:21:59, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 02:35:03,903 - mmaction - INFO - Epoch [66][700/1253] lr: 1.000e-03, eta: 3:20:53, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 2021-10-25 02:36:12,949 - mmaction - INFO - Epoch [66][800/1253] lr: 1.000e-03, eta: 3:19:47, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 2021-10-25 02:37:21,978 - mmaction - INFO - Epoch [66][900/1253] lr: 1.000e-03, eta: 3:18:41, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 02:38:31,007 - mmaction - INFO - Epoch [66][1000/1253] lr: 1.000e-03, eta: 3:17:35, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0042, loss: 0.0042 2021-10-25 02:39:40,047 - mmaction - INFO - Epoch [66][1100/1253] lr: 1.000e-03, eta: 3:16:29, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 2021-10-25 02:40:49,031 - mmaction - INFO - Epoch [66][1200/1253] lr: 1.000e-03, eta: 3:15:23, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 2021-10-25 02:41:25,164 - mmaction - INFO - Saving checkpoint at 66 epochs 2021-10-25 02:43:17,207 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-25 02:43:17,276 - mmaction - INFO - top1_acc 0.8455 top5_acc 0.9671 2021-10-25 02:43:17,378 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. 2021-10-25 02:43:17,379 - mmaction - INFO - Best top1_acc is 0.8455 at 66 epoch. 2021-10-25 02:43:17,383 - mmaction - INFO - Epoch(val) [66][516] top1_acc: 0.8455, top5_acc: 0.9671 2021-10-25 02:44:28,568 - mmaction - INFO - Epoch [67][100/1253] lr: 1.000e-03, eta: 3:13:34, time: 0.708, data_time: 0.020, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 2021-10-25 02:45:37,736 - mmaction - INFO - Epoch [67][200/1253] lr: 1.000e-03, eta: 3:12:28, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 02:46:46,889 - mmaction - INFO - Epoch [67][300/1253] lr: 1.000e-03, eta: 3:11:22, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 02:47:56,070 - mmaction - INFO - Epoch [67][400/1253] lr: 1.000e-03, eta: 3:10:16, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 2021-10-25 02:49:05,230 - mmaction - INFO - Epoch [67][500/1253] lr: 1.000e-03, eta: 3:09:10, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-25 02:50:14,364 - mmaction - INFO - Epoch [67][600/1253] lr: 1.000e-03, eta: 3:08:04, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 2021-10-25 02:51:23,442 - mmaction - INFO - Epoch [67][700/1253] lr: 1.000e-03, eta: 3:06:58, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 2021-10-25 02:52:32,492 - mmaction - INFO - Epoch [67][800/1253] lr: 1.000e-03, eta: 3:05:52, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 02:53:41,522 - mmaction - INFO - Epoch [67][900/1253] lr: 1.000e-03, eta: 3:04:46, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-25 02:54:50,512 - mmaction - INFO - Epoch [67][1000/1253] lr: 1.000e-03, eta: 3:03:39, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 2021-10-25 02:55:59,562 - mmaction - INFO - Epoch [67][1100/1253] lr: 1.000e-03, eta: 3:02:33, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 02:57:08,653 - mmaction - INFO - Epoch [67][1200/1253] lr: 1.000e-03, eta: 3:01:27, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 02:58:55,957 - mmaction - INFO - Epoch [68][100/1253] lr: 1.000e-03, eta: 2:59:39, time: 0.707, data_time: 0.020, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 03:00:05,077 - mmaction - INFO - Epoch [68][200/1253] lr: 1.000e-03, eta: 2:58:33, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 2021-10-25 03:01:14,201 - mmaction - INFO - Epoch [68][300/1253] lr: 1.000e-03, eta: 2:57:27, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 03:02:23,299 - mmaction - INFO - Epoch [68][400/1253] lr: 1.000e-03, eta: 2:56:21, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 2021-10-25 03:03:32,389 - mmaction - INFO - Epoch [68][500/1253] lr: 1.000e-03, eta: 2:55:15, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 2021-10-25 03:04:41,479 - mmaction - INFO - Epoch [68][600/1253] lr: 1.000e-03, eta: 2:54:09, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-10-25 03:05:50,553 - mmaction - INFO - Epoch [68][700/1253] lr: 1.000e-03, eta: 2:53:02, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 2021-10-25 03:06:59,610 - mmaction - INFO - Epoch [68][800/1253] lr: 1.000e-03, eta: 2:51:56, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 03:08:08,687 - mmaction - INFO - Epoch [68][900/1253] lr: 1.000e-03, eta: 2:50:50, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 03:09:17,753 - mmaction - INFO - Epoch [68][1000/1253] lr: 1.000e-03, eta: 2:49:44, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 2021-10-25 03:10:26,820 - mmaction - INFO - Epoch [68][1100/1253] lr: 1.000e-03, eta: 2:48:38, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 2021-10-25 03:11:35,874 - mmaction - INFO - Epoch [68][1200/1253] lr: 1.000e-03, eta: 2:47:32, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 2021-10-25 03:13:23,124 - mmaction - INFO - Epoch [69][100/1253] lr: 1.000e-03, eta: 2:45:44, time: 0.707, data_time: 0.020, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 2021-10-25 03:14:32,162 - mmaction - INFO - Epoch [69][200/1253] lr: 1.000e-03, eta: 2:44:38, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 03:15:41,218 - mmaction - INFO - Epoch [69][300/1253] lr: 1.000e-03, eta: 2:43:32, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 03:16:50,290 - mmaction - INFO - Epoch [69][400/1253] lr: 1.000e-03, eta: 2:42:26, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 03:17:59,374 - mmaction - INFO - Epoch [69][500/1253] lr: 1.000e-03, eta: 2:41:20, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 03:19:08,475 - mmaction - INFO - Epoch [69][600/1253] lr: 1.000e-03, eta: 2:40:13, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 03:20:17,571 - mmaction - INFO - Epoch [69][700/1253] lr: 1.000e-03, eta: 2:39:07, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 03:21:26,622 - mmaction - INFO - Epoch [69][800/1253] lr: 1.000e-03, eta: 2:38:01, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 2021-10-25 03:22:35,682 - mmaction - INFO - Epoch [69][900/1253] lr: 1.000e-03, eta: 2:36:55, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-25 03:23:44,765 - mmaction - INFO - Epoch [69][1000/1253] lr: 1.000e-03, eta: 2:35:49, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 03:24:53,818 - mmaction - INFO - Epoch [69][1100/1253] lr: 1.000e-03, eta: 2:34:42, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 2021-10-25 03:26:02,898 - mmaction - INFO - Epoch [69][1200/1253] lr: 1.000e-03, eta: 2:33:36, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 2021-10-25 03:26:39,083 - mmaction - INFO - Saving checkpoint at 69 epochs 2021-10-25 03:28:30,479 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-25 03:28:30,543 - mmaction - INFO - top1_acc 0.8447 top5_acc 0.9665 2021-10-25 03:28:30,547 - mmaction - INFO - Epoch(val) [69][516] top1_acc: 0.8447, top5_acc: 0.9665 2021-10-25 03:29:41,534 - mmaction - INFO - Epoch [70][100/1253] lr: 1.000e-03, eta: 2:31:49, time: 0.706, data_time: 0.020, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 2021-10-25 03:30:50,508 - mmaction - INFO - Epoch [70][200/1253] lr: 1.000e-03, eta: 2:30:43, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 03:31:59,454 - mmaction - INFO - Epoch [70][300/1253] lr: 1.000e-03, eta: 2:29:37, time: 0.689, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 03:33:08,436 - mmaction - INFO - Epoch [70][400/1253] lr: 1.000e-03, eta: 2:28:31, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 2021-10-25 03:34:17,429 - mmaction - INFO - Epoch [70][500/1253] lr: 1.000e-03, eta: 2:27:25, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-10-25 03:35:26,412 - mmaction - INFO - Epoch [70][600/1253] lr: 1.000e-03, eta: 2:26:18, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 03:36:35,397 - mmaction - INFO - Epoch [70][700/1253] lr: 1.000e-03, eta: 2:25:12, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 03:37:44,380 - mmaction - INFO - Epoch [70][800/1253] lr: 1.000e-03, eta: 2:24:06, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 2021-10-25 03:38:53,402 - mmaction - INFO - Epoch [70][900/1253] lr: 1.000e-03, eta: 2:23:00, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 2021-10-25 03:40:02,393 - mmaction - INFO - Epoch [70][1000/1253] lr: 1.000e-03, eta: 2:21:53, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 03:41:11,420 - mmaction - INFO - Epoch [70][1100/1253] lr: 1.000e-03, eta: 2:20:47, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 03:42:20,415 - mmaction - INFO - Epoch [70][1200/1253] lr: 1.000e-03, eta: 2:19:41, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 03:44:07,554 - mmaction - INFO - Epoch [71][100/1253] lr: 1.000e-03, eta: 2:17:54, time: 0.706, data_time: 0.020, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 2021-10-25 03:45:16,514 - mmaction - INFO - Epoch [71][200/1253] lr: 1.000e-03, eta: 2:16:48, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 2021-10-25 03:46:25,511 - mmaction - INFO - Epoch [71][300/1253] lr: 1.000e-03, eta: 2:15:42, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 03:47:34,498 - mmaction - INFO - Epoch [71][400/1253] lr: 1.000e-03, eta: 2:14:36, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 2021-10-25 03:48:43,529 - mmaction - INFO - Epoch [71][500/1253] lr: 1.000e-03, eta: 2:13:30, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-10-25 03:49:52,528 - mmaction - INFO - Epoch [71][600/1253] lr: 1.000e-03, eta: 2:12:23, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 2021-10-25 03:51:01,526 - mmaction - INFO - Epoch [71][700/1253] lr: 1.000e-03, eta: 2:11:17, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 03:52:10,521 - mmaction - INFO - Epoch [71][800/1253] lr: 1.000e-03, eta: 2:10:11, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 03:53:19,518 - mmaction - INFO - Epoch [71][900/1253] lr: 1.000e-03, eta: 2:09:04, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 03:54:28,575 - mmaction - INFO - Epoch [71][1000/1253] lr: 1.000e-03, eta: 2:07:58, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 2021-10-25 03:55:37,621 - mmaction - INFO - Epoch [71][1100/1253] lr: 1.000e-03, eta: 2:06:52, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 03:56:46,647 - mmaction - INFO - Epoch [71][1200/1253] lr: 1.000e-03, eta: 2:05:46, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 2021-10-25 03:58:33,760 - mmaction - INFO - Epoch [72][100/1253] lr: 1.000e-03, eta: 2:04:00, time: 0.706, data_time: 0.020, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 2021-10-25 03:59:42,772 - mmaction - INFO - Epoch [72][200/1253] lr: 1.000e-03, eta: 2:02:53, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 04:00:51,751 - mmaction - INFO - Epoch [72][300/1253] lr: 1.000e-03, eta: 2:01:47, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 2021-10-25 04:02:00,720 - mmaction - INFO - Epoch [72][400/1253] lr: 1.000e-03, eta: 2:00:41, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0040, loss: 0.0040 2021-10-25 04:03:09,696 - mmaction - INFO - Epoch [72][500/1253] lr: 1.000e-03, eta: 1:59:35, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-25 04:04:18,696 - mmaction - INFO - Epoch [72][600/1253] lr: 1.000e-03, eta: 1:58:28, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 04:05:27,684 - mmaction - INFO - Epoch [72][700/1253] lr: 1.000e-03, eta: 1:57:22, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 2021-10-25 04:06:36,691 - mmaction - INFO - Epoch [72][800/1253] lr: 1.000e-03, eta: 1:56:16, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 2021-10-25 04:07:45,684 - mmaction - INFO - Epoch [72][900/1253] lr: 1.000e-03, eta: 1:55:09, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 2021-10-25 04:08:54,668 - mmaction - INFO - Epoch [72][1000/1253] lr: 1.000e-03, eta: 1:54:03, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 2021-10-25 04:10:03,649 - mmaction - INFO - Epoch [72][1100/1253] lr: 1.000e-03, eta: 1:52:57, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 04:11:12,611 - mmaction - INFO - Epoch [72][1200/1253] lr: 1.000e-03, eta: 1:51:50, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 2021-10-25 04:11:48,778 - mmaction - INFO - Saving checkpoint at 72 epochs 2021-10-25 04:13:41,685 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-25 04:13:41,752 - mmaction - INFO - top1_acc 0.8461 top5_acc 0.9668 2021-10-25 04:13:42,088 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_72.pth. 2021-10-25 04:13:42,089 - mmaction - INFO - Best top1_acc is 0.8461 at 72 epoch. 2021-10-25 04:13:42,093 - mmaction - INFO - Epoch(val) [72][516] top1_acc: 0.8461, top5_acc: 0.9668 2021-10-25 04:14:54,024 - mmaction - INFO - Epoch [73][100/1253] lr: 1.000e-03, eta: 1:50:05, time: 0.716, data_time: 0.020, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 2021-10-25 04:16:03,013 - mmaction - INFO - Epoch [73][200/1253] lr: 1.000e-03, eta: 1:48:59, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 2021-10-25 04:17:11,984 - mmaction - INFO - Epoch [73][300/1253] lr: 1.000e-03, eta: 1:47:53, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 2021-10-25 04:18:20,989 - mmaction - INFO - Epoch [73][400/1253] lr: 1.000e-03, eta: 1:46:46, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 2021-10-25 04:19:30,004 - mmaction - INFO - Epoch [73][500/1253] lr: 1.000e-03, eta: 1:45:40, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 04:20:39,037 - mmaction - INFO - Epoch [73][600/1253] lr: 1.000e-03, eta: 1:44:34, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 04:21:48,093 - mmaction - INFO - Epoch [73][700/1253] lr: 1.000e-03, eta: 1:43:27, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 04:22:57,167 - mmaction - INFO - Epoch [73][800/1253] lr: 1.000e-03, eta: 1:42:21, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 04:24:06,230 - mmaction - INFO - Epoch [73][900/1253] lr: 1.000e-03, eta: 1:41:15, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 2021-10-25 04:25:15,287 - mmaction - INFO - Epoch [73][1000/1253] lr: 1.000e-03, eta: 1:40:08, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 2021-10-25 04:26:24,359 - mmaction - INFO - Epoch [73][1100/1253] lr: 1.000e-03, eta: 1:39:02, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 04:27:33,450 - mmaction - INFO - Epoch [73][1200/1253] lr: 1.000e-03, eta: 1:37:56, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 2021-10-25 04:29:20,652 - mmaction - INFO - Epoch [74][100/1253] lr: 1.000e-03, eta: 1:36:11, time: 0.706, data_time: 0.020, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0040, loss: 0.0040 2021-10-25 04:30:29,677 - mmaction - INFO - Epoch [74][200/1253] lr: 1.000e-03, eta: 1:35:05, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0042, loss: 0.0042 2021-10-25 04:31:38,768 - mmaction - INFO - Epoch [74][300/1253] lr: 1.000e-03, eta: 1:33:58, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 04:32:47,848 - mmaction - INFO - Epoch [74][400/1253] lr: 1.000e-03, eta: 1:32:52, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 2021-10-25 04:33:56,922 - mmaction - INFO - Epoch [74][500/1253] lr: 1.000e-03, eta: 1:31:46, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 04:35:06,032 - mmaction - INFO - Epoch [74][600/1253] lr: 1.000e-03, eta: 1:30:39, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 04:36:15,191 - mmaction - INFO - Epoch [74][700/1253] lr: 1.000e-03, eta: 1:29:33, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 2021-10-25 04:37:24,378 - mmaction - INFO - Epoch [74][800/1253] lr: 1.000e-03, eta: 1:28:26, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 04:38:33,535 - mmaction - INFO - Epoch [74][900/1253] lr: 1.000e-03, eta: 1:27:20, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 2021-10-25 04:39:42,693 - mmaction - INFO - Epoch [74][1000/1253] lr: 1.000e-03, eta: 1:26:14, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0042, loss: 0.0042 2021-10-25 04:40:51,829 - mmaction - INFO - Epoch [74][1100/1253] lr: 1.000e-03, eta: 1:25:07, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 04:42:00,956 - mmaction - INFO - Epoch [74][1200/1253] lr: 1.000e-03, eta: 1:24:01, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 2021-10-25 04:43:48,234 - mmaction - INFO - Epoch [75][100/1253] lr: 1.000e-03, eta: 1:22:17, time: 0.707, data_time: 0.020, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0042, loss: 0.0042 2021-10-25 04:44:57,324 - mmaction - INFO - Epoch [75][200/1253] lr: 1.000e-03, eta: 1:21:10, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-25 04:46:06,433 - mmaction - INFO - Epoch [75][300/1253] lr: 1.000e-03, eta: 1:20:04, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 04:47:15,513 - mmaction - INFO - Epoch [75][400/1253] lr: 1.000e-03, eta: 1:18:58, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 2021-10-25 04:48:24,581 - mmaction - INFO - Epoch [75][500/1253] lr: 1.000e-03, eta: 1:17:51, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 04:49:33,650 - mmaction - INFO - Epoch [75][600/1253] lr: 1.000e-03, eta: 1:16:45, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 04:50:42,718 - mmaction - INFO - Epoch [75][700/1253] lr: 1.000e-03, eta: 1:15:38, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 04:51:51,821 - mmaction - INFO - Epoch [75][800/1253] lr: 1.000e-03, eta: 1:14:32, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 04:53:00,891 - mmaction - INFO - Epoch [75][900/1253] lr: 1.000e-03, eta: 1:13:26, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 04:54:09,957 - mmaction - INFO - Epoch [75][1000/1253] lr: 1.000e-03, eta: 1:12:19, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 04:55:18,984 - mmaction - INFO - Epoch [75][1100/1253] lr: 1.000e-03, eta: 1:11:13, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 04:56:27,996 - mmaction - INFO - Epoch [75][1200/1253] lr: 1.000e-03, eta: 1:10:06, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 2021-10-25 04:57:04,132 - mmaction - INFO - Saving checkpoint at 75 epochs 2021-10-25 04:58:55,284 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-25 04:58:55,350 - mmaction - INFO - top1_acc 0.8451 top5_acc 0.9669 2021-10-25 04:58:55,353 - mmaction - INFO - Epoch(val) [75][516] top1_acc: 0.8451, top5_acc: 0.9669 2021-10-25 05:00:06,358 - mmaction - INFO - Epoch [76][100/1253] lr: 1.000e-03, eta: 1:08:22, time: 0.706, data_time: 0.020, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 2021-10-25 05:01:15,384 - mmaction - INFO - Epoch [76][200/1253] lr: 1.000e-03, eta: 1:07:16, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 2021-10-25 05:02:24,395 - mmaction - INFO - Epoch [76][300/1253] lr: 1.000e-03, eta: 1:06:10, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 2021-10-25 05:03:35,990 - mmaction - INFO - Epoch [76][400/1253] lr: 1.000e-03, eta: 1:05:03, time: 0.716, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 2021-10-25 05:04:45,009 - mmaction - INFO - Epoch [76][500/1253] lr: 1.000e-03, eta: 1:03:57, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 2021-10-25 05:05:54,101 - mmaction - INFO - Epoch [76][600/1253] lr: 1.000e-03, eta: 1:02:51, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 2021-10-25 05:07:03,246 - mmaction - INFO - Epoch [76][700/1253] lr: 1.000e-03, eta: 1:01:44, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 2021-10-25 05:08:12,368 - mmaction - INFO - Epoch [76][800/1253] lr: 1.000e-03, eta: 1:00:38, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 2021-10-25 05:09:21,529 - mmaction - INFO - Epoch [76][900/1253] lr: 1.000e-03, eta: 0:59:31, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 2021-10-25 05:10:30,691 - mmaction - INFO - Epoch [76][1000/1253] lr: 1.000e-03, eta: 0:58:25, time: 0.692, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 2021-10-25 05:11:39,826 - mmaction - INFO - Epoch [76][1100/1253] lr: 1.000e-03, eta: 0:57:18, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 2021-10-25 05:12:48,916 - mmaction - INFO - Epoch [76][1200/1253] lr: 1.000e-03, eta: 0:56:12, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0041, loss: 0.0041 2021-10-25 05:14:36,051 - mmaction - INFO - Epoch [77][100/1253] lr: 1.000e-03, eta: 0:54:29, time: 0.706, data_time: 0.020, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 2021-10-25 05:15:45,044 - mmaction - INFO - Epoch [77][200/1253] lr: 1.000e-03, eta: 0:53:22, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0042, loss: 0.0042 2021-10-25 05:16:54,077 - mmaction - INFO - Epoch [77][300/1253] lr: 1.000e-03, eta: 0:52:16, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 2021-10-25 05:18:03,072 - mmaction - INFO - Epoch [77][400/1253] lr: 1.000e-03, eta: 0:51:09, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0040, loss: 0.0040 2021-10-25 05:19:12,103 - mmaction - INFO - Epoch [77][500/1253] lr: 1.000e-03, eta: 0:50:03, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 05:20:21,100 - mmaction - INFO - Epoch [77][600/1253] lr: 1.000e-03, eta: 0:48:56, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0037, loss: 0.0037 2021-10-25 05:21:30,077 - mmaction - INFO - Epoch [77][700/1253] lr: 1.000e-03, eta: 0:47:50, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 05:22:39,066 - mmaction - INFO - Epoch [77][800/1253] lr: 1.000e-03, eta: 0:46:43, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 2021-10-25 05:23:48,054 - mmaction - INFO - Epoch [77][900/1253] lr: 1.000e-03, eta: 0:45:37, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 2021-10-25 05:24:57,070 - mmaction - INFO - Epoch [77][1000/1253] lr: 1.000e-03, eta: 0:44:30, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 2021-10-25 05:26:06,052 - mmaction - INFO - Epoch [77][1100/1253] lr: 1.000e-03, eta: 0:43:24, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 05:27:15,057 - mmaction - INFO - Epoch [77][1200/1253] lr: 1.000e-03, eta: 0:42:18, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 05:29:02,198 - mmaction - INFO - Epoch [78][100/1253] lr: 1.000e-03, eta: 0:40:34, time: 0.706, data_time: 0.020, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 2021-10-25 05:30:11,171 - mmaction - INFO - Epoch [78][200/1253] lr: 1.000e-03, eta: 0:39:28, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 2021-10-25 05:31:20,162 - mmaction - INFO - Epoch [78][300/1253] lr: 1.000e-03, eta: 0:38:22, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0040, loss: 0.0040 2021-10-25 05:32:29,150 - mmaction - INFO - Epoch [78][400/1253] lr: 1.000e-03, eta: 0:37:15, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 2021-10-25 05:33:38,136 - mmaction - INFO - Epoch [78][500/1253] lr: 1.000e-03, eta: 0:36:09, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0040, loss: 0.0040 2021-10-25 05:34:47,116 - mmaction - INFO - Epoch [78][600/1253] lr: 1.000e-03, eta: 0:35:02, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 05:35:56,103 - mmaction - INFO - Epoch [78][700/1253] lr: 1.000e-03, eta: 0:33:56, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 2021-10-25 05:37:05,110 - mmaction - INFO - Epoch [78][800/1253] lr: 1.000e-03, eta: 0:32:49, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 05:38:14,124 - mmaction - INFO - Epoch [78][900/1253] lr: 1.000e-03, eta: 0:31:43, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-25 05:39:23,120 - mmaction - INFO - Epoch [78][1000/1253] lr: 1.000e-03, eta: 0:30:36, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 2021-10-25 05:40:32,114 - mmaction - INFO - Epoch [78][1100/1253] lr: 1.000e-03, eta: 0:29:30, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 2021-10-25 05:41:41,104 - mmaction - INFO - Epoch [78][1200/1253] lr: 1.000e-03, eta: 0:28:23, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 2021-10-25 05:42:17,242 - mmaction - INFO - Saving checkpoint at 78 epochs 2021-10-25 05:44:08,696 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-10-25 05:44:08,764 - mmaction - INFO - top1_acc 0.8443 top5_acc 0.9669 2021-10-25 05:44:08,769 - mmaction - INFO - Epoch(val) [78][516] top1_acc: 0.8443, top5_acc: 0.9669 2021-10-25 05:45:19,832 - mmaction - INFO - Epoch [79][100/1253] lr: 1.000e-03, eta: 0:26:41, time: 0.707, data_time: 0.020, memory: 10019, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 05:46:28,905 - mmaction - INFO - Epoch [79][200/1253] lr: 1.000e-03, eta: 0:25:34, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0037, loss: 0.0037 2021-10-25 05:47:37,977 - mmaction - INFO - Epoch [79][300/1253] lr: 1.000e-03, eta: 0:24:28, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0041, loss: 0.0041 2021-10-25 05:48:47,096 - mmaction - INFO - Epoch [79][400/1253] lr: 1.000e-03, eta: 0:23:21, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0042, loss: 0.0042 2021-10-25 05:49:56,169 - mmaction - INFO - Epoch [79][500/1253] lr: 1.000e-03, eta: 0:22:15, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 2021-10-25 05:51:05,233 - mmaction - INFO - Epoch [79][600/1253] lr: 1.000e-03, eta: 0:21:08, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 05:52:14,278 - mmaction - INFO - Epoch [79][700/1253] lr: 1.000e-03, eta: 0:20:02, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 2021-10-25 05:53:23,344 - mmaction - INFO - Epoch [79][800/1253] lr: 1.000e-03, eta: 0:18:55, time: 0.691, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 2021-10-25 05:54:32,394 - mmaction - INFO - Epoch [79][900/1253] lr: 1.000e-03, eta: 0:17:49, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 05:55:41,421 - mmaction - INFO - Epoch [79][1000/1253] lr: 1.000e-03, eta: 0:16:42, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0042, loss: 0.0042 2021-10-25 05:56:50,454 - mmaction - INFO - Epoch [79][1100/1253] lr: 1.000e-03, eta: 0:15:35, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 2021-10-25 05:57:59,494 - mmaction - INFO - Epoch [79][1200/1253] lr: 1.000e-03, eta: 0:14:29, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 2021-10-25 05:59:46,754 - mmaction - INFO - Epoch [80][100/1253] lr: 1.000e-03, eta: 0:12:47, time: 0.707, data_time: 0.020, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0039, loss: 0.0039 2021-10-25 06:01:03,426 - mmaction - INFO - Epoch [80][200/1253] lr: 1.000e-03, eta: 0:11:40, time: 0.765, data_time: 0.007, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0042, loss: 0.0042 2021-10-25 06:02:12,701 - mmaction - INFO - Epoch [80][300/1253] lr: 1.000e-03, eta: 0:10:34, time: 0.694, data_time: 0.008, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 2021-10-25 06:03:21,740 - mmaction - INFO - Epoch [80][400/1253] lr: 1.000e-03, eta: 0:09:27, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 2021-10-25 06:04:30,751 - mmaction - INFO - Epoch [80][500/1253] lr: 1.000e-03, eta: 0:08:21, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 06:05:39,770 - mmaction - INFO - Epoch [80][600/1253] lr: 1.000e-03, eta: 0:07:14, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 06:06:48,735 - mmaction - INFO - Epoch [80][700/1253] lr: 1.000e-03, eta: 0:06:08, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 2021-10-25 06:07:57,744 - mmaction - INFO - Epoch [80][800/1253] lr: 1.000e-03, eta: 0:05:01, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0041, loss: 0.0041 2021-10-25 06:09:06,727 - mmaction - INFO - Epoch [80][900/1253] lr: 1.000e-03, eta: 0:03:54, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0042, loss: 0.0042 2021-10-25 06:10:15,700 - mmaction - INFO - Epoch [80][1000/1253] lr: 1.000e-03, eta: 0:02:48, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0042, loss: 0.0042 2021-10-25 06:11:24,689 - mmaction - INFO - Epoch [80][1100/1253] lr: 1.000e-03, eta: 0:01:41, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 2021-10-25 06:12:33,705 - mmaction - INFO - Epoch [80][1200/1253] lr: 1.000e-03, eta: 0:00:35, time: 0.690, data_time: 0.004, memory: 10019, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 2021-10-25 06:13:09,842 - mmaction - INFO - Saving checkpoint at 80 epochs