2021-05-05 22:23:49,827 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - 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_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -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-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -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, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.2.6 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.13.0+eb4c4b5 ------------------------------------------------------------ 2021-05-05 22:23:49,829 - mmaction - INFO - Distributed training: True 2021-05-05 22:23:49,829 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/configs/jester/jester_tsm.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNetTSM', pretrained='torchvision://resnet50', depth=50, norm_eval=False, shift_div=8), cls_head=dict( type='TSMHead', num_classes=27, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.001, is_shift=True), # model training and testing settings train_cfg=None, test_cfg=dict(average_clips='prob')) optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.01, # this lr is used for 8 gpus momentum=0.9, weight_decay=0.0005) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 checkpoint_config = dict(interval=1) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] # dataset settings dataset_type = 'RawframeDataset' data_root = '/mnt/cache/duanhaodong/DATAshare/jester/20bn-jester-v1' ann_file_train = 'data/jester/jester_train.txt' ann_file_val = 'data/jester/jester_val.txt' jester_flip_label_map = {0: 1, 1: 0, 6: 7, 7: 6} img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) train_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='RawFrameDecode'), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5, flip_label_map=jester_flip_label_map), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=8, workers_per_gpu=3, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, filename_tmpl='{:05}.jpg', pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root, filename_tmpl='{:05}.jpg', pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root, filename_tmpl='{:05}.jpg', pipeline=test_pipeline)) evaluation = dict( interval=2, metrics=['top_k_accuracy', 'mean_class_accuracy']) # runtime settings work_dir = './work_dirs/jester_tsm/' 2021-05-05 22:23:55,943 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-05-05 22:23:57,607 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-40-70, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/jester_tsm 2021-05-05 22:23:57,608 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-05-05 22:26:53,862 - mmaction - INFO - Epoch [1][20/1853] lr: 1.000e-02, eta: 9 days, 10:41:08, time: 8.810, data_time: 6.493, memory: 7064, top1_acc: 0.0539, top5_acc: 0.2086, loss_cls: 4.2529, loss: 4.2529, grad_norm: 6.7057 2021-05-05 22:27:05,013 - mmaction - INFO - Epoch [1][40/1853] lr: 1.000e-02, eta: 5 days, 0:29:31, time: 0.558, data_time: 0.005, memory: 7064, top1_acc: 0.0539, top5_acc: 0.2062, loss_cls: 4.1808, loss: 4.1808, grad_norm: 5.3299 2021-05-05 22:27:16,195 - mmaction - INFO - Epoch [1][60/1853] lr: 1.000e-02, eta: 3 days, 13:06:05, time: 0.559, data_time: 0.004, memory: 7064, top1_acc: 0.0445, top5_acc: 0.2008, loss_cls: 3.4209, loss: 3.4209, grad_norm: 1.5646 2021-05-05 22:27:27,354 - mmaction - INFO - Epoch [1][80/1853] lr: 1.000e-02, eta: 2 days, 19:24:04, time: 0.558, data_time: 0.005, memory: 7064, top1_acc: 0.0828, top5_acc: 0.2539, loss_cls: 3.2962, loss: 3.2962, grad_norm: 0.9943 2021-05-05 22:27:38,459 - mmaction - INFO - Epoch [1][100/1853] lr: 1.000e-02, eta: 2 days, 8:45:50, time: 0.555, data_time: 0.001, memory: 7064, top1_acc: 0.0625, top5_acc: 0.2375, loss_cls: 3.2990, loss: 3.2990, grad_norm: 0.8307 2021-05-05 22:27:49,582 - mmaction - INFO - Epoch [1][120/1853] lr: 1.000e-02, eta: 2 days, 1:40:30, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.0930, top5_acc: 0.2344, loss_cls: 3.2828, loss: 3.2828, grad_norm: 0.8084 2021-05-05 22:28:00,737 - mmaction - INFO - Epoch [1][140/1853] lr: 1.000e-02, eta: 1 day, 20:37:02, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.0953, top5_acc: 0.2469, loss_cls: 3.2692, loss: 3.2692, grad_norm: 0.9094 2021-05-05 22:28:11,856 - mmaction - INFO - Epoch [1][160/1853] lr: 1.000e-02, eta: 1 day, 16:49:01, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.0781, top5_acc: 0.2336, loss_cls: 3.2889, loss: 3.2889, grad_norm: 0.7034 2021-05-05 22:28:23,022 - mmaction - INFO - Epoch [1][180/1853] lr: 1.000e-02, eta: 1 day, 13:52:02, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.0734, top5_acc: 0.2242, loss_cls: 3.3006, loss: 3.3006, grad_norm: 0.6545 2021-05-05 22:28:34,203 - mmaction - INFO - Epoch [1][200/1853] lr: 1.000e-02, eta: 1 day, 11:30:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.0750, top5_acc: 0.2250, loss_cls: 3.2927, loss: 3.2927, grad_norm: 0.5799 2021-05-05 22:28:45,362 - mmaction - INFO - Epoch [1][220/1853] lr: 1.000e-02, eta: 1 day, 9:34:34, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.0734, top5_acc: 0.2227, loss_cls: 3.2938, loss: 3.2938, grad_norm: 0.5766 2021-05-05 22:28:56,528 - mmaction - INFO - Epoch [1][240/1853] lr: 1.000e-02, eta: 1 day, 7:57:56, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.0875, top5_acc: 0.2250, loss_cls: 3.2911, loss: 3.2911, grad_norm: 0.5666 2021-05-05 22:29:07,657 - mmaction - INFO - Epoch [1][260/1853] lr: 1.000e-02, eta: 1 day, 6:35:56, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.0727, top5_acc: 0.2156, loss_cls: 3.2995, loss: 3.2995, grad_norm: 0.5499 2021-05-05 22:29:18,824 - mmaction - INFO - Epoch [1][280/1853] lr: 1.000e-02, eta: 1 day, 5:25:49, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.0836, top5_acc: 0.2320, loss_cls: 3.2832, loss: 3.2832, grad_norm: 0.5285 2021-05-05 22:29:29,965 - mmaction - INFO - Epoch [1][300/1853] lr: 1.000e-02, eta: 1 day, 4:24:54, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.0883, top5_acc: 0.2219, loss_cls: 3.2868, loss: 3.2868, grad_norm: 0.5202 2021-05-05 22:29:41,127 - mmaction - INFO - Epoch [1][320/1853] lr: 1.000e-02, eta: 1 day, 3:31:40, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.0695, top5_acc: 0.2188, loss_cls: 3.2955, loss: 3.2955, grad_norm: 0.5620 2021-05-05 22:29:52,270 - mmaction - INFO - Epoch [1][340/1853] lr: 1.000e-02, eta: 1 day, 2:44:36, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.0648, top5_acc: 0.2117, loss_cls: 3.2959, loss: 3.2959, grad_norm: 0.6599 2021-05-05 22:30:03,416 - mmaction - INFO - Epoch [1][360/1853] lr: 1.000e-02, eta: 1 day, 2:02:45, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.0766, top5_acc: 0.2398, loss_cls: 3.2888, loss: 3.2888, grad_norm: 0.7360 2021-05-05 22:30:14,588 - mmaction - INFO - Epoch [1][380/1853] lr: 1.000e-02, eta: 1 day, 1:25:23, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.0727, top5_acc: 0.2133, loss_cls: 3.2923, loss: 3.2923, grad_norm: 0.5499 2021-05-05 22:30:25,730 - mmaction - INFO - Epoch [1][400/1853] lr: 1.000e-02, eta: 1 day, 0:51:38, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.0914, top5_acc: 0.2359, loss_cls: 3.2776, loss: 3.2776, grad_norm: 0.6003 2021-05-05 22:30:36,878 - mmaction - INFO - Epoch [1][420/1853] lr: 1.000e-02, eta: 1 day, 0:21:05, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.0875, top5_acc: 0.2406, loss_cls: 3.2846, loss: 3.2846, grad_norm: 0.6129 2021-05-05 22:30:48,045 - mmaction - INFO - Epoch [1][440/1853] lr: 1.000e-02, eta: 23:53:22, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.0688, top5_acc: 0.2211, loss_cls: 3.2938, loss: 3.2938, grad_norm: 0.6151 2021-05-05 22:30:59,237 - mmaction - INFO - Epoch [1][460/1853] lr: 1.000e-02, eta: 23:28:09, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.0789, top5_acc: 0.2367, loss_cls: 3.2927, loss: 3.2927, grad_norm: 0.5570 2021-05-05 22:31:10,404 - mmaction - INFO - Epoch [1][480/1853] lr: 1.000e-02, eta: 23:04:55, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.0828, top5_acc: 0.2281, loss_cls: 3.2857, loss: 3.2857, grad_norm: 0.5818 2021-05-05 22:31:21,575 - mmaction - INFO - Epoch [1][500/1853] lr: 1.000e-02, eta: 22:43:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.0750, top5_acc: 0.2195, loss_cls: 3.2877, loss: 3.2877, grad_norm: 0.4933 2021-05-05 22:31:32,739 - mmaction - INFO - Epoch [1][520/1853] lr: 1.000e-02, eta: 22:23:47, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.0758, top5_acc: 0.2195, loss_cls: 3.2869, loss: 3.2869, grad_norm: 0.5930 2021-05-05 22:31:43,874 - mmaction - INFO - Epoch [1][540/1853] lr: 1.000e-02, eta: 22:05:23, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.0734, top5_acc: 0.2141, loss_cls: 3.2972, loss: 3.2972, grad_norm: 0.6253 2021-05-05 22:31:55,028 - mmaction - INFO - Epoch [1][560/1853] lr: 1.000e-02, eta: 21:48:20, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.0898, top5_acc: 0.2469, loss_cls: 3.2694, loss: 3.2694, grad_norm: 0.5369 2021-05-05 22:32:06,198 - mmaction - INFO - Epoch [1][580/1853] lr: 1.000e-02, eta: 21:32:30, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.0688, top5_acc: 0.2281, loss_cls: 3.2939, loss: 3.2939, grad_norm: 0.6778 2021-05-05 22:32:17,354 - mmaction - INFO - Epoch [1][600/1853] lr: 1.000e-02, eta: 21:17:40, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.0875, top5_acc: 0.2336, loss_cls: 3.2810, loss: 3.2810, grad_norm: 0.5219 2021-05-05 22:32:28,513 - mmaction - INFO - Epoch [1][620/1853] lr: 1.000e-02, eta: 21:03:47, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.1031, top5_acc: 0.2445, loss_cls: 3.2627, loss: 3.2627, grad_norm: 0.6885 2021-05-05 22:32:39,674 - mmaction - INFO - Epoch [1][640/1853] lr: 1.000e-02, eta: 20:50:47, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.0781, top5_acc: 0.2305, loss_cls: 3.2868, loss: 3.2868, grad_norm: 0.6782 2021-05-05 22:32:50,854 - mmaction - INFO - Epoch [1][660/1853] lr: 1.000e-02, eta: 20:38:35, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.0781, top5_acc: 0.2437, loss_cls: 3.2825, loss: 3.2825, grad_norm: 0.5825 2021-05-05 22:33:01,994 - mmaction - INFO - Epoch [1][680/1853] lr: 1.000e-02, eta: 20:27:00, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.0805, top5_acc: 0.2156, loss_cls: 3.2931, loss: 3.2931, grad_norm: 0.5249 2021-05-05 22:33:13,161 - mmaction - INFO - Epoch [1][700/1853] lr: 1.000e-02, eta: 20:16:08, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.0758, top5_acc: 0.2367, loss_cls: 3.2867, loss: 3.2867, grad_norm: 0.7245 2021-05-05 22:33:24,332 - mmaction - INFO - Epoch [1][720/1853] lr: 1.000e-02, eta: 20:05:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.0945, top5_acc: 0.2391, loss_cls: 3.2643, loss: 3.2643, grad_norm: 0.6841 2021-05-05 22:33:35,530 - mmaction - INFO - Epoch [1][740/1853] lr: 1.000e-02, eta: 19:56:12, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.0758, top5_acc: 0.2547, loss_cls: 3.2731, loss: 3.2731, grad_norm: 0.8977 2021-05-05 22:33:46,689 - mmaction - INFO - Epoch [1][760/1853] lr: 1.000e-02, eta: 19:46:58, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.0820, top5_acc: 0.2687, loss_cls: 3.2717, loss: 3.2717, grad_norm: 1.2289 2021-05-05 22:33:57,857 - mmaction - INFO - Epoch [1][780/1853] lr: 1.000e-02, eta: 19:38:12, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.0875, top5_acc: 0.2617, loss_cls: 3.2657, loss: 3.2657, grad_norm: 0.8556 2021-05-05 22:34:09,001 - mmaction - INFO - Epoch [1][800/1853] lr: 1.000e-02, eta: 19:29:49, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.0891, top5_acc: 0.2883, loss_cls: 3.2320, loss: 3.2320, grad_norm: 1.2925 2021-05-05 22:34:20,182 - mmaction - INFO - Epoch [1][820/1853] lr: 1.000e-02, eta: 19:21:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.0914, top5_acc: 0.2789, loss_cls: 3.2339, loss: 3.2339, grad_norm: 1.2535 2021-05-05 22:34:31,324 - mmaction - INFO - Epoch [1][840/1853] lr: 1.000e-02, eta: 19:14:17, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.0844, top5_acc: 0.2695, loss_cls: 3.2229, loss: 3.2229, grad_norm: 1.3429 2021-05-05 22:34:42,503 - mmaction - INFO - Epoch [1][860/1853] lr: 1.000e-02, eta: 19:07:05, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.0836, top5_acc: 0.3266, loss_cls: 3.1703, loss: 3.1703, grad_norm: 2.0899 2021-05-05 22:34:53,665 - mmaction - INFO - Epoch [1][880/1853] lr: 1.000e-02, eta: 19:00:10, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.1047, top5_acc: 0.3258, loss_cls: 3.1868, loss: 3.1868, grad_norm: 1.5459 2021-05-05 22:35:04,819 - mmaction - INFO - Epoch [1][900/1853] lr: 1.000e-02, eta: 18:53:32, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.1125, top5_acc: 0.3484, loss_cls: 3.1615, loss: 3.1615, grad_norm: 1.6108 2021-05-05 22:35:16,005 - mmaction - INFO - Epoch [1][920/1853] lr: 1.000e-02, eta: 18:47:12, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.1148, top5_acc: 0.3539, loss_cls: 3.1124, loss: 3.1124, grad_norm: 1.7448 2021-05-05 22:35:27,209 - mmaction - INFO - Epoch [1][940/1853] lr: 1.000e-02, eta: 18:41:14, time: 0.562, data_time: 0.003, memory: 7064, top1_acc: 0.1102, top5_acc: 0.3484, loss_cls: 3.1254, loss: 3.1254, grad_norm: 2.1476 2021-05-05 22:35:38,368 - mmaction - INFO - Epoch [1][960/1853] lr: 1.000e-02, eta: 18:35:24, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.1133, top5_acc: 0.3688, loss_cls: 3.1177, loss: 3.1177, grad_norm: 1.9265 2021-05-05 22:35:49,540 - mmaction - INFO - Epoch [1][980/1853] lr: 1.000e-02, eta: 18:29:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.1211, top5_acc: 0.3875, loss_cls: 3.0854, loss: 3.0854, grad_norm: 1.9448 2021-05-05 22:36:00,736 - mmaction - INFO - Epoch [1][1000/1853] lr: 1.000e-02, eta: 18:24:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.1250, top5_acc: 0.3867, loss_cls: 3.0438, loss: 3.0438, grad_norm: 2.3544 2021-05-05 22:36:11,903 - mmaction - INFO - Epoch [1][1020/1853] lr: 1.000e-02, eta: 18:19:19, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.1336, top5_acc: 0.3672, loss_cls: 3.0479, loss: 3.0479, grad_norm: 2.1592 2021-05-05 22:36:23,068 - mmaction - INFO - Epoch [1][1040/1853] lr: 1.000e-02, eta: 18:14:19, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.1297, top5_acc: 0.3742, loss_cls: 3.0380, loss: 3.0380, grad_norm: 2.0496 2021-05-05 22:36:34,267 - mmaction - INFO - Epoch [1][1060/1853] lr: 1.000e-02, eta: 18:09:34, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.1195, top5_acc: 0.4195, loss_cls: 3.0014, loss: 3.0014, grad_norm: 2.3249 2021-05-05 22:36:45,419 - mmaction - INFO - Epoch [1][1080/1853] lr: 1.000e-02, eta: 18:04:55, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.1437, top5_acc: 0.4141, loss_cls: 2.9963, loss: 2.9963, grad_norm: 2.4088 2021-05-05 22:36:56,592 - mmaction - INFO - Epoch [1][1100/1853] lr: 1.000e-02, eta: 18:00:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.1367, top5_acc: 0.4445, loss_cls: 2.9382, loss: 2.9382, grad_norm: 2.9028 2021-05-05 22:37:07,784 - mmaction - INFO - Epoch [1][1120/1853] lr: 1.000e-02, eta: 17:56:10, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.1406, top5_acc: 0.4547, loss_cls: 2.9235, loss: 2.9235, grad_norm: 3.0520 2021-05-05 22:37:18,949 - mmaction - INFO - Epoch [1][1140/1853] lr: 1.000e-02, eta: 17:52:00, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.1578, top5_acc: 0.4758, loss_cls: 2.8804, loss: 2.8804, grad_norm: 3.0032 2021-05-05 22:37:30,129 - mmaction - INFO - Epoch [1][1160/1853] lr: 1.000e-02, eta: 17:47:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.1867, top5_acc: 0.4977, loss_cls: 2.8141, loss: 2.8141, grad_norm: 3.0552 2021-05-05 22:37:41,339 - mmaction - INFO - Epoch [1][1180/1853] lr: 1.000e-02, eta: 17:44:07, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.1805, top5_acc: 0.5148, loss_cls: 2.7819, loss: 2.7819, grad_norm: 3.1690 2021-05-05 22:37:52,544 - mmaction - INFO - Epoch [1][1200/1853] lr: 1.000e-02, eta: 17:40:24, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.1781, top5_acc: 0.5289, loss_cls: 2.7370, loss: 2.7370, grad_norm: 2.9478 2021-05-05 22:38:03,766 - mmaction - INFO - Epoch [1][1220/1853] lr: 1.000e-02, eta: 17:36:48, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.2031, top5_acc: 0.5461, loss_cls: 2.6658, loss: 2.6658, grad_norm: 3.1194 2021-05-05 22:38:14,994 - mmaction - INFO - Epoch [1][1240/1853] lr: 1.000e-02, eta: 17:33:20, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.2008, top5_acc: 0.5445, loss_cls: 2.6680, loss: 2.6680, grad_norm: 3.3237 2021-05-05 22:38:26,176 - mmaction - INFO - Epoch [1][1260/1853] lr: 1.000e-02, eta: 17:29:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.1945, top5_acc: 0.5367, loss_cls: 2.6705, loss: 2.6705, grad_norm: 3.3437 2021-05-05 22:38:37,371 - mmaction - INFO - Epoch [1][1280/1853] lr: 1.000e-02, eta: 17:26:35, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.2062, top5_acc: 0.5789, loss_cls: 2.6124, loss: 2.6124, grad_norm: 3.3595 2021-05-05 22:38:48,579 - mmaction - INFO - Epoch [1][1300/1853] lr: 1.000e-02, eta: 17:23:23, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.2273, top5_acc: 0.5977, loss_cls: 2.5801, loss: 2.5801, grad_norm: 3.9328 2021-05-05 22:38:59,784 - mmaction - INFO - Epoch [1][1320/1853] lr: 1.000e-02, eta: 17:20:16, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.2617, top5_acc: 0.6289, loss_cls: 2.4883, loss: 2.4883, grad_norm: 3.5448 2021-05-05 22:39:11,004 - mmaction - INFO - Epoch [1][1340/1853] lr: 1.000e-02, eta: 17:17:16, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.2469, top5_acc: 0.6586, loss_cls: 2.4037, loss: 2.4037, grad_norm: 3.8816 2021-05-05 22:39:22,176 - mmaction - INFO - Epoch [1][1360/1853] lr: 1.000e-02, eta: 17:14:17, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.2703, top5_acc: 0.6664, loss_cls: 2.3468, loss: 2.3468, grad_norm: 4.4956 2021-05-05 22:39:33,375 - mmaction - INFO - Epoch [1][1380/1853] lr: 1.000e-02, eta: 17:11:25, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.2687, top5_acc: 0.6312, loss_cls: 2.4436, loss: 2.4436, grad_norm: 4.5618 2021-05-05 22:39:44,548 - mmaction - INFO - Epoch [1][1400/1853] lr: 1.000e-02, eta: 17:08:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.2938, top5_acc: 0.6906, loss_cls: 2.2579, loss: 2.2579, grad_norm: 4.1486 2021-05-05 22:39:55,764 - mmaction - INFO - Epoch [1][1420/1853] lr: 1.000e-02, eta: 17:05:54, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.2938, top5_acc: 0.6883, loss_cls: 2.3278, loss: 2.3278, grad_norm: 4.6020 2021-05-05 22:40:06,952 - mmaction - INFO - Epoch [1][1440/1853] lr: 1.000e-02, eta: 17:03:14, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.3086, top5_acc: 0.6859, loss_cls: 2.3148, loss: 2.3148, grad_norm: 4.4221 2021-05-05 22:40:18,140 - mmaction - INFO - Epoch [1][1460/1853] lr: 1.000e-02, eta: 17:00:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.3180, top5_acc: 0.7063, loss_cls: 2.1854, loss: 2.1854, grad_norm: 4.3832 2021-05-05 22:40:29,710 - mmaction - INFO - Epoch [1][1480/1853] lr: 1.000e-02, eta: 16:58:06, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.3391, top5_acc: 0.7281, loss_cls: 2.1290, loss: 2.1290, grad_norm: 4.6903 2021-05-05 22:40:40,908 - mmaction - INFO - Epoch [1][1500/1853] lr: 1.000e-02, eta: 16:56:03, time: 0.580, data_time: 0.022, memory: 7064, top1_acc: 0.3438, top5_acc: 0.7164, loss_cls: 2.2076, loss: 2.2076, grad_norm: 4.6644 2021-05-05 22:40:52,134 - mmaction - INFO - Epoch [1][1520/1853] lr: 1.000e-02, eta: 16:53:41, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.3445, top5_acc: 0.7328, loss_cls: 2.1064, loss: 2.1064, grad_norm: 4.1735 2021-05-05 22:41:03,320 - mmaction - INFO - Epoch [1][1540/1853] lr: 1.000e-02, eta: 16:51:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.3539, top5_acc: 0.7344, loss_cls: 2.1003, loss: 2.1003, grad_norm: 4.4562 2021-05-05 22:41:14,512 - mmaction - INFO - Epoch [1][1560/1853] lr: 1.000e-02, eta: 16:49:02, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.3438, top5_acc: 0.7336, loss_cls: 2.0824, loss: 2.0824, grad_norm: 5.1536 2021-05-05 22:41:25,701 - mmaction - INFO - Epoch [1][1580/1853] lr: 1.000e-02, eta: 16:46:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.3594, top5_acc: 0.7578, loss_cls: 2.0390, loss: 2.0390, grad_norm: 4.4734 2021-05-05 22:41:36,847 - mmaction - INFO - Epoch [1][1600/1853] lr: 1.000e-02, eta: 16:44:33, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.3898, top5_acc: 0.7750, loss_cls: 1.9672, loss: 1.9672, grad_norm: 4.8150 2021-05-05 22:41:48,045 - mmaction - INFO - Epoch [1][1620/1853] lr: 1.000e-02, eta: 16:42:24, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.4031, top5_acc: 0.7922, loss_cls: 1.9045, loss: 1.9045, grad_norm: 4.7083 2021-05-05 22:41:59,206 - mmaction - INFO - Epoch [1][1640/1853] lr: 1.000e-02, eta: 16:40:18, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.3977, top5_acc: 0.7625, loss_cls: 1.9647, loss: 1.9647, grad_norm: 4.7396 2021-05-05 22:42:10,386 - mmaction - INFO - Epoch [1][1660/1853] lr: 1.000e-02, eta: 16:38:15, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.4047, top5_acc: 0.7961, loss_cls: 1.8610, loss: 1.8610, grad_norm: 5.1338 2021-05-05 22:42:21,565 - mmaction - INFO - Epoch [1][1680/1853] lr: 1.000e-02, eta: 16:36:14, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.4297, top5_acc: 0.7961, loss_cls: 1.8495, loss: 1.8495, grad_norm: 4.7432 2021-05-05 22:42:32,729 - mmaction - INFO - Epoch [1][1700/1853] lr: 1.000e-02, eta: 16:34:15, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.4406, top5_acc: 0.8008, loss_cls: 1.7992, loss: 1.7992, grad_norm: 4.8359 2021-05-05 22:42:43,947 - mmaction - INFO - Epoch [1][1720/1853] lr: 1.000e-02, eta: 16:32:21, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.4594, top5_acc: 0.7953, loss_cls: 1.8085, loss: 1.8085, grad_norm: 4.8621 2021-05-05 22:42:55,133 - mmaction - INFO - Epoch [1][1740/1853] lr: 1.000e-02, eta: 16:30:29, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.4297, top5_acc: 0.8063, loss_cls: 1.7681, loss: 1.7681, grad_norm: 4.8243 2021-05-05 22:43:06,289 - mmaction - INFO - Epoch [1][1760/1853] lr: 1.000e-02, eta: 16:28:37, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.4648, top5_acc: 0.7914, loss_cls: 1.7480, loss: 1.7480, grad_norm: 4.9344 2021-05-05 22:43:17,441 - mmaction - INFO - Epoch [1][1780/1853] lr: 1.000e-02, eta: 16:26:47, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.4734, top5_acc: 0.8109, loss_cls: 1.6899, loss: 1.6899, grad_norm: 5.1156 2021-05-05 22:43:28,619 - mmaction - INFO - Epoch [1][1800/1853] lr: 1.000e-02, eta: 16:24:59, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.4547, top5_acc: 0.8016, loss_cls: 1.8069, loss: 1.8069, grad_norm: 4.7378 2021-05-05 22:43:39,842 - mmaction - INFO - Epoch [1][1820/1853] lr: 1.000e-02, eta: 16:23:18, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.4477, top5_acc: 0.7812, loss_cls: 1.8106, loss: 1.8106, grad_norm: 5.3631 2021-05-05 22:43:51,019 - mmaction - INFO - Epoch [1][1840/1853] lr: 1.000e-02, eta: 16:21:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.4453, top5_acc: 0.8000, loss_cls: 1.7700, loss: 1.7700, grad_norm: 5.1182 2021-05-05 22:43:59,514 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-05-05 22:45:34,813 - mmaction - INFO - Epoch [2][20/1853] lr: 1.000e-02, eta: 17:19:37, time: 4.684, data_time: 4.121, memory: 7064, top1_acc: 0.4734, top5_acc: 0.8125, loss_cls: 1.6812, loss: 1.6812, grad_norm: 4.5127 2021-05-05 22:45:45,985 - mmaction - INFO - Epoch [2][40/1853] lr: 1.000e-02, eta: 17:17:20, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.4844, top5_acc: 0.8016, loss_cls: 1.7044, loss: 1.7044, grad_norm: 4.9636 2021-05-05 22:45:57,121 - mmaction - INFO - Epoch [2][60/1853] lr: 1.000e-02, eta: 17:15:04, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.4695, top5_acc: 0.8023, loss_cls: 1.7233, loss: 1.7233, grad_norm: 5.0823 2021-05-05 22:46:08,291 - mmaction - INFO - Epoch [2][80/1853] lr: 1.000e-02, eta: 17:12:52, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.4977, top5_acc: 0.8211, loss_cls: 1.6436, loss: 1.6436, grad_norm: 4.4435 2021-05-05 22:46:19,418 - mmaction - INFO - Epoch [2][100/1853] lr: 1.000e-02, eta: 17:10:40, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.5281, top5_acc: 0.8414, loss_cls: 1.5349, loss: 1.5349, grad_norm: 5.0529 2021-05-05 22:46:30,612 - mmaction - INFO - Epoch [2][120/1853] lr: 1.000e-02, eta: 17:08:34, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.5180, top5_acc: 0.7992, loss_cls: 1.6456, loss: 1.6456, grad_norm: 4.7734 2021-05-05 22:46:41,754 - mmaction - INFO - Epoch [2][140/1853] lr: 1.000e-02, eta: 17:06:28, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.5445, top5_acc: 0.8383, loss_cls: 1.5105, loss: 1.5105, grad_norm: 5.0028 2021-05-05 22:46:52,918 - mmaction - INFO - Epoch [2][160/1853] lr: 1.000e-02, eta: 17:04:26, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.5328, top5_acc: 0.8398, loss_cls: 1.5511, loss: 1.5511, grad_norm: 5.3782 2021-05-05 22:47:04,113 - mmaction - INFO - Epoch [2][180/1853] lr: 1.000e-02, eta: 17:02:27, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.4953, top5_acc: 0.8195, loss_cls: 1.6175, loss: 1.6175, grad_norm: 4.8117 2021-05-05 22:47:15,301 - mmaction - INFO - Epoch [2][200/1853] lr: 1.000e-02, eta: 17:00:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.5305, top5_acc: 0.8133, loss_cls: 1.5496, loss: 1.5496, grad_norm: 4.6961 2021-05-05 22:47:26,478 - mmaction - INFO - Epoch [2][220/1853] lr: 1.000e-02, eta: 16:58:33, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.5516, top5_acc: 0.8414, loss_cls: 1.4977, loss: 1.4977, grad_norm: 4.6933 2021-05-05 22:47:37,646 - mmaction - INFO - Epoch [2][240/1853] lr: 1.000e-02, eta: 16:56:39, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.5414, top5_acc: 0.8227, loss_cls: 1.5413, loss: 1.5413, grad_norm: 4.6363 2021-05-05 22:47:48,813 - mmaction - INFO - Epoch [2][260/1853] lr: 1.000e-02, eta: 16:54:47, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.5563, top5_acc: 0.8430, loss_cls: 1.4436, loss: 1.4436, grad_norm: 4.9135 2021-05-05 22:48:00,019 - mmaction - INFO - Epoch [2][280/1853] lr: 1.000e-02, eta: 16:52:58, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.5555, top5_acc: 0.8258, loss_cls: 1.4560, loss: 1.4560, grad_norm: 4.9806 2021-05-05 22:48:11,189 - mmaction - INFO - Epoch [2][300/1853] lr: 1.000e-02, eta: 16:51:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.5406, top5_acc: 0.8375, loss_cls: 1.4622, loss: 1.4622, grad_norm: 4.9877 2021-05-05 22:48:22,339 - mmaction - INFO - Epoch [2][320/1853] lr: 1.000e-02, eta: 16:49:23, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.5570, top5_acc: 0.8430, loss_cls: 1.4432, loss: 1.4432, grad_norm: 5.0921 2021-05-05 22:48:33,497 - mmaction - INFO - Epoch [2][340/1853] lr: 1.000e-02, eta: 16:47:37, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.5859, top5_acc: 0.8383, loss_cls: 1.4137, loss: 1.4137, grad_norm: 4.8844 2021-05-05 22:48:44,698 - mmaction - INFO - Epoch [2][360/1853] lr: 1.000e-02, eta: 16:45:55, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.5445, top5_acc: 0.8258, loss_cls: 1.5081, loss: 1.5081, grad_norm: 4.9495 2021-05-05 22:48:55,871 - mmaction - INFO - Epoch [2][380/1853] lr: 1.000e-02, eta: 16:44:14, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.5633, top5_acc: 0.8359, loss_cls: 1.4272, loss: 1.4272, grad_norm: 4.8585 2021-05-05 22:49:07,011 - mmaction - INFO - Epoch [2][400/1853] lr: 1.000e-02, eta: 16:42:33, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.5602, top5_acc: 0.8430, loss_cls: 1.4533, loss: 1.4533, grad_norm: 4.9117 2021-05-05 22:49:18,207 - mmaction - INFO - Epoch [2][420/1853] lr: 1.000e-02, eta: 16:40:55, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.5992, top5_acc: 0.8547, loss_cls: 1.3435, loss: 1.3435, grad_norm: 4.7538 2021-05-05 22:49:29,368 - mmaction - INFO - Epoch [2][440/1853] lr: 1.000e-02, eta: 16:39:18, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.5805, top5_acc: 0.8469, loss_cls: 1.4456, loss: 1.4456, grad_norm: 5.1926 2021-05-05 22:49:40,539 - mmaction - INFO - Epoch [2][460/1853] lr: 1.000e-02, eta: 16:37:43, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.5617, top5_acc: 0.8438, loss_cls: 1.4735, loss: 1.4735, grad_norm: 4.8396 2021-05-05 22:49:51,745 - mmaction - INFO - Epoch [2][480/1853] lr: 1.000e-02, eta: 16:36:10, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.5922, top5_acc: 0.8492, loss_cls: 1.3629, loss: 1.3629, grad_norm: 4.5637 2021-05-05 22:50:02,908 - mmaction - INFO - Epoch [2][500/1853] lr: 1.000e-02, eta: 16:34:38, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.5852, top5_acc: 0.8508, loss_cls: 1.3758, loss: 1.3758, grad_norm: 5.1469 2021-05-05 22:50:14,057 - mmaction - INFO - Epoch [2][520/1853] lr: 1.000e-02, eta: 16:33:06, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.5906, top5_acc: 0.8523, loss_cls: 1.3485, loss: 1.3485, grad_norm: 4.5371 2021-05-05 22:50:25,240 - mmaction - INFO - Epoch [2][540/1853] lr: 1.000e-02, eta: 16:31:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.5813, top5_acc: 0.8445, loss_cls: 1.4301, loss: 1.4301, grad_norm: 4.8340 2021-05-05 22:50:36,393 - mmaction - INFO - Epoch [2][560/1853] lr: 1.000e-02, eta: 16:30:07, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.5758, top5_acc: 0.8422, loss_cls: 1.3856, loss: 1.3856, grad_norm: 4.6526 2021-05-05 22:50:47,594 - mmaction - INFO - Epoch [2][580/1853] lr: 1.000e-02, eta: 16:28:41, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.5898, top5_acc: 0.8398, loss_cls: 1.3943, loss: 1.3943, grad_norm: 4.7763 2021-05-05 22:50:58,749 - mmaction - INFO - Epoch [2][600/1853] lr: 1.000e-02, eta: 16:27:15, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.6109, top5_acc: 0.8602, loss_cls: 1.2970, loss: 1.2970, grad_norm: 4.8521 2021-05-05 22:51:09,911 - mmaction - INFO - Epoch [2][620/1853] lr: 1.000e-02, eta: 16:25:50, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.5945, top5_acc: 0.8539, loss_cls: 1.3585, loss: 1.3585, grad_norm: 4.7250 2021-05-05 22:51:21,031 - mmaction - INFO - Epoch [2][640/1853] lr: 1.000e-02, eta: 16:24:24, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.6062, top5_acc: 0.8516, loss_cls: 1.3573, loss: 1.3573, grad_norm: 4.2978 2021-05-05 22:51:32,241 - mmaction - INFO - Epoch [2][660/1853] lr: 1.000e-02, eta: 16:23:03, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.5805, top5_acc: 0.8438, loss_cls: 1.3423, loss: 1.3423, grad_norm: 4.5335 2021-05-05 22:51:43,363 - mmaction - INFO - Epoch [2][680/1853] lr: 1.000e-02, eta: 16:21:40, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.5570, top5_acc: 0.8469, loss_cls: 1.4156, loss: 1.4156, grad_norm: 4.9405 2021-05-05 22:51:54,556 - mmaction - INFO - Epoch [2][700/1853] lr: 1.000e-02, eta: 16:20:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6164, top5_acc: 0.8594, loss_cls: 1.2995, loss: 1.2995, grad_norm: 4.5207 2021-05-05 22:52:05,730 - mmaction - INFO - Epoch [2][720/1853] lr: 1.000e-02, eta: 16:19:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6125, top5_acc: 0.8531, loss_cls: 1.3044, loss: 1.3044, grad_norm: 4.4347 2021-05-05 22:52:16,959 - mmaction - INFO - Epoch [2][740/1853] lr: 1.000e-02, eta: 16:17:46, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.6172, top5_acc: 0.8609, loss_cls: 1.3129, loss: 1.3129, grad_norm: 4.6527 2021-05-05 22:52:28,107 - mmaction - INFO - Epoch [2][760/1853] lr: 1.000e-02, eta: 16:16:28, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.6086, top5_acc: 0.8516, loss_cls: 1.3131, loss: 1.3131, grad_norm: 4.6003 2021-05-05 22:52:39,254 - mmaction - INFO - Epoch [2][780/1853] lr: 1.000e-02, eta: 16:15:11, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.6219, top5_acc: 0.8578, loss_cls: 1.2965, loss: 1.2965, grad_norm: 4.4289 2021-05-05 22:52:50,516 - mmaction - INFO - Epoch [2][800/1853] lr: 1.000e-02, eta: 16:13:59, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.6016, top5_acc: 0.8609, loss_cls: 1.3305, loss: 1.3305, grad_norm: 4.6649 2021-05-05 22:53:01,656 - mmaction - INFO - Epoch [2][820/1853] lr: 1.000e-02, eta: 16:12:44, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.6375, top5_acc: 0.8625, loss_cls: 1.2105, loss: 1.2105, grad_norm: 4.5112 2021-05-05 22:53:12,834 - mmaction - INFO - Epoch [2][840/1853] lr: 1.000e-02, eta: 16:11:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6102, top5_acc: 0.8531, loss_cls: 1.2790, loss: 1.2790, grad_norm: 4.7347 2021-05-05 22:53:24,005 - mmaction - INFO - Epoch [2][860/1853] lr: 1.000e-02, eta: 16:10:19, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.6102, top5_acc: 0.8656, loss_cls: 1.2894, loss: 1.2894, grad_norm: 4.8288 2021-05-05 22:53:35,154 - mmaction - INFO - Epoch [2][880/1853] lr: 1.000e-02, eta: 16:09:07, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.6211, top5_acc: 0.8703, loss_cls: 1.2315, loss: 1.2315, grad_norm: 4.3823 2021-05-05 22:53:46,338 - mmaction - INFO - Epoch [2][900/1853] lr: 1.000e-02, eta: 16:07:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6156, top5_acc: 0.8477, loss_cls: 1.3168, loss: 1.3168, grad_norm: 4.2663 2021-05-05 22:53:57,550 - mmaction - INFO - Epoch [2][920/1853] lr: 1.000e-02, eta: 16:06:48, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.6359, top5_acc: 0.8688, loss_cls: 1.2385, loss: 1.2385, grad_norm: 4.3729 2021-05-05 22:54:08,751 - mmaction - INFO - Epoch [2][940/1853] lr: 1.000e-02, eta: 16:05:40, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.6016, top5_acc: 0.8625, loss_cls: 1.2942, loss: 1.2942, grad_norm: 4.6278 2021-05-05 22:54:19,945 - mmaction - INFO - Epoch [2][960/1853] lr: 1.000e-02, eta: 16:04:33, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.6258, top5_acc: 0.8617, loss_cls: 1.2307, loss: 1.2307, grad_norm: 4.3407 2021-05-05 22:54:31,116 - mmaction - INFO - Epoch [2][980/1853] lr: 1.000e-02, eta: 16:03:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6430, top5_acc: 0.8617, loss_cls: 1.2026, loss: 1.2026, grad_norm: 4.3387 2021-05-05 22:54:42,303 - mmaction - INFO - Epoch [2][1000/1853] lr: 1.000e-02, eta: 16:02:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6367, top5_acc: 0.8766, loss_cls: 1.1874, loss: 1.1874, grad_norm: 4.3346 2021-05-05 22:54:53,551 - mmaction - INFO - Epoch [2][1020/1853] lr: 1.000e-02, eta: 16:01:17, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.6562, top5_acc: 0.8828, loss_cls: 1.1309, loss: 1.1309, grad_norm: 4.4777 2021-05-05 22:55:04,768 - mmaction - INFO - Epoch [2][1040/1853] lr: 1.000e-02, eta: 16:00:13, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.6375, top5_acc: 0.8695, loss_cls: 1.2198, loss: 1.2198, grad_norm: 4.5327 2021-05-05 22:55:15,937 - mmaction - INFO - Epoch [2][1060/1853] lr: 1.000e-02, eta: 15:59:09, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6492, top5_acc: 0.8836, loss_cls: 1.1530, loss: 1.1530, grad_norm: 4.1876 2021-05-05 22:55:27,115 - mmaction - INFO - Epoch [2][1080/1853] lr: 1.000e-02, eta: 15:58:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6281, top5_acc: 0.8680, loss_cls: 1.2056, loss: 1.2056, grad_norm: 4.6999 2021-05-05 22:55:38,292 - mmaction - INFO - Epoch [2][1100/1853] lr: 1.000e-02, eta: 15:57:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6133, top5_acc: 0.8609, loss_cls: 1.2456, loss: 1.2456, grad_norm: 4.5017 2021-05-05 22:55:49,470 - mmaction - INFO - Epoch [2][1120/1853] lr: 1.000e-02, eta: 15:56:01, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.6539, top5_acc: 0.8859, loss_cls: 1.1249, loss: 1.1249, grad_norm: 4.5063 2021-05-05 22:56:00,656 - mmaction - INFO - Epoch [2][1140/1853] lr: 1.000e-02, eta: 15:55:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6461, top5_acc: 0.8688, loss_cls: 1.1874, loss: 1.1874, grad_norm: 4.4081 2021-05-05 22:56:11,864 - mmaction - INFO - Epoch [2][1160/1853] lr: 1.000e-02, eta: 15:54:01, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.6289, top5_acc: 0.8586, loss_cls: 1.2223, loss: 1.2223, grad_norm: 4.3927 2021-05-05 22:56:23,041 - mmaction - INFO - Epoch [2][1180/1853] lr: 1.000e-02, eta: 15:53:01, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.6555, top5_acc: 0.8672, loss_cls: 1.2249, loss: 1.2249, grad_norm: 4.6246 2021-05-05 22:56:34,219 - mmaction - INFO - Epoch [2][1200/1853] lr: 1.000e-02, eta: 15:52:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6703, top5_acc: 0.8844, loss_cls: 1.0907, loss: 1.0907, grad_norm: 4.3707 2021-05-05 22:56:45,376 - mmaction - INFO - Epoch [2][1220/1853] lr: 1.000e-02, eta: 15:51:02, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.6500, top5_acc: 0.8648, loss_cls: 1.2157, loss: 1.2157, grad_norm: 4.5044 2021-05-05 22:56:56,589 - mmaction - INFO - Epoch [2][1240/1853] lr: 1.000e-02, eta: 15:50:06, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.6406, top5_acc: 0.8648, loss_cls: 1.2206, loss: 1.2206, grad_norm: 4.5145 2021-05-05 22:57:07,785 - mmaction - INFO - Epoch [2][1260/1853] lr: 1.000e-02, eta: 15:49:09, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.6438, top5_acc: 0.8703, loss_cls: 1.1569, loss: 1.1569, grad_norm: 4.3798 2021-05-05 22:57:18,925 - mmaction - INFO - Epoch [2][1280/1853] lr: 1.000e-02, eta: 15:48:11, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.6258, top5_acc: 0.8617, loss_cls: 1.2501, loss: 1.2501, grad_norm: 4.8418 2021-05-05 22:57:30,120 - mmaction - INFO - Epoch [2][1300/1853] lr: 1.000e-02, eta: 15:47:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6102, top5_acc: 0.8719, loss_cls: 1.2294, loss: 1.2294, grad_norm: 4.3878 2021-05-05 22:57:41,272 - mmaction - INFO - Epoch [2][1320/1853] lr: 1.000e-02, eta: 15:46:19, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.6242, top5_acc: 0.8547, loss_cls: 1.2569, loss: 1.2569, grad_norm: 4.8724 2021-05-05 22:57:52,458 - mmaction - INFO - Epoch [2][1340/1853] lr: 1.000e-02, eta: 15:45:24, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6211, top5_acc: 0.8500, loss_cls: 1.2956, loss: 1.2956, grad_norm: 4.5036 2021-05-05 22:58:03,658 - mmaction - INFO - Epoch [2][1360/1853] lr: 1.000e-02, eta: 15:44:30, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.6523, top5_acc: 0.8898, loss_cls: 1.1285, loss: 1.1285, grad_norm: 4.5231 2021-05-05 22:58:14,807 - mmaction - INFO - Epoch [2][1380/1853] lr: 1.000e-02, eta: 15:43:35, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.6531, top5_acc: 0.8617, loss_cls: 1.1694, loss: 1.1694, grad_norm: 4.3639 2021-05-05 22:58:25,992 - mmaction - INFO - Epoch [2][1400/1853] lr: 1.000e-02, eta: 15:42:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6492, top5_acc: 0.8766, loss_cls: 1.1669, loss: 1.1669, grad_norm: 4.8454 2021-05-05 22:58:37,168 - mmaction - INFO - Epoch [2][1420/1853] lr: 1.000e-02, eta: 15:41:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6438, top5_acc: 0.8609, loss_cls: 1.2307, loss: 1.2307, grad_norm: 4.1178 2021-05-05 22:58:48,346 - mmaction - INFO - Epoch [2][1440/1853] lr: 1.000e-02, eta: 15:40:56, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6250, top5_acc: 0.8812, loss_cls: 1.2117, loss: 1.2117, grad_norm: 4.5085 2021-05-05 22:58:59,524 - mmaction - INFO - Epoch [2][1460/1853] lr: 1.000e-02, eta: 15:40:04, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.6539, top5_acc: 0.8859, loss_cls: 1.1585, loss: 1.1585, grad_norm: 4.4969 2021-05-05 22:59:10,743 - mmaction - INFO - Epoch [2][1480/1853] lr: 1.000e-02, eta: 15:39:14, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.6359, top5_acc: 0.8664, loss_cls: 1.2043, loss: 1.2043, grad_norm: 4.0347 2021-05-05 22:59:21,898 - mmaction - INFO - Epoch [2][1500/1853] lr: 1.000e-02, eta: 15:38:22, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.6836, top5_acc: 0.8852, loss_cls: 1.0777, loss: 1.0777, grad_norm: 4.3564 2021-05-05 22:59:33,062 - mmaction - INFO - Epoch [2][1520/1853] lr: 1.000e-02, eta: 15:37:31, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.6641, top5_acc: 0.8758, loss_cls: 1.1131, loss: 1.1131, grad_norm: 4.2164 2021-05-05 22:59:44,262 - mmaction - INFO - Epoch [2][1540/1853] lr: 1.000e-02, eta: 15:36:42, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.6844, top5_acc: 0.8742, loss_cls: 1.0865, loss: 1.0865, grad_norm: 4.2504 2021-05-05 22:59:55,409 - mmaction - INFO - Epoch [2][1560/1853] lr: 1.000e-02, eta: 15:35:52, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.6664, top5_acc: 0.8727, loss_cls: 1.1518, loss: 1.1518, grad_norm: 4.1840 2021-05-05 23:00:06,600 - mmaction - INFO - Epoch [2][1580/1853] lr: 1.000e-02, eta: 15:35:03, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.6828, top5_acc: 0.8930, loss_cls: 1.0883, loss: 1.0883, grad_norm: 4.3664 2021-05-05 23:00:17,797 - mmaction - INFO - Epoch [2][1600/1853] lr: 1.000e-02, eta: 15:34:14, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.6703, top5_acc: 0.8680, loss_cls: 1.1302, loss: 1.1302, grad_norm: 4.0019 2021-05-05 23:00:28,987 - mmaction - INFO - Epoch [2][1620/1853] lr: 1.000e-02, eta: 15:33:26, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.6531, top5_acc: 0.8688, loss_cls: 1.1438, loss: 1.1438, grad_norm: 4.4745 2021-05-05 23:00:40,171 - mmaction - INFO - Epoch [2][1640/1853] lr: 1.000e-02, eta: 15:32:39, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.6703, top5_acc: 0.8773, loss_cls: 1.1034, loss: 1.1034, grad_norm: 4.3203 2021-05-05 23:00:51,360 - mmaction - INFO - Epoch [2][1660/1853] lr: 1.000e-02, eta: 15:31:52, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.6531, top5_acc: 0.8797, loss_cls: 1.1381, loss: 1.1381, grad_norm: 4.2313 2021-05-05 23:01:02,526 - mmaction - INFO - Epoch [2][1680/1853] lr: 1.000e-02, eta: 15:31:04, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.6781, top5_acc: 0.8969, loss_cls: 1.0688, loss: 1.0688, grad_norm: 4.3716 2021-05-05 23:01:13,697 - mmaction - INFO - Epoch [2][1700/1853] lr: 1.000e-02, eta: 15:30:18, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.6695, top5_acc: 0.8766, loss_cls: 1.1202, loss: 1.1202, grad_norm: 4.3616 2021-05-05 23:01:24,847 - mmaction - INFO - Epoch [2][1720/1853] lr: 1.000e-02, eta: 15:29:31, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.6617, top5_acc: 0.8812, loss_cls: 1.1166, loss: 1.1166, grad_norm: 4.2983 2021-05-05 23:01:36,031 - mmaction - INFO - Epoch [2][1740/1853] lr: 1.000e-02, eta: 15:28:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6898, top5_acc: 0.8805, loss_cls: 1.0838, loss: 1.0838, grad_norm: 4.4854 2021-05-05 23:01:47,199 - mmaction - INFO - Epoch [2][1760/1853] lr: 1.000e-02, eta: 15:27:59, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.6648, top5_acc: 0.8727, loss_cls: 1.1162, loss: 1.1162, grad_norm: 4.4458 2021-05-05 23:01:58,352 - mmaction - INFO - Epoch [2][1780/1853] lr: 1.000e-02, eta: 15:27:13, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.6633, top5_acc: 0.8891, loss_cls: 1.0953, loss: 1.0953, grad_norm: 4.0410 2021-05-05 23:02:09,578 - mmaction - INFO - Epoch [2][1800/1853] lr: 1.000e-02, eta: 15:26:30, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.6742, top5_acc: 0.8773, loss_cls: 1.0986, loss: 1.0986, grad_norm: 3.9314 2021-05-05 23:02:20,751 - mmaction - INFO - Epoch [2][1820/1853] lr: 1.000e-02, eta: 15:25:45, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.6813, top5_acc: 0.8719, loss_cls: 1.1200, loss: 1.1200, grad_norm: 3.9441 2021-05-05 23:02:31,928 - mmaction - INFO - Epoch [2][1840/1853] lr: 1.000e-02, eta: 15:25:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6734, top5_acc: 0.8758, loss_cls: 1.0686, loss: 1.0686, grad_norm: 4.2511 2021-05-05 23:02:40,315 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-05-05 23:04:14,264 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-05 23:04:14,296 - mmaction - INFO - top1_acc 0.8567 top5_acc 0.9835 2021-05-05 23:04:14,296 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-05 23:04:14,306 - mmaction - INFO - mean_acc 0.8456 2021-05-05 23:04:15,434 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-05-05 23:04:15,435 - mmaction - INFO - Best top1_acc is 0.8567 at 2 epoch. 2021-05-05 23:04:15,439 - mmaction - INFO - Epoch(val) [2][1853] top1_acc: 0.8567, top5_acc: 0.9835, mean_class_accuracy: 0.8456 2021-05-05 23:05:21,185 - mmaction - INFO - Epoch [3][20/1853] lr: 1.000e-02, eta: 15:42:38, time: 3.286, data_time: 2.723, memory: 7064, top1_acc: 0.6961, top5_acc: 0.8836, loss_cls: 1.0471, loss: 1.0471, grad_norm: 4.1346 2021-05-05 23:05:32,619 - mmaction - INFO - Epoch [3][40/1853] lr: 1.000e-02, eta: 15:41:55, time: 0.572, data_time: 0.002, memory: 7064, top1_acc: 0.6805, top5_acc: 0.8789, loss_cls: 1.0535, loss: 1.0535, grad_norm: 4.2214 2021-05-05 23:05:43,738 - mmaction - INFO - Epoch [3][60/1853] lr: 1.000e-02, eta: 15:41:04, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.6805, top5_acc: 0.8742, loss_cls: 1.1026, loss: 1.1026, grad_norm: 4.3996 2021-05-05 23:05:54,867 - mmaction - INFO - Epoch [3][80/1853] lr: 1.000e-02, eta: 15:40:15, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.6844, top5_acc: 0.9031, loss_cls: 1.0153, loss: 1.0153, grad_norm: 4.2734 2021-05-05 23:06:05,986 - mmaction - INFO - Epoch [3][100/1853] lr: 1.000e-02, eta: 15:39:25, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.6750, top5_acc: 0.8750, loss_cls: 1.0965, loss: 1.0965, grad_norm: 4.1520 2021-05-05 23:06:17,134 - mmaction - INFO - Epoch [3][120/1853] lr: 1.000e-02, eta: 15:38:37, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.6930, top5_acc: 0.8898, loss_cls: 1.0613, loss: 1.0613, grad_norm: 4.3724 2021-05-05 23:06:28,342 - mmaction - INFO - Epoch [3][140/1853] lr: 1.000e-02, eta: 15:37:50, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.6727, top5_acc: 0.8812, loss_cls: 1.1370, loss: 1.1370, grad_norm: 4.4798 2021-05-05 23:06:39,494 - mmaction - INFO - Epoch [3][160/1853] lr: 1.000e-02, eta: 15:37:02, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.6766, top5_acc: 0.8891, loss_cls: 1.0872, loss: 1.0872, grad_norm: 4.3804 2021-05-05 23:06:50,631 - mmaction - INFO - Epoch [3][180/1853] lr: 1.000e-02, eta: 15:36:15, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.6516, top5_acc: 0.8609, loss_cls: 1.2110, loss: 1.2110, grad_norm: 4.1908 2021-05-05 23:07:01,799 - mmaction - INFO - Epoch [3][200/1853] lr: 1.000e-02, eta: 15:35:28, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.6781, top5_acc: 0.8781, loss_cls: 1.1038, loss: 1.1038, grad_norm: 4.0760 2021-05-05 23:07:12,944 - mmaction - INFO - Epoch [3][220/1853] lr: 1.000e-02, eta: 15:34:42, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.6766, top5_acc: 0.8664, loss_cls: 1.1437, loss: 1.1437, grad_norm: 4.3510 2021-05-05 23:07:24,135 - mmaction - INFO - Epoch [3][240/1853] lr: 1.000e-02, eta: 15:33:56, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6711, top5_acc: 0.8930, loss_cls: 1.1008, loss: 1.1008, grad_norm: 4.3354 2021-05-05 23:07:35,309 - mmaction - INFO - Epoch [3][260/1853] lr: 1.000e-02, eta: 15:33:11, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.6922, top5_acc: 0.8797, loss_cls: 1.0543, loss: 1.0543, grad_norm: 4.0616 2021-05-05 23:07:46,500 - mmaction - INFO - Epoch [3][280/1853] lr: 1.000e-02, eta: 15:32:27, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.6969, top5_acc: 0.8812, loss_cls: 1.0369, loss: 1.0369, grad_norm: 4.3510 2021-05-05 23:07:57,642 - mmaction - INFO - Epoch [3][300/1853] lr: 1.000e-02, eta: 15:31:41, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.6695, top5_acc: 0.8727, loss_cls: 1.0887, loss: 1.0887, grad_norm: 4.5126 2021-05-05 23:08:08,833 - mmaction - INFO - Epoch [3][320/1853] lr: 1.000e-02, eta: 15:30:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6844, top5_acc: 0.8922, loss_cls: 1.0695, loss: 1.0695, grad_norm: 4.2161 2021-05-05 23:08:20,026 - mmaction - INFO - Epoch [3][340/1853] lr: 1.000e-02, eta: 15:30:14, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.6937, top5_acc: 0.8852, loss_cls: 1.0488, loss: 1.0488, grad_norm: 4.1141 2021-05-05 23:08:31,271 - mmaction - INFO - Epoch [3][360/1853] lr: 1.000e-02, eta: 15:29:32, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7016, top5_acc: 0.8938, loss_cls: 1.0120, loss: 1.0120, grad_norm: 4.4490 2021-05-05 23:08:42,453 - mmaction - INFO - Epoch [3][380/1853] lr: 1.000e-02, eta: 15:28:48, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.0421, loss: 1.0421, grad_norm: 4.2191 2021-05-05 23:08:53,668 - mmaction - INFO - Epoch [3][400/1853] lr: 1.000e-02, eta: 15:28:06, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.6719, top5_acc: 0.8750, loss_cls: 1.1194, loss: 1.1194, grad_norm: 4.5166 2021-05-05 23:09:04,852 - mmaction - INFO - Epoch [3][420/1853] lr: 1.000e-02, eta: 15:27:24, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7047, top5_acc: 0.8938, loss_cls: 1.0065, loss: 1.0065, grad_norm: 4.4651 2021-05-05 23:09:16,019 - mmaction - INFO - Epoch [3][440/1853] lr: 1.000e-02, eta: 15:26:41, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.6992, top5_acc: 0.8930, loss_cls: 1.0154, loss: 1.0154, grad_norm: 4.2605 2021-05-05 23:09:27,233 - mmaction - INFO - Epoch [3][460/1853] lr: 1.000e-02, eta: 15:26:00, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.6547, top5_acc: 0.8711, loss_cls: 1.1959, loss: 1.1959, grad_norm: 4.7970 2021-05-05 23:09:38,426 - mmaction - INFO - Epoch [3][480/1853] lr: 1.000e-02, eta: 15:25:19, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.6906, top5_acc: 0.8836, loss_cls: 1.0582, loss: 1.0582, grad_norm: 3.8311 2021-05-05 23:09:49,588 - mmaction - INFO - Epoch [3][500/1853] lr: 1.000e-02, eta: 15:24:37, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.6937, top5_acc: 0.8891, loss_cls: 1.0558, loss: 1.0558, grad_norm: 4.2069 2021-05-05 23:10:00,766 - mmaction - INFO - Epoch [3][520/1853] lr: 1.000e-02, eta: 15:23:56, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6719, top5_acc: 0.8680, loss_cls: 1.1269, loss: 1.1269, grad_norm: 4.3853 2021-05-05 23:10:11,939 - mmaction - INFO - Epoch [3][540/1853] lr: 1.000e-02, eta: 15:23:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6891, top5_acc: 0.8828, loss_cls: 1.0404, loss: 1.0404, grad_norm: 3.8795 2021-05-05 23:10:23,150 - mmaction - INFO - Epoch [3][560/1853] lr: 1.000e-02, eta: 15:22:35, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.6781, top5_acc: 0.8812, loss_cls: 1.0438, loss: 1.0438, grad_norm: 4.6171 2021-05-05 23:10:34,355 - mmaction - INFO - Epoch [3][580/1853] lr: 1.000e-02, eta: 15:21:55, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.6930, top5_acc: 0.8914, loss_cls: 1.0632, loss: 1.0632, grad_norm: 4.0327 2021-05-05 23:10:45,547 - mmaction - INFO - Epoch [3][600/1853] lr: 1.000e-02, eta: 15:21:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6898, top5_acc: 0.8867, loss_cls: 1.0393, loss: 1.0393, grad_norm: 3.8967 2021-05-05 23:10:56,726 - mmaction - INFO - Epoch [3][620/1853] lr: 1.000e-02, eta: 15:20:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7125, top5_acc: 0.9070, loss_cls: 0.9705, loss: 0.9705, grad_norm: 3.9570 2021-05-05 23:11:07,882 - mmaction - INFO - Epoch [3][640/1853] lr: 1.000e-02, eta: 15:19:56, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7109, top5_acc: 0.8844, loss_cls: 1.0024, loss: 1.0024, grad_norm: 3.9849 2021-05-05 23:11:19,067 - mmaction - INFO - Epoch [3][660/1853] lr: 1.000e-02, eta: 15:19:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6844, top5_acc: 0.8891, loss_cls: 1.0536, loss: 1.0536, grad_norm: 4.3962 2021-05-05 23:11:30,247 - mmaction - INFO - Epoch [3][680/1853] lr: 1.000e-02, eta: 15:18:37, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6922, top5_acc: 0.8891, loss_cls: 1.0375, loss: 1.0375, grad_norm: 4.0005 2021-05-05 23:11:41,422 - mmaction - INFO - Epoch [3][700/1853] lr: 1.000e-02, eta: 15:17:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7008, top5_acc: 0.8883, loss_cls: 1.0377, loss: 1.0377, grad_norm: 4.3016 2021-05-05 23:11:52,596 - mmaction - INFO - Epoch [3][720/1853] lr: 1.000e-02, eta: 15:17:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6930, top5_acc: 0.8797, loss_cls: 1.0572, loss: 1.0572, grad_norm: 4.0520 2021-05-05 23:12:03,794 - mmaction - INFO - Epoch [3][740/1853] lr: 1.000e-02, eta: 15:16:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.6914, top5_acc: 0.8797, loss_cls: 1.0311, loss: 1.0311, grad_norm: 4.2324 2021-05-05 23:12:14,974 - mmaction - INFO - Epoch [3][760/1853] lr: 1.000e-02, eta: 15:16:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6898, top5_acc: 0.8883, loss_cls: 1.0611, loss: 1.0611, grad_norm: 4.1129 2021-05-05 23:12:26,170 - mmaction - INFO - Epoch [3][780/1853] lr: 1.000e-02, eta: 15:15:27, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7000, top5_acc: 0.8891, loss_cls: 1.0213, loss: 1.0213, grad_norm: 4.0544 2021-05-05 23:12:37,362 - mmaction - INFO - Epoch [3][800/1853] lr: 1.000e-02, eta: 15:14:50, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.6523, top5_acc: 0.8688, loss_cls: 1.1453, loss: 1.1453, grad_norm: 4.4096 2021-05-05 23:12:48,553 - mmaction - INFO - Epoch [3][820/1853] lr: 1.000e-02, eta: 15:14:13, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7008, top5_acc: 0.8969, loss_cls: 1.0207, loss: 1.0207, grad_norm: 4.1655 2021-05-05 23:12:59,736 - mmaction - INFO - Epoch [3][840/1853] lr: 1.000e-02, eta: 15:13:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7102, top5_acc: 0.8914, loss_cls: 0.9842, loss: 0.9842, grad_norm: 3.6582 2021-05-05 23:13:10,903 - mmaction - INFO - Epoch [3][860/1853] lr: 1.000e-02, eta: 15:12:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6766, top5_acc: 0.8914, loss_cls: 1.0490, loss: 1.0490, grad_norm: 4.2655 2021-05-05 23:13:22,138 - mmaction - INFO - Epoch [3][880/1853] lr: 1.000e-02, eta: 15:12:23, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.6852, top5_acc: 0.8938, loss_cls: 1.0418, loss: 1.0418, grad_norm: 4.2167 2021-05-05 23:13:33,321 - mmaction - INFO - Epoch [3][900/1853] lr: 1.000e-02, eta: 15:11:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7086, top5_acc: 0.8828, loss_cls: 1.0059, loss: 1.0059, grad_norm: 3.8314 2021-05-05 23:13:44,498 - mmaction - INFO - Epoch [3][920/1853] lr: 1.000e-02, eta: 15:11:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7141, top5_acc: 0.8867, loss_cls: 0.9907, loss: 0.9907, grad_norm: 3.9294 2021-05-05 23:13:55,695 - mmaction - INFO - Epoch [3][940/1853] lr: 1.000e-02, eta: 15:10:35, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.6805, top5_acc: 0.8930, loss_cls: 1.0603, loss: 1.0603, grad_norm: 4.3726 2021-05-05 23:14:06,896 - mmaction - INFO - Epoch [3][960/1853] lr: 1.000e-02, eta: 15:09:59, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7039, top5_acc: 0.8797, loss_cls: 1.0064, loss: 1.0064, grad_norm: 3.9078 2021-05-05 23:14:18,040 - mmaction - INFO - Epoch [3][980/1853] lr: 1.000e-02, eta: 15:09:23, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7133, top5_acc: 0.8961, loss_cls: 0.9686, loss: 0.9686, grad_norm: 4.2723 2021-05-05 23:14:29,721 - mmaction - INFO - Epoch [3][1000/1853] lr: 1.000e-02, eta: 15:08:49, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.6570, top5_acc: 0.8672, loss_cls: 1.1826, loss: 1.1826, grad_norm: 4.2478 2021-05-05 23:14:40,897 - mmaction - INFO - Epoch [3][1020/1853] lr: 1.000e-02, eta: 15:08:22, time: 0.582, data_time: 0.024, memory: 7064, top1_acc: 0.6891, top5_acc: 0.8828, loss_cls: 1.0749, loss: 1.0749, grad_norm: 3.8499 2021-05-05 23:14:52,085 - mmaction - INFO - Epoch [3][1040/1853] lr: 1.000e-02, eta: 15:07:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6906, top5_acc: 0.8836, loss_cls: 1.0623, loss: 1.0623, grad_norm: 3.8050 2021-05-05 23:15:03,271 - mmaction - INFO - Epoch [3][1060/1853] lr: 1.000e-02, eta: 15:07:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6859, top5_acc: 0.8836, loss_cls: 1.0616, loss: 1.0616, grad_norm: 4.0860 2021-05-05 23:15:14,463 - mmaction - INFO - Epoch [3][1080/1853] lr: 1.000e-02, eta: 15:06:38, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.6953, top5_acc: 0.8922, loss_cls: 0.9942, loss: 0.9942, grad_norm: 4.2888 2021-05-05 23:15:25,676 - mmaction - INFO - Epoch [3][1100/1853] lr: 1.000e-02, eta: 15:06:04, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7094, top5_acc: 0.8852, loss_cls: 1.0044, loss: 1.0044, grad_norm: 3.9932 2021-05-05 23:15:36,833 - mmaction - INFO - Epoch [3][1120/1853] lr: 1.000e-02, eta: 15:05:30, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.6984, top5_acc: 0.8945, loss_cls: 1.0189, loss: 1.0189, grad_norm: 4.2484 2021-05-05 23:15:47,989 - mmaction - INFO - Epoch [3][1140/1853] lr: 1.000e-02, eta: 15:04:55, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.6984, top5_acc: 0.8930, loss_cls: 1.0042, loss: 1.0042, grad_norm: 3.8196 2021-05-05 23:15:59,141 - mmaction - INFO - Epoch [3][1160/1853] lr: 1.000e-02, eta: 15:04:21, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.6602, top5_acc: 0.8703, loss_cls: 1.1273, loss: 1.1273, grad_norm: 4.6122 2021-05-05 23:16:10,338 - mmaction - INFO - Epoch [3][1180/1853] lr: 1.000e-02, eta: 15:03:48, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.6992, top5_acc: 0.8805, loss_cls: 1.0472, loss: 1.0472, grad_norm: 4.1300 2021-05-05 23:16:21,491 - mmaction - INFO - Epoch [3][1200/1853] lr: 1.000e-02, eta: 15:03:14, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.6930, top5_acc: 0.8883, loss_cls: 1.0518, loss: 1.0518, grad_norm: 4.1893 2021-05-05 23:16:32,680 - mmaction - INFO - Epoch [3][1220/1853] lr: 1.000e-02, eta: 15:02:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6773, top5_acc: 0.8695, loss_cls: 1.0914, loss: 1.0914, grad_norm: 4.2233 2021-05-05 23:16:43,854 - mmaction - INFO - Epoch [3][1240/1853] lr: 1.000e-02, eta: 15:02:08, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7016, top5_acc: 0.8891, loss_cls: 1.0301, loss: 1.0301, grad_norm: 4.0897 2021-05-05 23:16:55,011 - mmaction - INFO - Epoch [3][1260/1853] lr: 1.000e-02, eta: 15:01:34, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.6914, top5_acc: 0.8898, loss_cls: 1.0288, loss: 1.0288, grad_norm: 3.9957 2021-05-05 23:17:06,216 - mmaction - INFO - Epoch [3][1280/1853] lr: 1.000e-02, eta: 15:01:02, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.6930, top5_acc: 0.8859, loss_cls: 1.0555, loss: 1.0555, grad_norm: 4.0607 2021-05-05 23:17:17,401 - mmaction - INFO - Epoch [3][1300/1853] lr: 1.000e-02, eta: 15:00:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7109, top5_acc: 0.8938, loss_cls: 0.9966, loss: 0.9966, grad_norm: 3.7734 2021-05-05 23:17:28,586 - mmaction - INFO - Epoch [3][1320/1853] lr: 1.000e-02, eta: 14:59:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6867, top5_acc: 0.9016, loss_cls: 1.0197, loss: 1.0197, grad_norm: 4.1829 2021-05-05 23:17:39,777 - mmaction - INFO - Epoch [3][1340/1853] lr: 1.000e-02, eta: 14:59:25, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7219, top5_acc: 0.8938, loss_cls: 0.9627, loss: 0.9627, grad_norm: 4.0131 2021-05-05 23:17:51,008 - mmaction - INFO - Epoch [3][1360/1853] lr: 1.000e-02, eta: 14:58:54, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.6906, top5_acc: 0.8891, loss_cls: 1.0358, loss: 1.0358, grad_norm: 3.9488 2021-05-05 23:18:02,189 - mmaction - INFO - Epoch [3][1380/1853] lr: 1.000e-02, eta: 14:58:22, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 0.9841, loss: 0.9841, grad_norm: 4.1241 2021-05-05 23:18:13,350 - mmaction - INFO - Epoch [3][1400/1853] lr: 1.000e-02, eta: 14:57:50, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7164, top5_acc: 0.8867, loss_cls: 0.9948, loss: 0.9948, grad_norm: 4.3878 2021-05-05 23:18:24,545 - mmaction - INFO - Epoch [3][1420/1853] lr: 1.000e-02, eta: 14:57:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7234, top5_acc: 0.8938, loss_cls: 0.9560, loss: 0.9560, grad_norm: 3.6178 2021-05-05 23:18:35,726 - mmaction - INFO - Epoch [3][1440/1853] lr: 1.000e-02, eta: 14:56:48, time: 0.560, data_time: 0.003, memory: 7064, top1_acc: 0.7008, top5_acc: 0.8828, loss_cls: 0.9897, loss: 0.9897, grad_norm: 4.1222 2021-05-05 23:18:46,919 - mmaction - INFO - Epoch [3][1460/1853] lr: 1.000e-02, eta: 14:56:17, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7008, top5_acc: 0.8922, loss_cls: 0.9819, loss: 0.9819, grad_norm: 4.0060 2021-05-05 23:18:58,076 - mmaction - INFO - Epoch [3][1480/1853] lr: 1.000e-02, eta: 14:55:45, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.6945, top5_acc: 0.8898, loss_cls: 1.0247, loss: 1.0247, grad_norm: 4.2358 2021-05-05 23:19:09,266 - mmaction - INFO - Epoch [3][1500/1853] lr: 1.000e-02, eta: 14:55:14, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6961, top5_acc: 0.8922, loss_cls: 0.9867, loss: 0.9867, grad_norm: 3.8533 2021-05-05 23:19:20,434 - mmaction - INFO - Epoch [3][1520/1853] lr: 1.000e-02, eta: 14:54:43, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.6781, top5_acc: 0.8789, loss_cls: 1.0547, loss: 1.0547, grad_norm: 4.3756 2021-05-05 23:19:31,613 - mmaction - INFO - Epoch [3][1540/1853] lr: 1.000e-02, eta: 14:54:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7117, top5_acc: 0.8828, loss_cls: 0.9711, loss: 0.9711, grad_norm: 4.0002 2021-05-05 23:19:42,801 - mmaction - INFO - Epoch [3][1560/1853] lr: 1.000e-02, eta: 14:53:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7031, top5_acc: 0.8984, loss_cls: 0.9903, loss: 0.9903, grad_norm: 4.1280 2021-05-05 23:19:53,951 - mmaction - INFO - Epoch [3][1580/1853] lr: 1.000e-02, eta: 14:53:12, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7023, top5_acc: 0.8727, loss_cls: 1.0291, loss: 1.0291, grad_norm: 3.9262 2021-05-05 23:20:05,168 - mmaction - INFO - Epoch [3][1600/1853] lr: 1.000e-02, eta: 14:52:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7023, top5_acc: 0.8883, loss_cls: 1.0160, loss: 1.0160, grad_norm: 3.9470 2021-05-05 23:20:16,334 - mmaction - INFO - Epoch [3][1620/1853] lr: 1.000e-02, eta: 14:52:12, time: 0.559, data_time: 0.003, memory: 7064, top1_acc: 0.6859, top5_acc: 0.8930, loss_cls: 1.0463, loss: 1.0463, grad_norm: 4.5600 2021-05-05 23:20:27,582 - mmaction - INFO - Epoch [3][1640/1853] lr: 1.000e-02, eta: 14:51:43, time: 0.563, data_time: 0.002, memory: 7064, top1_acc: 0.7203, top5_acc: 0.8789, loss_cls: 1.0101, loss: 1.0101, grad_norm: 4.3438 2021-05-05 23:20:38,795 - mmaction - INFO - Epoch [3][1660/1853] lr: 1.000e-02, eta: 14:51:14, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.6906, top5_acc: 0.8984, loss_cls: 1.0466, loss: 1.0466, grad_norm: 4.0234 2021-05-05 23:20:49,967 - mmaction - INFO - Epoch [3][1680/1853] lr: 1.000e-02, eta: 14:50:44, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7195, top5_acc: 0.8906, loss_cls: 0.9590, loss: 0.9590, grad_norm: 3.9198 2021-05-05 23:21:01,121 - mmaction - INFO - Epoch [3][1700/1853] lr: 1.000e-02, eta: 14:50:14, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.6930, top5_acc: 0.8875, loss_cls: 1.0296, loss: 1.0296, grad_norm: 3.9609 2021-05-05 23:21:12,295 - mmaction - INFO - Epoch [3][1720/1853] lr: 1.000e-02, eta: 14:49:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7164, top5_acc: 0.9062, loss_cls: 0.9634, loss: 0.9634, grad_norm: 3.9141 2021-05-05 23:21:23,465 - mmaction - INFO - Epoch [3][1740/1853] lr: 1.000e-02, eta: 14:49:15, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7031, top5_acc: 0.8984, loss_cls: 0.9697, loss: 0.9697, grad_norm: 4.2113 2021-05-05 23:21:34,618 - mmaction - INFO - Epoch [3][1760/1853] lr: 1.000e-02, eta: 14:48:46, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.6891, top5_acc: 0.8812, loss_cls: 1.0322, loss: 1.0322, grad_norm: 4.1574 2021-05-05 23:21:45,826 - mmaction - INFO - Epoch [3][1780/1853] lr: 1.000e-02, eta: 14:48:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7094, top5_acc: 0.8984, loss_cls: 0.9717, loss: 0.9717, grad_norm: 3.9437 2021-05-05 23:21:56,995 - mmaction - INFO - Epoch [3][1800/1853] lr: 1.000e-02, eta: 14:47:48, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.6969, top5_acc: 0.8820, loss_cls: 1.0265, loss: 1.0265, grad_norm: 4.1157 2021-05-05 23:22:08,192 - mmaction - INFO - Epoch [3][1820/1853] lr: 1.000e-02, eta: 14:47:20, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.6992, top5_acc: 0.8922, loss_cls: 0.9945, loss: 0.9945, grad_norm: 3.8721 2021-05-05 23:22:19,346 - mmaction - INFO - Epoch [3][1840/1853] lr: 1.000e-02, eta: 14:46:51, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7180, top5_acc: 0.8875, loss_cls: 0.9697, loss: 0.9697, grad_norm: 3.9699 2021-05-05 23:22:27,732 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-05-05 23:23:34,825 - mmaction - INFO - Epoch [4][20/1853] lr: 1.000e-02, eta: 14:58:22, time: 3.287, data_time: 2.725, memory: 7064, top1_acc: 0.6875, top5_acc: 0.8836, loss_cls: 1.0151, loss: 1.0151, grad_norm: 4.0193 2021-05-05 23:23:45,936 - mmaction - INFO - Epoch [4][40/1853] lr: 1.000e-02, eta: 14:57:50, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.6937, top5_acc: 0.8844, loss_cls: 1.0258, loss: 1.0258, grad_norm: 3.9037 2021-05-05 23:23:57,095 - mmaction - INFO - Epoch [4][60/1853] lr: 1.000e-02, eta: 14:57:18, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7180, top5_acc: 0.8953, loss_cls: 0.9557, loss: 0.9557, grad_norm: 4.0058 2021-05-05 23:24:08,216 - mmaction - INFO - Epoch [4][80/1853] lr: 1.000e-02, eta: 14:56:47, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.7148, top5_acc: 0.8891, loss_cls: 0.9907, loss: 0.9907, grad_norm: 3.7913 2021-05-05 23:24:19,382 - mmaction - INFO - Epoch [4][100/1853] lr: 1.000e-02, eta: 14:56:16, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7023, top5_acc: 0.8930, loss_cls: 0.9740, loss: 0.9740, grad_norm: 4.0637 2021-05-05 23:24:30,526 - mmaction - INFO - Epoch [4][120/1853] lr: 1.000e-02, eta: 14:55:45, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7000, top5_acc: 0.8898, loss_cls: 0.9833, loss: 0.9833, grad_norm: 3.9529 2021-05-05 23:24:41,685 - mmaction - INFO - Epoch [4][140/1853] lr: 1.000e-02, eta: 14:55:14, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7047, top5_acc: 0.8992, loss_cls: 0.9780, loss: 0.9780, grad_norm: 4.2770 2021-05-05 23:24:52,887 - mmaction - INFO - Epoch [4][160/1853] lr: 1.000e-02, eta: 14:54:44, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7164, top5_acc: 0.8969, loss_cls: 0.9365, loss: 0.9365, grad_norm: 3.9998 2021-05-05 23:25:04,103 - mmaction - INFO - Epoch [4][180/1853] lr: 1.000e-02, eta: 14:54:15, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7047, top5_acc: 0.8969, loss_cls: 0.9701, loss: 0.9701, grad_norm: 4.0783 2021-05-05 23:25:15,316 - mmaction - INFO - Epoch [4][200/1853] lr: 1.000e-02, eta: 14:53:45, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7320, top5_acc: 0.8961, loss_cls: 0.9485, loss: 0.9485, grad_norm: 4.2185 2021-05-05 23:25:26,470 - mmaction - INFO - Epoch [4][220/1853] lr: 1.000e-02, eta: 14:53:15, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 0.9666, loss: 0.9666, grad_norm: 3.9722 2021-05-05 23:25:37,629 - mmaction - INFO - Epoch [4][240/1853] lr: 1.000e-02, eta: 14:52:45, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7203, top5_acc: 0.8891, loss_cls: 0.9654, loss: 0.9654, grad_norm: 4.1755 2021-05-05 23:25:48,815 - mmaction - INFO - Epoch [4][260/1853] lr: 1.000e-02, eta: 14:52:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7141, top5_acc: 0.8875, loss_cls: 0.9837, loss: 0.9837, grad_norm: 3.9855 2021-05-05 23:25:59,999 - mmaction - INFO - Epoch [4][280/1853] lr: 1.000e-02, eta: 14:51:46, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6828, top5_acc: 0.8820, loss_cls: 1.0594, loss: 1.0594, grad_norm: 4.2324 2021-05-05 23:26:11,153 - mmaction - INFO - Epoch [4][300/1853] lr: 1.000e-02, eta: 14:51:17, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 0.9512, loss: 0.9512, grad_norm: 3.9950 2021-05-05 23:26:22,358 - mmaction - INFO - Epoch [4][320/1853] lr: 1.000e-02, eta: 14:50:48, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7344, top5_acc: 0.9117, loss_cls: 0.8969, loss: 0.8969, grad_norm: 4.0618 2021-05-05 23:26:33,539 - mmaction - INFO - Epoch [4][340/1853] lr: 1.000e-02, eta: 14:50:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6992, top5_acc: 0.8961, loss_cls: 1.0038, loss: 1.0038, grad_norm: 4.2042 2021-05-05 23:26:44,692 - mmaction - INFO - Epoch [4][360/1853] lr: 1.000e-02, eta: 14:49:49, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7258, top5_acc: 0.8961, loss_cls: 0.9221, loss: 0.9221, grad_norm: 3.6520 2021-05-05 23:26:55,870 - mmaction - INFO - Epoch [4][380/1853] lr: 1.000e-02, eta: 14:49:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7086, top5_acc: 0.9047, loss_cls: 0.9496, loss: 0.9496, grad_norm: 4.3290 2021-05-05 23:27:07,055 - mmaction - INFO - Epoch [4][400/1853] lr: 1.000e-02, eta: 14:48:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7148, top5_acc: 0.8930, loss_cls: 0.9596, loss: 0.9596, grad_norm: 4.0062 2021-05-05 23:27:18,238 - mmaction - INFO - Epoch [4][420/1853] lr: 1.000e-02, eta: 14:48:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7312, top5_acc: 0.8953, loss_cls: 0.9285, loss: 0.9285, grad_norm: 4.0007 2021-05-05 23:27:29,406 - mmaction - INFO - Epoch [4][440/1853] lr: 1.000e-02, eta: 14:47:55, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7117, top5_acc: 0.8992, loss_cls: 0.9948, loss: 0.9948, grad_norm: 4.0674 2021-05-05 23:27:40,573 - mmaction - INFO - Epoch [4][460/1853] lr: 1.000e-02, eta: 14:47:26, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7047, top5_acc: 0.8867, loss_cls: 1.0156, loss: 1.0156, grad_norm: 4.1088 2021-05-05 23:27:51,743 - mmaction - INFO - Epoch [4][480/1853] lr: 1.000e-02, eta: 14:46:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7125, top5_acc: 0.8969, loss_cls: 0.9630, loss: 0.9630, grad_norm: 4.1693 2021-05-05 23:28:02,959 - mmaction - INFO - Epoch [4][500/1853] lr: 1.000e-02, eta: 14:46:30, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7141, top5_acc: 0.8859, loss_cls: 0.9338, loss: 0.9338, grad_norm: 4.1699 2021-05-05 23:28:14,189 - mmaction - INFO - Epoch [4][520/1853] lr: 1.000e-02, eta: 14:46:03, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7195, top5_acc: 0.9031, loss_cls: 0.9823, loss: 0.9823, grad_norm: 3.9140 2021-05-05 23:28:25,356 - mmaction - INFO - Epoch [4][540/1853] lr: 1.000e-02, eta: 14:45:35, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7109, top5_acc: 0.9016, loss_cls: 0.9759, loss: 0.9759, grad_norm: 3.9617 2021-05-05 23:28:36,535 - mmaction - INFO - Epoch [4][560/1853] lr: 1.000e-02, eta: 14:45:07, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7133, top5_acc: 0.8953, loss_cls: 0.9502, loss: 0.9502, grad_norm: 3.9352 2021-05-05 23:28:47,704 - mmaction - INFO - Epoch [4][580/1853] lr: 1.000e-02, eta: 14:44:39, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7234, top5_acc: 0.8992, loss_cls: 0.9731, loss: 0.9731, grad_norm: 4.3739 2021-05-05 23:28:58,925 - mmaction - INFO - Epoch [4][600/1853] lr: 1.000e-02, eta: 14:44:12, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.6844, top5_acc: 0.8734, loss_cls: 1.0553, loss: 1.0553, grad_norm: 4.0966 2021-05-05 23:29:10,092 - mmaction - INFO - Epoch [4][620/1853] lr: 1.000e-02, eta: 14:43:44, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7336, top5_acc: 0.8992, loss_cls: 0.9230, loss: 0.9230, grad_norm: 3.9662 2021-05-05 23:29:21,269 - mmaction - INFO - Epoch [4][640/1853] lr: 1.000e-02, eta: 14:43:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7063, top5_acc: 0.8883, loss_cls: 1.0249, loss: 1.0249, grad_norm: 4.0461 2021-05-05 23:29:32,468 - mmaction - INFO - Epoch [4][660/1853] lr: 1.000e-02, eta: 14:42:50, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7195, top5_acc: 0.9008, loss_cls: 0.9725, loss: 0.9725, grad_norm: 4.1411 2021-05-05 23:29:43,619 - mmaction - INFO - Epoch [4][680/1853] lr: 1.000e-02, eta: 14:42:22, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7258, top5_acc: 0.9008, loss_cls: 0.9324, loss: 0.9324, grad_norm: 3.6326 2021-05-05 23:29:54,823 - mmaction - INFO - Epoch [4][700/1853] lr: 1.000e-02, eta: 14:41:55, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7164, top5_acc: 0.8953, loss_cls: 0.9674, loss: 0.9674, grad_norm: 3.7490 2021-05-05 23:30:05,974 - mmaction - INFO - Epoch [4][720/1853] lr: 1.000e-02, eta: 14:41:28, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7367, top5_acc: 0.8914, loss_cls: 0.9367, loss: 0.9367, grad_norm: 3.9336 2021-05-05 23:30:17,157 - mmaction - INFO - Epoch [4][740/1853] lr: 1.000e-02, eta: 14:41:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7242, top5_acc: 0.8945, loss_cls: 0.9468, loss: 0.9468, grad_norm: 3.8463 2021-05-05 23:30:28,343 - mmaction - INFO - Epoch [4][760/1853] lr: 1.000e-02, eta: 14:40:34, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7047, top5_acc: 0.8766, loss_cls: 1.0107, loss: 1.0107, grad_norm: 3.9406 2021-05-05 23:30:39,513 - mmaction - INFO - Epoch [4][780/1853] lr: 1.000e-02, eta: 14:40:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7273, top5_acc: 0.8992, loss_cls: 0.9506, loss: 0.9506, grad_norm: 3.7510 2021-05-05 23:30:50,682 - mmaction - INFO - Epoch [4][800/1853] lr: 1.000e-02, eta: 14:39:41, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7195, top5_acc: 0.9070, loss_cls: 0.9116, loss: 0.9116, grad_norm: 3.8922 2021-05-05 23:31:01,850 - mmaction - INFO - Epoch [4][820/1853] lr: 1.000e-02, eta: 14:39:14, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7227, top5_acc: 0.8898, loss_cls: 0.9581, loss: 0.9581, grad_norm: 4.1636 2021-05-05 23:31:13,030 - mmaction - INFO - Epoch [4][840/1853] lr: 1.000e-02, eta: 14:38:48, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7156, top5_acc: 0.8938, loss_cls: 0.9801, loss: 0.9801, grad_norm: 4.0679 2021-05-05 23:31:24,226 - mmaction - INFO - Epoch [4][860/1853] lr: 1.000e-02, eta: 14:38:22, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7219, top5_acc: 0.8898, loss_cls: 0.9588, loss: 0.9588, grad_norm: 3.7518 2021-05-05 23:31:35,417 - mmaction - INFO - Epoch [4][880/1853] lr: 1.000e-02, eta: 14:37:56, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7234, top5_acc: 0.9023, loss_cls: 0.9525, loss: 0.9525, grad_norm: 4.0533 2021-05-05 23:31:46,576 - mmaction - INFO - Epoch [4][900/1853] lr: 1.000e-02, eta: 14:37:29, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7367, top5_acc: 0.9047, loss_cls: 0.8955, loss: 0.8955, grad_norm: 3.8605 2021-05-05 23:31:57,749 - mmaction - INFO - Epoch [4][920/1853] lr: 1.000e-02, eta: 14:37:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7125, top5_acc: 0.9219, loss_cls: 0.9132, loss: 0.9132, grad_norm: 4.4145 2021-05-05 23:32:08,900 - mmaction - INFO - Epoch [4][940/1853] lr: 1.000e-02, eta: 14:36:37, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7070, top5_acc: 0.8805, loss_cls: 1.0084, loss: 1.0084, grad_norm: 3.7708 2021-05-05 23:32:20,084 - mmaction - INFO - Epoch [4][960/1853] lr: 1.000e-02, eta: 14:36:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6977, top5_acc: 0.8961, loss_cls: 1.0072, loss: 1.0072, grad_norm: 4.1246 2021-05-05 23:32:31,232 - mmaction - INFO - Epoch [4][980/1853] lr: 1.000e-02, eta: 14:35:45, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7102, top5_acc: 0.8836, loss_cls: 1.0104, loss: 1.0104, grad_norm: 4.2682 2021-05-05 23:32:42,411 - mmaction - INFO - Epoch [4][1000/1853] lr: 1.000e-02, eta: 14:35:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7070, top5_acc: 0.9000, loss_cls: 0.9834, loss: 0.9834, grad_norm: 4.0756 2021-05-05 23:32:53,590 - mmaction - INFO - Epoch [4][1020/1853] lr: 1.000e-02, eta: 14:34:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7141, top5_acc: 0.8898, loss_cls: 0.9837, loss: 0.9837, grad_norm: 3.9131 2021-05-05 23:33:04,763 - mmaction - INFO - Epoch [4][1040/1853] lr: 1.000e-02, eta: 14:34:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7305, top5_acc: 0.8977, loss_cls: 0.8983, loss: 0.8983, grad_norm: 3.5914 2021-05-05 23:33:15,946 - mmaction - INFO - Epoch [4][1060/1853] lr: 1.000e-02, eta: 14:34:03, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7352, top5_acc: 0.9125, loss_cls: 0.9036, loss: 0.9036, grad_norm: 3.9309 2021-05-05 23:33:27,121 - mmaction - INFO - Epoch [4][1080/1853] lr: 1.000e-02, eta: 14:33:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7180, top5_acc: 0.8930, loss_cls: 0.9771, loss: 0.9771, grad_norm: 3.8483 2021-05-05 23:33:38,296 - mmaction - INFO - Epoch [4][1100/1853] lr: 1.000e-02, eta: 14:33:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6984, top5_acc: 0.8898, loss_cls: 0.9892, loss: 0.9892, grad_norm: 4.0903 2021-05-05 23:33:49,451 - mmaction - INFO - Epoch [4][1120/1853] lr: 1.000e-02, eta: 14:32:47, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7211, top5_acc: 0.9070, loss_cls: 0.9455, loss: 0.9455, grad_norm: 3.8819 2021-05-05 23:34:00,641 - mmaction - INFO - Epoch [4][1140/1853] lr: 1.000e-02, eta: 14:32:22, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7109, top5_acc: 0.8828, loss_cls: 0.9719, loss: 0.9719, grad_norm: 4.0355 2021-05-05 23:34:11,810 - mmaction - INFO - Epoch [4][1160/1853] lr: 1.000e-02, eta: 14:31:57, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7227, top5_acc: 0.8945, loss_cls: 0.9318, loss: 0.9318, grad_norm: 3.9320 2021-05-05 23:34:22,982 - mmaction - INFO - Epoch [4][1180/1853] lr: 1.000e-02, eta: 14:31:32, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7117, top5_acc: 0.8875, loss_cls: 0.9515, loss: 0.9515, grad_norm: 4.2364 2021-05-05 23:34:34,148 - mmaction - INFO - Epoch [4][1200/1853] lr: 1.000e-02, eta: 14:31:07, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7312, top5_acc: 0.8914, loss_cls: 0.9309, loss: 0.9309, grad_norm: 3.9073 2021-05-05 23:34:45,324 - mmaction - INFO - Epoch [4][1220/1853] lr: 1.000e-02, eta: 14:30:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7086, top5_acc: 0.8914, loss_cls: 0.9560, loss: 0.9560, grad_norm: 3.8275 2021-05-05 23:34:56,524 - mmaction - INFO - Epoch [4][1240/1853] lr: 1.000e-02, eta: 14:30:18, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7305, top5_acc: 0.9047, loss_cls: 0.8927, loss: 0.8927, grad_norm: 3.8614 2021-05-05 23:35:07,696 - mmaction - INFO - Epoch [4][1260/1853] lr: 1.000e-02, eta: 14:29:53, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7188, top5_acc: 0.8883, loss_cls: 0.9776, loss: 0.9776, grad_norm: 3.8787 2021-05-05 23:35:18,880 - mmaction - INFO - Epoch [4][1280/1853] lr: 1.000e-02, eta: 14:29:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7133, top5_acc: 0.9062, loss_cls: 0.9306, loss: 0.9306, grad_norm: 4.0720 2021-05-05 23:35:30,049 - mmaction - INFO - Epoch [4][1300/1853] lr: 1.000e-02, eta: 14:29:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7109, top5_acc: 0.8883, loss_cls: 1.0202, loss: 1.0202, grad_norm: 4.0559 2021-05-05 23:35:41,234 - mmaction - INFO - Epoch [4][1320/1853] lr: 1.000e-02, eta: 14:28:40, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7008, top5_acc: 0.8984, loss_cls: 0.9903, loss: 0.9903, grad_norm: 4.1125 2021-05-05 23:35:52,427 - mmaction - INFO - Epoch [4][1340/1853] lr: 1.000e-02, eta: 14:28:16, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7070, top5_acc: 0.9070, loss_cls: 0.9753, loss: 0.9753, grad_norm: 4.0617 2021-05-05 23:36:03,594 - mmaction - INFO - Epoch [4][1360/1853] lr: 1.000e-02, eta: 14:27:51, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7000, top5_acc: 0.8922, loss_cls: 1.0072, loss: 1.0072, grad_norm: 3.8360 2021-05-05 23:36:14,773 - mmaction - INFO - Epoch [4][1380/1853] lr: 1.000e-02, eta: 14:27:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.8922, loss_cls: 0.8622, loss: 0.8622, grad_norm: 3.7096 2021-05-05 23:36:25,916 - mmaction - INFO - Epoch [4][1400/1853] lr: 1.000e-02, eta: 14:27:03, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7234, top5_acc: 0.8969, loss_cls: 0.9446, loss: 0.9446, grad_norm: 4.2752 2021-05-05 23:36:37,119 - mmaction - INFO - Epoch [4][1420/1853] lr: 1.000e-02, eta: 14:26:39, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7141, top5_acc: 0.9023, loss_cls: 0.9626, loss: 0.9626, grad_norm: 3.9714 2021-05-05 23:36:48,308 - mmaction - INFO - Epoch [4][1440/1853] lr: 1.000e-02, eta: 14:26:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9023, loss_cls: 0.8781, loss: 0.8781, grad_norm: 3.7725 2021-05-05 23:36:59,488 - mmaction - INFO - Epoch [4][1460/1853] lr: 1.000e-02, eta: 14:25:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7297, top5_acc: 0.8898, loss_cls: 0.9030, loss: 0.9030, grad_norm: 3.7655 2021-05-05 23:37:10,677 - mmaction - INFO - Epoch [4][1480/1853] lr: 1.000e-02, eta: 14:25:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6992, top5_acc: 0.8930, loss_cls: 1.0132, loss: 1.0132, grad_norm: 4.1948 2021-05-05 23:37:21,832 - mmaction - INFO - Epoch [4][1500/1853] lr: 1.000e-02, eta: 14:25:04, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7039, top5_acc: 0.8852, loss_cls: 1.0283, loss: 1.0283, grad_norm: 4.1368 2021-05-05 23:37:33,016 - mmaction - INFO - Epoch [4][1520/1853] lr: 1.000e-02, eta: 14:24:40, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7078, top5_acc: 0.8992, loss_cls: 0.9798, loss: 0.9798, grad_norm: 3.9520 2021-05-05 23:37:44,195 - mmaction - INFO - Epoch [4][1540/1853] lr: 1.000e-02, eta: 14:24:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7203, top5_acc: 0.8945, loss_cls: 0.9735, loss: 0.9735, grad_norm: 3.9422 2021-05-05 23:37:55,368 - mmaction - INFO - Epoch [4][1560/1853] lr: 1.000e-02, eta: 14:23:53, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7273, top5_acc: 0.9141, loss_cls: 0.8651, loss: 0.8651, grad_norm: 4.0022 2021-05-05 23:38:06,525 - mmaction - INFO - Epoch [4][1580/1853] lr: 1.000e-02, eta: 14:23:30, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7367, top5_acc: 0.8977, loss_cls: 0.9086, loss: 0.9086, grad_norm: 3.8524 2021-05-05 23:38:17,752 - mmaction - INFO - Epoch [4][1600/1853] lr: 1.000e-02, eta: 14:23:07, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7297, top5_acc: 0.9023, loss_cls: 0.8902, loss: 0.8902, grad_norm: 3.9248 2021-05-05 23:38:28,930 - mmaction - INFO - Epoch [4][1620/1853] lr: 1.000e-02, eta: 14:22:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7406, top5_acc: 0.9125, loss_cls: 0.8676, loss: 0.8676, grad_norm: 3.8158 2021-05-05 23:38:40,100 - mmaction - INFO - Epoch [4][1640/1853] lr: 1.000e-02, eta: 14:22:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7031, top5_acc: 0.8797, loss_cls: 1.0353, loss: 1.0353, grad_norm: 4.0093 2021-05-05 23:38:51,287 - mmaction - INFO - Epoch [4][1660/1853] lr: 1.000e-02, eta: 14:21:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9016, loss_cls: 0.8891, loss: 0.8891, grad_norm: 3.6072 2021-05-05 23:39:02,484 - mmaction - INFO - Epoch [4][1680/1853] lr: 1.000e-02, eta: 14:21:34, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7359, top5_acc: 0.9031, loss_cls: 0.9103, loss: 0.9103, grad_norm: 4.4148 2021-05-05 23:39:13,659 - mmaction - INFO - Epoch [4][1700/1853] lr: 1.000e-02, eta: 14:21:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7312, top5_acc: 0.8945, loss_cls: 0.9041, loss: 0.9041, grad_norm: 3.7031 2021-05-05 23:39:24,832 - mmaction - INFO - Epoch [4][1720/1853] lr: 1.000e-02, eta: 14:20:48, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7289, top5_acc: 0.8984, loss_cls: 0.9258, loss: 0.9258, grad_norm: 3.8296 2021-05-05 23:39:35,986 - mmaction - INFO - Epoch [4][1740/1853] lr: 1.000e-02, eta: 14:20:25, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7125, top5_acc: 0.8828, loss_cls: 0.9936, loss: 0.9936, grad_norm: 3.8293 2021-05-05 23:39:47,166 - mmaction - INFO - Epoch [4][1760/1853] lr: 1.000e-02, eta: 14:20:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7336, top5_acc: 0.8961, loss_cls: 0.9308, loss: 0.9308, grad_norm: 4.2889 2021-05-05 23:39:58,398 - mmaction - INFO - Epoch [4][1780/1853] lr: 1.000e-02, eta: 14:19:40, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.7070, top5_acc: 0.8781, loss_cls: 1.0002, loss: 1.0002, grad_norm: 4.1841 2021-05-05 23:40:09,553 - mmaction - INFO - Epoch [4][1800/1853] lr: 1.000e-02, eta: 14:19:17, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7328, top5_acc: 0.9094, loss_cls: 0.9000, loss: 0.9000, grad_norm: 4.0966 2021-05-05 23:40:20,748 - mmaction - INFO - Epoch [4][1820/1853] lr: 1.000e-02, eta: 14:18:55, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7266, top5_acc: 0.8992, loss_cls: 0.9177, loss: 0.9177, grad_norm: 4.1753 2021-05-05 23:40:31,912 - mmaction - INFO - Epoch [4][1840/1853] lr: 1.000e-02, eta: 14:18:32, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.6852, top5_acc: 0.8930, loss_cls: 1.0006, loss: 1.0006, grad_norm: 4.1798 2021-05-05 23:40:40,206 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-05-05 23:42:12,166 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-05 23:42:12,198 - mmaction - INFO - top1_acc 0.8960 top5_acc 0.9900 2021-05-05 23:42:12,198 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-05 23:42:12,207 - mmaction - INFO - mean_acc 0.8940 2021-05-05 23:42:12,538 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-05-05 23:42:12,538 - mmaction - INFO - Best top1_acc is 0.8960 at 4 epoch. 2021-05-05 23:42:12,541 - mmaction - INFO - Epoch(val) [4][1853] top1_acc: 0.8960, top5_acc: 0.9900, mean_class_accuracy: 0.8940 2021-05-05 23:43:17,497 - mmaction - INFO - Epoch [5][20/1853] lr: 1.000e-02, eta: 14:26:48, time: 3.247, data_time: 2.685, memory: 7064, top1_acc: 0.7188, top5_acc: 0.8953, loss_cls: 0.9599, loss: 0.9599, grad_norm: 3.7683 2021-05-05 23:43:28,648 - mmaction - INFO - Epoch [5][40/1853] lr: 1.000e-02, eta: 14:26:24, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7500, top5_acc: 0.8953, loss_cls: 0.9103, loss: 0.9103, grad_norm: 3.8467 2021-05-05 23:43:39,797 - mmaction - INFO - Epoch [5][60/1853] lr: 1.000e-02, eta: 14:26:00, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7406, top5_acc: 0.8922, loss_cls: 0.8946, loss: 0.8946, grad_norm: 3.4237 2021-05-05 23:43:50,966 - mmaction - INFO - Epoch [5][80/1853] lr: 1.000e-02, eta: 14:25:36, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7156, top5_acc: 0.8875, loss_cls: 0.9585, loss: 0.9585, grad_norm: 4.1020 2021-05-05 23:44:02,111 - mmaction - INFO - Epoch [5][100/1853] lr: 1.000e-02, eta: 14:25:12, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7422, top5_acc: 0.9062, loss_cls: 0.8940, loss: 0.8940, grad_norm: 3.9109 2021-05-05 23:44:13,325 - mmaction - INFO - Epoch [5][120/1853] lr: 1.000e-02, eta: 14:24:48, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7242, top5_acc: 0.8977, loss_cls: 0.9352, loss: 0.9352, grad_norm: 4.0753 2021-05-05 23:44:24,463 - mmaction - INFO - Epoch [5][140/1853] lr: 1.000e-02, eta: 14:24:24, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7320, top5_acc: 0.9094, loss_cls: 0.9146, loss: 0.9146, grad_norm: 3.8753 2021-05-05 23:44:35,998 - mmaction - INFO - Epoch [5][160/1853] lr: 1.000e-02, eta: 14:24:05, time: 0.576, data_time: 0.001, memory: 7064, top1_acc: 0.7227, top5_acc: 0.8914, loss_cls: 0.9882, loss: 0.9882, grad_norm: 3.9882 2021-05-05 23:44:47,184 - mmaction - INFO - Epoch [5][180/1853] lr: 1.000e-02, eta: 14:23:41, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7141, top5_acc: 0.9078, loss_cls: 0.9221, loss: 0.9221, grad_norm: 4.2285 2021-05-05 23:44:58,361 - mmaction - INFO - Epoch [5][200/1853] lr: 1.000e-02, eta: 14:23:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7273, top5_acc: 0.8922, loss_cls: 0.9229, loss: 0.9229, grad_norm: 3.7661 2021-05-05 23:45:09,548 - mmaction - INFO - Epoch [5][220/1853] lr: 1.000e-02, eta: 14:22:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7320, top5_acc: 0.9008, loss_cls: 0.9285, loss: 0.9285, grad_norm: 4.0203 2021-05-05 23:45:20,725 - mmaction - INFO - Epoch [5][240/1853] lr: 1.000e-02, eta: 14:22:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7383, top5_acc: 0.8945, loss_cls: 0.8818, loss: 0.8818, grad_norm: 3.7753 2021-05-05 23:45:31,895 - mmaction - INFO - Epoch [5][260/1853] lr: 1.000e-02, eta: 14:22:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7266, top5_acc: 0.8898, loss_cls: 0.9462, loss: 0.9462, grad_norm: 3.8876 2021-05-05 23:45:43,091 - mmaction - INFO - Epoch [5][280/1853] lr: 1.000e-02, eta: 14:21:45, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7172, top5_acc: 0.9000, loss_cls: 0.9107, loss: 0.9107, grad_norm: 3.7300 2021-05-05 23:45:54,277 - mmaction - INFO - Epoch [5][300/1853] lr: 1.000e-02, eta: 14:21:22, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7219, top5_acc: 0.9062, loss_cls: 0.8932, loss: 0.8932, grad_norm: 4.0128 2021-05-05 23:46:05,470 - mmaction - INFO - Epoch [5][320/1853] lr: 1.000e-02, eta: 14:20:59, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7234, top5_acc: 0.9039, loss_cls: 0.9216, loss: 0.9216, grad_norm: 3.9032 2021-05-05 23:46:16,668 - mmaction - INFO - Epoch [5][340/1853] lr: 1.000e-02, eta: 14:20:36, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7039, top5_acc: 0.8961, loss_cls: 0.9844, loss: 0.9844, grad_norm: 3.8123 2021-05-05 23:46:27,821 - mmaction - INFO - Epoch [5][360/1853] lr: 1.000e-02, eta: 14:20:13, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7258, top5_acc: 0.9117, loss_cls: 0.9346, loss: 0.9346, grad_norm: 3.9325 2021-05-05 23:46:38,993 - mmaction - INFO - Epoch [5][380/1853] lr: 1.000e-02, eta: 14:19:50, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7195, top5_acc: 0.8984, loss_cls: 0.9652, loss: 0.9652, grad_norm: 4.0631 2021-05-05 23:46:50,171 - mmaction - INFO - Epoch [5][400/1853] lr: 1.000e-02, eta: 14:19:27, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7148, top5_acc: 0.8969, loss_cls: 0.9666, loss: 0.9666, grad_norm: 3.9443 2021-05-05 23:47:01,329 - mmaction - INFO - Epoch [5][420/1853] lr: 1.000e-02, eta: 14:19:04, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7289, top5_acc: 0.8898, loss_cls: 0.9470, loss: 0.9470, grad_norm: 3.6589 2021-05-05 23:47:12,503 - mmaction - INFO - Epoch [5][440/1853] lr: 1.000e-02, eta: 14:18:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7141, top5_acc: 0.8844, loss_cls: 0.9664, loss: 0.9664, grad_norm: 3.9183 2021-05-05 23:47:23,695 - mmaction - INFO - Epoch [5][460/1853] lr: 1.000e-02, eta: 14:18:19, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9070, loss_cls: 0.8798, loss: 0.8798, grad_norm: 3.8122 2021-05-05 23:47:34,895 - mmaction - INFO - Epoch [5][480/1853] lr: 1.000e-02, eta: 14:17:57, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7352, top5_acc: 0.8984, loss_cls: 0.9042, loss: 0.9042, grad_norm: 3.9609 2021-05-05 23:47:46,074 - mmaction - INFO - Epoch [5][500/1853] lr: 1.000e-02, eta: 14:17:34, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7102, top5_acc: 0.8953, loss_cls: 0.9700, loss: 0.9700, grad_norm: 3.9672 2021-05-05 23:47:57,275 - mmaction - INFO - Epoch [5][520/1853] lr: 1.000e-02, eta: 14:17:12, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7203, top5_acc: 0.8891, loss_cls: 0.9465, loss: 0.9465, grad_norm: 3.8323 2021-05-05 23:48:08,439 - mmaction - INFO - Epoch [5][540/1853] lr: 1.000e-02, eta: 14:16:49, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7320, top5_acc: 0.8969, loss_cls: 0.8935, loss: 0.8935, grad_norm: 4.0580 2021-05-05 23:48:19,656 - mmaction - INFO - Epoch [5][560/1853] lr: 1.000e-02, eta: 14:16:28, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7305, top5_acc: 0.9094, loss_cls: 0.9214, loss: 0.9214, grad_norm: 3.9118 2021-05-05 23:48:30,860 - mmaction - INFO - Epoch [5][580/1853] lr: 1.000e-02, eta: 14:16:06, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7328, top5_acc: 0.8977, loss_cls: 0.9135, loss: 0.9135, grad_norm: 4.0339 2021-05-05 23:48:42,043 - mmaction - INFO - Epoch [5][600/1853] lr: 1.000e-02, eta: 14:15:43, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7117, top5_acc: 0.8852, loss_cls: 0.9690, loss: 0.9690, grad_norm: 3.8987 2021-05-05 23:48:53,246 - mmaction - INFO - Epoch [5][620/1853] lr: 1.000e-02, eta: 14:15:21, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7266, top5_acc: 0.9000, loss_cls: 0.9315, loss: 0.9315, grad_norm: 4.1563 2021-05-05 23:49:04,434 - mmaction - INFO - Epoch [5][640/1853] lr: 1.000e-02, eta: 14:14:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7344, top5_acc: 0.9016, loss_cls: 0.9430, loss: 0.9430, grad_norm: 3.8524 2021-05-05 23:49:15,627 - mmaction - INFO - Epoch [5][660/1853] lr: 1.000e-02, eta: 14:14:37, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7258, top5_acc: 0.8914, loss_cls: 0.9505, loss: 0.9505, grad_norm: 4.0386 2021-05-05 23:49:26,795 - mmaction - INFO - Epoch [5][680/1853] lr: 1.000e-02, eta: 14:14:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7195, top5_acc: 0.8945, loss_cls: 0.9265, loss: 0.9265, grad_norm: 4.1462 2021-05-05 23:49:37,982 - mmaction - INFO - Epoch [5][700/1853] lr: 1.000e-02, eta: 14:13:53, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7195, top5_acc: 0.9031, loss_cls: 0.9151, loss: 0.9151, grad_norm: 4.1309 2021-05-05 23:49:49,153 - mmaction - INFO - Epoch [5][720/1853] lr: 1.000e-02, eta: 14:13:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7516, top5_acc: 0.9141, loss_cls: 0.8255, loss: 0.8255, grad_norm: 3.7600 2021-05-05 23:50:00,374 - mmaction - INFO - Epoch [5][740/1853] lr: 1.000e-02, eta: 14:13:10, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7336, top5_acc: 0.9023, loss_cls: 0.9154, loss: 0.9154, grad_norm: 4.1466 2021-05-05 23:50:11,549 - mmaction - INFO - Epoch [5][760/1853] lr: 1.000e-02, eta: 14:12:48, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7133, top5_acc: 0.8875, loss_cls: 0.9470, loss: 0.9470, grad_norm: 3.8367 2021-05-05 23:50:22,775 - mmaction - INFO - Epoch [5][780/1853] lr: 1.000e-02, eta: 14:12:27, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7211, top5_acc: 0.9016, loss_cls: 0.9111, loss: 0.9111, grad_norm: 3.9613 2021-05-05 23:50:33,954 - mmaction - INFO - Epoch [5][800/1853] lr: 1.000e-02, eta: 14:12:05, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7367, top5_acc: 0.9039, loss_cls: 0.9266, loss: 0.9266, grad_norm: 3.7971 2021-05-05 23:50:45,190 - mmaction - INFO - Epoch [5][820/1853] lr: 1.000e-02, eta: 14:11:44, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7391, top5_acc: 0.9062, loss_cls: 0.8826, loss: 0.8826, grad_norm: 3.6286 2021-05-05 23:50:56,364 - mmaction - INFO - Epoch [5][840/1853] lr: 1.000e-02, eta: 14:11:22, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7289, top5_acc: 0.9070, loss_cls: 0.8731, loss: 0.8731, grad_norm: 4.1820 2021-05-05 23:51:07,537 - mmaction - INFO - Epoch [5][860/1853] lr: 1.000e-02, eta: 14:11:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7383, top5_acc: 0.9062, loss_cls: 0.9151, loss: 0.9151, grad_norm: 3.8869 2021-05-05 23:51:18,724 - mmaction - INFO - Epoch [5][880/1853] lr: 1.000e-02, eta: 14:10:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7406, top5_acc: 0.9062, loss_cls: 0.8808, loss: 0.8808, grad_norm: 3.7948 2021-05-05 23:51:29,944 - mmaction - INFO - Epoch [5][900/1853] lr: 1.000e-02, eta: 14:10:18, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7398, top5_acc: 0.8875, loss_cls: 0.9324, loss: 0.9324, grad_norm: 3.7912 2021-05-05 23:51:41,110 - mmaction - INFO - Epoch [5][920/1853] lr: 1.000e-02, eta: 14:09:57, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9023, loss_cls: 0.8719, loss: 0.8719, grad_norm: 3.7859 2021-05-05 23:51:52,334 - mmaction - INFO - Epoch [5][940/1853] lr: 1.000e-02, eta: 14:09:36, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7242, top5_acc: 0.9000, loss_cls: 0.9123, loss: 0.9123, grad_norm: 3.9851 2021-05-05 23:52:03,528 - mmaction - INFO - Epoch [5][960/1853] lr: 1.000e-02, eta: 14:09:15, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7211, top5_acc: 0.8906, loss_cls: 0.9793, loss: 0.9793, grad_norm: 4.1189 2021-05-05 23:52:14,697 - mmaction - INFO - Epoch [5][980/1853] lr: 1.000e-02, eta: 14:08:53, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7352, top5_acc: 0.9078, loss_cls: 0.8954, loss: 0.8954, grad_norm: 4.0672 2021-05-05 23:52:25,878 - mmaction - INFO - Epoch [5][1000/1853] lr: 1.000e-02, eta: 14:08:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7422, top5_acc: 0.9086, loss_cls: 0.8678, loss: 0.8678, grad_norm: 4.0095 2021-05-05 23:52:37,049 - mmaction - INFO - Epoch [5][1020/1853] lr: 1.000e-02, eta: 14:08:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7164, top5_acc: 0.9023, loss_cls: 0.9291, loss: 0.9291, grad_norm: 4.1855 2021-05-05 23:52:48,244 - mmaction - INFO - Epoch [5][1040/1853] lr: 1.000e-02, eta: 14:07:50, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7344, top5_acc: 0.9023, loss_cls: 0.9041, loss: 0.9041, grad_norm: 3.9748 2021-05-05 23:52:59,438 - mmaction - INFO - Epoch [5][1060/1853] lr: 1.000e-02, eta: 14:07:29, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7219, top5_acc: 0.8992, loss_cls: 0.9277, loss: 0.9277, grad_norm: 3.8695 2021-05-05 23:53:10,600 - mmaction - INFO - Epoch [5][1080/1853] lr: 1.000e-02, eta: 14:07:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7320, top5_acc: 0.9086, loss_cls: 0.9175, loss: 0.9175, grad_norm: 3.7779 2021-05-05 23:53:21,786 - mmaction - INFO - Epoch [5][1100/1853] lr: 1.000e-02, eta: 14:06:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7250, top5_acc: 0.8914, loss_cls: 0.9735, loss: 0.9735, grad_norm: 3.9187 2021-05-05 23:53:32,982 - mmaction - INFO - Epoch [5][1120/1853] lr: 1.000e-02, eta: 14:06:26, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7422, top5_acc: 0.9102, loss_cls: 0.8957, loss: 0.8957, grad_norm: 4.0618 2021-05-05 23:53:44,154 - mmaction - INFO - Epoch [5][1140/1853] lr: 1.000e-02, eta: 14:06:05, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7102, top5_acc: 0.8914, loss_cls: 0.9529, loss: 0.9529, grad_norm: 4.0194 2021-05-05 23:53:55,354 - mmaction - INFO - Epoch [5][1160/1853] lr: 1.000e-02, eta: 14:05:45, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7148, top5_acc: 0.8875, loss_cls: 0.9590, loss: 0.9590, grad_norm: 3.7690 2021-05-05 23:54:06,525 - mmaction - INFO - Epoch [5][1180/1853] lr: 1.000e-02, eta: 14:05:24, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7477, top5_acc: 0.9187, loss_cls: 0.8096, loss: 0.8096, grad_norm: 3.4943 2021-05-05 23:54:17,751 - mmaction - INFO - Epoch [5][1200/1853] lr: 1.000e-02, eta: 14:05:03, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7102, top5_acc: 0.8898, loss_cls: 0.9856, loss: 0.9856, grad_norm: 3.8589 2021-05-05 23:54:28,936 - mmaction - INFO - Epoch [5][1220/1853] lr: 1.000e-02, eta: 14:04:43, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7336, top5_acc: 0.8992, loss_cls: 0.9097, loss: 0.9097, grad_norm: 3.6631 2021-05-05 23:54:40,135 - mmaction - INFO - Epoch [5][1240/1853] lr: 1.000e-02, eta: 14:04:22, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9039, loss_cls: 0.8471, loss: 0.8471, grad_norm: 4.0127 2021-05-05 23:54:51,345 - mmaction - INFO - Epoch [5][1260/1853] lr: 1.000e-02, eta: 14:04:02, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7367, top5_acc: 0.9078, loss_cls: 0.8951, loss: 0.8951, grad_norm: 4.3375 2021-05-05 23:55:02,576 - mmaction - INFO - Epoch [5][1280/1853] lr: 1.000e-02, eta: 14:03:42, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9109, loss_cls: 0.8451, loss: 0.8451, grad_norm: 3.8654 2021-05-05 23:55:13,795 - mmaction - INFO - Epoch [5][1300/1853] lr: 1.000e-02, eta: 14:03:22, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7172, top5_acc: 0.9125, loss_cls: 0.9007, loss: 0.9007, grad_norm: 4.1240 2021-05-05 23:55:25,028 - mmaction - INFO - Epoch [5][1320/1853] lr: 1.000e-02, eta: 14:03:02, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.7164, top5_acc: 0.8898, loss_cls: 0.9241, loss: 0.9241, grad_norm: 3.8790 2021-05-05 23:55:36,244 - mmaction - INFO - Epoch [5][1340/1853] lr: 1.000e-02, eta: 14:02:42, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7336, top5_acc: 0.9062, loss_cls: 0.9212, loss: 0.9212, grad_norm: 4.3070 2021-05-05 23:55:47,442 - mmaction - INFO - Epoch [5][1360/1853] lr: 1.000e-02, eta: 14:02:21, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7320, top5_acc: 0.8883, loss_cls: 0.9289, loss: 0.9289, grad_norm: 3.7217 2021-05-05 23:55:58,652 - mmaction - INFO - Epoch [5][1380/1853] lr: 1.000e-02, eta: 14:02:01, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7180, top5_acc: 0.9055, loss_cls: 0.9519, loss: 0.9519, grad_norm: 3.8228 2021-05-05 23:56:09,870 - mmaction - INFO - Epoch [5][1400/1853] lr: 1.000e-02, eta: 14:01:41, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7328, top5_acc: 0.9078, loss_cls: 0.9268, loss: 0.9268, grad_norm: 4.1636 2021-05-05 23:56:21,131 - mmaction - INFO - Epoch [5][1420/1853] lr: 1.000e-02, eta: 14:01:22, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.7492, top5_acc: 0.9000, loss_cls: 0.8798, loss: 0.8798, grad_norm: 3.8275 2021-05-05 23:56:32,342 - mmaction - INFO - Epoch [5][1440/1853] lr: 1.000e-02, eta: 14:01:02, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7359, top5_acc: 0.9000, loss_cls: 0.9334, loss: 0.9334, grad_norm: 3.9168 2021-05-05 23:56:43,581 - mmaction - INFO - Epoch [5][1460/1853] lr: 1.000e-02, eta: 14:00:42, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7461, top5_acc: 0.8938, loss_cls: 0.8965, loss: 0.8965, grad_norm: 3.9354 2021-05-05 23:56:54,803 - mmaction - INFO - Epoch [5][1480/1853] lr: 1.000e-02, eta: 14:00:23, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7547, top5_acc: 0.9070, loss_cls: 0.8546, loss: 0.8546, grad_norm: 3.8057 2021-05-05 23:57:06,013 - mmaction - INFO - Epoch [5][1500/1853] lr: 1.000e-02, eta: 14:00:03, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7352, top5_acc: 0.8961, loss_cls: 0.9185, loss: 0.9185, grad_norm: 3.8121 2021-05-05 23:57:17,217 - mmaction - INFO - Epoch [5][1520/1853] lr: 1.000e-02, eta: 13:59:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9227, loss_cls: 0.7883, loss: 0.7883, grad_norm: 3.6687 2021-05-05 23:57:28,426 - mmaction - INFO - Epoch [5][1540/1853] lr: 1.000e-02, eta: 13:59:23, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7094, top5_acc: 0.8820, loss_cls: 0.9805, loss: 0.9805, grad_norm: 4.3990 2021-05-05 23:57:39,599 - mmaction - INFO - Epoch [5][1560/1853] lr: 1.000e-02, eta: 13:59:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7383, top5_acc: 0.9078, loss_cls: 0.8699, loss: 0.8699, grad_norm: 4.0217 2021-05-05 23:57:50,720 - mmaction - INFO - Epoch [5][1580/1853] lr: 1.000e-02, eta: 13:58:43, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.7359, top5_acc: 0.9102, loss_cls: 0.9023, loss: 0.9023, grad_norm: 4.1265 2021-05-05 23:58:01,828 - mmaction - INFO - Epoch [5][1600/1853] lr: 1.000e-02, eta: 13:58:22, time: 0.555, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9148, loss_cls: 0.8004, loss: 0.8004, grad_norm: 3.7279 2021-05-05 23:58:12,982 - mmaction - INFO - Epoch [5][1620/1853] lr: 1.000e-02, eta: 13:58:02, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7336, top5_acc: 0.8992, loss_cls: 0.8988, loss: 0.8988, grad_norm: 3.8667 2021-05-05 23:58:24,172 - mmaction - INFO - Epoch [5][1640/1853] lr: 1.000e-02, eta: 13:57:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7250, top5_acc: 0.9047, loss_cls: 0.9409, loss: 0.9409, grad_norm: 3.8083 2021-05-05 23:58:35,402 - mmaction - INFO - Epoch [5][1660/1853] lr: 1.000e-02, eta: 13:57:23, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7266, top5_acc: 0.8961, loss_cls: 0.9330, loss: 0.9330, grad_norm: 3.7234 2021-05-05 23:58:46,601 - mmaction - INFO - Epoch [5][1680/1853] lr: 1.000e-02, eta: 13:57:03, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7492, top5_acc: 0.9102, loss_cls: 0.8349, loss: 0.8349, grad_norm: 3.6318 2021-05-05 23:58:57,810 - mmaction - INFO - Epoch [5][1700/1853] lr: 1.000e-02, eta: 13:56:44, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9039, loss_cls: 0.8770, loss: 0.8770, grad_norm: 3.8732 2021-05-05 23:59:09,037 - mmaction - INFO - Epoch [5][1720/1853] lr: 1.000e-02, eta: 13:56:24, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7133, top5_acc: 0.8898, loss_cls: 0.9532, loss: 0.9532, grad_norm: 3.7741 2021-05-05 23:59:20,223 - mmaction - INFO - Epoch [5][1740/1853] lr: 1.000e-02, eta: 13:56:05, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7625, top5_acc: 0.8961, loss_cls: 0.8433, loss: 0.8433, grad_norm: 3.6616 2021-05-05 23:59:31,431 - mmaction - INFO - Epoch [5][1760/1853] lr: 1.000e-02, eta: 13:55:45, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9219, loss_cls: 0.8702, loss: 0.8702, grad_norm: 3.8897 2021-05-05 23:59:42,639 - mmaction - INFO - Epoch [5][1780/1853] lr: 1.000e-02, eta: 13:55:26, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7328, top5_acc: 0.9125, loss_cls: 0.8932, loss: 0.8932, grad_norm: 3.8960 2021-05-05 23:59:53,869 - mmaction - INFO - Epoch [5][1800/1853] lr: 1.000e-02, eta: 13:55:07, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7453, top5_acc: 0.9070, loss_cls: 0.8845, loss: 0.8845, grad_norm: 4.0398 2021-05-06 00:00:05,356 - mmaction - INFO - Epoch [5][1820/1853] lr: 1.000e-02, eta: 13:54:50, time: 0.574, data_time: 0.001, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9031, loss_cls: 0.8826, loss: 0.8826, grad_norm: 3.6832 2021-05-06 00:00:17,083 - mmaction - INFO - Epoch [5][1840/1853] lr: 1.000e-02, eta: 13:54:36, time: 0.586, data_time: 0.004, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9023, loss_cls: 0.8839, loss: 0.8839, grad_norm: 3.7982 2021-05-06 00:00:25,819 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-05-06 00:02:01,159 - mmaction - INFO - Epoch [6][20/1853] lr: 1.000e-02, eta: 14:05:25, time: 4.719, data_time: 4.159, memory: 7064, top1_acc: 0.7359, top5_acc: 0.9148, loss_cls: 0.8705, loss: 0.8705, grad_norm: 3.8904 2021-05-06 00:02:12,344 - mmaction - INFO - Epoch [6][40/1853] lr: 1.000e-02, eta: 14:05:04, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7219, top5_acc: 0.8820, loss_cls: 0.9592, loss: 0.9592, grad_norm: 4.2014 2021-05-06 00:02:23,482 - mmaction - INFO - Epoch [6][60/1853] lr: 1.000e-02, eta: 14:04:43, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.8984, loss_cls: 0.8589, loss: 0.8589, grad_norm: 3.5600 2021-05-06 00:02:34,654 - mmaction - INFO - Epoch [6][80/1853] lr: 1.000e-02, eta: 14:04:22, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9016, loss_cls: 0.8763, loss: 0.8763, grad_norm: 3.7813 2021-05-06 00:02:45,795 - mmaction - INFO - Epoch [6][100/1853] lr: 1.000e-02, eta: 14:04:01, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7250, top5_acc: 0.8953, loss_cls: 0.9479, loss: 0.9479, grad_norm: 3.8469 2021-05-06 00:02:56,971 - mmaction - INFO - Epoch [6][120/1853] lr: 1.000e-02, eta: 14:03:40, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7305, top5_acc: 0.8984, loss_cls: 0.9110, loss: 0.9110, grad_norm: 3.7790 2021-05-06 00:03:08,167 - mmaction - INFO - Epoch [6][140/1853] lr: 1.000e-02, eta: 14:03:19, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7195, top5_acc: 0.8797, loss_cls: 0.9716, loss: 0.9716, grad_norm: 3.8996 2021-05-06 00:03:19,340 - mmaction - INFO - Epoch [6][160/1853] lr: 1.000e-02, eta: 14:02:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7320, top5_acc: 0.9047, loss_cls: 0.8791, loss: 0.8791, grad_norm: 3.6858 2021-05-06 00:03:30,549 - mmaction - INFO - Epoch [6][180/1853] lr: 1.000e-02, eta: 14:02:38, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7312, top5_acc: 0.9016, loss_cls: 0.9031, loss: 0.9031, grad_norm: 3.6071 2021-05-06 00:03:41,722 - mmaction - INFO - Epoch [6][200/1853] lr: 1.000e-02, eta: 14:02:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7445, top5_acc: 0.8953, loss_cls: 0.8680, loss: 0.8680, grad_norm: 3.6664 2021-05-06 00:03:52,882 - mmaction - INFO - Epoch [6][220/1853] lr: 1.000e-02, eta: 14:01:56, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7383, top5_acc: 0.9062, loss_cls: 0.8745, loss: 0.8745, grad_norm: 3.9069 2021-05-06 00:04:04,036 - mmaction - INFO - Epoch [6][240/1853] lr: 1.000e-02, eta: 14:01:35, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7227, top5_acc: 0.8961, loss_cls: 0.9492, loss: 0.9492, grad_norm: 4.1105 2021-05-06 00:04:15,215 - mmaction - INFO - Epoch [6][260/1853] lr: 1.000e-02, eta: 14:01:15, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7375, top5_acc: 0.9055, loss_cls: 0.9136, loss: 0.9136, grad_norm: 4.2803 2021-05-06 00:04:26,441 - mmaction - INFO - Epoch [6][280/1853] lr: 1.000e-02, eta: 14:00:54, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7258, top5_acc: 0.8977, loss_cls: 0.9397, loss: 0.9397, grad_norm: 3.9476 2021-05-06 00:04:37,639 - mmaction - INFO - Epoch [6][300/1853] lr: 1.000e-02, eta: 14:00:34, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7344, top5_acc: 0.8930, loss_cls: 0.9103, loss: 0.9103, grad_norm: 3.9437 2021-05-06 00:04:48,808 - mmaction - INFO - Epoch [6][320/1853] lr: 1.000e-02, eta: 14:00:14, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7305, top5_acc: 0.9000, loss_cls: 0.9138, loss: 0.9138, grad_norm: 4.2344 2021-05-06 00:04:59,972 - mmaction - INFO - Epoch [6][340/1853] lr: 1.000e-02, eta: 13:59:53, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7383, top5_acc: 0.8953, loss_cls: 0.8706, loss: 0.8706, grad_norm: 3.7575 2021-05-06 00:05:11,162 - mmaction - INFO - Epoch [6][360/1853] lr: 1.000e-02, eta: 13:59:33, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9117, loss_cls: 0.8299, loss: 0.8299, grad_norm: 3.6720 2021-05-06 00:05:22,354 - mmaction - INFO - Epoch [6][380/1853] lr: 1.000e-02, eta: 13:59:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7234, top5_acc: 0.8961, loss_cls: 0.9498, loss: 0.9498, grad_norm: 4.2497 2021-05-06 00:05:33,528 - mmaction - INFO - Epoch [6][400/1853] lr: 1.000e-02, eta: 13:58:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7305, top5_acc: 0.9000, loss_cls: 0.8988, loss: 0.8988, grad_norm: 3.6840 2021-05-06 00:05:44,680 - mmaction - INFO - Epoch [6][420/1853] lr: 1.000e-02, eta: 13:58:31, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7477, top5_acc: 0.9062, loss_cls: 0.8651, loss: 0.8651, grad_norm: 3.8158 2021-05-06 00:05:55,868 - mmaction - INFO - Epoch [6][440/1853] lr: 1.000e-02, eta: 13:58:11, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9164, loss_cls: 0.7992, loss: 0.7992, grad_norm: 3.7556 2021-05-06 00:06:07,021 - mmaction - INFO - Epoch [6][460/1853] lr: 1.000e-02, eta: 13:57:51, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7203, top5_acc: 0.8945, loss_cls: 0.9348, loss: 0.9348, grad_norm: 3.8209 2021-05-06 00:06:18,191 - mmaction - INFO - Epoch [6][480/1853] lr: 1.000e-02, eta: 13:57:31, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7422, top5_acc: 0.9125, loss_cls: 0.8270, loss: 0.8270, grad_norm: 3.8213 2021-05-06 00:06:29,709 - mmaction - INFO - Epoch [6][500/1853] lr: 1.000e-02, eta: 13:57:10, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7203, top5_acc: 0.9039, loss_cls: 0.9212, loss: 0.9212, grad_norm: 3.7044 2021-05-06 00:06:40,915 - mmaction - INFO - Epoch [6][520/1853] lr: 1.000e-02, eta: 13:56:53, time: 0.577, data_time: 0.019, memory: 7064, top1_acc: 0.7234, top5_acc: 0.8992, loss_cls: 0.9150, loss: 0.9150, grad_norm: 3.5902 2021-05-06 00:06:52,143 - mmaction - INFO - Epoch [6][540/1853] lr: 1.000e-02, eta: 13:56:34, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.7539, top5_acc: 0.9125, loss_cls: 0.8441, loss: 0.8441, grad_norm: 3.5441 2021-05-06 00:07:03,339 - mmaction - INFO - Epoch [6][560/1853] lr: 1.000e-02, eta: 13:56:14, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7453, top5_acc: 0.8977, loss_cls: 0.9054, loss: 0.9054, grad_norm: 3.9493 2021-05-06 00:07:14,559 - mmaction - INFO - Epoch [6][580/1853] lr: 1.000e-02, eta: 13:55:54, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7328, top5_acc: 0.9102, loss_cls: 0.8639, loss: 0.8639, grad_norm: 4.1061 2021-05-06 00:07:25,775 - mmaction - INFO - Epoch [6][600/1853] lr: 1.000e-02, eta: 13:55:35, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7180, top5_acc: 0.9047, loss_cls: 0.9008, loss: 0.9008, grad_norm: 3.7874 2021-05-06 00:07:36,959 - mmaction - INFO - Epoch [6][620/1853] lr: 1.000e-02, eta: 13:55:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9070, loss_cls: 0.8232, loss: 0.8232, grad_norm: 3.7211 2021-05-06 00:07:48,117 - mmaction - INFO - Epoch [6][640/1853] lr: 1.000e-02, eta: 13:54:55, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9062, loss_cls: 0.8427, loss: 0.8427, grad_norm: 4.2658 2021-05-06 00:07:59,314 - mmaction - INFO - Epoch [6][660/1853] lr: 1.000e-02, eta: 13:54:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7352, top5_acc: 0.9023, loss_cls: 0.9125, loss: 0.9125, grad_norm: 3.9310 2021-05-06 00:08:10,482 - mmaction - INFO - Epoch [6][680/1853] lr: 1.000e-02, eta: 13:54:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9031, loss_cls: 0.8208, loss: 0.8208, grad_norm: 3.6414 2021-05-06 00:08:21,672 - mmaction - INFO - Epoch [6][700/1853] lr: 1.000e-02, eta: 13:53:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7312, top5_acc: 0.8977, loss_cls: 0.9179, loss: 0.9179, grad_norm: 3.7569 2021-05-06 00:08:32,889 - mmaction - INFO - Epoch [6][720/1853] lr: 1.000e-02, eta: 13:53:36, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.7172, top5_acc: 0.8977, loss_cls: 0.9055, loss: 0.9055, grad_norm: 4.0251 2021-05-06 00:08:44,082 - mmaction - INFO - Epoch [6][740/1853] lr: 1.000e-02, eta: 13:53:16, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9125, loss_cls: 0.8338, loss: 0.8338, grad_norm: 3.6583 2021-05-06 00:08:55,298 - mmaction - INFO - Epoch [6][760/1853] lr: 1.000e-02, eta: 13:52:57, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7453, top5_acc: 0.9156, loss_cls: 0.8518, loss: 0.8518, grad_norm: 3.9705 2021-05-06 00:09:06,467 - mmaction - INFO - Epoch [6][780/1853] lr: 1.000e-02, eta: 13:52:37, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7273, top5_acc: 0.8930, loss_cls: 0.9184, loss: 0.9184, grad_norm: 3.8774 2021-05-06 00:09:17,657 - mmaction - INFO - Epoch [6][800/1853] lr: 1.000e-02, eta: 13:52:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7133, top5_acc: 0.8984, loss_cls: 0.9266, loss: 0.9266, grad_norm: 3.9784 2021-05-06 00:09:28,846 - mmaction - INFO - Epoch [6][820/1853] lr: 1.000e-02, eta: 13:51:58, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7430, top5_acc: 0.9055, loss_cls: 0.8885, loss: 0.8885, grad_norm: 3.7089 2021-05-06 00:09:40,014 - mmaction - INFO - Epoch [6][840/1853] lr: 1.000e-02, eta: 13:51:39, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7250, top5_acc: 0.8961, loss_cls: 0.9234, loss: 0.9234, grad_norm: 4.0846 2021-05-06 00:09:51,191 - mmaction - INFO - Epoch [6][860/1853] lr: 1.000e-02, eta: 13:51:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7242, top5_acc: 0.8914, loss_cls: 0.9312, loss: 0.9312, grad_norm: 3.8149 2021-05-06 00:10:02,395 - mmaction - INFO - Epoch [6][880/1853] lr: 1.000e-02, eta: 13:51:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7281, top5_acc: 0.8953, loss_cls: 0.9063, loss: 0.9063, grad_norm: 3.8309 2021-05-06 00:10:13,642 - mmaction - INFO - Epoch [6][900/1853] lr: 1.000e-02, eta: 13:50:41, time: 0.563, data_time: 0.003, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9086, loss_cls: 0.8249, loss: 0.8249, grad_norm: 3.9492 2021-05-06 00:10:24,802 - mmaction - INFO - Epoch [6][920/1853] lr: 1.000e-02, eta: 13:50:21, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9148, loss_cls: 0.8495, loss: 0.8495, grad_norm: 4.0910 2021-05-06 00:10:35,984 - mmaction - INFO - Epoch [6][940/1853] lr: 1.000e-02, eta: 13:50:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7547, top5_acc: 0.8977, loss_cls: 0.9044, loss: 0.9044, grad_norm: 3.8320 2021-05-06 00:10:47,149 - mmaction - INFO - Epoch [6][960/1853] lr: 1.000e-02, eta: 13:49:43, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7375, top5_acc: 0.9078, loss_cls: 0.8547, loss: 0.8547, grad_norm: 3.7954 2021-05-06 00:10:58,313 - mmaction - INFO - Epoch [6][980/1853] lr: 1.000e-02, eta: 13:49:23, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7797, top5_acc: 0.9141, loss_cls: 0.7720, loss: 0.7720, grad_norm: 3.8858 2021-05-06 00:11:09,478 - mmaction - INFO - Epoch [6][1000/1853] lr: 1.000e-02, eta: 13:49:04, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9086, loss_cls: 0.8031, loss: 0.8031, grad_norm: 3.9070 2021-05-06 00:11:20,653 - mmaction - INFO - Epoch [6][1020/1853] lr: 1.000e-02, eta: 13:48:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9141, loss_cls: 0.8556, loss: 0.8556, grad_norm: 4.1988 2021-05-06 00:11:31,801 - mmaction - INFO - Epoch [6][1040/1853] lr: 1.000e-02, eta: 13:48:25, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9133, loss_cls: 0.8429, loss: 0.8429, grad_norm: 3.9428 2021-05-06 00:11:42,969 - mmaction - INFO - Epoch [6][1060/1853] lr: 1.000e-02, eta: 13:48:06, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7281, top5_acc: 0.9125, loss_cls: 0.9200, loss: 0.9200, grad_norm: 4.1298 2021-05-06 00:11:54,154 - mmaction - INFO - Epoch [6][1080/1853] lr: 1.000e-02, eta: 13:47:46, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7273, top5_acc: 0.9078, loss_cls: 0.8724, loss: 0.8724, grad_norm: 3.6889 2021-05-06 00:12:05,310 - mmaction - INFO - Epoch [6][1100/1853] lr: 1.000e-02, eta: 13:47:27, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7266, top5_acc: 0.8820, loss_cls: 0.9584, loss: 0.9584, grad_norm: 3.6988 2021-05-06 00:12:16,488 - mmaction - INFO - Epoch [6][1120/1853] lr: 1.000e-02, eta: 13:47:08, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7336, top5_acc: 0.9070, loss_cls: 0.8987, loss: 0.8987, grad_norm: 4.0412 2021-05-06 00:12:27,657 - mmaction - INFO - Epoch [6][1140/1853] lr: 1.000e-02, eta: 13:46:49, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7180, top5_acc: 0.8906, loss_cls: 0.9645, loss: 0.9645, grad_norm: 3.7340 2021-05-06 00:12:38,781 - mmaction - INFO - Epoch [6][1160/1853] lr: 1.000e-02, eta: 13:46:29, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.7266, top5_acc: 0.9023, loss_cls: 0.9011, loss: 0.9011, grad_norm: 3.6407 2021-05-06 00:12:49,981 - mmaction - INFO - Epoch [6][1180/1853] lr: 1.000e-02, eta: 13:46:11, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7422, top5_acc: 0.9125, loss_cls: 0.8393, loss: 0.8393, grad_norm: 3.9589 2021-05-06 00:13:01,155 - mmaction - INFO - Epoch [6][1200/1853] lr: 1.000e-02, eta: 13:45:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7219, top5_acc: 0.8852, loss_cls: 0.9628, loss: 0.9628, grad_norm: 4.0094 2021-05-06 00:13:12,321 - mmaction - INFO - Epoch [6][1220/1853] lr: 1.000e-02, eta: 13:45:32, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7180, top5_acc: 0.9109, loss_cls: 0.9328, loss: 0.9328, grad_norm: 4.0123 2021-05-06 00:13:23,504 - mmaction - INFO - Epoch [6][1240/1853] lr: 1.000e-02, eta: 13:45:14, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7352, top5_acc: 0.9023, loss_cls: 0.9027, loss: 0.9027, grad_norm: 4.0406 2021-05-06 00:13:34,710 - mmaction - INFO - Epoch [6][1260/1853] lr: 1.000e-02, eta: 13:44:55, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9023, loss_cls: 0.8561, loss: 0.8561, grad_norm: 3.5355 2021-05-06 00:13:45,915 - mmaction - INFO - Epoch [6][1280/1853] lr: 1.000e-02, eta: 13:44:36, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7383, top5_acc: 0.9031, loss_cls: 0.8862, loss: 0.8862, grad_norm: 3.9145 2021-05-06 00:13:57,088 - mmaction - INFO - Epoch [6][1300/1853] lr: 1.000e-02, eta: 13:44:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7406, top5_acc: 0.8992, loss_cls: 0.8847, loss: 0.8847, grad_norm: 3.5680 2021-05-06 00:14:08,265 - mmaction - INFO - Epoch [6][1320/1853] lr: 1.000e-02, eta: 13:43:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7289, top5_acc: 0.8906, loss_cls: 0.9183, loss: 0.9183, grad_norm: 3.8318 2021-05-06 00:14:19,440 - mmaction - INFO - Epoch [6][1340/1853] lr: 1.000e-02, eta: 13:43:40, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9070, loss_cls: 0.9146, loss: 0.9146, grad_norm: 3.6073 2021-05-06 00:14:30,610 - mmaction - INFO - Epoch [6][1360/1853] lr: 1.000e-02, eta: 13:43:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7328, top5_acc: 0.9023, loss_cls: 0.9166, loss: 0.9166, grad_norm: 3.7936 2021-05-06 00:14:41,798 - mmaction - INFO - Epoch [6][1380/1853] lr: 1.000e-02, eta: 13:43:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7445, top5_acc: 0.9117, loss_cls: 0.8462, loss: 0.8462, grad_norm: 3.6991 2021-05-06 00:14:52,979 - mmaction - INFO - Epoch [6][1400/1853] lr: 1.000e-02, eta: 13:42:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9156, loss_cls: 0.8398, loss: 0.8398, grad_norm: 4.0502 2021-05-06 00:15:04,174 - mmaction - INFO - Epoch [6][1420/1853] lr: 1.000e-02, eta: 13:42:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7289, top5_acc: 0.8953, loss_cls: 0.8894, loss: 0.8894, grad_norm: 3.8798 2021-05-06 00:15:15,391 - mmaction - INFO - Epoch [6][1440/1853] lr: 1.000e-02, eta: 13:42:07, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7312, top5_acc: 0.8977, loss_cls: 0.9192, loss: 0.9192, grad_norm: 3.7073 2021-05-06 00:15:26,618 - mmaction - INFO - Epoch [6][1460/1853] lr: 1.000e-02, eta: 13:41:48, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.8961, loss_cls: 0.8550, loss: 0.8550, grad_norm: 3.3838 2021-05-06 00:15:37,826 - mmaction - INFO - Epoch [6][1480/1853] lr: 1.000e-02, eta: 13:41:30, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7352, top5_acc: 0.9023, loss_cls: 0.8696, loss: 0.8696, grad_norm: 3.6171 2021-05-06 00:15:49,017 - mmaction - INFO - Epoch [6][1500/1853] lr: 1.000e-02, eta: 13:41:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7406, top5_acc: 0.9023, loss_cls: 0.8506, loss: 0.8506, grad_norm: 3.8983 2021-05-06 00:16:00,179 - mmaction - INFO - Epoch [6][1520/1853] lr: 1.000e-02, eta: 13:40:53, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7320, top5_acc: 0.9070, loss_cls: 0.9315, loss: 0.9315, grad_norm: 3.9418 2021-05-06 00:16:11,358 - mmaction - INFO - Epoch [6][1540/1853] lr: 1.000e-02, eta: 13:40:34, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7422, top5_acc: 0.9078, loss_cls: 0.8445, loss: 0.8445, grad_norm: 4.1068 2021-05-06 00:16:22,531 - mmaction - INFO - Epoch [6][1560/1853] lr: 1.000e-02, eta: 13:40:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7266, top5_acc: 0.8992, loss_cls: 0.9159, loss: 0.9159, grad_norm: 3.9570 2021-05-06 00:16:33,708 - mmaction - INFO - Epoch [6][1580/1853] lr: 1.000e-02, eta: 13:39:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7305, top5_acc: 0.9070, loss_cls: 0.9064, loss: 0.9064, grad_norm: 4.1779 2021-05-06 00:16:44,893 - mmaction - INFO - Epoch [6][1600/1853] lr: 1.000e-02, eta: 13:39:39, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7188, top5_acc: 0.8922, loss_cls: 0.9547, loss: 0.9547, grad_norm: 3.8159 2021-05-06 00:16:56,085 - mmaction - INFO - Epoch [6][1620/1853] lr: 1.000e-02, eta: 13:39:21, time: 0.561, data_time: 0.003, memory: 7064, top1_acc: 0.7148, top5_acc: 0.8938, loss_cls: 0.9280, loss: 0.9280, grad_norm: 3.7906 2021-05-06 00:17:07,254 - mmaction - INFO - Epoch [6][1640/1853] lr: 1.000e-02, eta: 13:39:02, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.8969, loss_cls: 0.9255, loss: 0.9255, grad_norm: 3.8612 2021-05-06 00:17:18,425 - mmaction - INFO - Epoch [6][1660/1853] lr: 1.000e-02, eta: 13:38:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9102, loss_cls: 0.8335, loss: 0.8335, grad_norm: 3.6663 2021-05-06 00:17:29,597 - mmaction - INFO - Epoch [6][1680/1853] lr: 1.000e-02, eta: 13:38:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9039, loss_cls: 0.8705, loss: 0.8705, grad_norm: 3.7607 2021-05-06 00:17:40,775 - mmaction - INFO - Epoch [6][1700/1853] lr: 1.000e-02, eta: 13:38:07, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7203, top5_acc: 0.9070, loss_cls: 0.9091, loss: 0.9091, grad_norm: 3.7818 2021-05-06 00:17:51,934 - mmaction - INFO - Epoch [6][1720/1853] lr: 1.000e-02, eta: 13:37:49, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7492, top5_acc: 0.9203, loss_cls: 0.8399, loss: 0.8399, grad_norm: 3.8323 2021-05-06 00:18:03,103 - mmaction - INFO - Epoch [6][1740/1853] lr: 1.000e-02, eta: 13:37:31, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7312, top5_acc: 0.8977, loss_cls: 0.8869, loss: 0.8869, grad_norm: 3.9734 2021-05-06 00:18:14,258 - mmaction - INFO - Epoch [6][1760/1853] lr: 1.000e-02, eta: 13:37:12, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7281, top5_acc: 0.8953, loss_cls: 0.9582, loss: 0.9582, grad_norm: 3.7964 2021-05-06 00:18:25,447 - mmaction - INFO - Epoch [6][1780/1853] lr: 1.000e-02, eta: 13:36:54, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9000, loss_cls: 0.8389, loss: 0.8389, grad_norm: 3.6606 2021-05-06 00:18:36,642 - mmaction - INFO - Epoch [6][1800/1853] lr: 1.000e-02, eta: 13:36:36, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7469, top5_acc: 0.8883, loss_cls: 0.8928, loss: 0.8928, grad_norm: 3.5437 2021-05-06 00:18:47,822 - mmaction - INFO - Epoch [6][1820/1853] lr: 1.000e-02, eta: 13:36:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7430, top5_acc: 0.9250, loss_cls: 0.8377, loss: 0.8377, grad_norm: 3.9221 2021-05-06 00:18:58,993 - mmaction - INFO - Epoch [6][1840/1853] lr: 1.000e-02, eta: 13:36:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7195, top5_acc: 0.8992, loss_cls: 0.9375, loss: 0.9375, grad_norm: 3.7256 2021-05-06 00:19:07,347 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-05-06 00:20:50,657 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 00:20:50,689 - mmaction - INFO - top1_acc 0.9250 top5_acc 0.9948 2021-05-06 00:20:50,689 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 00:20:50,699 - mmaction - INFO - mean_acc 0.9187 2021-05-06 00:20:51,790 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-05-06 00:20:51,790 - mmaction - INFO - Best top1_acc is 0.9250 at 6 epoch. 2021-05-06 00:20:51,793 - mmaction - INFO - Epoch(val) [6][1853] top1_acc: 0.9250, top5_acc: 0.9948, mean_class_accuracy: 0.9187 2021-05-06 00:22:04,560 - mmaction - INFO - Epoch [7][20/1853] lr: 1.000e-02, eta: 13:42:07, time: 3.637, data_time: 3.074, memory: 7064, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 0.8343, loss: 0.8343, grad_norm: 3.4983 2021-05-06 00:22:15,719 - mmaction - INFO - Epoch [7][40/1853] lr: 1.000e-02, eta: 13:41:48, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7453, top5_acc: 0.9094, loss_cls: 0.8521, loss: 0.8521, grad_norm: 4.1174 2021-05-06 00:22:26,901 - mmaction - INFO - Epoch [7][60/1853] lr: 1.000e-02, eta: 13:41:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.6992, top5_acc: 0.8867, loss_cls: 1.0070, loss: 1.0070, grad_norm: 4.1677 2021-05-06 00:22:38,049 - mmaction - INFO - Epoch [7][80/1853] lr: 1.000e-02, eta: 13:41:11, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9094, loss_cls: 0.8357, loss: 0.8357, grad_norm: 3.8005 2021-05-06 00:22:49,228 - mmaction - INFO - Epoch [7][100/1853] lr: 1.000e-02, eta: 13:40:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7281, top5_acc: 0.8930, loss_cls: 0.8826, loss: 0.8826, grad_norm: 3.7848 2021-05-06 00:23:00,383 - mmaction - INFO - Epoch [7][120/1853] lr: 1.000e-02, eta: 13:40:33, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7234, top5_acc: 0.8922, loss_cls: 0.9302, loss: 0.9302, grad_norm: 3.8644 2021-05-06 00:23:11,554 - mmaction - INFO - Epoch [7][140/1853] lr: 1.000e-02, eta: 13:40:14, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9133, loss_cls: 0.7955, loss: 0.7955, grad_norm: 3.6436 2021-05-06 00:23:22,726 - mmaction - INFO - Epoch [7][160/1853] lr: 1.000e-02, eta: 13:39:55, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7398, top5_acc: 0.9203, loss_cls: 0.8500, loss: 0.8500, grad_norm: 4.0611 2021-05-06 00:23:33,921 - mmaction - INFO - Epoch [7][180/1853] lr: 1.000e-02, eta: 13:39:37, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7484, top5_acc: 0.8930, loss_cls: 0.9135, loss: 0.9135, grad_norm: 3.9207 2021-05-06 00:23:45,087 - mmaction - INFO - Epoch [7][200/1853] lr: 1.000e-02, eta: 13:39:18, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9125, loss_cls: 0.8264, loss: 0.8264, grad_norm: 3.9391 2021-05-06 00:23:56,275 - mmaction - INFO - Epoch [7][220/1853] lr: 1.000e-02, eta: 13:39:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7055, top5_acc: 0.8859, loss_cls: 0.9733, loss: 0.9733, grad_norm: 3.9567 2021-05-06 00:24:07,467 - mmaction - INFO - Epoch [7][240/1853] lr: 1.000e-02, eta: 13:38:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7352, top5_acc: 0.9062, loss_cls: 0.8775, loss: 0.8775, grad_norm: 3.9228 2021-05-06 00:24:18,662 - mmaction - INFO - Epoch [7][260/1853] lr: 1.000e-02, eta: 13:38:23, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9234, loss_cls: 0.8482, loss: 0.8482, grad_norm: 3.8313 2021-05-06 00:24:29,852 - mmaction - INFO - Epoch [7][280/1853] lr: 1.000e-02, eta: 13:38:04, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7477, top5_acc: 0.9117, loss_cls: 0.8329, loss: 0.8329, grad_norm: 3.7354 2021-05-06 00:24:41,058 - mmaction - INFO - Epoch [7][300/1853] lr: 1.000e-02, eta: 13:37:46, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7367, top5_acc: 0.9070, loss_cls: 0.8683, loss: 0.8683, grad_norm: 4.1054 2021-05-06 00:24:52,255 - mmaction - INFO - Epoch [7][320/1853] lr: 1.000e-02, eta: 13:37:27, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7805, top5_acc: 0.9172, loss_cls: 0.7773, loss: 0.7773, grad_norm: 3.4663 2021-05-06 00:25:03,406 - mmaction - INFO - Epoch [7][340/1853] lr: 1.000e-02, eta: 13:37:09, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7352, top5_acc: 0.9000, loss_cls: 0.9066, loss: 0.9066, grad_norm: 3.8840 2021-05-06 00:25:14,609 - mmaction - INFO - Epoch [7][360/1853] lr: 1.000e-02, eta: 13:36:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7539, top5_acc: 0.9062, loss_cls: 0.8646, loss: 0.8646, grad_norm: 3.8054 2021-05-06 00:25:25,807 - mmaction - INFO - Epoch [7][380/1853] lr: 1.000e-02, eta: 13:36:32, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7422, top5_acc: 0.9117, loss_cls: 0.8439, loss: 0.8439, grad_norm: 3.9686 2021-05-06 00:25:36,993 - mmaction - INFO - Epoch [7][400/1853] lr: 1.000e-02, eta: 13:36:14, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7328, top5_acc: 0.9016, loss_cls: 0.8784, loss: 0.8784, grad_norm: 4.0900 2021-05-06 00:25:48,201 - mmaction - INFO - Epoch [7][420/1853] lr: 1.000e-02, eta: 13:35:56, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7453, top5_acc: 0.9133, loss_cls: 0.9000, loss: 0.9000, grad_norm: 3.6831 2021-05-06 00:25:59,389 - mmaction - INFO - Epoch [7][440/1853] lr: 1.000e-02, eta: 13:35:38, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7477, top5_acc: 0.9141, loss_cls: 0.8518, loss: 0.8518, grad_norm: 3.9351 2021-05-06 00:26:10,577 - mmaction - INFO - Epoch [7][460/1853] lr: 1.000e-02, eta: 13:35:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9070, loss_cls: 0.8328, loss: 0.8328, grad_norm: 3.5981 2021-05-06 00:26:21,754 - mmaction - INFO - Epoch [7][480/1853] lr: 1.000e-02, eta: 13:35:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9031, loss_cls: 0.8419, loss: 0.8419, grad_norm: 3.9549 2021-05-06 00:26:32,945 - mmaction - INFO - Epoch [7][500/1853] lr: 1.000e-02, eta: 13:34:43, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9141, loss_cls: 0.8106, loss: 0.8106, grad_norm: 3.7210 2021-05-06 00:26:44,123 - mmaction - INFO - Epoch [7][520/1853] lr: 1.000e-02, eta: 13:34:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7320, top5_acc: 0.9008, loss_cls: 0.9104, loss: 0.9104, grad_norm: 3.8051 2021-05-06 00:26:55,319 - mmaction - INFO - Epoch [7][540/1853] lr: 1.000e-02, eta: 13:34:06, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9187, loss_cls: 0.7738, loss: 0.7738, grad_norm: 4.0890 2021-05-06 00:27:06,539 - mmaction - INFO - Epoch [7][560/1853] lr: 1.000e-02, eta: 13:33:49, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9195, loss_cls: 0.8349, loss: 0.8349, grad_norm: 3.8267 2021-05-06 00:27:17,699 - mmaction - INFO - Epoch [7][580/1853] lr: 1.000e-02, eta: 13:33:30, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7320, top5_acc: 0.8945, loss_cls: 0.8660, loss: 0.8660, grad_norm: 4.1143 2021-05-06 00:27:28,880 - mmaction - INFO - Epoch [7][600/1853] lr: 1.000e-02, eta: 13:33:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7383, top5_acc: 0.9062, loss_cls: 0.8683, loss: 0.8683, grad_norm: 3.9975 2021-05-06 00:27:40,053 - mmaction - INFO - Epoch [7][620/1853] lr: 1.000e-02, eta: 13:32:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9086, loss_cls: 0.8418, loss: 0.8418, grad_norm: 4.0283 2021-05-06 00:27:51,240 - mmaction - INFO - Epoch [7][640/1853] lr: 1.000e-02, eta: 13:32:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7320, top5_acc: 0.9070, loss_cls: 0.9034, loss: 0.9034, grad_norm: 3.8292 2021-05-06 00:28:02,429 - mmaction - INFO - Epoch [7][660/1853] lr: 1.000e-02, eta: 13:32:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9164, loss_cls: 0.8141, loss: 0.8141, grad_norm: 3.8105 2021-05-06 00:28:13,669 - mmaction - INFO - Epoch [7][680/1853] lr: 1.000e-02, eta: 13:32:00, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9039, loss_cls: 0.8563, loss: 0.8563, grad_norm: 4.0557 2021-05-06 00:28:24,925 - mmaction - INFO - Epoch [7][700/1853] lr: 1.000e-02, eta: 13:31:43, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.7305, top5_acc: 0.8930, loss_cls: 0.8774, loss: 0.8774, grad_norm: 3.9824 2021-05-06 00:28:36,167 - mmaction - INFO - Epoch [7][720/1853] lr: 1.000e-02, eta: 13:31:25, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9086, loss_cls: 0.8172, loss: 0.8172, grad_norm: 3.9012 2021-05-06 00:28:47,433 - mmaction - INFO - Epoch [7][740/1853] lr: 1.000e-02, eta: 13:31:08, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.7305, top5_acc: 0.9078, loss_cls: 0.9210, loss: 0.9210, grad_norm: 3.7761 2021-05-06 00:28:58,673 - mmaction - INFO - Epoch [7][760/1853] lr: 1.000e-02, eta: 13:30:50, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7445, top5_acc: 0.8992, loss_cls: 0.8423, loss: 0.8423, grad_norm: 3.9645 2021-05-06 00:29:09,865 - mmaction - INFO - Epoch [7][780/1853] lr: 1.000e-02, eta: 13:30:32, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9156, loss_cls: 0.8294, loss: 0.8294, grad_norm: 4.1203 2021-05-06 00:29:21,084 - mmaction - INFO - Epoch [7][800/1853] lr: 1.000e-02, eta: 13:30:15, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7234, top5_acc: 0.8836, loss_cls: 0.9618, loss: 0.9618, grad_norm: 4.2544 2021-05-06 00:29:32,539 - mmaction - INFO - Epoch [7][820/1853] lr: 1.000e-02, eta: 13:29:59, time: 0.573, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9094, loss_cls: 0.8184, loss: 0.8184, grad_norm: 3.6541 2021-05-06 00:29:43,752 - mmaction - INFO - Epoch [7][840/1853] lr: 1.000e-02, eta: 13:29:41, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7391, top5_acc: 0.9055, loss_cls: 0.8720, loss: 0.8720, grad_norm: 3.8059 2021-05-06 00:29:54,988 - mmaction - INFO - Epoch [7][860/1853] lr: 1.000e-02, eta: 13:29:24, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.8930, loss_cls: 0.8365, loss: 0.8365, grad_norm: 3.7317 2021-05-06 00:30:06,147 - mmaction - INFO - Epoch [7][880/1853] lr: 1.000e-02, eta: 13:29:06, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7414, top5_acc: 0.9117, loss_cls: 0.8557, loss: 0.8557, grad_norm: 4.0599 2021-05-06 00:30:17,339 - mmaction - INFO - Epoch [7][900/1853] lr: 1.000e-02, eta: 13:28:48, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7328, top5_acc: 0.9141, loss_cls: 0.8943, loss: 0.8943, grad_norm: 3.9367 2021-05-06 00:30:28,528 - mmaction - INFO - Epoch [7][920/1853] lr: 1.000e-02, eta: 13:28:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7422, top5_acc: 0.9016, loss_cls: 0.8688, loss: 0.8688, grad_norm: 3.8832 2021-05-06 00:30:39,714 - mmaction - INFO - Epoch [7][940/1853] lr: 1.000e-02, eta: 13:28:13, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7602, top5_acc: 0.8984, loss_cls: 0.8341, loss: 0.8341, grad_norm: 3.8029 2021-05-06 00:30:50,938 - mmaction - INFO - Epoch [7][960/1853] lr: 1.000e-02, eta: 13:27:55, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7453, top5_acc: 0.9039, loss_cls: 0.8666, loss: 0.8666, grad_norm: 3.8404 2021-05-06 00:31:02,166 - mmaction - INFO - Epoch [7][980/1853] lr: 1.000e-02, eta: 13:27:38, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7297, top5_acc: 0.9102, loss_cls: 0.9010, loss: 0.9010, grad_norm: 4.1454 2021-05-06 00:31:13,350 - mmaction - INFO - Epoch [7][1000/1853] lr: 1.000e-02, eta: 13:27:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9266, loss_cls: 0.7901, loss: 0.7901, grad_norm: 3.7357 2021-05-06 00:31:24,535 - mmaction - INFO - Epoch [7][1020/1853] lr: 1.000e-02, eta: 13:27:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9203, loss_cls: 0.8132, loss: 0.8132, grad_norm: 3.9729 2021-05-06 00:31:35,715 - mmaction - INFO - Epoch [7][1040/1853] lr: 1.000e-02, eta: 13:26:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9008, loss_cls: 0.8563, loss: 0.8563, grad_norm: 3.8190 2021-05-06 00:31:46,895 - mmaction - INFO - Epoch [7][1060/1853] lr: 1.000e-02, eta: 13:26:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7391, top5_acc: 0.9086, loss_cls: 0.8817, loss: 0.8817, grad_norm: 3.8827 2021-05-06 00:31:58,089 - mmaction - INFO - Epoch [7][1080/1853] lr: 1.000e-02, eta: 13:26:10, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7492, top5_acc: 0.9125, loss_cls: 0.8397, loss: 0.8397, grad_norm: 3.6066 2021-05-06 00:32:09,272 - mmaction - INFO - Epoch [7][1100/1853] lr: 1.000e-02, eta: 13:25:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 0.8403, loss: 0.8403, grad_norm: 3.7867 2021-05-06 00:32:20,470 - mmaction - INFO - Epoch [7][1120/1853] lr: 1.000e-02, eta: 13:25:35, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7500, top5_acc: 0.9141, loss_cls: 0.8291, loss: 0.8291, grad_norm: 3.7826 2021-05-06 00:32:31,658 - mmaction - INFO - Epoch [7][1140/1853] lr: 1.000e-02, eta: 13:25:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9156, loss_cls: 0.8199, loss: 0.8199, grad_norm: 3.9261 2021-05-06 00:32:42,857 - mmaction - INFO - Epoch [7][1160/1853] lr: 1.000e-02, eta: 13:25:00, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9047, loss_cls: 0.8530, loss: 0.8530, grad_norm: 3.7846 2021-05-06 00:32:54,051 - mmaction - INFO - Epoch [7][1180/1853] lr: 1.000e-02, eta: 13:24:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7320, top5_acc: 0.8961, loss_cls: 0.9024, loss: 0.9024, grad_norm: 3.8772 2021-05-06 00:33:05,216 - mmaction - INFO - Epoch [7][1200/1853] lr: 1.000e-02, eta: 13:24:25, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9219, loss_cls: 0.8189, loss: 0.8189, grad_norm: 4.0380 2021-05-06 00:33:16,442 - mmaction - INFO - Epoch [7][1220/1853] lr: 1.000e-02, eta: 13:24:08, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7328, top5_acc: 0.9094, loss_cls: 0.8712, loss: 0.8712, grad_norm: 3.8832 2021-05-06 00:33:27,604 - mmaction - INFO - Epoch [7][1240/1853] lr: 1.000e-02, eta: 13:23:50, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9070, loss_cls: 0.8534, loss: 0.8534, grad_norm: 3.9049 2021-05-06 00:33:38,789 - mmaction - INFO - Epoch [7][1260/1853] lr: 1.000e-02, eta: 13:23:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7398, top5_acc: 0.8953, loss_cls: 0.8847, loss: 0.8847, grad_norm: 3.7628 2021-05-06 00:33:50,003 - mmaction - INFO - Epoch [7][1280/1853] lr: 1.000e-02, eta: 13:23:15, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7461, top5_acc: 0.8969, loss_cls: 0.9002, loss: 0.9002, grad_norm: 3.7208 2021-05-06 00:34:01,196 - mmaction - INFO - Epoch [7][1300/1853] lr: 1.000e-02, eta: 13:22:58, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7500, top5_acc: 0.9180, loss_cls: 0.8552, loss: 0.8552, grad_norm: 3.8443 2021-05-06 00:34:12,410 - mmaction - INFO - Epoch [7][1320/1853] lr: 1.000e-02, eta: 13:22:41, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7445, top5_acc: 0.8938, loss_cls: 0.8613, loss: 0.8613, grad_norm: 3.4716 2021-05-06 00:34:23,577 - mmaction - INFO - Epoch [7][1340/1853] lr: 1.000e-02, eta: 13:22:24, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7273, top5_acc: 0.8984, loss_cls: 0.9191, loss: 0.9191, grad_norm: 4.1971 2021-05-06 00:34:34,831 - mmaction - INFO - Epoch [7][1360/1853] lr: 1.000e-02, eta: 13:22:07, time: 0.563, data_time: 0.002, memory: 7064, top1_acc: 0.7414, top5_acc: 0.9094, loss_cls: 0.8469, loss: 0.8469, grad_norm: 3.9412 2021-05-06 00:34:45,992 - mmaction - INFO - Epoch [7][1380/1853] lr: 1.000e-02, eta: 13:21:49, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9094, loss_cls: 0.8310, loss: 0.8310, grad_norm: 4.0228 2021-05-06 00:34:57,201 - mmaction - INFO - Epoch [7][1400/1853] lr: 1.000e-02, eta: 13:21:32, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7547, top5_acc: 0.9133, loss_cls: 0.8619, loss: 0.8619, grad_norm: 3.8739 2021-05-06 00:35:08,378 - mmaction - INFO - Epoch [7][1420/1853] lr: 1.000e-02, eta: 13:21:15, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7266, top5_acc: 0.9086, loss_cls: 0.9041, loss: 0.9041, grad_norm: 3.7139 2021-05-06 00:35:19,570 - mmaction - INFO - Epoch [7][1440/1853] lr: 1.000e-02, eta: 13:20:58, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.7914, loss: 0.7914, grad_norm: 3.5250 2021-05-06 00:35:30,838 - mmaction - INFO - Epoch [7][1460/1853] lr: 1.000e-02, eta: 13:20:41, time: 0.563, data_time: 0.006, memory: 7064, top1_acc: 0.7516, top5_acc: 0.9070, loss_cls: 0.8586, loss: 0.8586, grad_norm: 4.0249 2021-05-06 00:35:42,065 - mmaction - INFO - Epoch [7][1480/1853] lr: 1.000e-02, eta: 13:20:24, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9219, loss_cls: 0.8126, loss: 0.8126, grad_norm: 3.8712 2021-05-06 00:35:53,260 - mmaction - INFO - Epoch [7][1500/1853] lr: 1.000e-02, eta: 13:20:07, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7352, top5_acc: 0.9164, loss_cls: 0.8389, loss: 0.8389, grad_norm: 4.1149 2021-05-06 00:36:04,424 - mmaction - INFO - Epoch [7][1520/1853] lr: 1.000e-02, eta: 13:19:50, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9016, loss_cls: 0.8165, loss: 0.8165, grad_norm: 3.8991 2021-05-06 00:36:15,614 - mmaction - INFO - Epoch [7][1540/1853] lr: 1.000e-02, eta: 13:19:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7289, top5_acc: 0.9000, loss_cls: 0.9129, loss: 0.9129, grad_norm: 3.9801 2021-05-06 00:36:26,823 - mmaction - INFO - Epoch [7][1560/1853] lr: 1.000e-02, eta: 13:19:16, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9195, loss_cls: 0.8079, loss: 0.8079, grad_norm: 3.9242 2021-05-06 00:36:38,010 - mmaction - INFO - Epoch [7][1580/1853] lr: 1.000e-02, eta: 13:18:59, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7312, top5_acc: 0.8930, loss_cls: 0.9050, loss: 0.9050, grad_norm: 3.7425 2021-05-06 00:36:49,205 - mmaction - INFO - Epoch [7][1600/1853] lr: 1.000e-02, eta: 13:18:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7156, top5_acc: 0.8922, loss_cls: 0.9385, loss: 0.9385, grad_norm: 4.2167 2021-05-06 00:37:00,420 - mmaction - INFO - Epoch [7][1620/1853] lr: 1.000e-02, eta: 13:18:25, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9102, loss_cls: 0.8241, loss: 0.8241, grad_norm: 3.7310 2021-05-06 00:37:11,590 - mmaction - INFO - Epoch [7][1640/1853] lr: 1.000e-02, eta: 13:18:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9133, loss_cls: 0.8267, loss: 0.8267, grad_norm: 3.8153 2021-05-06 00:37:22,780 - mmaction - INFO - Epoch [7][1660/1853] lr: 1.000e-02, eta: 13:17:51, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7359, top5_acc: 0.9078, loss_cls: 0.8687, loss: 0.8687, grad_norm: 4.2731 2021-05-06 00:37:33,991 - mmaction - INFO - Epoch [7][1680/1853] lr: 1.000e-02, eta: 13:17:34, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9094, loss_cls: 0.8324, loss: 0.8324, grad_norm: 3.7350 2021-05-06 00:37:45,143 - mmaction - INFO - Epoch [7][1700/1853] lr: 1.000e-02, eta: 13:17:17, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 0.8173, loss: 0.8173, grad_norm: 3.7730 2021-05-06 00:37:56,344 - mmaction - INFO - Epoch [7][1720/1853] lr: 1.000e-02, eta: 13:17:00, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7430, top5_acc: 0.9195, loss_cls: 0.8674, loss: 0.8674, grad_norm: 3.7710 2021-05-06 00:38:07,512 - mmaction - INFO - Epoch [7][1740/1853] lr: 1.000e-02, eta: 13:16:43, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9211, loss_cls: 0.7468, loss: 0.7468, grad_norm: 3.5983 2021-05-06 00:38:18,702 - mmaction - INFO - Epoch [7][1760/1853] lr: 1.000e-02, eta: 13:16:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9070, loss_cls: 0.8183, loss: 0.8183, grad_norm: 3.7614 2021-05-06 00:38:29,875 - mmaction - INFO - Epoch [7][1780/1853] lr: 1.000e-02, eta: 13:16:09, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7500, top5_acc: 0.8961, loss_cls: 0.8475, loss: 0.8475, grad_norm: 3.9192 2021-05-06 00:38:41,072 - mmaction - INFO - Epoch [7][1800/1853] lr: 1.000e-02, eta: 13:15:52, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7398, top5_acc: 0.8984, loss_cls: 0.8827, loss: 0.8827, grad_norm: 3.9461 2021-05-06 00:38:52,271 - mmaction - INFO - Epoch [7][1820/1853] lr: 1.000e-02, eta: 13:15:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 0.8652, loss: 0.8652, grad_norm: 3.7839 2021-05-06 00:39:03,455 - mmaction - INFO - Epoch [7][1840/1853] lr: 1.000e-02, eta: 13:15:19, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7383, top5_acc: 0.8945, loss_cls: 0.8632, loss: 0.8632, grad_norm: 3.8085 2021-05-06 00:39:11,873 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-05-06 00:40:27,107 - mmaction - INFO - Epoch [8][20/1853] lr: 1.000e-02, eta: 13:20:32, time: 3.704, data_time: 3.144, memory: 7064, top1_acc: 0.7422, top5_acc: 0.9125, loss_cls: 0.8530, loss: 0.8530, grad_norm: 4.2122 2021-05-06 00:40:38,217 - mmaction - INFO - Epoch [8][40/1853] lr: 1.000e-02, eta: 13:20:14, time: 0.555, data_time: 0.002, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9125, loss_cls: 0.8185, loss: 0.8185, grad_norm: 3.5016 2021-05-06 00:40:49,364 - mmaction - INFO - Epoch [8][60/1853] lr: 1.000e-02, eta: 13:19:56, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9086, loss_cls: 0.8323, loss: 0.8323, grad_norm: 3.9432 2021-05-06 00:41:00,514 - mmaction - INFO - Epoch [8][80/1853] lr: 1.000e-02, eta: 13:19:39, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7531, top5_acc: 0.8984, loss_cls: 0.8563, loss: 0.8563, grad_norm: 3.6987 2021-05-06 00:41:11,682 - mmaction - INFO - Epoch [8][100/1853] lr: 1.000e-02, eta: 13:19:21, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7367, top5_acc: 0.9023, loss_cls: 0.8841, loss: 0.8841, grad_norm: 3.6641 2021-05-06 00:41:22,829 - mmaction - INFO - Epoch [8][120/1853] lr: 1.000e-02, eta: 13:19:04, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7391, top5_acc: 0.9055, loss_cls: 0.8621, loss: 0.8621, grad_norm: 3.5856 2021-05-06 00:41:34,319 - mmaction - INFO - Epoch [8][140/1853] lr: 1.000e-02, eta: 13:18:48, time: 0.574, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9078, loss_cls: 0.8086, loss: 0.8086, grad_norm: 3.6906 2021-05-06 00:41:45,543 - mmaction - INFO - Epoch [8][160/1853] lr: 1.000e-02, eta: 13:18:31, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7508, top5_acc: 0.9016, loss_cls: 0.8821, loss: 0.8821, grad_norm: 3.7851 2021-05-06 00:41:56,742 - mmaction - INFO - Epoch [8][180/1853] lr: 1.000e-02, eta: 13:18:14, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9023, loss_cls: 0.8067, loss: 0.8067, grad_norm: 3.5111 2021-05-06 00:42:07,998 - mmaction - INFO - Epoch [8][200/1853] lr: 1.000e-02, eta: 13:17:57, time: 0.563, data_time: 0.002, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9187, loss_cls: 0.8398, loss: 0.8398, grad_norm: 4.0670 2021-05-06 00:42:19,216 - mmaction - INFO - Epoch [8][220/1853] lr: 1.000e-02, eta: 13:17:40, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9172, loss_cls: 0.8349, loss: 0.8349, grad_norm: 3.8149 2021-05-06 00:42:30,437 - mmaction - INFO - Epoch [8][240/1853] lr: 1.000e-02, eta: 13:17:23, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9148, loss_cls: 0.8285, loss: 0.8285, grad_norm: 3.9072 2021-05-06 00:42:41,667 - mmaction - INFO - Epoch [8][260/1853] lr: 1.000e-02, eta: 13:17:06, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.7281, top5_acc: 0.9062, loss_cls: 0.8959, loss: 0.8959, grad_norm: 4.2147 2021-05-06 00:42:52,839 - mmaction - INFO - Epoch [8][280/1853] lr: 1.000e-02, eta: 13:16:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.8977, loss_cls: 0.8505, loss: 0.8505, grad_norm: 3.8702 2021-05-06 00:43:04,021 - mmaction - INFO - Epoch [8][300/1853] lr: 1.000e-02, eta: 13:16:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7438, top5_acc: 0.9117, loss_cls: 0.8697, loss: 0.8697, grad_norm: 3.8213 2021-05-06 00:43:15,191 - mmaction - INFO - Epoch [8][320/1853] lr: 1.000e-02, eta: 13:16:15, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9062, loss_cls: 0.8493, loss: 0.8493, grad_norm: 3.7337 2021-05-06 00:43:26,365 - mmaction - INFO - Epoch [8][340/1853] lr: 1.000e-02, eta: 13:15:57, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9039, loss_cls: 0.8241, loss: 0.8241, grad_norm: 3.9262 2021-05-06 00:43:37,536 - mmaction - INFO - Epoch [8][360/1853] lr: 1.000e-02, eta: 13:15:40, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9070, loss_cls: 0.8242, loss: 0.8242, grad_norm: 3.7526 2021-05-06 00:43:48,724 - mmaction - INFO - Epoch [8][380/1853] lr: 1.000e-02, eta: 13:15:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9187, loss_cls: 0.8218, loss: 0.8218, grad_norm: 3.7041 2021-05-06 00:43:59,905 - mmaction - INFO - Epoch [8][400/1853] lr: 1.000e-02, eta: 13:15:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.8992, loss_cls: 0.8270, loss: 0.8270, grad_norm: 3.6574 2021-05-06 00:44:11,091 - mmaction - INFO - Epoch [8][420/1853] lr: 1.000e-02, eta: 13:14:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7414, top5_acc: 0.9203, loss_cls: 0.8460, loss: 0.8460, grad_norm: 3.8789 2021-05-06 00:44:22,248 - mmaction - INFO - Epoch [8][440/1853] lr: 1.000e-02, eta: 13:14:32, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7453, top5_acc: 0.9023, loss_cls: 0.8527, loss: 0.8527, grad_norm: 3.8287 2021-05-06 00:44:33,455 - mmaction - INFO - Epoch [8][460/1853] lr: 1.000e-02, eta: 13:14:15, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7063, top5_acc: 0.8883, loss_cls: 0.9662, loss: 0.9662, grad_norm: 3.9319 2021-05-06 00:44:44,618 - mmaction - INFO - Epoch [8][480/1853] lr: 1.000e-02, eta: 13:13:58, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9102, loss_cls: 0.8552, loss: 0.8552, grad_norm: 3.5940 2021-05-06 00:44:55,804 - mmaction - INFO - Epoch [8][500/1853] lr: 1.000e-02, eta: 13:13:41, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9109, loss_cls: 0.8279, loss: 0.8279, grad_norm: 3.7092 2021-05-06 00:45:06,982 - mmaction - INFO - Epoch [8][520/1853] lr: 1.000e-02, eta: 13:13:24, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9086, loss_cls: 0.8169, loss: 0.8169, grad_norm: 3.7420 2021-05-06 00:45:18,149 - mmaction - INFO - Epoch [8][540/1853] lr: 1.000e-02, eta: 13:13:07, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7219, top5_acc: 0.8992, loss_cls: 0.9195, loss: 0.9195, grad_norm: 3.7529 2021-05-06 00:45:29,345 - mmaction - INFO - Epoch [8][560/1853] lr: 1.000e-02, eta: 13:12:50, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9047, loss_cls: 0.8331, loss: 0.8331, grad_norm: 3.8279 2021-05-06 00:45:40,510 - mmaction - INFO - Epoch [8][580/1853] lr: 1.000e-02, eta: 13:12:33, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7477, top5_acc: 0.9148, loss_cls: 0.8149, loss: 0.8149, grad_norm: 3.8304 2021-05-06 00:45:51,689 - mmaction - INFO - Epoch [8][600/1853] lr: 1.000e-02, eta: 13:12:16, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9094, loss_cls: 0.8177, loss: 0.8177, grad_norm: 3.7388 2021-05-06 00:46:02,868 - mmaction - INFO - Epoch [8][620/1853] lr: 1.000e-02, eta: 13:11:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7492, top5_acc: 0.9094, loss_cls: 0.8831, loss: 0.8831, grad_norm: 4.2762 2021-05-06 00:46:14,057 - mmaction - INFO - Epoch [8][640/1853] lr: 1.000e-02, eta: 13:11:42, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9086, loss_cls: 0.8635, loss: 0.8635, grad_norm: 3.5745 2021-05-06 00:46:25,235 - mmaction - INFO - Epoch [8][660/1853] lr: 1.000e-02, eta: 13:11:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7477, top5_acc: 0.9172, loss_cls: 0.8304, loss: 0.8304, grad_norm: 3.8398 2021-05-06 00:46:36,423 - mmaction - INFO - Epoch [8][680/1853] lr: 1.000e-02, eta: 13:11:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7516, top5_acc: 0.8938, loss_cls: 0.8608, loss: 0.8608, grad_norm: 3.7430 2021-05-06 00:46:47,619 - mmaction - INFO - Epoch [8][700/1853] lr: 1.000e-02, eta: 13:10:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7375, top5_acc: 0.8898, loss_cls: 0.8993, loss: 0.8993, grad_norm: 3.8283 2021-05-06 00:46:58,780 - mmaction - INFO - Epoch [8][720/1853] lr: 1.000e-02, eta: 13:10:34, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7516, top5_acc: 0.9219, loss_cls: 0.8389, loss: 0.8389, grad_norm: 4.3590 2021-05-06 00:47:09,942 - mmaction - INFO - Epoch [8][740/1853] lr: 1.000e-02, eta: 13:10:18, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7445, top5_acc: 0.9016, loss_cls: 0.8570, loss: 0.8570, grad_norm: 3.7276 2021-05-06 00:47:21,122 - mmaction - INFO - Epoch [8][760/1853] lr: 1.000e-02, eta: 13:10:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7766, top5_acc: 0.9195, loss_cls: 0.7788, loss: 0.7788, grad_norm: 3.9431 2021-05-06 00:47:32,317 - mmaction - INFO - Epoch [8][780/1853] lr: 1.000e-02, eta: 13:09:44, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9148, loss_cls: 0.7919, loss: 0.7919, grad_norm: 4.3236 2021-05-06 00:47:43,498 - mmaction - INFO - Epoch [8][800/1853] lr: 1.000e-02, eta: 13:09:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.8961, loss_cls: 0.8589, loss: 0.8589, grad_norm: 3.7851 2021-05-06 00:47:54,664 - mmaction - INFO - Epoch [8][820/1853] lr: 1.000e-02, eta: 13:09:10, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7422, top5_acc: 0.9047, loss_cls: 0.8547, loss: 0.8547, grad_norm: 3.7735 2021-05-06 00:48:05,851 - mmaction - INFO - Epoch [8][840/1853] lr: 1.000e-02, eta: 13:08:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9023, loss_cls: 0.8729, loss: 0.8729, grad_norm: 3.8660 2021-05-06 00:48:17,054 - mmaction - INFO - Epoch [8][860/1853] lr: 1.000e-02, eta: 13:08:37, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7508, top5_acc: 0.9016, loss_cls: 0.8352, loss: 0.8352, grad_norm: 3.8534 2021-05-06 00:48:28,226 - mmaction - INFO - Epoch [8][880/1853] lr: 1.000e-02, eta: 13:08:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7383, top5_acc: 0.9156, loss_cls: 0.8643, loss: 0.8643, grad_norm: 3.9050 2021-05-06 00:48:39,425 - mmaction - INFO - Epoch [8][900/1853] lr: 1.000e-02, eta: 13:08:04, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7367, top5_acc: 0.9062, loss_cls: 0.8800, loss: 0.8800, grad_norm: 4.1180 2021-05-06 00:48:50,611 - mmaction - INFO - Epoch [8][920/1853] lr: 1.000e-02, eta: 13:07:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7078, top5_acc: 0.8930, loss_cls: 0.9506, loss: 0.9506, grad_norm: 3.9444 2021-05-06 00:49:01,783 - mmaction - INFO - Epoch [8][940/1853] lr: 1.000e-02, eta: 13:07:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9094, loss_cls: 0.8252, loss: 0.8252, grad_norm: 3.7604 2021-05-06 00:49:12,956 - mmaction - INFO - Epoch [8][960/1853] lr: 1.000e-02, eta: 13:07:14, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 0.8870, loss: 0.8870, grad_norm: 4.1882 2021-05-06 00:49:24,127 - mmaction - INFO - Epoch [8][980/1853] lr: 1.000e-02, eta: 13:06:57, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9039, loss_cls: 0.8378, loss: 0.8378, grad_norm: 3.7685 2021-05-06 00:49:35,283 - mmaction - INFO - Epoch [8][1000/1853] lr: 1.000e-02, eta: 13:06:40, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9148, loss_cls: 0.7649, loss: 0.7649, grad_norm: 3.5925 2021-05-06 00:49:46,443 - mmaction - INFO - Epoch [8][1020/1853] lr: 1.000e-02, eta: 13:06:24, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9109, loss_cls: 0.7958, loss: 0.7958, grad_norm: 3.7249 2021-05-06 00:49:57,659 - mmaction - INFO - Epoch [8][1040/1853] lr: 1.000e-02, eta: 13:06:07, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7398, top5_acc: 0.8906, loss_cls: 0.8620, loss: 0.8620, grad_norm: 3.9169 2021-05-06 00:50:08,865 - mmaction - INFO - Epoch [8][1060/1853] lr: 1.000e-02, eta: 13:05:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7477, top5_acc: 0.9047, loss_cls: 0.8611, loss: 0.8611, grad_norm: 3.8559 2021-05-06 00:50:20,031 - mmaction - INFO - Epoch [8][1080/1853] lr: 1.000e-02, eta: 13:05:34, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9164, loss_cls: 0.8226, loss: 0.8226, grad_norm: 4.2079 2021-05-06 00:50:31,221 - mmaction - INFO - Epoch [8][1100/1853] lr: 1.000e-02, eta: 13:05:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9039, loss_cls: 0.8153, loss: 0.8153, grad_norm: 3.7694 2021-05-06 00:50:42,396 - mmaction - INFO - Epoch [8][1120/1853] lr: 1.000e-02, eta: 13:05:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9094, loss_cls: 0.8575, loss: 0.8575, grad_norm: 3.9343 2021-05-06 00:50:53,569 - mmaction - INFO - Epoch [8][1140/1853] lr: 1.000e-02, eta: 13:04:45, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7336, top5_acc: 0.9031, loss_cls: 0.8582, loss: 0.8582, grad_norm: 3.6729 2021-05-06 00:51:04,755 - mmaction - INFO - Epoch [8][1160/1853] lr: 1.000e-02, eta: 13:04:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9016, loss_cls: 0.8218, loss: 0.8218, grad_norm: 3.8792 2021-05-06 00:51:15,920 - mmaction - INFO - Epoch [8][1180/1853] lr: 1.000e-02, eta: 13:04:12, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7398, top5_acc: 0.9039, loss_cls: 0.8594, loss: 0.8594, grad_norm: 3.8754 2021-05-06 00:51:27,137 - mmaction - INFO - Epoch [8][1200/1853] lr: 1.000e-02, eta: 13:03:55, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7375, top5_acc: 0.9016, loss_cls: 0.8748, loss: 0.8748, grad_norm: 3.9938 2021-05-06 00:51:38,335 - mmaction - INFO - Epoch [8][1220/1853] lr: 1.000e-02, eta: 13:03:39, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9125, loss_cls: 0.8332, loss: 0.8332, grad_norm: 3.6235 2021-05-06 00:51:49,526 - mmaction - INFO - Epoch [8][1240/1853] lr: 1.000e-02, eta: 13:03:23, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9086, loss_cls: 0.8172, loss: 0.8172, grad_norm: 3.8737 2021-05-06 00:52:00,674 - mmaction - INFO - Epoch [8][1260/1853] lr: 1.000e-02, eta: 13:03:06, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7430, top5_acc: 0.9055, loss_cls: 0.8493, loss: 0.8493, grad_norm: 4.0392 2021-05-06 00:52:11,868 - mmaction - INFO - Epoch [8][1280/1853] lr: 1.000e-02, eta: 13:02:50, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9086, loss_cls: 0.8134, loss: 0.8134, grad_norm: 3.5970 2021-05-06 00:52:23,068 - mmaction - INFO - Epoch [8][1300/1853] lr: 1.000e-02, eta: 13:02:33, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7523, top5_acc: 0.8922, loss_cls: 0.8639, loss: 0.8639, grad_norm: 3.7817 2021-05-06 00:52:34,246 - mmaction - INFO - Epoch [8][1320/1853] lr: 1.000e-02, eta: 13:02:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7539, top5_acc: 0.9047, loss_cls: 0.8637, loss: 0.8637, grad_norm: 3.9078 2021-05-06 00:52:45,417 - mmaction - INFO - Epoch [8][1340/1853] lr: 1.000e-02, eta: 13:02:01, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7445, top5_acc: 0.9164, loss_cls: 0.8191, loss: 0.8191, grad_norm: 3.6474 2021-05-06 00:52:56,656 - mmaction - INFO - Epoch [8][1360/1853] lr: 1.000e-02, eta: 13:01:45, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9102, loss_cls: 0.8387, loss: 0.8387, grad_norm: 3.7759 2021-05-06 00:53:07,847 - mmaction - INFO - Epoch [8][1380/1853] lr: 1.000e-02, eta: 13:01:28, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9180, loss_cls: 0.7762, loss: 0.7762, grad_norm: 3.8289 2021-05-06 00:53:19,031 - mmaction - INFO - Epoch [8][1400/1853] lr: 1.000e-02, eta: 13:01:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9047, loss_cls: 0.8737, loss: 0.8737, grad_norm: 3.8106 2021-05-06 00:53:30,189 - mmaction - INFO - Epoch [8][1420/1853] lr: 1.000e-02, eta: 13:00:56, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7352, top5_acc: 0.9062, loss_cls: 0.8359, loss: 0.8359, grad_norm: 3.7242 2021-05-06 00:53:41,366 - mmaction - INFO - Epoch [8][1440/1853] lr: 1.000e-02, eta: 13:00:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7680, top5_acc: 0.9187, loss_cls: 0.8022, loss: 0.8022, grad_norm: 3.9266 2021-05-06 00:53:52,549 - mmaction - INFO - Epoch [8][1460/1853] lr: 1.000e-02, eta: 13:00:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9047, loss_cls: 0.8395, loss: 0.8395, grad_norm: 4.0022 2021-05-06 00:54:03,716 - mmaction - INFO - Epoch [8][1480/1853] lr: 1.000e-02, eta: 13:00:07, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9031, loss_cls: 0.8295, loss: 0.8295, grad_norm: 3.8442 2021-05-06 00:54:14,884 - mmaction - INFO - Epoch [8][1500/1853] lr: 1.000e-02, eta: 12:59:50, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9109, loss_cls: 0.8077, loss: 0.8077, grad_norm: 4.2402 2021-05-06 00:54:26,074 - mmaction - INFO - Epoch [8][1520/1853] lr: 1.000e-02, eta: 12:59:34, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9062, loss_cls: 0.8358, loss: 0.8358, grad_norm: 3.8527 2021-05-06 00:54:37,277 - mmaction - INFO - Epoch [8][1540/1853] lr: 1.000e-02, eta: 12:59:18, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7344, top5_acc: 0.9031, loss_cls: 0.8802, loss: 0.8802, grad_norm: 3.9351 2021-05-06 00:54:48,449 - mmaction - INFO - Epoch [8][1560/1853] lr: 1.000e-02, eta: 12:59:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7375, top5_acc: 0.9078, loss_cls: 0.8753, loss: 0.8753, grad_norm: 4.0657 2021-05-06 00:54:59,646 - mmaction - INFO - Epoch [8][1580/1853] lr: 1.000e-02, eta: 12:58:46, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9109, loss_cls: 0.7713, loss: 0.7713, grad_norm: 3.7420 2021-05-06 00:55:10,804 - mmaction - INFO - Epoch [8][1600/1853] lr: 1.000e-02, eta: 12:58:29, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9141, loss_cls: 0.8001, loss: 0.8001, grad_norm: 4.0505 2021-05-06 00:55:21,981 - mmaction - INFO - Epoch [8][1620/1853] lr: 1.000e-02, eta: 12:58:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7391, top5_acc: 0.9031, loss_cls: 0.8735, loss: 0.8735, grad_norm: 3.9131 2021-05-06 00:55:33,667 - mmaction - INFO - Epoch [8][1640/1853] lr: 1.000e-02, eta: 12:58:00, time: 0.584, data_time: 0.002, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9172, loss_cls: 0.7986, loss: 0.7986, grad_norm: 3.9611 2021-05-06 00:55:44,896 - mmaction - INFO - Epoch [8][1660/1853] lr: 1.000e-02, eta: 12:57:44, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7539, top5_acc: 0.8984, loss_cls: 0.8294, loss: 0.8294, grad_norm: 3.8781 2021-05-06 00:55:56,095 - mmaction - INFO - Epoch [8][1680/1853] lr: 1.000e-02, eta: 12:57:28, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7414, top5_acc: 0.9039, loss_cls: 0.8724, loss: 0.8724, grad_norm: 4.2686 2021-05-06 00:56:07,264 - mmaction - INFO - Epoch [8][1700/1853] lr: 1.000e-02, eta: 12:57:12, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9016, loss_cls: 0.8475, loss: 0.8475, grad_norm: 3.6484 2021-05-06 00:56:18,481 - mmaction - INFO - Epoch [8][1720/1853] lr: 1.000e-02, eta: 12:56:56, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7500, top5_acc: 0.9117, loss_cls: 0.8361, loss: 0.8361, grad_norm: 4.1369 2021-05-06 00:56:29,651 - mmaction - INFO - Epoch [8][1740/1853] lr: 1.000e-02, eta: 12:56:40, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9102, loss_cls: 0.8016, loss: 0.8016, grad_norm: 3.6052 2021-05-06 00:56:40,828 - mmaction - INFO - Epoch [8][1760/1853] lr: 1.000e-02, eta: 12:56:24, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9055, loss_cls: 0.8612, loss: 0.8612, grad_norm: 3.9812 2021-05-06 00:56:52,040 - mmaction - INFO - Epoch [8][1780/1853] lr: 1.000e-02, eta: 12:56:08, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9039, loss_cls: 0.8696, loss: 0.8696, grad_norm: 3.7160 2021-05-06 00:57:03,254 - mmaction - INFO - Epoch [8][1800/1853] lr: 1.000e-02, eta: 12:55:52, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9172, loss_cls: 0.8077, loss: 0.8077, grad_norm: 3.7400 2021-05-06 00:57:14,415 - mmaction - INFO - Epoch [8][1820/1853] lr: 1.000e-02, eta: 12:55:36, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9094, loss_cls: 0.8180, loss: 0.8180, grad_norm: 3.9748 2021-05-06 00:57:25,601 - mmaction - INFO - Epoch [8][1840/1853] lr: 1.000e-02, eta: 12:55:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9047, loss_cls: 0.8294, loss: 0.8294, grad_norm: 3.9022 2021-05-06 00:57:33,778 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-05-06 00:58:56,266 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 00:58:56,300 - mmaction - INFO - top1_acc 0.9189 top5_acc 0.9933 2021-05-06 00:58:56,300 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 00:58:56,308 - mmaction - INFO - mean_acc 0.9116 2021-05-06 00:58:56,310 - mmaction - INFO - Epoch(val) [8][1853] top1_acc: 0.9189, top5_acc: 0.9933, mean_class_accuracy: 0.9116 2021-05-06 00:59:56,003 - mmaction - INFO - Epoch [9][20/1853] lr: 1.000e-02, eta: 12:58:29, time: 2.984, data_time: 2.421, memory: 7064, top1_acc: 0.7422, top5_acc: 0.8969, loss_cls: 0.8548, loss: 0.8548, grad_norm: 3.6541 2021-05-06 01:00:07,116 - mmaction - INFO - Epoch [9][40/1853] lr: 1.000e-02, eta: 12:58:13, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.7406, top5_acc: 0.9000, loss_cls: 0.8767, loss: 0.8767, grad_norm: 4.0722 2021-05-06 01:00:18,311 - mmaction - INFO - Epoch [9][60/1853] lr: 1.000e-02, eta: 12:57:56, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9211, loss_cls: 0.8031, loss: 0.8031, grad_norm: 3.7479 2021-05-06 01:00:29,716 - mmaction - INFO - Epoch [9][80/1853] lr: 1.000e-02, eta: 12:57:40, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.7258, top5_acc: 0.9008, loss_cls: 0.8926, loss: 0.8926, grad_norm: 4.1850 2021-05-06 01:00:40,908 - mmaction - INFO - Epoch [9][100/1853] lr: 1.000e-02, eta: 12:57:25, time: 0.574, data_time: 0.016, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9195, loss_cls: 0.8307, loss: 0.8307, grad_norm: 3.6095 2021-05-06 01:00:52,058 - mmaction - INFO - Epoch [9][120/1853] lr: 1.000e-02, eta: 12:57:09, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9008, loss_cls: 0.8045, loss: 0.8045, grad_norm: 3.8675 2021-05-06 01:01:03,253 - mmaction - INFO - Epoch [9][140/1853] lr: 1.000e-02, eta: 12:56:52, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9148, loss_cls: 0.8643, loss: 0.8643, grad_norm: 3.9357 2021-05-06 01:01:14,411 - mmaction - INFO - Epoch [9][160/1853] lr: 1.000e-02, eta: 12:56:36, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9203, loss_cls: 0.8043, loss: 0.8043, grad_norm: 3.6710 2021-05-06 01:01:25,563 - mmaction - INFO - Epoch [9][180/1853] lr: 1.000e-02, eta: 12:56:20, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7414, top5_acc: 0.8938, loss_cls: 0.8787, loss: 0.8787, grad_norm: 3.7792 2021-05-06 01:01:36,764 - mmaction - INFO - Epoch [9][200/1853] lr: 1.000e-02, eta: 12:56:04, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9125, loss_cls: 0.8558, loss: 0.8558, grad_norm: 3.7658 2021-05-06 01:01:47,948 - mmaction - INFO - Epoch [9][220/1853] lr: 1.000e-02, eta: 12:55:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9109, loss_cls: 0.8157, loss: 0.8157, grad_norm: 3.7439 2021-05-06 01:01:59,110 - mmaction - INFO - Epoch [9][240/1853] lr: 1.000e-02, eta: 12:55:31, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9078, loss_cls: 0.8288, loss: 0.8288, grad_norm: 3.6989 2021-05-06 01:02:10,283 - mmaction - INFO - Epoch [9][260/1853] lr: 1.000e-02, eta: 12:55:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9187, loss_cls: 0.8106, loss: 0.8106, grad_norm: 3.8808 2021-05-06 01:02:21,452 - mmaction - INFO - Epoch [9][280/1853] lr: 1.000e-02, eta: 12:54:59, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7508, top5_acc: 0.9125, loss_cls: 0.8173, loss: 0.8173, grad_norm: 4.1939 2021-05-06 01:02:32,647 - mmaction - INFO - Epoch [9][300/1853] lr: 1.000e-02, eta: 12:54:43, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9031, loss_cls: 0.8618, loss: 0.8618, grad_norm: 3.8722 2021-05-06 01:02:43,835 - mmaction - INFO - Epoch [9][320/1853] lr: 1.000e-02, eta: 12:54:27, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7305, top5_acc: 0.9055, loss_cls: 0.8940, loss: 0.8940, grad_norm: 3.7842 2021-05-06 01:02:55,048 - mmaction - INFO - Epoch [9][340/1853] lr: 1.000e-02, eta: 12:54:11, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9070, loss_cls: 0.8486, loss: 0.8486, grad_norm: 3.9661 2021-05-06 01:03:06,189 - mmaction - INFO - Epoch [9][360/1853] lr: 1.000e-02, eta: 12:53:54, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7445, top5_acc: 0.9016, loss_cls: 0.8814, loss: 0.8814, grad_norm: 4.0271 2021-05-06 01:03:17,383 - mmaction - INFO - Epoch [9][380/1853] lr: 1.000e-02, eta: 12:53:38, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9133, loss_cls: 0.8221, loss: 0.8221, grad_norm: 3.7407 2021-05-06 01:03:28,563 - mmaction - INFO - Epoch [9][400/1853] lr: 1.000e-02, eta: 12:53:22, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9156, loss_cls: 0.8122, loss: 0.8122, grad_norm: 4.1200 2021-05-06 01:03:39,725 - mmaction - INFO - Epoch [9][420/1853] lr: 1.000e-02, eta: 12:53:06, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7492, top5_acc: 0.9125, loss_cls: 0.8356, loss: 0.8356, grad_norm: 4.0835 2021-05-06 01:03:50,879 - mmaction - INFO - Epoch [9][440/1853] lr: 1.000e-02, eta: 12:52:50, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9148, loss_cls: 0.7820, loss: 0.7820, grad_norm: 3.7266 2021-05-06 01:04:02,071 - mmaction - INFO - Epoch [9][460/1853] lr: 1.000e-02, eta: 12:52:34, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7297, top5_acc: 0.9211, loss_cls: 0.8504, loss: 0.8504, grad_norm: 3.9524 2021-05-06 01:04:13,284 - mmaction - INFO - Epoch [9][480/1853] lr: 1.000e-02, eta: 12:52:18, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9102, loss_cls: 0.8347, loss: 0.8347, grad_norm: 3.7404 2021-05-06 01:04:24,472 - mmaction - INFO - Epoch [9][500/1853] lr: 1.000e-02, eta: 12:52:02, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9102, loss_cls: 0.8304, loss: 0.8304, grad_norm: 3.7343 2021-05-06 01:04:35,676 - mmaction - INFO - Epoch [9][520/1853] lr: 1.000e-02, eta: 12:51:46, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9133, loss_cls: 0.8174, loss: 0.8174, grad_norm: 4.0881 2021-05-06 01:04:46,825 - mmaction - INFO - Epoch [9][540/1853] lr: 1.000e-02, eta: 12:51:30, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7680, top5_acc: 0.9164, loss_cls: 0.7937, loss: 0.7937, grad_norm: 3.7393 2021-05-06 01:04:58,014 - mmaction - INFO - Epoch [9][560/1853] lr: 1.000e-02, eta: 12:51:14, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7430, top5_acc: 0.8969, loss_cls: 0.8506, loss: 0.8506, grad_norm: 4.1043 2021-05-06 01:05:09,195 - mmaction - INFO - Epoch [9][580/1853] lr: 1.000e-02, eta: 12:50:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7516, top5_acc: 0.9125, loss_cls: 0.8445, loss: 0.8445, grad_norm: 4.3371 2021-05-06 01:05:20,382 - mmaction - INFO - Epoch [9][600/1853] lr: 1.000e-02, eta: 12:50:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9055, loss_cls: 0.8384, loss: 0.8384, grad_norm: 4.2904 2021-05-06 01:05:31,566 - mmaction - INFO - Epoch [9][620/1853] lr: 1.000e-02, eta: 12:50:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7438, top5_acc: 0.9047, loss_cls: 0.9037, loss: 0.9037, grad_norm: 4.6194 2021-05-06 01:05:42,766 - mmaction - INFO - Epoch [9][640/1853] lr: 1.000e-02, eta: 12:50:10, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7508, top5_acc: 0.9008, loss_cls: 0.8610, loss: 0.8610, grad_norm: 3.7346 2021-05-06 01:05:53,953 - mmaction - INFO - Epoch [9][660/1853] lr: 1.000e-02, eta: 12:49:54, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9102, loss_cls: 0.8244, loss: 0.8244, grad_norm: 3.9096 2021-05-06 01:06:05,134 - mmaction - INFO - Epoch [9][680/1853] lr: 1.000e-02, eta: 12:49:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7477, top5_acc: 0.9125, loss_cls: 0.8567, loss: 0.8567, grad_norm: 3.8859 2021-05-06 01:06:16,319 - mmaction - INFO - Epoch [9][700/1853] lr: 1.000e-02, eta: 12:49:22, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9148, loss_cls: 0.7821, loss: 0.7821, grad_norm: 3.5121 2021-05-06 01:06:27,491 - mmaction - INFO - Epoch [9][720/1853] lr: 1.000e-02, eta: 12:49:07, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9086, loss_cls: 0.8413, loss: 0.8413, grad_norm: 3.8704 2021-05-06 01:06:38,703 - mmaction - INFO - Epoch [9][740/1853] lr: 1.000e-02, eta: 12:48:51, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.8977, loss_cls: 0.8599, loss: 0.8599, grad_norm: 3.6958 2021-05-06 01:06:49,861 - mmaction - INFO - Epoch [9][760/1853] lr: 1.000e-02, eta: 12:48:35, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7312, top5_acc: 0.8984, loss_cls: 0.9295, loss: 0.9295, grad_norm: 4.0290 2021-05-06 01:07:01,043 - mmaction - INFO - Epoch [9][780/1853] lr: 1.000e-02, eta: 12:48:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9000, loss_cls: 0.8217, loss: 0.8217, grad_norm: 3.5456 2021-05-06 01:07:12,241 - mmaction - INFO - Epoch [9][800/1853] lr: 1.000e-02, eta: 12:48:03, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7516, top5_acc: 0.9180, loss_cls: 0.8481, loss: 0.8481, grad_norm: 3.9159 2021-05-06 01:07:23,466 - mmaction - INFO - Epoch [9][820/1853] lr: 1.000e-02, eta: 12:47:48, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7477, top5_acc: 0.9109, loss_cls: 0.8511, loss: 0.8511, grad_norm: 3.7926 2021-05-06 01:07:34,647 - mmaction - INFO - Epoch [9][840/1853] lr: 1.000e-02, eta: 12:47:32, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7172, top5_acc: 0.9008, loss_cls: 0.9399, loss: 0.9399, grad_norm: 4.2847 2021-05-06 01:07:45,835 - mmaction - INFO - Epoch [9][860/1853] lr: 1.000e-02, eta: 12:47:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9180, loss_cls: 0.8031, loss: 0.8031, grad_norm: 3.8296 2021-05-06 01:07:57,048 - mmaction - INFO - Epoch [9][880/1853] lr: 1.000e-02, eta: 12:47:00, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9070, loss_cls: 0.8402, loss: 0.8402, grad_norm: 3.5331 2021-05-06 01:08:08,229 - mmaction - INFO - Epoch [9][900/1853] lr: 1.000e-02, eta: 12:46:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7359, top5_acc: 0.9023, loss_cls: 0.8744, loss: 0.8744, grad_norm: 3.9838 2021-05-06 01:08:19,386 - mmaction - INFO - Epoch [9][920/1853] lr: 1.000e-02, eta: 12:46:29, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9180, loss_cls: 0.7952, loss: 0.7952, grad_norm: 3.7737 2021-05-06 01:08:30,578 - mmaction - INFO - Epoch [9][940/1853] lr: 1.000e-02, eta: 12:46:13, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9031, loss_cls: 0.8264, loss: 0.8264, grad_norm: 3.5996 2021-05-06 01:08:41,786 - mmaction - INFO - Epoch [9][960/1853] lr: 1.000e-02, eta: 12:45:57, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9187, loss_cls: 0.7795, loss: 0.7795, grad_norm: 3.8466 2021-05-06 01:08:52,968 - mmaction - INFO - Epoch [9][980/1853] lr: 1.000e-02, eta: 12:45:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7312, top5_acc: 0.9109, loss_cls: 0.9120, loss: 0.9120, grad_norm: 4.1041 2021-05-06 01:09:04,161 - mmaction - INFO - Epoch [9][1000/1853] lr: 1.000e-02, eta: 12:45:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9133, loss_cls: 0.8212, loss: 0.8212, grad_norm: 3.9126 2021-05-06 01:09:15,392 - mmaction - INFO - Epoch [9][1020/1853] lr: 1.000e-02, eta: 12:45:11, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7438, top5_acc: 0.9141, loss_cls: 0.8246, loss: 0.8246, grad_norm: 3.5157 2021-05-06 01:09:26,584 - mmaction - INFO - Epoch [9][1040/1853] lr: 1.000e-02, eta: 12:44:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7547, top5_acc: 0.9109, loss_cls: 0.8585, loss: 0.8585, grad_norm: 3.8281 2021-05-06 01:09:37,791 - mmaction - INFO - Epoch [9][1060/1853] lr: 1.000e-02, eta: 12:44:39, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9070, loss_cls: 0.7923, loss: 0.7923, grad_norm: 3.6450 2021-05-06 01:09:48,956 - mmaction - INFO - Epoch [9][1080/1853] lr: 1.000e-02, eta: 12:44:24, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.8984, loss_cls: 0.8644, loss: 0.8644, grad_norm: 3.6408 2021-05-06 01:10:00,153 - mmaction - INFO - Epoch [9][1100/1853] lr: 1.000e-02, eta: 12:44:08, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9164, loss_cls: 0.8229, loss: 0.8229, grad_norm: 3.5262 2021-05-06 01:10:11,322 - mmaction - INFO - Epoch [9][1120/1853] lr: 1.000e-02, eta: 12:43:52, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9164, loss_cls: 0.7838, loss: 0.7838, grad_norm: 3.9100 2021-05-06 01:10:22,518 - mmaction - INFO - Epoch [9][1140/1853] lr: 1.000e-02, eta: 12:43:37, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7430, top5_acc: 0.9016, loss_cls: 0.8537, loss: 0.8537, grad_norm: 3.7511 2021-05-06 01:10:33,732 - mmaction - INFO - Epoch [9][1160/1853] lr: 1.000e-02, eta: 12:43:21, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9039, loss_cls: 0.8345, loss: 0.8345, grad_norm: 3.7008 2021-05-06 01:10:44,917 - mmaction - INFO - Epoch [9][1180/1853] lr: 1.000e-02, eta: 12:43:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9086, loss_cls: 0.8025, loss: 0.8025, grad_norm: 3.8050 2021-05-06 01:10:56,110 - mmaction - INFO - Epoch [9][1200/1853] lr: 1.000e-02, eta: 12:42:50, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9195, loss_cls: 0.7712, loss: 0.7712, grad_norm: 3.8745 2021-05-06 01:11:07,295 - mmaction - INFO - Epoch [9][1220/1853] lr: 1.000e-02, eta: 12:42:34, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7766, top5_acc: 0.9234, loss_cls: 0.7716, loss: 0.7716, grad_norm: 4.0790 2021-05-06 01:11:18,506 - mmaction - INFO - Epoch [9][1240/1853] lr: 1.000e-02, eta: 12:42:19, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7398, top5_acc: 0.9031, loss_cls: 0.8789, loss: 0.8789, grad_norm: 3.8285 2021-05-06 01:11:29,719 - mmaction - INFO - Epoch [9][1260/1853] lr: 1.000e-02, eta: 12:42:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9031, loss_cls: 0.8295, loss: 0.8295, grad_norm: 3.8609 2021-05-06 01:11:40,933 - mmaction - INFO - Epoch [9][1280/1853] lr: 1.000e-02, eta: 12:41:48, time: 0.563, data_time: 0.003, memory: 7064, top1_acc: 0.7539, top5_acc: 0.9062, loss_cls: 0.8495, loss: 0.8495, grad_norm: 3.8824 2021-05-06 01:11:52,110 - mmaction - INFO - Epoch [9][1300/1853] lr: 1.000e-02, eta: 12:41:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7328, top5_acc: 0.9102, loss_cls: 0.8723, loss: 0.8723, grad_norm: 3.8919 2021-05-06 01:12:03,338 - mmaction - INFO - Epoch [9][1320/1853] lr: 1.000e-02, eta: 12:41:17, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7359, top5_acc: 0.9070, loss_cls: 0.8677, loss: 0.8677, grad_norm: 3.9440 2021-05-06 01:12:14,529 - mmaction - INFO - Epoch [9][1340/1853] lr: 1.000e-02, eta: 12:41:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9133, loss_cls: 0.7541, loss: 0.7541, grad_norm: 3.7726 2021-05-06 01:12:25,725 - mmaction - INFO - Epoch [9][1360/1853] lr: 1.000e-02, eta: 12:40:46, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7508, top5_acc: 0.9016, loss_cls: 0.8437, loss: 0.8437, grad_norm: 3.8363 2021-05-06 01:12:36,898 - mmaction - INFO - Epoch [9][1380/1853] lr: 1.000e-02, eta: 12:40:31, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9062, loss_cls: 0.8068, loss: 0.8068, grad_norm: 4.0320 2021-05-06 01:12:48,084 - mmaction - INFO - Epoch [9][1400/1853] lr: 1.000e-02, eta: 12:40:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9148, loss_cls: 0.8150, loss: 0.8150, grad_norm: 3.6773 2021-05-06 01:12:59,310 - mmaction - INFO - Epoch [9][1420/1853] lr: 1.000e-02, eta: 12:40:00, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.7391, top5_acc: 0.9102, loss_cls: 0.8639, loss: 0.8639, grad_norm: 3.8528 2021-05-06 01:13:10,494 - mmaction - INFO - Epoch [9][1440/1853] lr: 1.000e-02, eta: 12:39:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9062, loss_cls: 0.8234, loss: 0.8234, grad_norm: 3.9212 2021-05-06 01:13:21,709 - mmaction - INFO - Epoch [9][1460/1853] lr: 1.000e-02, eta: 12:39:29, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9172, loss_cls: 0.8224, loss: 0.8224, grad_norm: 3.7763 2021-05-06 01:13:32,896 - mmaction - INFO - Epoch [9][1480/1853] lr: 1.000e-02, eta: 12:39:14, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7805, top5_acc: 0.9242, loss_cls: 0.7476, loss: 0.7476, grad_norm: 3.7708 2021-05-06 01:13:44,102 - mmaction - INFO - Epoch [9][1500/1853] lr: 1.000e-02, eta: 12:38:58, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7359, top5_acc: 0.8938, loss_cls: 0.8739, loss: 0.8739, grad_norm: 3.9273 2021-05-06 01:13:55,321 - mmaction - INFO - Epoch [9][1520/1853] lr: 1.000e-02, eta: 12:38:43, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7500, top5_acc: 0.8945, loss_cls: 0.8714, loss: 0.8714, grad_norm: 3.7142 2021-05-06 01:14:06,511 - mmaction - INFO - Epoch [9][1540/1853] lr: 1.000e-02, eta: 12:38:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7383, top5_acc: 0.8969, loss_cls: 0.8696, loss: 0.8696, grad_norm: 4.2739 2021-05-06 01:14:17,687 - mmaction - INFO - Epoch [9][1560/1853] lr: 1.000e-02, eta: 12:38:12, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7516, top5_acc: 0.9055, loss_cls: 0.8772, loss: 0.8772, grad_norm: 4.0400 2021-05-06 01:14:28,896 - mmaction - INFO - Epoch [9][1580/1853] lr: 1.000e-02, eta: 12:37:57, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7492, top5_acc: 0.9094, loss_cls: 0.8190, loss: 0.8190, grad_norm: 3.9408 2021-05-06 01:14:40,085 - mmaction - INFO - Epoch [9][1600/1853] lr: 1.000e-02, eta: 12:37:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9148, loss_cls: 0.7723, loss: 0.7723, grad_norm: 4.0437 2021-05-06 01:14:51,266 - mmaction - INFO - Epoch [9][1620/1853] lr: 1.000e-02, eta: 12:37:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9250, loss_cls: 0.7707, loss: 0.7707, grad_norm: 3.6479 2021-05-06 01:15:02,454 - mmaction - INFO - Epoch [9][1640/1853] lr: 1.000e-02, eta: 12:37:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7414, top5_acc: 0.9039, loss_cls: 0.8642, loss: 0.8642, grad_norm: 3.6866 2021-05-06 01:15:13,665 - mmaction - INFO - Epoch [9][1660/1853] lr: 1.000e-02, eta: 12:36:56, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9211, loss_cls: 0.7893, loss: 0.7893, grad_norm: 3.7017 2021-05-06 01:15:24,838 - mmaction - INFO - Epoch [9][1680/1853] lr: 1.000e-02, eta: 12:36:40, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9219, loss_cls: 0.8103, loss: 0.8103, grad_norm: 3.9241 2021-05-06 01:15:36,025 - mmaction - INFO - Epoch [9][1700/1853] lr: 1.000e-02, eta: 12:36:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7508, top5_acc: 0.9102, loss_cls: 0.8439, loss: 0.8439, grad_norm: 3.7037 2021-05-06 01:15:47,235 - mmaction - INFO - Epoch [9][1720/1853] lr: 1.000e-02, eta: 12:36:10, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9031, loss_cls: 0.8521, loss: 0.8521, grad_norm: 3.6350 2021-05-06 01:15:58,461 - mmaction - INFO - Epoch [9][1740/1853] lr: 1.000e-02, eta: 12:35:55, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9117, loss_cls: 0.8238, loss: 0.8238, grad_norm: 3.9581 2021-05-06 01:16:09,765 - mmaction - INFO - Epoch [9][1760/1853] lr: 1.000e-02, eta: 12:35:40, time: 0.565, data_time: 0.007, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9031, loss_cls: 0.8553, loss: 0.8553, grad_norm: 4.1169 2021-05-06 01:16:20,972 - mmaction - INFO - Epoch [9][1780/1853] lr: 1.000e-02, eta: 12:35:25, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7477, top5_acc: 0.9023, loss_cls: 0.8622, loss: 0.8622, grad_norm: 3.9528 2021-05-06 01:16:32,142 - mmaction - INFO - Epoch [9][1800/1853] lr: 1.000e-02, eta: 12:35:09, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7422, top5_acc: 0.9031, loss_cls: 0.8489, loss: 0.8489, grad_norm: 4.1452 2021-05-06 01:16:43,340 - mmaction - INFO - Epoch [9][1820/1853] lr: 1.000e-02, eta: 12:34:54, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9047, loss_cls: 0.8264, loss: 0.8264, grad_norm: 4.2057 2021-05-06 01:16:54,528 - mmaction - INFO - Epoch [9][1840/1853] lr: 1.000e-02, eta: 12:34:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9117, loss_cls: 0.8036, loss: 0.8036, grad_norm: 3.9484 2021-05-06 01:17:02,859 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-05-06 01:18:30,353 - mmaction - INFO - Epoch [10][20/1853] lr: 1.000e-02, eta: 12:39:23, time: 4.326, data_time: 3.765, memory: 7064, top1_acc: 0.7516, top5_acc: 0.9141, loss_cls: 0.8543, loss: 0.8543, grad_norm: 4.1800 2021-05-06 01:18:41,516 - mmaction - INFO - Epoch [10][40/1853] lr: 1.000e-02, eta: 12:39:08, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7391, top5_acc: 0.9023, loss_cls: 0.8704, loss: 0.8704, grad_norm: 3.8056 2021-05-06 01:18:52,667 - mmaction - INFO - Epoch [10][60/1853] lr: 1.000e-02, eta: 12:38:52, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7406, top5_acc: 0.8961, loss_cls: 0.8902, loss: 0.8902, grad_norm: 3.8413 2021-05-06 01:19:03,829 - mmaction - INFO - Epoch [10][80/1853] lr: 1.000e-02, eta: 12:38:36, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7477, top5_acc: 0.8961, loss_cls: 0.8795, loss: 0.8795, grad_norm: 3.8877 2021-05-06 01:19:14,976 - mmaction - INFO - Epoch [10][100/1853] lr: 1.000e-02, eta: 12:38:20, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9141, loss_cls: 0.7865, loss: 0.7865, grad_norm: 3.7680 2021-05-06 01:19:26,178 - mmaction - INFO - Epoch [10][120/1853] lr: 1.000e-02, eta: 12:38:05, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7539, top5_acc: 0.9172, loss_cls: 0.7943, loss: 0.7943, grad_norm: 3.7740 2021-05-06 01:19:37,380 - mmaction - INFO - Epoch [10][140/1853] lr: 1.000e-02, eta: 12:37:49, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7273, top5_acc: 0.9062, loss_cls: 0.8966, loss: 0.8966, grad_norm: 3.9998 2021-05-06 01:19:48,530 - mmaction - INFO - Epoch [10][160/1853] lr: 1.000e-02, eta: 12:37:33, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9094, loss_cls: 0.8276, loss: 0.8276, grad_norm: 3.6372 2021-05-06 01:19:59,726 - mmaction - INFO - Epoch [10][180/1853] lr: 1.000e-02, eta: 12:37:18, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9078, loss_cls: 0.8197, loss: 0.8197, grad_norm: 3.7041 2021-05-06 01:20:10,909 - mmaction - INFO - Epoch [10][200/1853] lr: 1.000e-02, eta: 12:37:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7508, top5_acc: 0.9039, loss_cls: 0.8741, loss: 0.8741, grad_norm: 4.0024 2021-05-06 01:20:22,102 - mmaction - INFO - Epoch [10][220/1853] lr: 1.000e-02, eta: 12:36:46, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7516, top5_acc: 0.8992, loss_cls: 0.8508, loss: 0.8508, grad_norm: 3.5916 2021-05-06 01:20:33,612 - mmaction - INFO - Epoch [10][240/1853] lr: 1.000e-02, eta: 12:36:32, time: 0.576, data_time: 0.001, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9133, loss_cls: 0.8319, loss: 0.8319, grad_norm: 3.5528 2021-05-06 01:20:44,852 - mmaction - INFO - Epoch [10][260/1853] lr: 1.000e-02, eta: 12:36:17, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7477, top5_acc: 0.8953, loss_cls: 0.8355, loss: 0.8355, grad_norm: 3.5363 2021-05-06 01:20:56,005 - mmaction - INFO - Epoch [10][280/1853] lr: 1.000e-02, eta: 12:36:01, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9008, loss_cls: 0.8582, loss: 0.8582, grad_norm: 3.6285 2021-05-06 01:21:07,248 - mmaction - INFO - Epoch [10][300/1853] lr: 1.000e-02, eta: 12:35:46, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9148, loss_cls: 0.8027, loss: 0.8027, grad_norm: 4.1377 2021-05-06 01:21:18,422 - mmaction - INFO - Epoch [10][320/1853] lr: 1.000e-02, eta: 12:35:30, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7578, top5_acc: 0.8953, loss_cls: 0.8329, loss: 0.8329, grad_norm: 3.9981 2021-05-06 01:21:29,600 - mmaction - INFO - Epoch [10][340/1853] lr: 1.000e-02, eta: 12:35:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9141, loss_cls: 0.8144, loss: 0.8144, grad_norm: 3.8950 2021-05-06 01:21:40,768 - mmaction - INFO - Epoch [10][360/1853] lr: 1.000e-02, eta: 12:34:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7492, top5_acc: 0.9062, loss_cls: 0.8262, loss: 0.8262, grad_norm: 3.8113 2021-05-06 01:21:51,949 - mmaction - INFO - Epoch [10][380/1853] lr: 1.000e-02, eta: 12:34:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9180, loss_cls: 0.8171, loss: 0.8171, grad_norm: 3.7776 2021-05-06 01:22:03,128 - mmaction - INFO - Epoch [10][400/1853] lr: 1.000e-02, eta: 12:34:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9062, loss_cls: 0.8075, loss: 0.8075, grad_norm: 3.6165 2021-05-06 01:22:14,286 - mmaction - INFO - Epoch [10][420/1853] lr: 1.000e-02, eta: 12:34:13, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7383, top5_acc: 0.9078, loss_cls: 0.8834, loss: 0.8834, grad_norm: 4.1222 2021-05-06 01:22:25,477 - mmaction - INFO - Epoch [10][440/1853] lr: 1.000e-02, eta: 12:33:57, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7516, top5_acc: 0.9023, loss_cls: 0.8567, loss: 0.8567, grad_norm: 3.8001 2021-05-06 01:22:36,655 - mmaction - INFO - Epoch [10][460/1853] lr: 1.000e-02, eta: 12:33:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9125, loss_cls: 0.8049, loss: 0.8049, grad_norm: 3.8418 2021-05-06 01:22:47,842 - mmaction - INFO - Epoch [10][480/1853] lr: 1.000e-02, eta: 12:33:26, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9172, loss_cls: 0.8048, loss: 0.8048, grad_norm: 3.6386 2021-05-06 01:22:59,014 - mmaction - INFO - Epoch [10][500/1853] lr: 1.000e-02, eta: 12:33:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9094, loss_cls: 0.7992, loss: 0.7992, grad_norm: 3.7159 2021-05-06 01:23:10,198 - mmaction - INFO - Epoch [10][520/1853] lr: 1.000e-02, eta: 12:32:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7508, top5_acc: 0.9180, loss_cls: 0.8181, loss: 0.8181, grad_norm: 3.9721 2021-05-06 01:23:21,371 - mmaction - INFO - Epoch [10][540/1853] lr: 1.000e-02, eta: 12:32:40, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7539, top5_acc: 0.9102, loss_cls: 0.8243, loss: 0.8243, grad_norm: 3.3855 2021-05-06 01:23:32,565 - mmaction - INFO - Epoch [10][560/1853] lr: 1.000e-02, eta: 12:32:24, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7805, top5_acc: 0.9180, loss_cls: 0.7600, loss: 0.7600, grad_norm: 3.9343 2021-05-06 01:23:43,732 - mmaction - INFO - Epoch [10][580/1853] lr: 1.000e-02, eta: 12:32:09, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7766, top5_acc: 0.9211, loss_cls: 0.7344, loss: 0.7344, grad_norm: 3.8264 2021-05-06 01:23:54,946 - mmaction - INFO - Epoch [10][600/1853] lr: 1.000e-02, eta: 12:31:54, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7500, top5_acc: 0.9102, loss_cls: 0.8472, loss: 0.8472, grad_norm: 4.0854 2021-05-06 01:24:06,134 - mmaction - INFO - Epoch [10][620/1853] lr: 1.000e-02, eta: 12:31:38, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7664, top5_acc: 0.8938, loss_cls: 0.8477, loss: 0.8477, grad_norm: 3.7207 2021-05-06 01:24:17,296 - mmaction - INFO - Epoch [10][640/1853] lr: 1.000e-02, eta: 12:31:23, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9008, loss_cls: 0.8432, loss: 0.8432, grad_norm: 3.7909 2021-05-06 01:24:28,516 - mmaction - INFO - Epoch [10][660/1853] lr: 1.000e-02, eta: 12:31:07, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7820, top5_acc: 0.9234, loss_cls: 0.7794, loss: 0.7794, grad_norm: 3.8198 2021-05-06 01:24:39,677 - mmaction - INFO - Epoch [10][680/1853] lr: 1.000e-02, eta: 12:30:52, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9094, loss_cls: 0.8381, loss: 0.8381, grad_norm: 3.5751 2021-05-06 01:24:50,849 - mmaction - INFO - Epoch [10][700/1853] lr: 1.000e-02, eta: 12:30:37, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9102, loss_cls: 0.7762, loss: 0.7762, grad_norm: 3.6715 2021-05-06 01:25:02,041 - mmaction - INFO - Epoch [10][720/1853] lr: 1.000e-02, eta: 12:30:21, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7836, top5_acc: 0.9180, loss_cls: 0.7652, loss: 0.7652, grad_norm: 3.6409 2021-05-06 01:25:13,199 - mmaction - INFO - Epoch [10][740/1853] lr: 1.000e-02, eta: 12:30:06, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9148, loss_cls: 0.8080, loss: 0.8080, grad_norm: 3.7077 2021-05-06 01:25:24,391 - mmaction - INFO - Epoch [10][760/1853] lr: 1.000e-02, eta: 12:29:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9211, loss_cls: 0.8243, loss: 0.8243, grad_norm: 4.1391 2021-05-06 01:25:35,553 - mmaction - INFO - Epoch [10][780/1853] lr: 1.000e-02, eta: 12:29:35, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9102, loss_cls: 0.8092, loss: 0.8092, grad_norm: 4.0218 2021-05-06 01:25:46,766 - mmaction - INFO - Epoch [10][800/1853] lr: 1.000e-02, eta: 12:29:20, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7547, top5_acc: 0.9086, loss_cls: 0.8284, loss: 0.8284, grad_norm: 4.0133 2021-05-06 01:25:57,920 - mmaction - INFO - Epoch [10][820/1853] lr: 1.000e-02, eta: 12:29:04, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.8977, loss_cls: 0.8733, loss: 0.8733, grad_norm: 3.6310 2021-05-06 01:26:09,139 - mmaction - INFO - Epoch [10][840/1853] lr: 1.000e-02, eta: 12:28:49, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7766, top5_acc: 0.9242, loss_cls: 0.7525, loss: 0.7525, grad_norm: 3.4548 2021-05-06 01:26:20,311 - mmaction - INFO - Epoch [10][860/1853] lr: 1.000e-02, eta: 12:28:34, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7422, top5_acc: 0.8977, loss_cls: 0.8451, loss: 0.8451, grad_norm: 3.5421 2021-05-06 01:26:31,506 - mmaction - INFO - Epoch [10][880/1853] lr: 1.000e-02, eta: 12:28:19, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7937, top5_acc: 0.9227, loss_cls: 0.7257, loss: 0.7257, grad_norm: 3.5778 2021-05-06 01:26:42,715 - mmaction - INFO - Epoch [10][900/1853] lr: 1.000e-02, eta: 12:28:04, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9227, loss_cls: 0.8012, loss: 0.8012, grad_norm: 3.9571 2021-05-06 01:26:53,893 - mmaction - INFO - Epoch [10][920/1853] lr: 1.000e-02, eta: 12:27:48, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.8953, loss_cls: 0.8521, loss: 0.8521, grad_norm: 3.8171 2021-05-06 01:27:05,072 - mmaction - INFO - Epoch [10][940/1853] lr: 1.000e-02, eta: 12:27:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7414, top5_acc: 0.8961, loss_cls: 0.8636, loss: 0.8636, grad_norm: 3.9839 2021-05-06 01:27:16,263 - mmaction - INFO - Epoch [10][960/1853] lr: 1.000e-02, eta: 12:27:18, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9148, loss_cls: 0.8279, loss: 0.8279, grad_norm: 3.8894 2021-05-06 01:27:27,442 - mmaction - INFO - Epoch [10][980/1853] lr: 1.000e-02, eta: 12:27:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9289, loss_cls: 0.7795, loss: 0.7795, grad_norm: 3.9765 2021-05-06 01:27:38,652 - mmaction - INFO - Epoch [10][1000/1853] lr: 1.000e-02, eta: 12:26:48, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7539, top5_acc: 0.9016, loss_cls: 0.8058, loss: 0.8058, grad_norm: 3.8357 2021-05-06 01:27:49,835 - mmaction - INFO - Epoch [10][1020/1853] lr: 1.000e-02, eta: 12:26:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7539, top5_acc: 0.9086, loss_cls: 0.8160, loss: 0.8160, grad_norm: 4.0163 2021-05-06 01:28:01,039 - mmaction - INFO - Epoch [10][1040/1853] lr: 1.000e-02, eta: 12:26:17, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.8898, loss_cls: 0.8352, loss: 0.8352, grad_norm: 3.8687 2021-05-06 01:28:12,233 - mmaction - INFO - Epoch [10][1060/1853] lr: 1.000e-02, eta: 12:26:02, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9133, loss_cls: 0.8248, loss: 0.8248, grad_norm: 3.8024 2021-05-06 01:28:23,418 - mmaction - INFO - Epoch [10][1080/1853] lr: 1.000e-02, eta: 12:25:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9172, loss_cls: 0.7453, loss: 0.7453, grad_norm: 3.7819 2021-05-06 01:28:34,587 - mmaction - INFO - Epoch [10][1100/1853] lr: 1.000e-02, eta: 12:25:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9125, loss_cls: 0.8367, loss: 0.8367, grad_norm: 3.9338 2021-05-06 01:28:45,794 - mmaction - INFO - Epoch [10][1120/1853] lr: 1.000e-02, eta: 12:25:17, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7344, top5_acc: 0.8984, loss_cls: 0.9081, loss: 0.9081, grad_norm: 3.6465 2021-05-06 01:28:56,934 - mmaction - INFO - Epoch [10][1140/1853] lr: 1.000e-02, eta: 12:25:01, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9266, loss_cls: 0.7789, loss: 0.7789, grad_norm: 3.7742 2021-05-06 01:29:08,122 - mmaction - INFO - Epoch [10][1160/1853] lr: 1.000e-02, eta: 12:24:46, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9187, loss_cls: 0.7948, loss: 0.7948, grad_norm: 3.9430 2021-05-06 01:29:19,304 - mmaction - INFO - Epoch [10][1180/1853] lr: 1.000e-02, eta: 12:24:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9180, loss_cls: 0.8252, loss: 0.8252, grad_norm: 3.8511 2021-05-06 01:29:30,726 - mmaction - INFO - Epoch [10][1200/1853] lr: 1.000e-02, eta: 12:24:17, time: 0.571, data_time: 0.012, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9242, loss_cls: 0.8001, loss: 0.8001, grad_norm: 3.8407 2021-05-06 01:29:41,888 - mmaction - INFO - Epoch [10][1220/1853] lr: 1.000e-02, eta: 12:24:02, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9133, loss_cls: 0.8251, loss: 0.8251, grad_norm: 4.1143 2021-05-06 01:29:53,050 - mmaction - INFO - Epoch [10][1240/1853] lr: 1.000e-02, eta: 12:23:46, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9133, loss_cls: 0.8239, loss: 0.8239, grad_norm: 3.8087 2021-05-06 01:30:04,253 - mmaction - INFO - Epoch [10][1260/1853] lr: 1.000e-02, eta: 12:23:31, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9070, loss_cls: 0.8573, loss: 0.8573, grad_norm: 3.7749 2021-05-06 01:30:15,414 - mmaction - INFO - Epoch [10][1280/1853] lr: 1.000e-02, eta: 12:23:16, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9125, loss_cls: 0.7926, loss: 0.7926, grad_norm: 3.6612 2021-05-06 01:30:26,605 - mmaction - INFO - Epoch [10][1300/1853] lr: 1.000e-02, eta: 12:23:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9117, loss_cls: 0.8305, loss: 0.8305, grad_norm: 3.8414 2021-05-06 01:30:37,765 - mmaction - INFO - Epoch [10][1320/1853] lr: 1.000e-02, eta: 12:22:46, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9227, loss_cls: 0.7487, loss: 0.7487, grad_norm: 3.6733 2021-05-06 01:30:48,935 - mmaction - INFO - Epoch [10][1340/1853] lr: 1.000e-02, eta: 12:22:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9078, loss_cls: 0.8553, loss: 0.8553, grad_norm: 3.8134 2021-05-06 01:31:00,105 - mmaction - INFO - Epoch [10][1360/1853] lr: 1.000e-02, eta: 12:22:16, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9094, loss_cls: 0.8452, loss: 0.8452, grad_norm: 3.8644 2021-05-06 01:31:11,288 - mmaction - INFO - Epoch [10][1380/1853] lr: 1.000e-02, eta: 12:22:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9164, loss_cls: 0.7945, loss: 0.7945, grad_norm: 4.0767 2021-05-06 01:31:22,458 - mmaction - INFO - Epoch [10][1400/1853] lr: 1.000e-02, eta: 12:21:46, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9023, loss_cls: 0.8278, loss: 0.8278, grad_norm: 3.9975 2021-05-06 01:31:33,681 - mmaction - INFO - Epoch [10][1420/1853] lr: 1.000e-02, eta: 12:21:31, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9180, loss_cls: 0.8531, loss: 0.8531, grad_norm: 4.0554 2021-05-06 01:31:44,885 - mmaction - INFO - Epoch [10][1440/1853] lr: 1.000e-02, eta: 12:21:16, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9086, loss_cls: 0.8398, loss: 0.8398, grad_norm: 3.7706 2021-05-06 01:31:56,043 - mmaction - INFO - Epoch [10][1460/1853] lr: 1.000e-02, eta: 12:21:01, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9273, loss_cls: 0.7523, loss: 0.7523, grad_norm: 3.9260 2021-05-06 01:32:07,238 - mmaction - INFO - Epoch [10][1480/1853] lr: 1.000e-02, eta: 12:20:46, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9109, loss_cls: 0.8423, loss: 0.8423, grad_norm: 3.8005 2021-05-06 01:32:18,422 - mmaction - INFO - Epoch [10][1500/1853] lr: 1.000e-02, eta: 12:20:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7438, top5_acc: 0.9047, loss_cls: 0.8520, loss: 0.8520, grad_norm: 3.9627 2021-05-06 01:32:29,610 - mmaction - INFO - Epoch [10][1520/1853] lr: 1.000e-02, eta: 12:20:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7297, top5_acc: 0.8984, loss_cls: 0.9051, loss: 0.9051, grad_norm: 3.9007 2021-05-06 01:32:40,782 - mmaction - INFO - Epoch [10][1540/1853] lr: 1.000e-02, eta: 12:20:01, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7414, top5_acc: 0.9055, loss_cls: 0.8396, loss: 0.8396, grad_norm: 3.8219 2021-05-06 01:32:51,969 - mmaction - INFO - Epoch [10][1560/1853] lr: 1.000e-02, eta: 12:19:46, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9180, loss_cls: 0.8066, loss: 0.8066, grad_norm: 3.5053 2021-05-06 01:33:03,147 - mmaction - INFO - Epoch [10][1580/1853] lr: 1.000e-02, eta: 12:19:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7539, top5_acc: 0.9078, loss_cls: 0.8303, loss: 0.8303, grad_norm: 3.8072 2021-05-06 01:33:14,333 - mmaction - INFO - Epoch [10][1600/1853] lr: 1.000e-02, eta: 12:19:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9164, loss_cls: 0.8092, loss: 0.8092, grad_norm: 3.5748 2021-05-06 01:33:25,499 - mmaction - INFO - Epoch [10][1620/1853] lr: 1.000e-02, eta: 12:19:01, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9078, loss_cls: 0.7962, loss: 0.7962, grad_norm: 3.9148 2021-05-06 01:33:36,695 - mmaction - INFO - Epoch [10][1640/1853] lr: 1.000e-02, eta: 12:18:46, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9102, loss_cls: 0.8607, loss: 0.8607, grad_norm: 3.8073 2021-05-06 01:33:47,871 - mmaction - INFO - Epoch [10][1660/1853] lr: 1.000e-02, eta: 12:18:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9078, loss_cls: 0.8390, loss: 0.8390, grad_norm: 3.9709 2021-05-06 01:33:59,022 - mmaction - INFO - Epoch [10][1680/1853] lr: 1.000e-02, eta: 12:18:16, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9141, loss_cls: 0.8460, loss: 0.8460, grad_norm: 3.8548 2021-05-06 01:34:10,196 - mmaction - INFO - Epoch [10][1700/1853] lr: 1.000e-02, eta: 12:18:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9180, loss_cls: 0.7840, loss: 0.7840, grad_norm: 3.7542 2021-05-06 01:34:21,377 - mmaction - INFO - Epoch [10][1720/1853] lr: 1.000e-02, eta: 12:17:46, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7492, top5_acc: 0.9141, loss_cls: 0.8244, loss: 0.8244, grad_norm: 4.0921 2021-05-06 01:34:32,546 - mmaction - INFO - Epoch [10][1740/1853] lr: 1.000e-02, eta: 12:17:31, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7547, top5_acc: 0.9125, loss_cls: 0.8381, loss: 0.8381, grad_norm: 3.6747 2021-05-06 01:34:43,748 - mmaction - INFO - Epoch [10][1760/1853] lr: 1.000e-02, eta: 12:17:16, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9195, loss_cls: 0.8254, loss: 0.8254, grad_norm: 3.8060 2021-05-06 01:34:54,907 - mmaction - INFO - Epoch [10][1780/1853] lr: 1.000e-02, eta: 12:17:01, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7539, top5_acc: 0.9062, loss_cls: 0.8144, loss: 0.8144, grad_norm: 3.7656 2021-05-06 01:35:06,112 - mmaction - INFO - Epoch [10][1800/1853] lr: 1.000e-02, eta: 12:16:46, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9016, loss_cls: 0.8565, loss: 0.8565, grad_norm: 4.0593 2021-05-06 01:35:17,263 - mmaction - INFO - Epoch [10][1820/1853] lr: 1.000e-02, eta: 12:16:31, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9086, loss_cls: 0.8122, loss: 0.8122, grad_norm: 3.6909 2021-05-06 01:35:28,430 - mmaction - INFO - Epoch [10][1840/1853] lr: 1.000e-02, eta: 12:16:16, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7508, top5_acc: 0.9094, loss_cls: 0.8441, loss: 0.8441, grad_norm: 3.8255 2021-05-06 01:35:36,619 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-05-06 01:37:24,210 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 01:37:24,239 - mmaction - INFO - top1_acc 0.9328 top5_acc 0.9943 2021-05-06 01:37:24,239 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 01:37:24,247 - mmaction - INFO - mean_acc 0.9276 2021-05-06 01:37:25,238 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2021-05-06 01:37:25,238 - mmaction - INFO - Best top1_acc is 0.9328 at 10 epoch. 2021-05-06 01:37:25,241 - mmaction - INFO - Epoch(val) [10][1853] top1_acc: 0.9328, top5_acc: 0.9943, mean_class_accuracy: 0.9276 2021-05-06 01:38:50,146 - mmaction - INFO - Epoch [11][20/1853] lr: 1.000e-02, eta: 12:20:17, time: 4.244, data_time: 3.683, memory: 7064, top1_acc: 0.7828, top5_acc: 0.9117, loss_cls: 0.7878, loss: 0.7878, grad_norm: 3.5492 2021-05-06 01:39:01,277 - mmaction - INFO - Epoch [11][40/1853] lr: 1.000e-02, eta: 12:20:02, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9141, loss_cls: 0.8306, loss: 0.8306, grad_norm: 3.8565 2021-05-06 01:39:12,413 - mmaction - INFO - Epoch [11][60/1853] lr: 1.000e-02, eta: 12:19:46, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9227, loss_cls: 0.7891, loss: 0.7891, grad_norm: 3.5164 2021-05-06 01:39:23,550 - mmaction - INFO - Epoch [11][80/1853] lr: 1.000e-02, eta: 12:19:31, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7461, top5_acc: 0.8953, loss_cls: 0.8772, loss: 0.8772, grad_norm: 3.7116 2021-05-06 01:39:34,694 - mmaction - INFO - Epoch [11][100/1853] lr: 1.000e-02, eta: 12:19:16, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7891, top5_acc: 0.9297, loss_cls: 0.6950, loss: 0.6950, grad_norm: 3.4127 2021-05-06 01:39:45,843 - mmaction - INFO - Epoch [11][120/1853] lr: 1.000e-02, eta: 12:19:00, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7680, top5_acc: 0.9203, loss_cls: 0.7889, loss: 0.7889, grad_norm: 3.8965 2021-05-06 01:39:57,000 - mmaction - INFO - Epoch [11][140/1853] lr: 1.000e-02, eta: 12:18:45, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7727, top5_acc: 0.9180, loss_cls: 0.7615, loss: 0.7615, grad_norm: 3.7783 2021-05-06 01:40:08,174 - mmaction - INFO - Epoch [11][160/1853] lr: 1.000e-02, eta: 12:18:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7359, top5_acc: 0.9055, loss_cls: 0.8710, loss: 0.8710, grad_norm: 4.1031 2021-05-06 01:40:19,351 - mmaction - INFO - Epoch [11][180/1853] lr: 1.000e-02, eta: 12:18:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9109, loss_cls: 0.8393, loss: 0.8393, grad_norm: 3.8310 2021-05-06 01:40:30,545 - mmaction - INFO - Epoch [11][200/1853] lr: 1.000e-02, eta: 12:18:00, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7500, top5_acc: 0.9016, loss_cls: 0.8261, loss: 0.8261, grad_norm: 3.8333 2021-05-06 01:40:41,710 - mmaction - INFO - Epoch [11][220/1853] lr: 1.000e-02, eta: 12:17:44, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9086, loss_cls: 0.8678, loss: 0.8678, grad_norm: 3.7438 2021-05-06 01:40:52,873 - mmaction - INFO - Epoch [11][240/1853] lr: 1.000e-02, eta: 12:17:29, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7789, top5_acc: 0.9086, loss_cls: 0.7846, loss: 0.7846, grad_norm: 3.5262 2021-05-06 01:41:04,016 - mmaction - INFO - Epoch [11][260/1853] lr: 1.000e-02, eta: 12:17:14, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7508, top5_acc: 0.8984, loss_cls: 0.8266, loss: 0.8266, grad_norm: 4.1127 2021-05-06 01:41:15,198 - mmaction - INFO - Epoch [11][280/1853] lr: 1.000e-02, eta: 12:16:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9062, loss_cls: 0.8156, loss: 0.8156, grad_norm: 3.6492 2021-05-06 01:41:26,370 - mmaction - INFO - Epoch [11][300/1853] lr: 1.000e-02, eta: 12:16:44, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9102, loss_cls: 0.8273, loss: 0.8273, grad_norm: 4.2916 2021-05-06 01:41:37,521 - mmaction - INFO - Epoch [11][320/1853] lr: 1.000e-02, eta: 12:16:29, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9156, loss_cls: 0.8469, loss: 0.8469, grad_norm: 3.7083 2021-05-06 01:41:48,727 - mmaction - INFO - Epoch [11][340/1853] lr: 1.000e-02, eta: 12:16:14, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9070, loss_cls: 0.7810, loss: 0.7810, grad_norm: 3.8603 2021-05-06 01:41:59,897 - mmaction - INFO - Epoch [11][360/1853] lr: 1.000e-02, eta: 12:15:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9102, loss_cls: 0.8388, loss: 0.8388, grad_norm: 4.1767 2021-05-06 01:42:11,080 - mmaction - INFO - Epoch [11][380/1853] lr: 1.000e-02, eta: 12:15:43, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9109, loss_cls: 0.8379, loss: 0.8379, grad_norm: 3.8748 2021-05-06 01:42:22,256 - mmaction - INFO - Epoch [11][400/1853] lr: 1.000e-02, eta: 12:15:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9078, loss_cls: 0.8133, loss: 0.8133, grad_norm: 3.6997 2021-05-06 01:42:33,445 - mmaction - INFO - Epoch [11][420/1853] lr: 1.000e-02, eta: 12:15:13, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9031, loss_cls: 0.8402, loss: 0.8402, grad_norm: 4.1574 2021-05-06 01:42:44,641 - mmaction - INFO - Epoch [11][440/1853] lr: 1.000e-02, eta: 12:14:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9203, loss_cls: 0.7922, loss: 0.7922, grad_norm: 3.7562 2021-05-06 01:42:55,816 - mmaction - INFO - Epoch [11][460/1853] lr: 1.000e-02, eta: 12:14:43, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9164, loss_cls: 0.8155, loss: 0.8155, grad_norm: 3.9939 2021-05-06 01:43:07,005 - mmaction - INFO - Epoch [11][480/1853] lr: 1.000e-02, eta: 12:14:28, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9172, loss_cls: 0.8230, loss: 0.8230, grad_norm: 3.6154 2021-05-06 01:43:18,162 - mmaction - INFO - Epoch [11][500/1853] lr: 1.000e-02, eta: 12:14:13, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7680, top5_acc: 0.9227, loss_cls: 0.7660, loss: 0.7660, grad_norm: 3.9860 2021-05-06 01:43:29,343 - mmaction - INFO - Epoch [11][520/1853] lr: 1.000e-02, eta: 12:13:58, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9125, loss_cls: 0.8604, loss: 0.8604, grad_norm: 4.0398 2021-05-06 01:43:40,551 - mmaction - INFO - Epoch [11][540/1853] lr: 1.000e-02, eta: 12:13:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7305, top5_acc: 0.9055, loss_cls: 0.8616, loss: 0.8616, grad_norm: 3.8353 2021-05-06 01:43:51,727 - mmaction - INFO - Epoch [11][560/1853] lr: 1.000e-02, eta: 12:13:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7438, top5_acc: 0.9117, loss_cls: 0.8323, loss: 0.8323, grad_norm: 3.8806 2021-05-06 01:44:02,901 - mmaction - INFO - Epoch [11][580/1853] lr: 1.000e-02, eta: 12:13:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9102, loss_cls: 0.8374, loss: 0.8374, grad_norm: 3.9887 2021-05-06 01:44:14,055 - mmaction - INFO - Epoch [11][600/1853] lr: 1.000e-02, eta: 12:12:58, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9164, loss_cls: 0.7790, loss: 0.7790, grad_norm: 3.6819 2021-05-06 01:44:25,224 - mmaction - INFO - Epoch [11][620/1853] lr: 1.000e-02, eta: 12:12:43, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9172, loss_cls: 0.7848, loss: 0.7848, grad_norm: 4.0065 2021-05-06 01:44:36,392 - mmaction - INFO - Epoch [11][640/1853] lr: 1.000e-02, eta: 12:12:28, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9195, loss_cls: 0.8023, loss: 0.8023, grad_norm: 3.6587 2021-05-06 01:44:47,578 - mmaction - INFO - Epoch [11][660/1853] lr: 1.000e-02, eta: 12:12:13, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9180, loss_cls: 0.7968, loss: 0.7968, grad_norm: 3.8622 2021-05-06 01:44:58,758 - mmaction - INFO - Epoch [11][680/1853] lr: 1.000e-02, eta: 12:11:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9109, loss_cls: 0.8039, loss: 0.8039, grad_norm: 3.8378 2021-05-06 01:45:09,936 - mmaction - INFO - Epoch [11][700/1853] lr: 1.000e-02, eta: 12:11:43, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7727, top5_acc: 0.9227, loss_cls: 0.8129, loss: 0.8129, grad_norm: 4.1299 2021-05-06 01:45:21,167 - mmaction - INFO - Epoch [11][720/1853] lr: 1.000e-02, eta: 12:11:29, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9055, loss_cls: 0.8378, loss: 0.8378, grad_norm: 3.8074 2021-05-06 01:45:32,345 - mmaction - INFO - Epoch [11][740/1853] lr: 1.000e-02, eta: 12:11:14, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9187, loss_cls: 0.7884, loss: 0.7884, grad_norm: 3.7167 2021-05-06 01:45:43,524 - mmaction - INFO - Epoch [11][760/1853] lr: 1.000e-02, eta: 12:10:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9062, loss_cls: 0.8093, loss: 0.8093, grad_norm: 3.9098 2021-05-06 01:45:54,746 - mmaction - INFO - Epoch [11][780/1853] lr: 1.000e-02, eta: 12:10:44, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7492, top5_acc: 0.9109, loss_cls: 0.8502, loss: 0.8502, grad_norm: 3.9157 2021-05-06 01:46:05,922 - mmaction - INFO - Epoch [11][800/1853] lr: 1.000e-02, eta: 12:10:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9180, loss_cls: 0.7918, loss: 0.7918, grad_norm: 3.7264 2021-05-06 01:46:17,090 - mmaction - INFO - Epoch [11][820/1853] lr: 1.000e-02, eta: 12:10:14, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7547, top5_acc: 0.9039, loss_cls: 0.8500, loss: 0.8500, grad_norm: 4.0857 2021-05-06 01:46:28,286 - mmaction - INFO - Epoch [11][840/1853] lr: 1.000e-02, eta: 12:09:59, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9000, loss_cls: 0.8208, loss: 0.8208, grad_norm: 3.3858 2021-05-06 01:46:39,571 - mmaction - INFO - Epoch [11][860/1853] lr: 1.000e-02, eta: 12:09:45, time: 0.564, data_time: 0.001, memory: 7064, top1_acc: 0.7508, top5_acc: 0.9047, loss_cls: 0.8596, loss: 0.8596, grad_norm: 3.9923 2021-05-06 01:46:50,749 - mmaction - INFO - Epoch [11][880/1853] lr: 1.000e-02, eta: 12:09:30, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9344, loss_cls: 0.7730, loss: 0.7730, grad_norm: 4.0133 2021-05-06 01:47:01,933 - mmaction - INFO - Epoch [11][900/1853] lr: 1.000e-02, eta: 12:09:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7352, top5_acc: 0.9156, loss_cls: 0.8372, loss: 0.8372, grad_norm: 3.9377 2021-05-06 01:47:13,177 - mmaction - INFO - Epoch [11][920/1853] lr: 1.000e-02, eta: 12:09:00, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7477, top5_acc: 0.9039, loss_cls: 0.8447, loss: 0.8447, grad_norm: 3.6661 2021-05-06 01:47:24,373 - mmaction - INFO - Epoch [11][940/1853] lr: 1.000e-02, eta: 12:08:46, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9172, loss_cls: 0.7840, loss: 0.7840, grad_norm: 3.9154 2021-05-06 01:47:35,552 - mmaction - INFO - Epoch [11][960/1853] lr: 1.000e-02, eta: 12:08:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9008, loss_cls: 0.8461, loss: 0.8461, grad_norm: 3.8362 2021-05-06 01:47:46,741 - mmaction - INFO - Epoch [11][980/1853] lr: 1.000e-02, eta: 12:08:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9102, loss_cls: 0.8141, loss: 0.8141, grad_norm: 3.9024 2021-05-06 01:47:57,932 - mmaction - INFO - Epoch [11][1000/1853] lr: 1.000e-02, eta: 12:08:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7922, top5_acc: 0.9156, loss_cls: 0.7377, loss: 0.7377, grad_norm: 3.5829 2021-05-06 01:48:09,094 - mmaction - INFO - Epoch [11][1020/1853] lr: 1.000e-02, eta: 12:07:46, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7742, top5_acc: 0.9078, loss_cls: 0.7823, loss: 0.7823, grad_norm: 3.9857 2021-05-06 01:48:20,277 - mmaction - INFO - Epoch [11][1040/1853] lr: 1.000e-02, eta: 12:07:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7344, top5_acc: 0.9023, loss_cls: 0.9107, loss: 0.9107, grad_norm: 4.2653 2021-05-06 01:48:31,465 - mmaction - INFO - Epoch [11][1060/1853] lr: 1.000e-02, eta: 12:07:17, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9086, loss_cls: 0.8325, loss: 0.8325, grad_norm: 3.6785 2021-05-06 01:48:42,644 - mmaction - INFO - Epoch [11][1080/1853] lr: 1.000e-02, eta: 12:07:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9219, loss_cls: 0.7667, loss: 0.7667, grad_norm: 3.8870 2021-05-06 01:48:53,818 - mmaction - INFO - Epoch [11][1100/1853] lr: 1.000e-02, eta: 12:06:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9156, loss_cls: 0.7783, loss: 0.7783, grad_norm: 3.4229 2021-05-06 01:49:04,989 - mmaction - INFO - Epoch [11][1120/1853] lr: 1.000e-02, eta: 12:06:32, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9180, loss_cls: 0.7758, loss: 0.7758, grad_norm: 3.7054 2021-05-06 01:49:16,181 - mmaction - INFO - Epoch [11][1140/1853] lr: 1.000e-02, eta: 12:06:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9125, loss_cls: 0.8122, loss: 0.8122, grad_norm: 3.8409 2021-05-06 01:49:27,348 - mmaction - INFO - Epoch [11][1160/1853] lr: 1.000e-02, eta: 12:06:03, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7820, top5_acc: 0.9219, loss_cls: 0.7347, loss: 0.7347, grad_norm: 3.7473 2021-05-06 01:49:38,518 - mmaction - INFO - Epoch [11][1180/1853] lr: 1.000e-02, eta: 12:05:48, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7445, top5_acc: 0.8938, loss_cls: 0.8912, loss: 0.8912, grad_norm: 3.9782 2021-05-06 01:49:49,709 - mmaction - INFO - Epoch [11][1200/1853] lr: 1.000e-02, eta: 12:05:33, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7477, top5_acc: 0.9086, loss_cls: 0.8621, loss: 0.8621, grad_norm: 3.6647 2021-05-06 01:50:00,893 - mmaction - INFO - Epoch [11][1220/1853] lr: 1.000e-02, eta: 12:05:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7812, top5_acc: 0.9164, loss_cls: 0.7595, loss: 0.7595, grad_norm: 3.9043 2021-05-06 01:50:12,056 - mmaction - INFO - Epoch [11][1240/1853] lr: 1.000e-02, eta: 12:05:04, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9102, loss_cls: 0.8130, loss: 0.8130, grad_norm: 3.8824 2021-05-06 01:50:23,247 - mmaction - INFO - Epoch [11][1260/1853] lr: 1.000e-02, eta: 12:04:49, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9109, loss_cls: 0.8038, loss: 0.8038, grad_norm: 3.7998 2021-05-06 01:50:34,457 - mmaction - INFO - Epoch [11][1280/1853] lr: 1.000e-02, eta: 12:04:34, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9148, loss_cls: 0.8378, loss: 0.8378, grad_norm: 4.3167 2021-05-06 01:50:45,621 - mmaction - INFO - Epoch [11][1300/1853] lr: 1.000e-02, eta: 12:04:20, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9211, loss_cls: 0.8327, loss: 0.8327, grad_norm: 3.7794 2021-05-06 01:50:56,815 - mmaction - INFO - Epoch [11][1320/1853] lr: 1.000e-02, eta: 12:04:05, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7742, top5_acc: 0.9156, loss_cls: 0.7831, loss: 0.7831, grad_norm: 3.9821 2021-05-06 01:51:07,984 - mmaction - INFO - Epoch [11][1340/1853] lr: 1.000e-02, eta: 12:03:50, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7508, top5_acc: 0.9031, loss_cls: 0.8537, loss: 0.8537, grad_norm: 3.6284 2021-05-06 01:51:19,152 - mmaction - INFO - Epoch [11][1360/1853] lr: 1.000e-02, eta: 12:03:36, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7266, top5_acc: 0.8984, loss_cls: 0.9053, loss: 0.9053, grad_norm: 4.0150 2021-05-06 01:51:30,528 - mmaction - INFO - Epoch [11][1380/1853] lr: 1.000e-02, eta: 12:03:22, time: 0.569, data_time: 0.002, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9125, loss_cls: 0.8194, loss: 0.8194, grad_norm: 3.6621 2021-05-06 01:51:41,707 - mmaction - INFO - Epoch [11][1400/1853] lr: 1.000e-02, eta: 12:03:07, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9242, loss_cls: 0.8030, loss: 0.8030, grad_norm: 3.8753 2021-05-06 01:51:52,860 - mmaction - INFO - Epoch [11][1420/1853] lr: 1.000e-02, eta: 12:02:52, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9008, loss_cls: 0.8374, loss: 0.8374, grad_norm: 4.0485 2021-05-06 01:52:04,057 - mmaction - INFO - Epoch [11][1440/1853] lr: 1.000e-02, eta: 12:02:38, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9086, loss_cls: 0.8372, loss: 0.8372, grad_norm: 3.8731 2021-05-06 01:52:15,218 - mmaction - INFO - Epoch [11][1460/1853] lr: 1.000e-02, eta: 12:02:23, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7383, top5_acc: 0.9000, loss_cls: 0.8767, loss: 0.8767, grad_norm: 4.1603 2021-05-06 01:52:26,404 - mmaction - INFO - Epoch [11][1480/1853] lr: 1.000e-02, eta: 12:02:08, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9062, loss_cls: 0.8002, loss: 0.8002, grad_norm: 3.6742 2021-05-06 01:52:37,569 - mmaction - INFO - Epoch [11][1500/1853] lr: 1.000e-02, eta: 12:01:53, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9055, loss_cls: 0.8290, loss: 0.8290, grad_norm: 3.7049 2021-05-06 01:52:48,756 - mmaction - INFO - Epoch [11][1520/1853] lr: 1.000e-02, eta: 12:01:39, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9180, loss_cls: 0.8290, loss: 0.8290, grad_norm: 4.2582 2021-05-06 01:52:59,902 - mmaction - INFO - Epoch [11][1540/1853] lr: 1.000e-02, eta: 12:01:24, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9055, loss_cls: 0.8743, loss: 0.8743, grad_norm: 3.6896 2021-05-06 01:53:11,067 - mmaction - INFO - Epoch [11][1560/1853] lr: 1.000e-02, eta: 12:01:09, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9187, loss_cls: 0.7868, loss: 0.7868, grad_norm: 3.6129 2021-05-06 01:53:22,238 - mmaction - INFO - Epoch [11][1580/1853] lr: 1.000e-02, eta: 12:00:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7453, top5_acc: 0.9117, loss_cls: 0.8164, loss: 0.8164, grad_norm: 3.8000 2021-05-06 01:53:33,403 - mmaction - INFO - Epoch [11][1600/1853] lr: 1.000e-02, eta: 12:00:40, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9055, loss_cls: 0.8381, loss: 0.8381, grad_norm: 3.5893 2021-05-06 01:53:44,652 - mmaction - INFO - Epoch [11][1620/1853] lr: 1.000e-02, eta: 12:00:26, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7492, top5_acc: 0.9008, loss_cls: 0.8542, loss: 0.8542, grad_norm: 3.7922 2021-05-06 01:53:55,872 - mmaction - INFO - Epoch [11][1640/1853] lr: 1.000e-02, eta: 12:00:11, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9156, loss_cls: 0.7864, loss: 0.7864, grad_norm: 3.8357 2021-05-06 01:54:07,029 - mmaction - INFO - Epoch [11][1660/1853] lr: 1.000e-02, eta: 11:59:57, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9016, loss_cls: 0.8403, loss: 0.8403, grad_norm: 3.8759 2021-05-06 01:54:18,223 - mmaction - INFO - Epoch [11][1680/1853] lr: 1.000e-02, eta: 11:59:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9148, loss_cls: 0.7979, loss: 0.7979, grad_norm: 3.7203 2021-05-06 01:54:29,405 - mmaction - INFO - Epoch [11][1700/1853] lr: 1.000e-02, eta: 11:59:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9266, loss_cls: 0.7842, loss: 0.7842, grad_norm: 4.0437 2021-05-06 01:54:40,568 - mmaction - INFO - Epoch [11][1720/1853] lr: 1.000e-02, eta: 11:59:13, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9133, loss_cls: 0.7859, loss: 0.7859, grad_norm: 3.9020 2021-05-06 01:54:51,741 - mmaction - INFO - Epoch [11][1740/1853] lr: 1.000e-02, eta: 11:58:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9078, loss_cls: 0.8110, loss: 0.8110, grad_norm: 3.6378 2021-05-06 01:55:02,923 - mmaction - INFO - Epoch [11][1760/1853] lr: 1.000e-02, eta: 11:58:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7422, top5_acc: 0.9086, loss_cls: 0.8393, loss: 0.8393, grad_norm: 3.9423 2021-05-06 01:55:14,107 - mmaction - INFO - Epoch [11][1780/1853] lr: 1.000e-02, eta: 11:58:29, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9016, loss_cls: 0.8716, loss: 0.8716, grad_norm: 3.6289 2021-05-06 01:55:25,298 - mmaction - INFO - Epoch [11][1800/1853] lr: 1.000e-02, eta: 11:58:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7539, top5_acc: 0.9062, loss_cls: 0.8711, loss: 0.8711, grad_norm: 4.0976 2021-05-06 01:55:36,470 - mmaction - INFO - Epoch [11][1820/1853] lr: 1.000e-02, eta: 11:58:00, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9242, loss_cls: 0.8024, loss: 0.8024, grad_norm: 3.8203 2021-05-06 01:55:47,630 - mmaction - INFO - Epoch [11][1840/1853] lr: 1.000e-02, eta: 11:57:45, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7383, top5_acc: 0.8984, loss_cls: 0.8647, loss: 0.8647, grad_norm: 4.0682 2021-05-06 01:55:56,006 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-05-06 01:57:12,167 - mmaction - INFO - Epoch [12][20/1853] lr: 1.000e-02, eta: 12:00:43, time: 3.771, data_time: 3.209, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9133, loss_cls: 0.8228, loss: 0.8228, grad_norm: 3.9447 2021-05-06 01:57:23,305 - mmaction - INFO - Epoch [12][40/1853] lr: 1.000e-02, eta: 12:00:28, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7414, top5_acc: 0.9023, loss_cls: 0.8603, loss: 0.8603, grad_norm: 3.6154 2021-05-06 01:57:34,497 - mmaction - INFO - Epoch [12][60/1853] lr: 1.000e-02, eta: 12:00:14, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9109, loss_cls: 0.8076, loss: 0.8076, grad_norm: 3.8179 2021-05-06 01:57:45,633 - mmaction - INFO - Epoch [12][80/1853] lr: 1.000e-02, eta: 11:59:59, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9055, loss_cls: 0.7692, loss: 0.7692, grad_norm: 3.9402 2021-05-06 01:57:56,804 - mmaction - INFO - Epoch [12][100/1853] lr: 1.000e-02, eta: 11:59:44, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9195, loss_cls: 0.7627, loss: 0.7627, grad_norm: 3.5233 2021-05-06 01:58:07,940 - mmaction - INFO - Epoch [12][120/1853] lr: 1.000e-02, eta: 11:59:29, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9211, loss_cls: 0.7850, loss: 0.7850, grad_norm: 4.0320 2021-05-06 01:58:19,130 - mmaction - INFO - Epoch [12][140/1853] lr: 1.000e-02, eta: 11:59:14, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9133, loss_cls: 0.7859, loss: 0.7859, grad_norm: 3.7885 2021-05-06 01:58:30,306 - mmaction - INFO - Epoch [12][160/1853] lr: 1.000e-02, eta: 11:59:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9187, loss_cls: 0.7480, loss: 0.7480, grad_norm: 3.7019 2021-05-06 01:58:41,470 - mmaction - INFO - Epoch [12][180/1853] lr: 1.000e-02, eta: 11:58:45, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9008, loss_cls: 0.8051, loss: 0.8051, grad_norm: 4.0498 2021-05-06 01:58:52,644 - mmaction - INFO - Epoch [12][200/1853] lr: 1.000e-02, eta: 11:58:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9016, loss_cls: 0.8254, loss: 0.8254, grad_norm: 3.7266 2021-05-06 01:59:03,808 - mmaction - INFO - Epoch [12][220/1853] lr: 1.000e-02, eta: 11:58:15, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9266, loss_cls: 0.7875, loss: 0.7875, grad_norm: 3.9312 2021-05-06 01:59:14,987 - mmaction - INFO - Epoch [12][240/1853] lr: 1.000e-02, eta: 11:58:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7266, top5_acc: 0.8891, loss_cls: 0.9042, loss: 0.9042, grad_norm: 4.1647 2021-05-06 01:59:26,181 - mmaction - INFO - Epoch [12][260/1853] lr: 1.000e-02, eta: 11:57:46, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9133, loss_cls: 0.8105, loss: 0.8105, grad_norm: 3.4098 2021-05-06 01:59:37,386 - mmaction - INFO - Epoch [12][280/1853] lr: 1.000e-02, eta: 11:57:31, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9016, loss_cls: 0.8236, loss: 0.8236, grad_norm: 3.6907 2021-05-06 01:59:48,577 - mmaction - INFO - Epoch [12][300/1853] lr: 1.000e-02, eta: 11:57:17, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9187, loss_cls: 0.7773, loss: 0.7773, grad_norm: 3.6290 2021-05-06 01:59:59,778 - mmaction - INFO - Epoch [12][320/1853] lr: 1.000e-02, eta: 11:57:02, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9172, loss_cls: 0.7836, loss: 0.7836, grad_norm: 3.5630 2021-05-06 02:00:10,959 - mmaction - INFO - Epoch [12][340/1853] lr: 1.000e-02, eta: 11:56:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7789, top5_acc: 0.9070, loss_cls: 0.7954, loss: 0.7954, grad_norm: 3.9768 2021-05-06 02:00:22,150 - mmaction - INFO - Epoch [12][360/1853] lr: 1.000e-02, eta: 11:56:33, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9172, loss_cls: 0.7825, loss: 0.7825, grad_norm: 3.5078 2021-05-06 02:00:33,312 - mmaction - INFO - Epoch [12][380/1853] lr: 1.000e-02, eta: 11:56:18, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9289, loss_cls: 0.7869, loss: 0.7869, grad_norm: 4.0806 2021-05-06 02:00:44,492 - mmaction - INFO - Epoch [12][400/1853] lr: 1.000e-02, eta: 11:56:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9281, loss_cls: 0.7562, loss: 0.7562, grad_norm: 3.5793 2021-05-06 02:00:55,689 - mmaction - INFO - Epoch [12][420/1853] lr: 1.000e-02, eta: 11:55:49, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9008, loss_cls: 0.8474, loss: 0.8474, grad_norm: 3.8586 2021-05-06 02:01:06,851 - mmaction - INFO - Epoch [12][440/1853] lr: 1.000e-02, eta: 11:55:34, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9187, loss_cls: 0.7966, loss: 0.7966, grad_norm: 3.7371 2021-05-06 02:01:18,038 - mmaction - INFO - Epoch [12][460/1853] lr: 1.000e-02, eta: 11:55:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9000, loss_cls: 0.8270, loss: 0.8270, grad_norm: 3.6227 2021-05-06 02:01:29,251 - mmaction - INFO - Epoch [12][480/1853] lr: 1.000e-02, eta: 11:55:05, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9219, loss_cls: 0.7543, loss: 0.7543, grad_norm: 4.0183 2021-05-06 02:01:40,465 - mmaction - INFO - Epoch [12][500/1853] lr: 1.000e-02, eta: 11:54:51, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9141, loss_cls: 0.7937, loss: 0.7937, grad_norm: 3.8556 2021-05-06 02:01:51,626 - mmaction - INFO - Epoch [12][520/1853] lr: 1.000e-02, eta: 11:54:36, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9156, loss_cls: 0.7585, loss: 0.7585, grad_norm: 3.8181 2021-05-06 02:02:02,806 - mmaction - INFO - Epoch [12][540/1853] lr: 1.000e-02, eta: 11:54:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9117, loss_cls: 0.8339, loss: 0.8339, grad_norm: 3.9841 2021-05-06 02:02:14,002 - mmaction - INFO - Epoch [12][560/1853] lr: 1.000e-02, eta: 11:54:07, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7828, top5_acc: 0.9141, loss_cls: 0.7370, loss: 0.7370, grad_norm: 3.8273 2021-05-06 02:02:25,171 - mmaction - INFO - Epoch [12][580/1853] lr: 1.000e-02, eta: 11:53:52, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7867, top5_acc: 0.9156, loss_cls: 0.7451, loss: 0.7451, grad_norm: 3.9335 2021-05-06 02:02:36,330 - mmaction - INFO - Epoch [12][600/1853] lr: 1.000e-02, eta: 11:53:38, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9156, loss_cls: 0.8215, loss: 0.8215, grad_norm: 3.9581 2021-05-06 02:02:47,510 - mmaction - INFO - Epoch [12][620/1853] lr: 1.000e-02, eta: 11:53:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9109, loss_cls: 0.7901, loss: 0.7901, grad_norm: 3.7823 2021-05-06 02:02:58,725 - mmaction - INFO - Epoch [12][640/1853] lr: 1.000e-02, eta: 11:53:08, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7375, top5_acc: 0.8891, loss_cls: 0.8441, loss: 0.8441, grad_norm: 3.9240 2021-05-06 02:03:09,912 - mmaction - INFO - Epoch [12][660/1853] lr: 1.000e-02, eta: 11:52:54, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9016, loss_cls: 0.8320, loss: 0.8320, grad_norm: 3.8841 2021-05-06 02:03:21,089 - mmaction - INFO - Epoch [12][680/1853] lr: 1.000e-02, eta: 11:52:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7367, top5_acc: 0.9055, loss_cls: 0.8718, loss: 0.8718, grad_norm: 3.9880 2021-05-06 02:03:32,240 - mmaction - INFO - Epoch [12][700/1853] lr: 1.000e-02, eta: 11:52:25, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9148, loss_cls: 0.7755, loss: 0.7755, grad_norm: 3.8710 2021-05-06 02:03:43,427 - mmaction - INFO - Epoch [12][720/1853] lr: 1.000e-02, eta: 11:52:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9297, loss_cls: 0.7323, loss: 0.7323, grad_norm: 3.8775 2021-05-06 02:03:54,617 - mmaction - INFO - Epoch [12][740/1853] lr: 1.000e-02, eta: 11:51:56, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7438, top5_acc: 0.9133, loss_cls: 0.8573, loss: 0.8573, grad_norm: 4.1490 2021-05-06 02:04:05,797 - mmaction - INFO - Epoch [12][760/1853] lr: 1.000e-02, eta: 11:51:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9203, loss_cls: 0.7980, loss: 0.7980, grad_norm: 3.5016 2021-05-06 02:04:16,974 - mmaction - INFO - Epoch [12][780/1853] lr: 1.000e-02, eta: 11:51:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9094, loss_cls: 0.7885, loss: 0.7885, grad_norm: 3.9083 2021-05-06 02:04:28,130 - mmaction - INFO - Epoch [12][800/1853] lr: 1.000e-02, eta: 11:51:12, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7867, top5_acc: 0.9203, loss_cls: 0.7384, loss: 0.7384, grad_norm: 3.6311 2021-05-06 02:04:39,768 - mmaction - INFO - Epoch [12][820/1853] lr: 1.000e-02, eta: 11:50:59, time: 0.581, data_time: 0.002, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9133, loss_cls: 0.7987, loss: 0.7987, grad_norm: 3.8296 2021-05-06 02:04:50,942 - mmaction - INFO - Epoch [12][840/1853] lr: 1.000e-02, eta: 11:50:45, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9125, loss_cls: 0.7852, loss: 0.7852, grad_norm: 4.0598 2021-05-06 02:05:02,170 - mmaction - INFO - Epoch [12][860/1853] lr: 1.000e-02, eta: 11:50:30, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7422, top5_acc: 0.9094, loss_cls: 0.8426, loss: 0.8426, grad_norm: 4.0795 2021-05-06 02:05:13,354 - mmaction - INFO - Epoch [12][880/1853] lr: 1.000e-02, eta: 11:50:16, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.8116, loss: 0.8116, grad_norm: 3.6522 2021-05-06 02:05:24,534 - mmaction - INFO - Epoch [12][900/1853] lr: 1.000e-02, eta: 11:50:01, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7547, top5_acc: 0.9086, loss_cls: 0.8425, loss: 0.8425, grad_norm: 3.8207 2021-05-06 02:05:35,728 - mmaction - INFO - Epoch [12][920/1853] lr: 1.000e-02, eta: 11:49:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9094, loss_cls: 0.7810, loss: 0.7810, grad_norm: 3.4898 2021-05-06 02:05:46,902 - mmaction - INFO - Epoch [12][940/1853] lr: 1.000e-02, eta: 11:49:32, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7961, top5_acc: 0.9227, loss_cls: 0.7022, loss: 0.7022, grad_norm: 3.6423 2021-05-06 02:05:58,073 - mmaction - INFO - Epoch [12][960/1853] lr: 1.000e-02, eta: 11:49:18, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7508, top5_acc: 0.9039, loss_cls: 0.8704, loss: 0.8704, grad_norm: 3.8327 2021-05-06 02:06:09,243 - mmaction - INFO - Epoch [12][980/1853] lr: 1.000e-02, eta: 11:49:03, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7438, top5_acc: 0.9242, loss_cls: 0.8531, loss: 0.8531, grad_norm: 3.9950 2021-05-06 02:06:20,467 - mmaction - INFO - Epoch [12][1000/1853] lr: 1.000e-02, eta: 11:48:49, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9102, loss_cls: 0.7777, loss: 0.7777, grad_norm: 3.7182 2021-05-06 02:06:31,655 - mmaction - INFO - Epoch [12][1020/1853] lr: 1.000e-02, eta: 11:48:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7891, top5_acc: 0.9242, loss_cls: 0.7418, loss: 0.7418, grad_norm: 3.8753 2021-05-06 02:06:42,849 - mmaction - INFO - Epoch [12][1040/1853] lr: 1.000e-02, eta: 11:48:20, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9313, loss_cls: 0.7681, loss: 0.7681, grad_norm: 4.1474 2021-05-06 02:06:54,045 - mmaction - INFO - Epoch [12][1060/1853] lr: 1.000e-02, eta: 11:48:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9117, loss_cls: 0.8010, loss: 0.8010, grad_norm: 3.6387 2021-05-06 02:07:05,201 - mmaction - INFO - Epoch [12][1080/1853] lr: 1.000e-02, eta: 11:47:51, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9156, loss_cls: 0.7778, loss: 0.7778, grad_norm: 3.8732 2021-05-06 02:07:16,399 - mmaction - INFO - Epoch [12][1100/1853] lr: 1.000e-02, eta: 11:47:37, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9117, loss_cls: 0.8166, loss: 0.8166, grad_norm: 4.0456 2021-05-06 02:07:27,564 - mmaction - INFO - Epoch [12][1120/1853] lr: 1.000e-02, eta: 11:47:23, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9156, loss_cls: 0.7683, loss: 0.7683, grad_norm: 3.6861 2021-05-06 02:07:38,727 - mmaction - INFO - Epoch [12][1140/1853] lr: 1.000e-02, eta: 11:47:08, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7453, top5_acc: 0.9109, loss_cls: 0.8454, loss: 0.8454, grad_norm: 3.9935 2021-05-06 02:07:49,899 - mmaction - INFO - Epoch [12][1160/1853] lr: 1.000e-02, eta: 11:46:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9156, loss_cls: 0.8338, loss: 0.8338, grad_norm: 3.6694 2021-05-06 02:08:01,093 - mmaction - INFO - Epoch [12][1180/1853] lr: 1.000e-02, eta: 11:46:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7805, top5_acc: 0.9227, loss_cls: 0.7617, loss: 0.7617, grad_norm: 3.7792 2021-05-06 02:08:12,272 - mmaction - INFO - Epoch [12][1200/1853] lr: 1.000e-02, eta: 11:46:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7352, top5_acc: 0.9094, loss_cls: 0.8515, loss: 0.8515, grad_norm: 3.7414 2021-05-06 02:08:23,465 - mmaction - INFO - Epoch [12][1220/1853] lr: 1.000e-02, eta: 11:46:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9109, loss_cls: 0.7868, loss: 0.7868, grad_norm: 3.8213 2021-05-06 02:08:34,660 - mmaction - INFO - Epoch [12][1240/1853] lr: 1.000e-02, eta: 11:45:56, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9102, loss_cls: 0.7926, loss: 0.7926, grad_norm: 3.9110 2021-05-06 02:08:45,838 - mmaction - INFO - Epoch [12][1260/1853] lr: 1.000e-02, eta: 11:45:42, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9211, loss_cls: 0.8209, loss: 0.8209, grad_norm: 4.0155 2021-05-06 02:08:57,022 - mmaction - INFO - Epoch [12][1280/1853] lr: 1.000e-02, eta: 11:45:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7789, top5_acc: 0.9094, loss_cls: 0.7644, loss: 0.7644, grad_norm: 3.5867 2021-05-06 02:09:08,192 - mmaction - INFO - Epoch [12][1300/1853] lr: 1.000e-02, eta: 11:45:13, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9125, loss_cls: 0.7888, loss: 0.7888, grad_norm: 3.8294 2021-05-06 02:09:19,365 - mmaction - INFO - Epoch [12][1320/1853] lr: 1.000e-02, eta: 11:44:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7547, top5_acc: 0.9164, loss_cls: 0.8025, loss: 0.8025, grad_norm: 4.0915 2021-05-06 02:09:30,557 - mmaction - INFO - Epoch [12][1340/1853] lr: 1.000e-02, eta: 11:44:44, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7492, top5_acc: 0.9133, loss_cls: 0.8217, loss: 0.8217, grad_norm: 4.1102 2021-05-06 02:09:41,733 - mmaction - INFO - Epoch [12][1360/1853] lr: 1.000e-02, eta: 11:44:30, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9016, loss_cls: 0.8699, loss: 0.8699, grad_norm: 3.8075 2021-05-06 02:09:52,902 - mmaction - INFO - Epoch [12][1380/1853] lr: 1.000e-02, eta: 11:44:16, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.7936, loss: 0.7936, grad_norm: 3.7837 2021-05-06 02:10:04,073 - mmaction - INFO - Epoch [12][1400/1853] lr: 1.000e-02, eta: 11:44:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7547, top5_acc: 0.9086, loss_cls: 0.8033, loss: 0.8033, grad_norm: 3.9000 2021-05-06 02:10:15,252 - mmaction - INFO - Epoch [12][1420/1853] lr: 1.000e-02, eta: 11:43:47, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9109, loss_cls: 0.8142, loss: 0.8142, grad_norm: 3.7225 2021-05-06 02:10:26,406 - mmaction - INFO - Epoch [12][1440/1853] lr: 1.000e-02, eta: 11:43:32, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9039, loss_cls: 0.8357, loss: 0.8357, grad_norm: 3.5736 2021-05-06 02:10:37,570 - mmaction - INFO - Epoch [12][1460/1853] lr: 1.000e-02, eta: 11:43:18, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9109, loss_cls: 0.8154, loss: 0.8154, grad_norm: 4.0991 2021-05-06 02:10:48,725 - mmaction - INFO - Epoch [12][1480/1853] lr: 1.000e-02, eta: 11:43:04, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9141, loss_cls: 0.8467, loss: 0.8467, grad_norm: 3.8936 2021-05-06 02:10:59,873 - mmaction - INFO - Epoch [12][1500/1853] lr: 1.000e-02, eta: 11:42:49, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7438, top5_acc: 0.9008, loss_cls: 0.8380, loss: 0.8380, grad_norm: 3.4970 2021-05-06 02:11:11,020 - mmaction - INFO - Epoch [12][1520/1853] lr: 1.000e-02, eta: 11:42:35, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9117, loss_cls: 0.7685, loss: 0.7685, grad_norm: 3.8745 2021-05-06 02:11:22,180 - mmaction - INFO - Epoch [12][1540/1853] lr: 1.000e-02, eta: 11:42:21, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9148, loss_cls: 0.7724, loss: 0.7724, grad_norm: 3.8220 2021-05-06 02:11:33,337 - mmaction - INFO - Epoch [12][1560/1853] lr: 1.000e-02, eta: 11:42:06, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9078, loss_cls: 0.7999, loss: 0.7999, grad_norm: 4.0284 2021-05-06 02:11:44,504 - mmaction - INFO - Epoch [12][1580/1853] lr: 1.000e-02, eta: 11:41:52, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9055, loss_cls: 0.8128, loss: 0.8128, grad_norm: 3.6325 2021-05-06 02:11:55,703 - mmaction - INFO - Epoch [12][1600/1853] lr: 1.000e-02, eta: 11:41:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7820, top5_acc: 0.9242, loss_cls: 0.7664, loss: 0.7664, grad_norm: 3.6457 2021-05-06 02:12:06,867 - mmaction - INFO - Epoch [12][1620/1853] lr: 1.000e-02, eta: 11:41:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9180, loss_cls: 0.8284, loss: 0.8284, grad_norm: 4.0917 2021-05-06 02:12:18,094 - mmaction - INFO - Epoch [12][1640/1853] lr: 1.000e-02, eta: 11:41:09, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9180, loss_cls: 0.7903, loss: 0.7903, grad_norm: 3.9354 2021-05-06 02:12:29,275 - mmaction - INFO - Epoch [12][1660/1853] lr: 1.000e-02, eta: 11:40:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9078, loss_cls: 0.7835, loss: 0.7835, grad_norm: 3.7426 2021-05-06 02:12:40,463 - mmaction - INFO - Epoch [12][1680/1853] lr: 1.000e-02, eta: 11:40:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9227, loss_cls: 0.7706, loss: 0.7706, grad_norm: 3.8793 2021-05-06 02:12:51,657 - mmaction - INFO - Epoch [12][1700/1853] lr: 1.000e-02, eta: 11:40:26, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7547, top5_acc: 0.9109, loss_cls: 0.8398, loss: 0.8398, grad_norm: 3.9126 2021-05-06 02:13:02,855 - mmaction - INFO - Epoch [12][1720/1853] lr: 1.000e-02, eta: 11:40:12, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9180, loss_cls: 0.7844, loss: 0.7844, grad_norm: 4.1331 2021-05-06 02:13:14,029 - mmaction - INFO - Epoch [12][1740/1853] lr: 1.000e-02, eta: 11:39:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9094, loss_cls: 0.8090, loss: 0.8090, grad_norm: 3.9834 2021-05-06 02:13:25,183 - mmaction - INFO - Epoch [12][1760/1853] lr: 1.000e-02, eta: 11:39:44, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7508, top5_acc: 0.9055, loss_cls: 0.8407, loss: 0.8407, grad_norm: 3.8167 2021-05-06 02:13:36,374 - mmaction - INFO - Epoch [12][1780/1853] lr: 1.000e-02, eta: 11:39:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9141, loss_cls: 0.7947, loss: 0.7947, grad_norm: 3.6896 2021-05-06 02:13:47,579 - mmaction - INFO - Epoch [12][1800/1853] lr: 1.000e-02, eta: 11:39:15, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9289, loss_cls: 0.7728, loss: 0.7728, grad_norm: 4.1518 2021-05-06 02:13:58,754 - mmaction - INFO - Epoch [12][1820/1853] lr: 1.000e-02, eta: 11:39:01, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9062, loss_cls: 0.8073, loss: 0.8073, grad_norm: 3.9962 2021-05-06 02:14:09,946 - mmaction - INFO - Epoch [12][1840/1853] lr: 1.000e-02, eta: 11:38:47, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9109, loss_cls: 0.7654, loss: 0.7654, grad_norm: 3.3850 2021-05-06 02:14:18,181 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-05-06 02:16:06,402 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 02:16:06,434 - mmaction - INFO - top1_acc 0.9174 top5_acc 0.9939 2021-05-06 02:16:06,434 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 02:16:06,442 - mmaction - INFO - mean_acc 0.9130 2021-05-06 02:16:06,444 - mmaction - INFO - Epoch(val) [12][1853] top1_acc: 0.9174, top5_acc: 0.9939, mean_class_accuracy: 0.9130 2021-05-06 02:17:32,030 - mmaction - INFO - Epoch [13][20/1853] lr: 1.000e-02, eta: 11:41:56, time: 4.279, data_time: 3.718, memory: 7064, top1_acc: 0.7500, top5_acc: 0.9047, loss_cls: 0.8595, loss: 0.8595, grad_norm: 3.9086 2021-05-06 02:17:43,204 - mmaction - INFO - Epoch [13][40/1853] lr: 1.000e-02, eta: 11:41:41, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9117, loss_cls: 0.7924, loss: 0.7924, grad_norm: 3.7614 2021-05-06 02:17:54,334 - mmaction - INFO - Epoch [13][60/1853] lr: 1.000e-02, eta: 11:41:27, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9141, loss_cls: 0.8524, loss: 0.8524, grad_norm: 3.9245 2021-05-06 02:18:05,491 - mmaction - INFO - Epoch [13][80/1853] lr: 1.000e-02, eta: 11:41:12, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9109, loss_cls: 0.8233, loss: 0.8233, grad_norm: 3.9364 2021-05-06 02:18:16,658 - mmaction - INFO - Epoch [13][100/1853] lr: 1.000e-02, eta: 11:40:58, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9133, loss_cls: 0.8502, loss: 0.8502, grad_norm: 3.8460 2021-05-06 02:18:27,830 - mmaction - INFO - Epoch [13][120/1853] lr: 1.000e-02, eta: 11:40:43, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7516, top5_acc: 0.9031, loss_cls: 0.8402, loss: 0.8402, grad_norm: 4.0088 2021-05-06 02:18:38,994 - mmaction - INFO - Epoch [13][140/1853] lr: 1.000e-02, eta: 11:40:29, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7430, top5_acc: 0.8969, loss_cls: 0.8871, loss: 0.8871, grad_norm: 3.7852 2021-05-06 02:18:50,142 - mmaction - INFO - Epoch [13][160/1853] lr: 1.000e-02, eta: 11:40:14, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9156, loss_cls: 0.7683, loss: 0.7683, grad_norm: 3.7308 2021-05-06 02:19:01,357 - mmaction - INFO - Epoch [13][180/1853] lr: 1.000e-02, eta: 11:40:00, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.8977, loss_cls: 0.8444, loss: 0.8444, grad_norm: 3.6104 2021-05-06 02:19:12,528 - mmaction - INFO - Epoch [13][200/1853] lr: 1.000e-02, eta: 11:39:46, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9172, loss_cls: 0.7965, loss: 0.7965, grad_norm: 3.7180 2021-05-06 02:19:23,736 - mmaction - INFO - Epoch [13][220/1853] lr: 1.000e-02, eta: 11:39:31, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7391, top5_acc: 0.9133, loss_cls: 0.8533, loss: 0.8533, grad_norm: 4.1957 2021-05-06 02:19:34,952 - mmaction - INFO - Epoch [13][240/1853] lr: 1.000e-02, eta: 11:39:17, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9086, loss_cls: 0.8157, loss: 0.8157, grad_norm: 3.8846 2021-05-06 02:19:46,121 - mmaction - INFO - Epoch [13][260/1853] lr: 1.000e-02, eta: 11:39:03, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7805, top5_acc: 0.9148, loss_cls: 0.7638, loss: 0.7638, grad_norm: 4.0158 2021-05-06 02:19:57,296 - mmaction - INFO - Epoch [13][280/1853] lr: 1.000e-02, eta: 11:38:48, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9141, loss_cls: 0.8323, loss: 0.8323, grad_norm: 3.8078 2021-05-06 02:20:08,491 - mmaction - INFO - Epoch [13][300/1853] lr: 1.000e-02, eta: 11:38:34, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9141, loss_cls: 0.8121, loss: 0.8121, grad_norm: 3.7644 2021-05-06 02:20:19,658 - mmaction - INFO - Epoch [13][320/1853] lr: 1.000e-02, eta: 11:38:19, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9102, loss_cls: 0.8199, loss: 0.8199, grad_norm: 3.7205 2021-05-06 02:20:30,833 - mmaction - INFO - Epoch [13][340/1853] lr: 1.000e-02, eta: 11:38:05, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9062, loss_cls: 0.8212, loss: 0.8212, grad_norm: 3.4668 2021-05-06 02:20:42,007 - mmaction - INFO - Epoch [13][360/1853] lr: 1.000e-02, eta: 11:37:51, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9133, loss_cls: 0.8085, loss: 0.8085, grad_norm: 3.9614 2021-05-06 02:20:53,197 - mmaction - INFO - Epoch [13][380/1853] lr: 1.000e-02, eta: 11:37:36, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7547, top5_acc: 0.9117, loss_cls: 0.8081, loss: 0.8081, grad_norm: 3.7648 2021-05-06 02:21:04,423 - mmaction - INFO - Epoch [13][400/1853] lr: 1.000e-02, eta: 11:37:22, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9133, loss_cls: 0.7840, loss: 0.7840, grad_norm: 3.6414 2021-05-06 02:21:15,589 - mmaction - INFO - Epoch [13][420/1853] lr: 1.000e-02, eta: 11:37:08, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7773, top5_acc: 0.9289, loss_cls: 0.7417, loss: 0.7417, grad_norm: 3.9181 2021-05-06 02:21:26,814 - mmaction - INFO - Epoch [13][440/1853] lr: 1.000e-02, eta: 11:36:54, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9164, loss_cls: 0.7929, loss: 0.7929, grad_norm: 3.8530 2021-05-06 02:21:37,989 - mmaction - INFO - Epoch [13][460/1853] lr: 1.000e-02, eta: 11:36:39, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9242, loss_cls: 0.7327, loss: 0.7327, grad_norm: 3.7363 2021-05-06 02:21:49,184 - mmaction - INFO - Epoch [13][480/1853] lr: 1.000e-02, eta: 11:36:25, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7805, top5_acc: 0.9164, loss_cls: 0.7673, loss: 0.7673, grad_norm: 3.7286 2021-05-06 02:22:00,344 - mmaction - INFO - Epoch [13][500/1853] lr: 1.000e-02, eta: 11:36:11, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9156, loss_cls: 0.8318, loss: 0.8318, grad_norm: 3.9154 2021-05-06 02:22:11,541 - mmaction - INFO - Epoch [13][520/1853] lr: 1.000e-02, eta: 11:35:56, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9102, loss_cls: 0.8067, loss: 0.8067, grad_norm: 3.6415 2021-05-06 02:22:22,762 - mmaction - INFO - Epoch [13][540/1853] lr: 1.000e-02, eta: 11:35:42, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9211, loss_cls: 0.7944, loss: 0.7944, grad_norm: 3.8559 2021-05-06 02:22:33,986 - mmaction - INFO - Epoch [13][560/1853] lr: 1.000e-02, eta: 11:35:28, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7883, top5_acc: 0.9266, loss_cls: 0.7340, loss: 0.7340, grad_norm: 3.6682 2021-05-06 02:22:45,154 - mmaction - INFO - Epoch [13][580/1853] lr: 1.000e-02, eta: 11:35:14, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7523, top5_acc: 0.8992, loss_cls: 0.8315, loss: 0.8315, grad_norm: 4.4153 2021-05-06 02:22:56,345 - mmaction - INFO - Epoch [13][600/1853] lr: 1.000e-02, eta: 11:34:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9187, loss_cls: 0.8319, loss: 0.8319, grad_norm: 3.8946 2021-05-06 02:23:07,519 - mmaction - INFO - Epoch [13][620/1853] lr: 1.000e-02, eta: 11:34:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9109, loss_cls: 0.7922, loss: 0.7922, grad_norm: 3.5660 2021-05-06 02:23:18,698 - mmaction - INFO - Epoch [13][640/1853] lr: 1.000e-02, eta: 11:34:31, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9234, loss_cls: 0.7730, loss: 0.7730, grad_norm: 3.7360 2021-05-06 02:23:29,922 - mmaction - INFO - Epoch [13][660/1853] lr: 1.000e-02, eta: 11:34:17, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9227, loss_cls: 0.7946, loss: 0.7946, grad_norm: 4.0162 2021-05-06 02:23:41,152 - mmaction - INFO - Epoch [13][680/1853] lr: 1.000e-02, eta: 11:34:03, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9203, loss_cls: 0.7662, loss: 0.7662, grad_norm: 3.9953 2021-05-06 02:23:52,327 - mmaction - INFO - Epoch [13][700/1853] lr: 1.000e-02, eta: 11:33:48, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7453, top5_acc: 0.9016, loss_cls: 0.8500, loss: 0.8500, grad_norm: 4.3539 2021-05-06 02:24:03,528 - mmaction - INFO - Epoch [13][720/1853] lr: 1.000e-02, eta: 11:33:34, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9148, loss_cls: 0.7905, loss: 0.7905, grad_norm: 3.9763 2021-05-06 02:24:14,704 - mmaction - INFO - Epoch [13][740/1853] lr: 1.000e-02, eta: 11:33:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7539, top5_acc: 0.9078, loss_cls: 0.8384, loss: 0.8384, grad_norm: 3.8982 2021-05-06 02:24:25,909 - mmaction - INFO - Epoch [13][760/1853] lr: 1.000e-02, eta: 11:33:06, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9078, loss_cls: 0.8408, loss: 0.8408, grad_norm: 3.7263 2021-05-06 02:24:37,354 - mmaction - INFO - Epoch [13][780/1853] lr: 1.000e-02, eta: 11:32:52, time: 0.572, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9195, loss_cls: 0.7563, loss: 0.7563, grad_norm: 3.6003 2021-05-06 02:24:48,544 - mmaction - INFO - Epoch [13][800/1853] lr: 1.000e-02, eta: 11:32:38, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9000, loss_cls: 0.8030, loss: 0.8030, grad_norm: 3.8684 2021-05-06 02:24:59,767 - mmaction - INFO - Epoch [13][820/1853] lr: 1.000e-02, eta: 11:32:24, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.8079, loss: 0.8079, grad_norm: 3.8013 2021-05-06 02:25:10,977 - mmaction - INFO - Epoch [13][840/1853] lr: 1.000e-02, eta: 11:32:10, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7961, top5_acc: 0.9117, loss_cls: 0.7242, loss: 0.7242, grad_norm: 3.7353 2021-05-06 02:25:22,124 - mmaction - INFO - Epoch [13][860/1853] lr: 1.000e-02, eta: 11:31:55, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9023, loss_cls: 0.8153, loss: 0.8153, grad_norm: 3.8309 2021-05-06 02:25:33,306 - mmaction - INFO - Epoch [13][880/1853] lr: 1.000e-02, eta: 11:31:41, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7539, top5_acc: 0.9078, loss_cls: 0.8469, loss: 0.8469, grad_norm: 4.0318 2021-05-06 02:25:44,486 - mmaction - INFO - Epoch [13][900/1853] lr: 1.000e-02, eta: 11:31:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9195, loss_cls: 0.8114, loss: 0.8114, grad_norm: 3.6771 2021-05-06 02:25:55,652 - mmaction - INFO - Epoch [13][920/1853] lr: 1.000e-02, eta: 11:31:13, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9109, loss_cls: 0.7986, loss: 0.7986, grad_norm: 3.6033 2021-05-06 02:26:06,806 - mmaction - INFO - Epoch [13][940/1853] lr: 1.000e-02, eta: 11:30:59, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7773, top5_acc: 0.9227, loss_cls: 0.7730, loss: 0.7730, grad_norm: 4.0202 2021-05-06 02:26:17,970 - mmaction - INFO - Epoch [13][960/1853] lr: 1.000e-02, eta: 11:30:44, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9141, loss_cls: 0.7710, loss: 0.7710, grad_norm: 3.7078 2021-05-06 02:26:29,130 - mmaction - INFO - Epoch [13][980/1853] lr: 1.000e-02, eta: 11:30:30, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.8961, loss_cls: 0.8103, loss: 0.8103, grad_norm: 3.6473 2021-05-06 02:26:40,297 - mmaction - INFO - Epoch [13][1000/1853] lr: 1.000e-02, eta: 11:30:16, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7430, top5_acc: 0.8992, loss_cls: 0.8414, loss: 0.8414, grad_norm: 3.8569 2021-05-06 02:26:51,481 - mmaction - INFO - Epoch [13][1020/1853] lr: 1.000e-02, eta: 11:30:02, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9117, loss_cls: 0.8128, loss: 0.8128, grad_norm: 4.1049 2021-05-06 02:27:02,638 - mmaction - INFO - Epoch [13][1040/1853] lr: 1.000e-02, eta: 11:29:47, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9172, loss_cls: 0.7848, loss: 0.7848, grad_norm: 3.8316 2021-05-06 02:27:13,799 - mmaction - INFO - Epoch [13][1060/1853] lr: 1.000e-02, eta: 11:29:33, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9070, loss_cls: 0.8105, loss: 0.8105, grad_norm: 4.0104 2021-05-06 02:27:24,984 - mmaction - INFO - Epoch [13][1080/1853] lr: 1.000e-02, eta: 11:29:19, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7406, top5_acc: 0.8969, loss_cls: 0.8530, loss: 0.8530, grad_norm: 3.8859 2021-05-06 02:27:36,120 - mmaction - INFO - Epoch [13][1100/1853] lr: 1.000e-02, eta: 11:29:05, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7766, top5_acc: 0.9187, loss_cls: 0.7723, loss: 0.7723, grad_norm: 4.1105 2021-05-06 02:27:47,297 - mmaction - INFO - Epoch [13][1120/1853] lr: 1.000e-02, eta: 11:28:51, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9148, loss_cls: 0.8079, loss: 0.8079, grad_norm: 3.9988 2021-05-06 02:27:58,451 - mmaction - INFO - Epoch [13][1140/1853] lr: 1.000e-02, eta: 11:28:36, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9242, loss_cls: 0.7690, loss: 0.7690, grad_norm: 3.8970 2021-05-06 02:28:09,633 - mmaction - INFO - Epoch [13][1160/1853] lr: 1.000e-02, eta: 11:28:22, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9234, loss_cls: 0.7930, loss: 0.7930, grad_norm: 3.9233 2021-05-06 02:28:20,785 - mmaction - INFO - Epoch [13][1180/1853] lr: 1.000e-02, eta: 11:28:08, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9070, loss_cls: 0.8137, loss: 0.8137, grad_norm: 3.4606 2021-05-06 02:28:31,962 - mmaction - INFO - Epoch [13][1200/1853] lr: 1.000e-02, eta: 11:27:54, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9055, loss_cls: 0.8231, loss: 0.8231, grad_norm: 3.8554 2021-05-06 02:28:43,126 - mmaction - INFO - Epoch [13][1220/1853] lr: 1.000e-02, eta: 11:27:40, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7734, top5_acc: 0.8961, loss_cls: 0.8245, loss: 0.8245, grad_norm: 3.5251 2021-05-06 02:28:54,315 - mmaction - INFO - Epoch [13][1240/1853] lr: 1.000e-02, eta: 11:27:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9234, loss_cls: 0.7781, loss: 0.7781, grad_norm: 3.8932 2021-05-06 02:29:05,508 - mmaction - INFO - Epoch [13][1260/1853] lr: 1.000e-02, eta: 11:27:11, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7766, top5_acc: 0.9125, loss_cls: 0.7710, loss: 0.7710, grad_norm: 4.0165 2021-05-06 02:29:16,719 - mmaction - INFO - Epoch [13][1280/1853] lr: 1.000e-02, eta: 11:26:57, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7406, top5_acc: 0.9023, loss_cls: 0.8507, loss: 0.8507, grad_norm: 3.8446 2021-05-06 02:29:27,871 - mmaction - INFO - Epoch [13][1300/1853] lr: 1.000e-02, eta: 11:26:43, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9156, loss_cls: 0.7719, loss: 0.7719, grad_norm: 3.5827 2021-05-06 02:29:39,037 - mmaction - INFO - Epoch [13][1320/1853] lr: 1.000e-02, eta: 11:26:29, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9070, loss_cls: 0.8190, loss: 0.8190, grad_norm: 3.7976 2021-05-06 02:29:50,210 - mmaction - INFO - Epoch [13][1340/1853] lr: 1.000e-02, eta: 11:26:15, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9109, loss_cls: 0.7877, loss: 0.7877, grad_norm: 3.8641 2021-05-06 02:30:01,354 - mmaction - INFO - Epoch [13][1360/1853] lr: 1.000e-02, eta: 11:26:01, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7508, top5_acc: 0.8945, loss_cls: 0.8534, loss: 0.8534, grad_norm: 3.6779 2021-05-06 02:30:12,528 - mmaction - INFO - Epoch [13][1380/1853] lr: 1.000e-02, eta: 11:25:47, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7742, top5_acc: 0.9164, loss_cls: 0.7851, loss: 0.7851, grad_norm: 4.1819 2021-05-06 02:30:23,704 - mmaction - INFO - Epoch [13][1400/1853] lr: 1.000e-02, eta: 11:25:33, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9016, loss_cls: 0.8404, loss: 0.8404, grad_norm: 3.6740 2021-05-06 02:30:34,915 - mmaction - INFO - Epoch [13][1420/1853] lr: 1.000e-02, eta: 11:25:19, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9148, loss_cls: 0.7517, loss: 0.7517, grad_norm: 3.8477 2021-05-06 02:30:46,102 - mmaction - INFO - Epoch [13][1440/1853] lr: 1.000e-02, eta: 11:25:05, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7555, top5_acc: 0.8992, loss_cls: 0.8380, loss: 0.8380, grad_norm: 3.7579 2021-05-06 02:30:57,262 - mmaction - INFO - Epoch [13][1460/1853] lr: 1.000e-02, eta: 11:24:50, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9055, loss_cls: 0.8234, loss: 0.8234, grad_norm: 3.7552 2021-05-06 02:31:08,411 - mmaction - INFO - Epoch [13][1480/1853] lr: 1.000e-02, eta: 11:24:36, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7742, top5_acc: 0.9164, loss_cls: 0.7681, loss: 0.7681, grad_norm: 3.6557 2021-05-06 02:31:19,566 - mmaction - INFO - Epoch [13][1500/1853] lr: 1.000e-02, eta: 11:24:22, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9227, loss_cls: 0.7732, loss: 0.7732, grad_norm: 3.6544 2021-05-06 02:31:30,756 - mmaction - INFO - Epoch [13][1520/1853] lr: 1.000e-02, eta: 11:24:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9109, loss_cls: 0.7878, loss: 0.7878, grad_norm: 3.9759 2021-05-06 02:31:41,932 - mmaction - INFO - Epoch [13][1540/1853] lr: 1.000e-02, eta: 11:23:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9094, loss_cls: 0.8502, loss: 0.8502, grad_norm: 3.8232 2021-05-06 02:31:53,115 - mmaction - INFO - Epoch [13][1560/1853] lr: 1.000e-02, eta: 11:23:40, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9156, loss_cls: 0.8189, loss: 0.8189, grad_norm: 3.6318 2021-05-06 02:32:04,293 - mmaction - INFO - Epoch [13][1580/1853] lr: 1.000e-02, eta: 11:23:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7836, top5_acc: 0.9234, loss_cls: 0.7589, loss: 0.7589, grad_norm: 3.6503 2021-05-06 02:32:15,509 - mmaction - INFO - Epoch [13][1600/1853] lr: 1.000e-02, eta: 11:23:12, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9078, loss_cls: 0.8166, loss: 0.8166, grad_norm: 3.8858 2021-05-06 02:32:26,691 - mmaction - INFO - Epoch [13][1620/1853] lr: 1.000e-02, eta: 11:22:58, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9008, loss_cls: 0.8228, loss: 0.8228, grad_norm: 3.8521 2021-05-06 02:32:37,838 - mmaction - INFO - Epoch [13][1640/1853] lr: 1.000e-02, eta: 11:22:44, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9000, loss_cls: 0.8208, loss: 0.8208, grad_norm: 3.9372 2021-05-06 02:32:49,006 - mmaction - INFO - Epoch [13][1660/1853] lr: 1.000e-02, eta: 11:22:30, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7539, top5_acc: 0.9117, loss_cls: 0.8407, loss: 0.8407, grad_norm: 4.0667 2021-05-06 02:33:00,181 - mmaction - INFO - Epoch [13][1680/1853] lr: 1.000e-02, eta: 11:22:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9156, loss_cls: 0.8002, loss: 0.8002, grad_norm: 4.3836 2021-05-06 02:33:11,361 - mmaction - INFO - Epoch [13][1700/1853] lr: 1.000e-02, eta: 11:22:02, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7492, top5_acc: 0.8992, loss_cls: 0.8624, loss: 0.8624, grad_norm: 3.7932 2021-05-06 02:33:22,516 - mmaction - INFO - Epoch [13][1720/1853] lr: 1.000e-02, eta: 11:21:48, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9078, loss_cls: 0.7780, loss: 0.7780, grad_norm: 3.9605 2021-05-06 02:33:33,688 - mmaction - INFO - Epoch [13][1740/1853] lr: 1.000e-02, eta: 11:21:34, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7516, top5_acc: 0.9164, loss_cls: 0.8328, loss: 0.8328, grad_norm: 3.8019 2021-05-06 02:33:44,848 - mmaction - INFO - Epoch [13][1760/1853] lr: 1.000e-02, eta: 11:21:20, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9055, loss_cls: 0.7909, loss: 0.7909, grad_norm: 3.9485 2021-05-06 02:33:56,005 - mmaction - INFO - Epoch [13][1780/1853] lr: 1.000e-02, eta: 11:21:06, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7680, top5_acc: 0.9187, loss_cls: 0.8140, loss: 0.8140, grad_norm: 3.9898 2021-05-06 02:34:07,184 - mmaction - INFO - Epoch [13][1800/1853] lr: 1.000e-02, eta: 11:20:52, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7500, top5_acc: 0.9008, loss_cls: 0.8625, loss: 0.8625, grad_norm: 3.7815 2021-05-06 02:34:18,342 - mmaction - INFO - Epoch [13][1820/1853] lr: 1.000e-02, eta: 11:20:38, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7812, top5_acc: 0.9391, loss_cls: 0.7228, loss: 0.7228, grad_norm: 3.8056 2021-05-06 02:34:29,714 - mmaction - INFO - Epoch [13][1840/1853] lr: 1.000e-02, eta: 11:20:24, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7547, top5_acc: 0.8992, loss_cls: 0.8559, loss: 0.8559, grad_norm: 3.9482 2021-05-06 02:34:37,929 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-05-06 02:35:56,030 - mmaction - INFO - Epoch [14][20/1853] lr: 1.000e-02, eta: 11:22:47, time: 3.842, data_time: 3.278, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9109, loss_cls: 0.7927, loss: 0.7927, grad_norm: 4.1841 2021-05-06 02:36:07,172 - mmaction - INFO - Epoch [14][40/1853] lr: 1.000e-02, eta: 11:22:32, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7445, top5_acc: 0.9164, loss_cls: 0.8315, loss: 0.8315, grad_norm: 3.9552 2021-05-06 02:36:18,331 - mmaction - INFO - Epoch [14][60/1853] lr: 1.000e-02, eta: 11:22:18, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7906, top5_acc: 0.9227, loss_cls: 0.7463, loss: 0.7463, grad_norm: 3.6052 2021-05-06 02:36:29,711 - mmaction - INFO - Epoch [14][80/1853] lr: 1.000e-02, eta: 11:22:04, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9109, loss_cls: 0.7941, loss: 0.7941, grad_norm: 4.0781 2021-05-06 02:36:40,882 - mmaction - INFO - Epoch [14][100/1853] lr: 1.000e-02, eta: 11:21:50, time: 0.571, data_time: 0.013, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9156, loss_cls: 0.7939, loss: 0.7939, grad_norm: 4.2114 2021-05-06 02:36:52,044 - mmaction - INFO - Epoch [14][120/1853] lr: 1.000e-02, eta: 11:21:36, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9141, loss_cls: 0.7716, loss: 0.7716, grad_norm: 3.6995 2021-05-06 02:37:03,235 - mmaction - INFO - Epoch [14][140/1853] lr: 1.000e-02, eta: 11:21:22, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9164, loss_cls: 0.7697, loss: 0.7697, grad_norm: 3.7496 2021-05-06 02:37:14,381 - mmaction - INFO - Epoch [14][160/1853] lr: 1.000e-02, eta: 11:21:08, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7836, top5_acc: 0.9211, loss_cls: 0.7397, loss: 0.7397, grad_norm: 4.0322 2021-05-06 02:37:25,547 - mmaction - INFO - Epoch [14][180/1853] lr: 1.000e-02, eta: 11:20:54, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9109, loss_cls: 0.8415, loss: 0.8415, grad_norm: 4.0363 2021-05-06 02:37:36,715 - mmaction - INFO - Epoch [14][200/1853] lr: 1.000e-02, eta: 11:20:39, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7867, top5_acc: 0.9211, loss_cls: 0.7491, loss: 0.7491, grad_norm: 3.7584 2021-05-06 02:37:47,880 - mmaction - INFO - Epoch [14][220/1853] lr: 1.000e-02, eta: 11:20:25, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9086, loss_cls: 0.8313, loss: 0.8313, grad_norm: 4.0068 2021-05-06 02:37:59,063 - mmaction - INFO - Epoch [14][240/1853] lr: 1.000e-02, eta: 11:20:11, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9148, loss_cls: 0.8292, loss: 0.8292, grad_norm: 3.7852 2021-05-06 02:38:10,245 - mmaction - INFO - Epoch [14][260/1853] lr: 1.000e-02, eta: 11:19:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7937, top5_acc: 0.9187, loss_cls: 0.7138, loss: 0.7138, grad_norm: 3.5500 2021-05-06 02:38:21,427 - mmaction - INFO - Epoch [14][280/1853] lr: 1.000e-02, eta: 11:19:43, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9133, loss_cls: 0.7913, loss: 0.7913, grad_norm: 3.7617 2021-05-06 02:38:32,595 - mmaction - INFO - Epoch [14][300/1853] lr: 1.000e-02, eta: 11:19:29, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9180, loss_cls: 0.7764, loss: 0.7764, grad_norm: 3.7926 2021-05-06 02:38:43,793 - mmaction - INFO - Epoch [14][320/1853] lr: 1.000e-02, eta: 11:19:15, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9187, loss_cls: 0.7640, loss: 0.7640, grad_norm: 3.5093 2021-05-06 02:38:54,985 - mmaction - INFO - Epoch [14][340/1853] lr: 1.000e-02, eta: 11:19:01, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9250, loss_cls: 0.7365, loss: 0.7365, grad_norm: 4.0588 2021-05-06 02:39:06,166 - mmaction - INFO - Epoch [14][360/1853] lr: 1.000e-02, eta: 11:18:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9172, loss_cls: 0.7738, loss: 0.7738, grad_norm: 3.7681 2021-05-06 02:39:17,329 - mmaction - INFO - Epoch [14][380/1853] lr: 1.000e-02, eta: 11:18:33, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9016, loss_cls: 0.8378, loss: 0.8378, grad_norm: 3.7691 2021-05-06 02:39:28,542 - mmaction - INFO - Epoch [14][400/1853] lr: 1.000e-02, eta: 11:18:19, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7844, top5_acc: 0.9164, loss_cls: 0.7720, loss: 0.7720, grad_norm: 3.5960 2021-05-06 02:39:39,724 - mmaction - INFO - Epoch [14][420/1853] lr: 1.000e-02, eta: 11:18:05, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7742, top5_acc: 0.9203, loss_cls: 0.7810, loss: 0.7810, grad_norm: 3.8977 2021-05-06 02:39:50,897 - mmaction - INFO - Epoch [14][440/1853] lr: 1.000e-02, eta: 11:17:51, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7773, top5_acc: 0.9094, loss_cls: 0.7747, loss: 0.7747, grad_norm: 3.8045 2021-05-06 02:40:02,051 - mmaction - INFO - Epoch [14][460/1853] lr: 1.000e-02, eta: 11:17:36, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9187, loss_cls: 0.8253, loss: 0.8253, grad_norm: 3.5993 2021-05-06 02:40:13,260 - mmaction - INFO - Epoch [14][480/1853] lr: 1.000e-02, eta: 11:17:22, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9070, loss_cls: 0.8176, loss: 0.8176, grad_norm: 3.6999 2021-05-06 02:40:24,431 - mmaction - INFO - Epoch [14][500/1853] lr: 1.000e-02, eta: 11:17:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7383, top5_acc: 0.9062, loss_cls: 0.8177, loss: 0.8177, grad_norm: 4.1429 2021-05-06 02:40:35,610 - mmaction - INFO - Epoch [14][520/1853] lr: 1.000e-02, eta: 11:16:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7812, top5_acc: 0.9117, loss_cls: 0.7498, loss: 0.7498, grad_norm: 3.5870 2021-05-06 02:40:46,757 - mmaction - INFO - Epoch [14][540/1853] lr: 1.000e-02, eta: 11:16:40, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9055, loss_cls: 0.8525, loss: 0.8525, grad_norm: 4.2045 2021-05-06 02:40:57,936 - mmaction - INFO - Epoch [14][560/1853] lr: 1.000e-02, eta: 11:16:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9047, loss_cls: 0.7952, loss: 0.7952, grad_norm: 3.7560 2021-05-06 02:41:09,100 - mmaction - INFO - Epoch [14][580/1853] lr: 1.000e-02, eta: 11:16:12, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7805, top5_acc: 0.9273, loss_cls: 0.7240, loss: 0.7240, grad_norm: 3.8611 2021-05-06 02:41:20,284 - mmaction - INFO - Epoch [14][600/1853] lr: 1.000e-02, eta: 11:15:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9062, loss_cls: 0.8534, loss: 0.8534, grad_norm: 4.0492 2021-05-06 02:41:31,650 - mmaction - INFO - Epoch [14][620/1853] lr: 1.000e-02, eta: 11:15:45, time: 0.568, data_time: 0.001, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9141, loss_cls: 0.8734, loss: 0.8734, grad_norm: 3.9514 2021-05-06 02:41:42,828 - mmaction - INFO - Epoch [14][640/1853] lr: 1.000e-02, eta: 11:15:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7727, top5_acc: 0.9203, loss_cls: 0.7782, loss: 0.7782, grad_norm: 3.9379 2021-05-06 02:41:53,994 - mmaction - INFO - Epoch [14][660/1853] lr: 1.000e-02, eta: 11:15:17, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9164, loss_cls: 0.8053, loss: 0.8053, grad_norm: 3.8269 2021-05-06 02:42:05,185 - mmaction - INFO - Epoch [14][680/1853] lr: 1.000e-02, eta: 11:15:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7867, top5_acc: 0.9117, loss_cls: 0.7603, loss: 0.7603, grad_norm: 3.6520 2021-05-06 02:42:16,386 - mmaction - INFO - Epoch [14][700/1853] lr: 1.000e-02, eta: 11:14:49, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7805, top5_acc: 0.9203, loss_cls: 0.7509, loss: 0.7509, grad_norm: 3.6535 2021-05-06 02:42:27,562 - mmaction - INFO - Epoch [14][720/1853] lr: 1.000e-02, eta: 11:14:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9031, loss_cls: 0.7983, loss: 0.7983, grad_norm: 4.0953 2021-05-06 02:42:38,759 - mmaction - INFO - Epoch [14][740/1853] lr: 1.000e-02, eta: 11:14:21, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9039, loss_cls: 0.8066, loss: 0.8066, grad_norm: 4.2236 2021-05-06 02:42:49,939 - mmaction - INFO - Epoch [14][760/1853] lr: 1.000e-02, eta: 11:14:07, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7906, top5_acc: 0.9320, loss_cls: 0.7206, loss: 0.7206, grad_norm: 4.1400 2021-05-06 02:43:01,139 - mmaction - INFO - Epoch [14][780/1853] lr: 1.000e-02, eta: 11:13:53, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9109, loss_cls: 0.8059, loss: 0.8059, grad_norm: 3.7899 2021-05-06 02:43:12,329 - mmaction - INFO - Epoch [14][800/1853] lr: 1.000e-02, eta: 11:13:39, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9320, loss_cls: 0.7575, loss: 0.7575, grad_norm: 3.8418 2021-05-06 02:43:23,540 - mmaction - INFO - Epoch [14][820/1853] lr: 1.000e-02, eta: 11:13:25, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9195, loss_cls: 0.8079, loss: 0.8079, grad_norm: 3.9574 2021-05-06 02:43:34,711 - mmaction - INFO - Epoch [14][840/1853] lr: 1.000e-02, eta: 11:13:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9234, loss_cls: 0.8160, loss: 0.8160, grad_norm: 3.7497 2021-05-06 02:43:45,900 - mmaction - INFO - Epoch [14][860/1853] lr: 1.000e-02, eta: 11:12:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7742, top5_acc: 0.9109, loss_cls: 0.8048, loss: 0.8048, grad_norm: 3.9357 2021-05-06 02:43:57,098 - mmaction - INFO - Epoch [14][880/1853] lr: 1.000e-02, eta: 11:12:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7773, top5_acc: 0.9125, loss_cls: 0.7741, loss: 0.7741, grad_norm: 3.8127 2021-05-06 02:44:08,286 - mmaction - INFO - Epoch [14][900/1853] lr: 1.000e-02, eta: 11:12:29, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9164, loss_cls: 0.8085, loss: 0.8085, grad_norm: 3.8959 2021-05-06 02:44:19,476 - mmaction - INFO - Epoch [14][920/1853] lr: 1.000e-02, eta: 11:12:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9078, loss_cls: 0.8101, loss: 0.8101, grad_norm: 3.7016 2021-05-06 02:44:30,714 - mmaction - INFO - Epoch [14][940/1853] lr: 1.000e-02, eta: 11:12:01, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9062, loss_cls: 0.7859, loss: 0.7859, grad_norm: 3.4764 2021-05-06 02:44:41,951 - mmaction - INFO - Epoch [14][960/1853] lr: 1.000e-02, eta: 11:11:48, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9250, loss_cls: 0.7773, loss: 0.7773, grad_norm: 3.8840 2021-05-06 02:44:53,152 - mmaction - INFO - Epoch [14][980/1853] lr: 1.000e-02, eta: 11:11:34, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.7628, loss: 0.7628, grad_norm: 3.8107 2021-05-06 02:45:04,352 - mmaction - INFO - Epoch [14][1000/1853] lr: 1.000e-02, eta: 11:11:20, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9047, loss_cls: 0.8202, loss: 0.8202, grad_norm: 3.9563 2021-05-06 02:45:15,526 - mmaction - INFO - Epoch [14][1020/1853] lr: 1.000e-02, eta: 11:11:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9219, loss_cls: 0.7807, loss: 0.7807, grad_norm: 3.9314 2021-05-06 02:45:26,706 - mmaction - INFO - Epoch [14][1040/1853] lr: 1.000e-02, eta: 11:10:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9070, loss_cls: 0.8178, loss: 0.8178, grad_norm: 4.1208 2021-05-06 02:45:37,871 - mmaction - INFO - Epoch [14][1060/1853] lr: 1.000e-02, eta: 11:10:38, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7797, top5_acc: 0.9102, loss_cls: 0.7596, loss: 0.7596, grad_norm: 3.5033 2021-05-06 02:45:49,065 - mmaction - INFO - Epoch [14][1080/1853] lr: 1.000e-02, eta: 11:10:24, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7430, top5_acc: 0.9016, loss_cls: 0.8381, loss: 0.8381, grad_norm: 3.8810 2021-05-06 02:46:00,258 - mmaction - INFO - Epoch [14][1100/1853] lr: 1.000e-02, eta: 11:10:10, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9172, loss_cls: 0.7939, loss: 0.7939, grad_norm: 3.9152 2021-05-06 02:46:11,447 - mmaction - INFO - Epoch [14][1120/1853] lr: 1.000e-02, eta: 11:09:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9227, loss_cls: 0.7864, loss: 0.7864, grad_norm: 3.8445 2021-05-06 02:46:22,699 - mmaction - INFO - Epoch [14][1140/1853] lr: 1.000e-02, eta: 11:09:43, time: 0.563, data_time: 0.002, memory: 7064, top1_acc: 0.7914, top5_acc: 0.9242, loss_cls: 0.7462, loss: 0.7462, grad_norm: 3.9867 2021-05-06 02:46:33,892 - mmaction - INFO - Epoch [14][1160/1853] lr: 1.000e-02, eta: 11:09:29, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9055, loss_cls: 0.8129, loss: 0.8129, grad_norm: 3.5625 2021-05-06 02:46:45,095 - mmaction - INFO - Epoch [14][1180/1853] lr: 1.000e-02, eta: 11:09:15, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9203, loss_cls: 0.7514, loss: 0.7514, grad_norm: 3.6074 2021-05-06 02:46:56,300 - mmaction - INFO - Epoch [14][1200/1853] lr: 1.000e-02, eta: 11:09:01, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9172, loss_cls: 0.7826, loss: 0.7826, grad_norm: 3.7864 2021-05-06 02:47:07,505 - mmaction - INFO - Epoch [14][1220/1853] lr: 1.000e-02, eta: 11:08:47, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7766, top5_acc: 0.9078, loss_cls: 0.7653, loss: 0.7653, grad_norm: 3.8377 2021-05-06 02:47:18,664 - mmaction - INFO - Epoch [14][1240/1853] lr: 1.000e-02, eta: 11:08:34, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.8992, loss_cls: 0.8726, loss: 0.8726, grad_norm: 3.9731 2021-05-06 02:47:29,835 - mmaction - INFO - Epoch [14][1260/1853] lr: 1.000e-02, eta: 11:08:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9055, loss_cls: 0.7850, loss: 0.7850, grad_norm: 3.7331 2021-05-06 02:47:41,037 - mmaction - INFO - Epoch [14][1280/1853] lr: 1.000e-02, eta: 11:08:06, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9141, loss_cls: 0.7748, loss: 0.7748, grad_norm: 3.8903 2021-05-06 02:47:52,231 - mmaction - INFO - Epoch [14][1300/1853] lr: 1.000e-02, eta: 11:07:52, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7812, top5_acc: 0.9156, loss_cls: 0.7483, loss: 0.7483, grad_norm: 3.6389 2021-05-06 02:48:03,441 - mmaction - INFO - Epoch [14][1320/1853] lr: 1.000e-02, eta: 11:07:38, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8016, top5_acc: 0.9328, loss_cls: 0.7032, loss: 0.7032, grad_norm: 3.8826 2021-05-06 02:48:14,602 - mmaction - INFO - Epoch [14][1340/1853] lr: 1.000e-02, eta: 11:07:24, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9094, loss_cls: 0.8629, loss: 0.8629, grad_norm: 4.2142 2021-05-06 02:48:25,789 - mmaction - INFO - Epoch [14][1360/1853] lr: 1.000e-02, eta: 11:07:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9195, loss_cls: 0.7563, loss: 0.7563, grad_norm: 3.8209 2021-05-06 02:48:36,960 - mmaction - INFO - Epoch [14][1380/1853] lr: 1.000e-02, eta: 11:06:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9094, loss_cls: 0.7995, loss: 0.7995, grad_norm: 3.8882 2021-05-06 02:48:48,134 - mmaction - INFO - Epoch [14][1400/1853] lr: 1.000e-02, eta: 11:06:43, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9039, loss_cls: 0.8700, loss: 0.8700, grad_norm: 4.0345 2021-05-06 02:48:59,311 - mmaction - INFO - Epoch [14][1420/1853] lr: 1.000e-02, eta: 11:06:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9156, loss_cls: 0.8015, loss: 0.8015, grad_norm: 4.0551 2021-05-06 02:49:10,517 - mmaction - INFO - Epoch [14][1440/1853] lr: 1.000e-02, eta: 11:06:15, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7797, top5_acc: 0.9094, loss_cls: 0.8084, loss: 0.8084, grad_norm: 3.8915 2021-05-06 02:49:21,708 - mmaction - INFO - Epoch [14][1460/1853] lr: 1.000e-02, eta: 11:06:01, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9148, loss_cls: 0.8021, loss: 0.8021, grad_norm: 3.8413 2021-05-06 02:49:32,895 - mmaction - INFO - Epoch [14][1480/1853] lr: 1.000e-02, eta: 11:05:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9070, loss_cls: 0.8136, loss: 0.8136, grad_norm: 3.5540 2021-05-06 02:49:44,084 - mmaction - INFO - Epoch [14][1500/1853] lr: 1.000e-02, eta: 11:05:34, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9125, loss_cls: 0.7888, loss: 0.7888, grad_norm: 3.6304 2021-05-06 02:49:55,257 - mmaction - INFO - Epoch [14][1520/1853] lr: 1.000e-02, eta: 11:05:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9352, loss_cls: 0.7969, loss: 0.7969, grad_norm: 4.1217 2021-05-06 02:50:06,423 - mmaction - INFO - Epoch [14][1540/1853] lr: 1.000e-02, eta: 11:05:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9094, loss_cls: 0.8394, loss: 0.8394, grad_norm: 3.9568 2021-05-06 02:50:17,584 - mmaction - INFO - Epoch [14][1560/1853] lr: 1.000e-02, eta: 11:04:52, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7328, top5_acc: 0.9055, loss_cls: 0.8872, loss: 0.8872, grad_norm: 3.9606 2021-05-06 02:50:28,773 - mmaction - INFO - Epoch [14][1580/1853] lr: 1.000e-02, eta: 11:04:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9164, loss_cls: 0.7794, loss: 0.7794, grad_norm: 3.6797 2021-05-06 02:50:39,972 - mmaction - INFO - Epoch [14][1600/1853] lr: 1.000e-02, eta: 11:04:25, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9031, loss_cls: 0.8229, loss: 0.8229, grad_norm: 3.8565 2021-05-06 02:50:51,203 - mmaction - INFO - Epoch [14][1620/1853] lr: 1.000e-02, eta: 11:04:11, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9102, loss_cls: 0.8217, loss: 0.8217, grad_norm: 3.7752 2021-05-06 02:51:02,387 - mmaction - INFO - Epoch [14][1640/1853] lr: 1.000e-02, eta: 11:03:57, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9148, loss_cls: 0.8250, loss: 0.8250, grad_norm: 3.8086 2021-05-06 02:51:13,651 - mmaction - INFO - Epoch [14][1660/1853] lr: 1.000e-02, eta: 11:03:44, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.7383, top5_acc: 0.9055, loss_cls: 0.9103, loss: 0.9103, grad_norm: 3.8355 2021-05-06 02:51:24,836 - mmaction - INFO - Epoch [14][1680/1853] lr: 1.000e-02, eta: 11:03:30, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9164, loss_cls: 0.8120, loss: 0.8120, grad_norm: 3.7267 2021-05-06 02:51:36,014 - mmaction - INFO - Epoch [14][1700/1853] lr: 1.000e-02, eta: 11:03:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7422, top5_acc: 0.9094, loss_cls: 0.8440, loss: 0.8440, grad_norm: 3.9628 2021-05-06 02:51:47,194 - mmaction - INFO - Epoch [14][1720/1853] lr: 1.000e-02, eta: 11:03:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9180, loss_cls: 0.7688, loss: 0.7688, grad_norm: 3.7903 2021-05-06 02:51:58,370 - mmaction - INFO - Epoch [14][1740/1853] lr: 1.000e-02, eta: 11:02:48, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7742, top5_acc: 0.9117, loss_cls: 0.7647, loss: 0.7647, grad_norm: 3.7380 2021-05-06 02:52:09,576 - mmaction - INFO - Epoch [14][1760/1853] lr: 1.000e-02, eta: 11:02:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9070, loss_cls: 0.8161, loss: 0.8161, grad_norm: 3.7918 2021-05-06 02:52:20,769 - mmaction - INFO - Epoch [14][1780/1853] lr: 1.000e-02, eta: 11:02:21, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9133, loss_cls: 0.7632, loss: 0.7632, grad_norm: 3.5073 2021-05-06 02:52:31,944 - mmaction - INFO - Epoch [14][1800/1853] lr: 1.000e-02, eta: 11:02:07, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7852, top5_acc: 0.9172, loss_cls: 0.7210, loss: 0.7210, grad_norm: 3.8477 2021-05-06 02:52:43,150 - mmaction - INFO - Epoch [14][1820/1853] lr: 1.000e-02, eta: 11:01:54, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9133, loss_cls: 0.7724, loss: 0.7724, grad_norm: 3.8374 2021-05-06 02:52:54,360 - mmaction - INFO - Epoch [14][1840/1853] lr: 1.000e-02, eta: 11:01:40, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9187, loss_cls: 0.7389, loss: 0.7389, grad_norm: 3.7690 2021-05-06 02:53:02,717 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-05-06 02:54:24,063 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 02:54:24,094 - mmaction - INFO - top1_acc 0.9277 top5_acc 0.9943 2021-05-06 02:54:24,094 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 02:54:24,102 - mmaction - INFO - mean_acc 0.9219 2021-05-06 02:54:24,104 - mmaction - INFO - Epoch(val) [14][1853] top1_acc: 0.9277, top5_acc: 0.9943, mean_class_accuracy: 0.9219 2021-05-06 02:55:25,550 - mmaction - INFO - Epoch [15][20/1853] lr: 1.000e-02, eta: 11:03:08, time: 3.071, data_time: 2.511, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9133, loss_cls: 0.7997, loss: 0.7997, grad_norm: 3.9699 2021-05-06 02:55:36,689 - mmaction - INFO - Epoch [15][40/1853] lr: 1.000e-02, eta: 11:02:54, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7406, top5_acc: 0.9047, loss_cls: 0.8835, loss: 0.8835, grad_norm: 3.8381 2021-05-06 02:55:47,851 - mmaction - INFO - Epoch [15][60/1853] lr: 1.000e-02, eta: 11:02:40, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7812, top5_acc: 0.9289, loss_cls: 0.7406, loss: 0.7406, grad_norm: 3.8293 2021-05-06 02:55:58,977 - mmaction - INFO - Epoch [15][80/1853] lr: 1.000e-02, eta: 11:02:26, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9203, loss_cls: 0.8052, loss: 0.8052, grad_norm: 3.8150 2021-05-06 02:56:10,139 - mmaction - INFO - Epoch [15][100/1853] lr: 1.000e-02, eta: 11:02:12, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9039, loss_cls: 0.8636, loss: 0.8636, grad_norm: 3.9396 2021-05-06 02:56:21,297 - mmaction - INFO - Epoch [15][120/1853] lr: 1.000e-02, eta: 11:01:58, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9195, loss_cls: 0.8151, loss: 0.8151, grad_norm: 3.6195 2021-05-06 02:56:32,485 - mmaction - INFO - Epoch [15][140/1853] lr: 1.000e-02, eta: 11:01:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9195, loss_cls: 0.7456, loss: 0.7456, grad_norm: 3.6140 2021-05-06 02:56:43,696 - mmaction - INFO - Epoch [15][160/1853] lr: 1.000e-02, eta: 11:01:30, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9266, loss_cls: 0.7547, loss: 0.7547, grad_norm: 3.7221 2021-05-06 02:56:54,888 - mmaction - INFO - Epoch [15][180/1853] lr: 1.000e-02, eta: 11:01:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7797, top5_acc: 0.9117, loss_cls: 0.7761, loss: 0.7761, grad_norm: 3.8281 2021-05-06 02:57:06,026 - mmaction - INFO - Epoch [15][200/1853] lr: 1.000e-02, eta: 11:01:03, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9039, loss_cls: 0.8504, loss: 0.8504, grad_norm: 4.0428 2021-05-06 02:57:17,199 - mmaction - INFO - Epoch [15][220/1853] lr: 1.000e-02, eta: 11:00:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7680, top5_acc: 0.9211, loss_cls: 0.7870, loss: 0.7870, grad_norm: 3.7758 2021-05-06 02:57:28,356 - mmaction - INFO - Epoch [15][240/1853] lr: 1.000e-02, eta: 11:00:35, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7516, top5_acc: 0.9117, loss_cls: 0.8161, loss: 0.8161, grad_norm: 3.9402 2021-05-06 02:57:39,559 - mmaction - INFO - Epoch [15][260/1853] lr: 1.000e-02, eta: 11:00:21, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9133, loss_cls: 0.7984, loss: 0.7984, grad_norm: 3.9370 2021-05-06 02:57:50,753 - mmaction - INFO - Epoch [15][280/1853] lr: 1.000e-02, eta: 11:00:07, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9180, loss_cls: 0.7752, loss: 0.7752, grad_norm: 4.1825 2021-05-06 02:58:01,935 - mmaction - INFO - Epoch [15][300/1853] lr: 1.000e-02, eta: 10:59:53, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7625, top5_acc: 0.8992, loss_cls: 0.8313, loss: 0.8313, grad_norm: 3.8320 2021-05-06 02:58:13,130 - mmaction - INFO - Epoch [15][320/1853] lr: 1.000e-02, eta: 10:59:40, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9172, loss_cls: 0.8109, loss: 0.8109, grad_norm: 3.6899 2021-05-06 02:58:24,337 - mmaction - INFO - Epoch [15][340/1853] lr: 1.000e-02, eta: 10:59:26, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9125, loss_cls: 0.7921, loss: 0.7921, grad_norm: 3.7538 2021-05-06 02:58:35,522 - mmaction - INFO - Epoch [15][360/1853] lr: 1.000e-02, eta: 10:59:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9187, loss_cls: 0.7576, loss: 0.7576, grad_norm: 3.5208 2021-05-06 02:58:46,698 - mmaction - INFO - Epoch [15][380/1853] lr: 1.000e-02, eta: 10:58:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7820, top5_acc: 0.9195, loss_cls: 0.7440, loss: 0.7440, grad_norm: 3.5814 2021-05-06 02:58:57,900 - mmaction - INFO - Epoch [15][400/1853] lr: 1.000e-02, eta: 10:58:45, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9078, loss_cls: 0.8184, loss: 0.8184, grad_norm: 4.2491 2021-05-06 02:59:09,087 - mmaction - INFO - Epoch [15][420/1853] lr: 1.000e-02, eta: 10:58:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7727, top5_acc: 0.9242, loss_cls: 0.7532, loss: 0.7532, grad_norm: 3.6159 2021-05-06 02:59:20,274 - mmaction - INFO - Epoch [15][440/1853] lr: 1.000e-02, eta: 10:58:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8016, top5_acc: 0.9219, loss_cls: 0.7116, loss: 0.7116, grad_norm: 3.9452 2021-05-06 02:59:31,498 - mmaction - INFO - Epoch [15][460/1853] lr: 1.000e-02, eta: 10:58:03, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.7881, loss: 0.7881, grad_norm: 3.9043 2021-05-06 02:59:42,682 - mmaction - INFO - Epoch [15][480/1853] lr: 1.000e-02, eta: 10:57:50, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7508, top5_acc: 0.9094, loss_cls: 0.8328, loss: 0.8328, grad_norm: 4.0652 2021-05-06 02:59:53,885 - mmaction - INFO - Epoch [15][500/1853] lr: 1.000e-02, eta: 10:57:36, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9141, loss_cls: 0.7961, loss: 0.7961, grad_norm: 3.6009 2021-05-06 03:00:05,104 - mmaction - INFO - Epoch [15][520/1853] lr: 1.000e-02, eta: 10:57:22, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9148, loss_cls: 0.8059, loss: 0.8059, grad_norm: 4.1659 2021-05-06 03:00:16,278 - mmaction - INFO - Epoch [15][540/1853] lr: 1.000e-02, eta: 10:57:09, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7516, top5_acc: 0.9094, loss_cls: 0.8156, loss: 0.8156, grad_norm: 4.0979 2021-05-06 03:00:27,499 - mmaction - INFO - Epoch [15][560/1853] lr: 1.000e-02, eta: 10:56:55, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9180, loss_cls: 0.8067, loss: 0.8067, grad_norm: 4.1228 2021-05-06 03:00:38,701 - mmaction - INFO - Epoch [15][580/1853] lr: 1.000e-02, eta: 10:56:41, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9141, loss_cls: 0.8122, loss: 0.8122, grad_norm: 3.8529 2021-05-06 03:00:49,896 - mmaction - INFO - Epoch [15][600/1853] lr: 1.000e-02, eta: 10:56:27, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9156, loss_cls: 0.8172, loss: 0.8172, grad_norm: 4.2086 2021-05-06 03:01:01,072 - mmaction - INFO - Epoch [15][620/1853] lr: 1.000e-02, eta: 10:56:14, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7680, top5_acc: 0.9055, loss_cls: 0.8057, loss: 0.8057, grad_norm: 4.1354 2021-05-06 03:01:12,288 - mmaction - INFO - Epoch [15][640/1853] lr: 1.000e-02, eta: 10:56:00, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7547, top5_acc: 0.9211, loss_cls: 0.7876, loss: 0.7876, grad_norm: 4.0600 2021-05-06 03:01:23,463 - mmaction - INFO - Epoch [15][660/1853] lr: 1.000e-02, eta: 10:55:46, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9172, loss_cls: 0.7678, loss: 0.7678, grad_norm: 3.5723 2021-05-06 03:01:34,662 - mmaction - INFO - Epoch [15][680/1853] lr: 1.000e-02, eta: 10:55:33, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9117, loss_cls: 0.7494, loss: 0.7494, grad_norm: 3.6214 2021-05-06 03:01:45,862 - mmaction - INFO - Epoch [15][700/1853] lr: 1.000e-02, eta: 10:55:19, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9055, loss_cls: 0.8028, loss: 0.8028, grad_norm: 3.7922 2021-05-06 03:01:57,027 - mmaction - INFO - Epoch [15][720/1853] lr: 1.000e-02, eta: 10:55:05, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9094, loss_cls: 0.7895, loss: 0.7895, grad_norm: 3.7257 2021-05-06 03:02:08,213 - mmaction - INFO - Epoch [15][740/1853] lr: 1.000e-02, eta: 10:54:51, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9133, loss_cls: 0.8001, loss: 0.8001, grad_norm: 3.8797 2021-05-06 03:02:19,389 - mmaction - INFO - Epoch [15][760/1853] lr: 1.000e-02, eta: 10:54:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7961, top5_acc: 0.9148, loss_cls: 0.7208, loss: 0.7208, grad_norm: 3.5686 2021-05-06 03:02:30,563 - mmaction - INFO - Epoch [15][780/1853] lr: 1.000e-02, eta: 10:54:24, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9141, loss_cls: 0.7880, loss: 0.7880, grad_norm: 3.7244 2021-05-06 03:02:41,764 - mmaction - INFO - Epoch [15][800/1853] lr: 1.000e-02, eta: 10:54:10, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9109, loss_cls: 0.7960, loss: 0.7960, grad_norm: 3.6696 2021-05-06 03:02:52,951 - mmaction - INFO - Epoch [15][820/1853] lr: 1.000e-02, eta: 10:53:57, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9109, loss_cls: 0.7933, loss: 0.7933, grad_norm: 3.9693 2021-05-06 03:03:04,138 - mmaction - INFO - Epoch [15][840/1853] lr: 1.000e-02, eta: 10:53:43, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9094, loss_cls: 0.7920, loss: 0.7920, grad_norm: 3.7927 2021-05-06 03:03:15,343 - mmaction - INFO - Epoch [15][860/1853] lr: 1.000e-02, eta: 10:53:29, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7453, top5_acc: 0.9031, loss_cls: 0.8456, loss: 0.8456, grad_norm: 4.1855 2021-05-06 03:03:26,576 - mmaction - INFO - Epoch [15][880/1853] lr: 1.000e-02, eta: 10:53:16, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9219, loss_cls: 0.7772, loss: 0.7772, grad_norm: 3.8173 2021-05-06 03:03:37,748 - mmaction - INFO - Epoch [15][900/1853] lr: 1.000e-02, eta: 10:53:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9102, loss_cls: 0.8161, loss: 0.8161, grad_norm: 4.0772 2021-05-06 03:03:48,949 - mmaction - INFO - Epoch [15][920/1853] lr: 1.000e-02, eta: 10:52:48, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9047, loss_cls: 0.8557, loss: 0.8557, grad_norm: 3.8406 2021-05-06 03:04:00,152 - mmaction - INFO - Epoch [15][940/1853] lr: 1.000e-02, eta: 10:52:35, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9102, loss_cls: 0.7919, loss: 0.7919, grad_norm: 3.4493 2021-05-06 03:04:11,302 - mmaction - INFO - Epoch [15][960/1853] lr: 1.000e-02, eta: 10:52:21, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9164, loss_cls: 0.7965, loss: 0.7965, grad_norm: 3.8823 2021-05-06 03:04:22,469 - mmaction - INFO - Epoch [15][980/1853] lr: 1.000e-02, eta: 10:52:07, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9078, loss_cls: 0.8114, loss: 0.8114, grad_norm: 3.7324 2021-05-06 03:04:33,705 - mmaction - INFO - Epoch [15][1000/1853] lr: 1.000e-02, eta: 10:51:54, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7414, top5_acc: 0.8992, loss_cls: 0.8604, loss: 0.8604, grad_norm: 3.8723 2021-05-06 03:04:44,910 - mmaction - INFO - Epoch [15][1020/1853] lr: 1.000e-02, eta: 10:51:40, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9086, loss_cls: 0.8000, loss: 0.8000, grad_norm: 4.1976 2021-05-06 03:04:56,123 - mmaction - INFO - Epoch [15][1040/1853] lr: 1.000e-02, eta: 10:51:27, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7422, top5_acc: 0.9078, loss_cls: 0.8172, loss: 0.8172, grad_norm: 3.8299 2021-05-06 03:05:07,291 - mmaction - INFO - Epoch [15][1060/1853] lr: 1.000e-02, eta: 10:51:13, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7477, top5_acc: 0.9164, loss_cls: 0.7934, loss: 0.7934, grad_norm: 3.8547 2021-05-06 03:05:18,505 - mmaction - INFO - Epoch [15][1080/1853] lr: 1.000e-02, eta: 10:50:59, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9148, loss_cls: 0.7826, loss: 0.7826, grad_norm: 3.8319 2021-05-06 03:05:29,697 - mmaction - INFO - Epoch [15][1100/1853] lr: 1.000e-02, eta: 10:50:46, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7406, top5_acc: 0.9000, loss_cls: 0.8435, loss: 0.8435, grad_norm: 4.0518 2021-05-06 03:05:40,871 - mmaction - INFO - Epoch [15][1120/1853] lr: 1.000e-02, eta: 10:50:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7766, top5_acc: 0.9227, loss_cls: 0.7440, loss: 0.7440, grad_norm: 3.9110 2021-05-06 03:05:52,073 - mmaction - INFO - Epoch [15][1140/1853] lr: 1.000e-02, eta: 10:50:18, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9133, loss_cls: 0.7578, loss: 0.7578, grad_norm: 3.8887 2021-05-06 03:06:03,269 - mmaction - INFO - Epoch [15][1160/1853] lr: 1.000e-02, eta: 10:50:05, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7406, top5_acc: 0.8977, loss_cls: 0.8577, loss: 0.8577, grad_norm: 3.9818 2021-05-06 03:06:14,450 - mmaction - INFO - Epoch [15][1180/1853] lr: 1.000e-02, eta: 10:49:51, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9086, loss_cls: 0.7914, loss: 0.7914, grad_norm: 3.7251 2021-05-06 03:06:25,663 - mmaction - INFO - Epoch [15][1200/1853] lr: 1.000e-02, eta: 10:49:38, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9172, loss_cls: 0.7789, loss: 0.7789, grad_norm: 3.8237 2021-05-06 03:06:36,846 - mmaction - INFO - Epoch [15][1220/1853] lr: 1.000e-02, eta: 10:49:24, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7844, top5_acc: 0.9187, loss_cls: 0.7192, loss: 0.7192, grad_norm: 3.7026 2021-05-06 03:06:48,029 - mmaction - INFO - Epoch [15][1240/1853] lr: 1.000e-02, eta: 10:49:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7766, top5_acc: 0.9180, loss_cls: 0.7780, loss: 0.7780, grad_norm: 3.9665 2021-05-06 03:06:59,215 - mmaction - INFO - Epoch [15][1260/1853] lr: 1.000e-02, eta: 10:48:57, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9164, loss_cls: 0.8016, loss: 0.8016, grad_norm: 3.9752 2021-05-06 03:07:10,409 - mmaction - INFO - Epoch [15][1280/1853] lr: 1.000e-02, eta: 10:48:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9164, loss_cls: 0.8123, loss: 0.8123, grad_norm: 3.7802 2021-05-06 03:07:21,600 - mmaction - INFO - Epoch [15][1300/1853] lr: 1.000e-02, eta: 10:48:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7422, top5_acc: 0.9133, loss_cls: 0.8467, loss: 0.8467, grad_norm: 3.5780 2021-05-06 03:07:32,807 - mmaction - INFO - Epoch [15][1320/1853] lr: 1.000e-02, eta: 10:48:16, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9125, loss_cls: 0.7824, loss: 0.7824, grad_norm: 3.8454 2021-05-06 03:07:44,030 - mmaction - INFO - Epoch [15][1340/1853] lr: 1.000e-02, eta: 10:48:02, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9102, loss_cls: 0.7817, loss: 0.7817, grad_norm: 3.9198 2021-05-06 03:07:55,205 - mmaction - INFO - Epoch [15][1360/1853] lr: 1.000e-02, eta: 10:47:49, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7797, top5_acc: 0.9148, loss_cls: 0.7681, loss: 0.7681, grad_norm: 3.9277 2021-05-06 03:08:06,396 - mmaction - INFO - Epoch [15][1380/1853] lr: 1.000e-02, eta: 10:47:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.7969, loss: 0.7969, grad_norm: 3.9592 2021-05-06 03:08:17,589 - mmaction - INFO - Epoch [15][1400/1853] lr: 1.000e-02, eta: 10:47:22, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7523, top5_acc: 0.8953, loss_cls: 0.8298, loss: 0.8298, grad_norm: 3.5223 2021-05-06 03:08:28,757 - mmaction - INFO - Epoch [15][1420/1853] lr: 1.000e-02, eta: 10:47:08, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9102, loss_cls: 0.8007, loss: 0.8007, grad_norm: 3.9914 2021-05-06 03:08:39,931 - mmaction - INFO - Epoch [15][1440/1853] lr: 1.000e-02, eta: 10:46:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.8961, loss_cls: 0.8328, loss: 0.8328, grad_norm: 3.7727 2021-05-06 03:08:51,094 - mmaction - INFO - Epoch [15][1460/1853] lr: 1.000e-02, eta: 10:46:41, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7828, top5_acc: 0.9172, loss_cls: 0.7783, loss: 0.7783, grad_norm: 3.9703 2021-05-06 03:09:02,280 - mmaction - INFO - Epoch [15][1480/1853] lr: 1.000e-02, eta: 10:46:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.7518, loss: 0.7518, grad_norm: 3.4984 2021-05-06 03:09:13,498 - mmaction - INFO - Epoch [15][1500/1853] lr: 1.000e-02, eta: 10:46:14, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.7793, loss: 0.7793, grad_norm: 3.6036 2021-05-06 03:09:24,695 - mmaction - INFO - Epoch [15][1520/1853] lr: 1.000e-02, eta: 10:46:00, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9102, loss_cls: 0.8224, loss: 0.8224, grad_norm: 3.5819 2021-05-06 03:09:35,853 - mmaction - INFO - Epoch [15][1540/1853] lr: 1.000e-02, eta: 10:45:47, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7898, top5_acc: 0.9172, loss_cls: 0.7548, loss: 0.7548, grad_norm: 3.7193 2021-05-06 03:09:47,046 - mmaction - INFO - Epoch [15][1560/1853] lr: 1.000e-02, eta: 10:45:33, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9055, loss_cls: 0.8134, loss: 0.8134, grad_norm: 3.7705 2021-05-06 03:09:58,253 - mmaction - INFO - Epoch [15][1580/1853] lr: 1.000e-02, eta: 10:45:19, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.7341, loss: 0.7341, grad_norm: 4.0581 2021-05-06 03:10:09,461 - mmaction - INFO - Epoch [15][1600/1853] lr: 1.000e-02, eta: 10:45:06, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9094, loss_cls: 0.8102, loss: 0.8102, grad_norm: 3.8109 2021-05-06 03:10:20,662 - mmaction - INFO - Epoch [15][1620/1853] lr: 1.000e-02, eta: 10:44:52, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9094, loss_cls: 0.7966, loss: 0.7966, grad_norm: 3.5616 2021-05-06 03:10:31,839 - mmaction - INFO - Epoch [15][1640/1853] lr: 1.000e-02, eta: 10:44:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9172, loss_cls: 0.8029, loss: 0.8029, grad_norm: 4.1879 2021-05-06 03:10:43,063 - mmaction - INFO - Epoch [15][1660/1853] lr: 1.000e-02, eta: 10:44:25, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9187, loss_cls: 0.7984, loss: 0.7984, grad_norm: 3.7926 2021-05-06 03:10:54,256 - mmaction - INFO - Epoch [15][1680/1853] lr: 1.000e-02, eta: 10:44:12, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9117, loss_cls: 0.8359, loss: 0.8359, grad_norm: 3.9828 2021-05-06 03:11:05,426 - mmaction - INFO - Epoch [15][1700/1853] lr: 1.000e-02, eta: 10:43:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9187, loss_cls: 0.7750, loss: 0.7750, grad_norm: 3.8865 2021-05-06 03:11:16,616 - mmaction - INFO - Epoch [15][1720/1853] lr: 1.000e-02, eta: 10:43:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7828, top5_acc: 0.9180, loss_cls: 0.7341, loss: 0.7341, grad_norm: 4.0997 2021-05-06 03:11:27,784 - mmaction - INFO - Epoch [15][1740/1853] lr: 1.000e-02, eta: 10:43:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9109, loss_cls: 0.8182, loss: 0.8182, grad_norm: 4.1690 2021-05-06 03:11:38,981 - mmaction - INFO - Epoch [15][1760/1853] lr: 1.000e-02, eta: 10:43:18, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9023, loss_cls: 0.8488, loss: 0.8488, grad_norm: 3.7601 2021-05-06 03:11:50,137 - mmaction - INFO - Epoch [15][1780/1853] lr: 1.000e-02, eta: 10:43:04, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7875, top5_acc: 0.9281, loss_cls: 0.7200, loss: 0.7200, grad_norm: 3.6995 2021-05-06 03:12:01,330 - mmaction - INFO - Epoch [15][1800/1853] lr: 1.000e-02, eta: 10:42:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7367, top5_acc: 0.9109, loss_cls: 0.8686, loss: 0.8686, grad_norm: 4.0789 2021-05-06 03:12:12,530 - mmaction - INFO - Epoch [15][1820/1853] lr: 1.000e-02, eta: 10:42:37, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9148, loss_cls: 0.7972, loss: 0.7972, grad_norm: 4.0074 2021-05-06 03:12:23,708 - mmaction - INFO - Epoch [15][1840/1853] lr: 1.000e-02, eta: 10:42:24, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7742, top5_acc: 0.9227, loss_cls: 0.7533, loss: 0.7533, grad_norm: 3.7221 2021-05-06 03:12:32,205 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-05-06 03:13:59,641 - mmaction - INFO - Epoch [16][20/1853] lr: 1.000e-02, eta: 10:44:39, time: 4.307, data_time: 3.743, memory: 7064, top1_acc: 0.7773, top5_acc: 0.9219, loss_cls: 0.7701, loss: 0.7701, grad_norm: 3.9287 2021-05-06 03:14:10,784 - mmaction - INFO - Epoch [16][40/1853] lr: 1.000e-02, eta: 10:44:25, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7820, top5_acc: 0.9156, loss_cls: 0.7623, loss: 0.7623, grad_norm: 3.6771 2021-05-06 03:14:21,921 - mmaction - INFO - Epoch [16][60/1853] lr: 1.000e-02, eta: 10:44:12, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9187, loss_cls: 0.7764, loss: 0.7764, grad_norm: 3.8160 2021-05-06 03:14:33,062 - mmaction - INFO - Epoch [16][80/1853] lr: 1.000e-02, eta: 10:43:58, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9117, loss_cls: 0.7874, loss: 0.7874, grad_norm: 4.0347 2021-05-06 03:14:44,206 - mmaction - INFO - Epoch [16][100/1853] lr: 1.000e-02, eta: 10:43:44, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7820, top5_acc: 0.9187, loss_cls: 0.7753, loss: 0.7753, grad_norm: 4.0547 2021-05-06 03:14:55,359 - mmaction - INFO - Epoch [16][120/1853] lr: 1.000e-02, eta: 10:43:30, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9109, loss_cls: 0.8205, loss: 0.8205, grad_norm: 3.8583 2021-05-06 03:15:06,523 - mmaction - INFO - Epoch [16][140/1853] lr: 1.000e-02, eta: 10:43:17, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9266, loss_cls: 0.7889, loss: 0.7889, grad_norm: 4.2769 2021-05-06 03:15:17,688 - mmaction - INFO - Epoch [16][160/1853] lr: 1.000e-02, eta: 10:43:03, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9125, loss_cls: 0.7747, loss: 0.7747, grad_norm: 4.0824 2021-05-06 03:15:28,863 - mmaction - INFO - Epoch [16][180/1853] lr: 1.000e-02, eta: 10:42:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9211, loss_cls: 0.7730, loss: 0.7730, grad_norm: 3.7258 2021-05-06 03:15:40,043 - mmaction - INFO - Epoch [16][200/1853] lr: 1.000e-02, eta: 10:42:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9164, loss_cls: 0.7878, loss: 0.7878, grad_norm: 3.9615 2021-05-06 03:15:51,211 - mmaction - INFO - Epoch [16][220/1853] lr: 1.000e-02, eta: 10:42:22, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9109, loss_cls: 0.7911, loss: 0.7911, grad_norm: 3.9739 2021-05-06 03:16:02,399 - mmaction - INFO - Epoch [16][240/1853] lr: 1.000e-02, eta: 10:42:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9062, loss_cls: 0.8446, loss: 0.8446, grad_norm: 3.7817 2021-05-06 03:16:13,597 - mmaction - INFO - Epoch [16][260/1853] lr: 1.000e-02, eta: 10:41:55, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7812, top5_acc: 0.9297, loss_cls: 0.7025, loss: 0.7025, grad_norm: 3.4308 2021-05-06 03:16:24,780 - mmaction - INFO - Epoch [16][280/1853] lr: 1.000e-02, eta: 10:41:41, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7812, top5_acc: 0.9164, loss_cls: 0.7446, loss: 0.7446, grad_norm: 3.6936 2021-05-06 03:16:35,977 - mmaction - INFO - Epoch [16][300/1853] lr: 1.000e-02, eta: 10:41:27, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7797, top5_acc: 0.9250, loss_cls: 0.7390, loss: 0.7390, grad_norm: 3.9686 2021-05-06 03:16:47,186 - mmaction - INFO - Epoch [16][320/1853] lr: 1.000e-02, eta: 10:41:14, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9156, loss_cls: 0.7898, loss: 0.7898, grad_norm: 3.9051 2021-05-06 03:16:58,366 - mmaction - INFO - Epoch [16][340/1853] lr: 1.000e-02, eta: 10:41:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7891, top5_acc: 0.9156, loss_cls: 0.7482, loss: 0.7482, grad_norm: 3.6760 2021-05-06 03:17:09,561 - mmaction - INFO - Epoch [16][360/1853] lr: 1.000e-02, eta: 10:40:47, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9148, loss_cls: 0.7797, loss: 0.7797, grad_norm: 3.7256 2021-05-06 03:17:20,766 - mmaction - INFO - Epoch [16][380/1853] lr: 1.000e-02, eta: 10:40:33, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9141, loss_cls: 0.8127, loss: 0.8127, grad_norm: 4.1997 2021-05-06 03:17:31,955 - mmaction - INFO - Epoch [16][400/1853] lr: 1.000e-02, eta: 10:40:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9133, loss_cls: 0.7830, loss: 0.7830, grad_norm: 3.7135 2021-05-06 03:17:43,128 - mmaction - INFO - Epoch [16][420/1853] lr: 1.000e-02, eta: 10:40:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9102, loss_cls: 0.8529, loss: 0.8529, grad_norm: 3.9232 2021-05-06 03:17:54,322 - mmaction - INFO - Epoch [16][440/1853] lr: 1.000e-02, eta: 10:39:52, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9109, loss_cls: 0.8110, loss: 0.8110, grad_norm: 3.6719 2021-05-06 03:18:05,518 - mmaction - INFO - Epoch [16][460/1853] lr: 1.000e-02, eta: 10:39:39, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9250, loss_cls: 0.7470, loss: 0.7470, grad_norm: 3.9120 2021-05-06 03:18:16,707 - mmaction - INFO - Epoch [16][480/1853] lr: 1.000e-02, eta: 10:39:25, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7727, top5_acc: 0.9273, loss_cls: 0.7883, loss: 0.7883, grad_norm: 3.8826 2021-05-06 03:18:27,885 - mmaction - INFO - Epoch [16][500/1853] lr: 1.000e-02, eta: 10:39:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9266, loss_cls: 0.7729, loss: 0.7729, grad_norm: 3.8953 2021-05-06 03:18:39,076 - mmaction - INFO - Epoch [16][520/1853] lr: 1.000e-02, eta: 10:38:58, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7852, top5_acc: 0.9117, loss_cls: 0.7518, loss: 0.7518, grad_norm: 4.2386 2021-05-06 03:18:50,266 - mmaction - INFO - Epoch [16][540/1853] lr: 1.000e-02, eta: 10:38:44, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.8992, loss_cls: 0.8437, loss: 0.8437, grad_norm: 3.7738 2021-05-06 03:19:01,470 - mmaction - INFO - Epoch [16][560/1853] lr: 1.000e-02, eta: 10:38:31, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9094, loss_cls: 0.8035, loss: 0.8035, grad_norm: 3.7444 2021-05-06 03:19:12,649 - mmaction - INFO - Epoch [16][580/1853] lr: 1.000e-02, eta: 10:38:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9133, loss_cls: 0.8010, loss: 0.8010, grad_norm: 3.4922 2021-05-06 03:19:23,848 - mmaction - INFO - Epoch [16][600/1853] lr: 1.000e-02, eta: 10:38:04, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9039, loss_cls: 0.7782, loss: 0.7782, grad_norm: 3.8303 2021-05-06 03:19:35,007 - mmaction - INFO - Epoch [16][620/1853] lr: 1.000e-02, eta: 10:37:50, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9070, loss_cls: 0.8199, loss: 0.8199, grad_norm: 3.5709 2021-05-06 03:19:46,185 - mmaction - INFO - Epoch [16][640/1853] lr: 1.000e-02, eta: 10:37:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9117, loss_cls: 0.8383, loss: 0.8383, grad_norm: 3.5195 2021-05-06 03:19:57,349 - mmaction - INFO - Epoch [16][660/1853] lr: 1.000e-02, eta: 10:37:23, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9109, loss_cls: 0.8073, loss: 0.8073, grad_norm: 3.6745 2021-05-06 03:20:08,525 - mmaction - INFO - Epoch [16][680/1853] lr: 1.000e-02, eta: 10:37:09, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9109, loss_cls: 0.8116, loss: 0.8116, grad_norm: 3.9688 2021-05-06 03:20:19,707 - mmaction - INFO - Epoch [16][700/1853] lr: 1.000e-02, eta: 10:36:56, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7516, top5_acc: 0.9047, loss_cls: 0.8224, loss: 0.8224, grad_norm: 3.7291 2021-05-06 03:20:30,903 - mmaction - INFO - Epoch [16][720/1853] lr: 1.000e-02, eta: 10:36:42, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7844, top5_acc: 0.9133, loss_cls: 0.7282, loss: 0.7282, grad_norm: 3.3782 2021-05-06 03:20:42,089 - mmaction - INFO - Epoch [16][740/1853] lr: 1.000e-02, eta: 10:36:29, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7836, top5_acc: 0.9172, loss_cls: 0.7490, loss: 0.7490, grad_norm: 3.8022 2021-05-06 03:20:53,276 - mmaction - INFO - Epoch [16][760/1853] lr: 1.000e-02, eta: 10:36:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9187, loss_cls: 0.7590, loss: 0.7590, grad_norm: 3.9883 2021-05-06 03:21:04,444 - mmaction - INFO - Epoch [16][780/1853] lr: 1.000e-02, eta: 10:36:02, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7859, top5_acc: 0.9344, loss_cls: 0.7501, loss: 0.7501, grad_norm: 3.9922 2021-05-06 03:21:15,607 - mmaction - INFO - Epoch [16][800/1853] lr: 1.000e-02, eta: 10:35:48, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9180, loss_cls: 0.8145, loss: 0.8145, grad_norm: 3.9369 2021-05-06 03:21:26,780 - mmaction - INFO - Epoch [16][820/1853] lr: 1.000e-02, eta: 10:35:34, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7844, top5_acc: 0.9164, loss_cls: 0.7799, loss: 0.7799, grad_norm: 3.6856 2021-05-06 03:21:37,959 - mmaction - INFO - Epoch [16][840/1853] lr: 1.000e-02, eta: 10:35:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9102, loss_cls: 0.8045, loss: 0.8045, grad_norm: 3.8638 2021-05-06 03:21:49,154 - mmaction - INFO - Epoch [16][860/1853] lr: 1.000e-02, eta: 10:35:07, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9266, loss_cls: 0.7506, loss: 0.7506, grad_norm: 3.6809 2021-05-06 03:22:00,322 - mmaction - INFO - Epoch [16][880/1853] lr: 1.000e-02, eta: 10:34:54, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9070, loss_cls: 0.8201, loss: 0.8201, grad_norm: 4.1320 2021-05-06 03:22:11,569 - mmaction - INFO - Epoch [16][900/1853] lr: 1.000e-02, eta: 10:34:40, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.7742, top5_acc: 0.9187, loss_cls: 0.7764, loss: 0.7764, grad_norm: 3.7904 2021-05-06 03:22:22,780 - mmaction - INFO - Epoch [16][920/1853] lr: 1.000e-02, eta: 10:34:27, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9039, loss_cls: 0.8225, loss: 0.8225, grad_norm: 3.8647 2021-05-06 03:22:33,941 - mmaction - INFO - Epoch [16][940/1853] lr: 1.000e-02, eta: 10:34:13, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7797, top5_acc: 0.9180, loss_cls: 0.7574, loss: 0.7574, grad_norm: 3.9440 2021-05-06 03:22:45,115 - mmaction - INFO - Epoch [16][960/1853] lr: 1.000e-02, eta: 10:34:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7500, top5_acc: 0.9055, loss_cls: 0.8314, loss: 0.8314, grad_norm: 4.2631 2021-05-06 03:22:56,312 - mmaction - INFO - Epoch [16][980/1853] lr: 1.000e-02, eta: 10:33:46, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7727, top5_acc: 0.9195, loss_cls: 0.7526, loss: 0.7526, grad_norm: 3.5131 2021-05-06 03:23:07,488 - mmaction - INFO - Epoch [16][1000/1853] lr: 1.000e-02, eta: 10:33:33, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9141, loss_cls: 0.7645, loss: 0.7645, grad_norm: 4.3144 2021-05-06 03:23:18,675 - mmaction - INFO - Epoch [16][1020/1853] lr: 1.000e-02, eta: 10:33:19, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7859, top5_acc: 0.9195, loss_cls: 0.7165, loss: 0.7165, grad_norm: 3.7354 2021-05-06 03:23:29,837 - mmaction - INFO - Epoch [16][1040/1853] lr: 1.000e-02, eta: 10:33:06, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7867, top5_acc: 0.9234, loss_cls: 0.7588, loss: 0.7588, grad_norm: 4.2720 2021-05-06 03:23:41,012 - mmaction - INFO - Epoch [16][1060/1853] lr: 1.000e-02, eta: 10:32:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9094, loss_cls: 0.8378, loss: 0.8378, grad_norm: 3.9130 2021-05-06 03:23:52,202 - mmaction - INFO - Epoch [16][1080/1853] lr: 1.000e-02, eta: 10:32:39, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7438, top5_acc: 0.9070, loss_cls: 0.8314, loss: 0.8314, grad_norm: 3.8331 2021-05-06 03:24:03,394 - mmaction - INFO - Epoch [16][1100/1853] lr: 1.000e-02, eta: 10:32:25, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7500, top5_acc: 0.9008, loss_cls: 0.8274, loss: 0.8274, grad_norm: 3.7541 2021-05-06 03:24:14,580 - mmaction - INFO - Epoch [16][1120/1853] lr: 1.000e-02, eta: 10:32:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9078, loss_cls: 0.8136, loss: 0.8136, grad_norm: 3.9234 2021-05-06 03:24:25,764 - mmaction - INFO - Epoch [16][1140/1853] lr: 1.000e-02, eta: 10:31:58, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9094, loss_cls: 0.7918, loss: 0.7918, grad_norm: 3.5677 2021-05-06 03:24:36,936 - mmaction - INFO - Epoch [16][1160/1853] lr: 1.000e-02, eta: 10:31:45, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7805, top5_acc: 0.9227, loss_cls: 0.7413, loss: 0.7413, grad_norm: 3.8427 2021-05-06 03:24:48,107 - mmaction - INFO - Epoch [16][1180/1853] lr: 1.000e-02, eta: 10:31:31, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9102, loss_cls: 0.8058, loss: 0.8058, grad_norm: 3.7983 2021-05-06 03:24:59,295 - mmaction - INFO - Epoch [16][1200/1853] lr: 1.000e-02, eta: 10:31:18, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9148, loss_cls: 0.8072, loss: 0.8072, grad_norm: 3.6290 2021-05-06 03:25:10,446 - mmaction - INFO - Epoch [16][1220/1853] lr: 1.000e-02, eta: 10:31:04, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9195, loss_cls: 0.7668, loss: 0.7668, grad_norm: 3.9727 2021-05-06 03:25:21,620 - mmaction - INFO - Epoch [16][1240/1853] lr: 1.000e-02, eta: 10:30:51, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7820, top5_acc: 0.9164, loss_cls: 0.7497, loss: 0.7497, grad_norm: 3.7921 2021-05-06 03:25:32,846 - mmaction - INFO - Epoch [16][1260/1853] lr: 1.000e-02, eta: 10:30:37, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9109, loss_cls: 0.8050, loss: 0.8050, grad_norm: 3.7270 2021-05-06 03:25:44,034 - mmaction - INFO - Epoch [16][1280/1853] lr: 1.000e-02, eta: 10:30:24, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9141, loss_cls: 0.7758, loss: 0.7758, grad_norm: 3.7860 2021-05-06 03:25:55,213 - mmaction - INFO - Epoch [16][1300/1853] lr: 1.000e-02, eta: 10:30:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9172, loss_cls: 0.8221, loss: 0.8221, grad_norm: 3.7794 2021-05-06 03:26:06,381 - mmaction - INFO - Epoch [16][1320/1853] lr: 1.000e-02, eta: 10:29:57, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9164, loss_cls: 0.7810, loss: 0.7810, grad_norm: 3.9519 2021-05-06 03:26:17,571 - mmaction - INFO - Epoch [16][1340/1853] lr: 1.000e-02, eta: 10:29:43, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7516, top5_acc: 0.9047, loss_cls: 0.8448, loss: 0.8448, grad_norm: 4.1703 2021-05-06 03:26:28,750 - mmaction - INFO - Epoch [16][1360/1853] lr: 1.000e-02, eta: 10:29:30, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9086, loss_cls: 0.7789, loss: 0.7789, grad_norm: 3.9963 2021-05-06 03:26:39,918 - mmaction - INFO - Epoch [16][1380/1853] lr: 1.000e-02, eta: 10:29:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9133, loss_cls: 0.7898, loss: 0.7898, grad_norm: 3.9798 2021-05-06 03:26:51,099 - mmaction - INFO - Epoch [16][1400/1853] lr: 1.000e-02, eta: 10:29:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9117, loss_cls: 0.7988, loss: 0.7988, grad_norm: 4.0556 2021-05-06 03:27:02,270 - mmaction - INFO - Epoch [16][1420/1853] lr: 1.000e-02, eta: 10:28:50, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7500, top5_acc: 0.9078, loss_cls: 0.8555, loss: 0.8555, grad_norm: 4.0894 2021-05-06 03:27:13,429 - mmaction - INFO - Epoch [16][1440/1853] lr: 1.000e-02, eta: 10:28:36, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9156, loss_cls: 0.7600, loss: 0.7600, grad_norm: 3.8430 2021-05-06 03:27:24,606 - mmaction - INFO - Epoch [16][1460/1853] lr: 1.000e-02, eta: 10:28:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9141, loss_cls: 0.7821, loss: 0.7821, grad_norm: 4.1711 2021-05-06 03:27:35,776 - mmaction - INFO - Epoch [16][1480/1853] lr: 1.000e-02, eta: 10:28:09, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9031, loss_cls: 0.8385, loss: 0.8385, grad_norm: 3.8635 2021-05-06 03:27:46,925 - mmaction - INFO - Epoch [16][1500/1853] lr: 1.000e-02, eta: 10:27:56, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7766, top5_acc: 0.9180, loss_cls: 0.7594, loss: 0.7594, grad_norm: 3.6217 2021-05-06 03:27:58,088 - mmaction - INFO - Epoch [16][1520/1853] lr: 1.000e-02, eta: 10:27:42, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9141, loss_cls: 0.7797, loss: 0.7797, grad_norm: 3.8075 2021-05-06 03:28:09,252 - mmaction - INFO - Epoch [16][1540/1853] lr: 1.000e-02, eta: 10:27:29, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9156, loss_cls: 0.8134, loss: 0.8134, grad_norm: 3.7776 2021-05-06 03:28:20,425 - mmaction - INFO - Epoch [16][1560/1853] lr: 1.000e-02, eta: 10:27:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9156, loss_cls: 0.7596, loss: 0.7596, grad_norm: 3.9441 2021-05-06 03:28:31,671 - mmaction - INFO - Epoch [16][1580/1853] lr: 1.000e-02, eta: 10:27:02, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9242, loss_cls: 0.7749, loss: 0.7749, grad_norm: 3.9364 2021-05-06 03:28:42,825 - mmaction - INFO - Epoch [16][1600/1853] lr: 1.000e-02, eta: 10:26:49, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7742, top5_acc: 0.9203, loss_cls: 0.7272, loss: 0.7272, grad_norm: 3.9765 2021-05-06 03:28:54,005 - mmaction - INFO - Epoch [16][1620/1853] lr: 1.000e-02, eta: 10:26:35, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9047, loss_cls: 0.8277, loss: 0.8277, grad_norm: 3.8639 2021-05-06 03:29:05,176 - mmaction - INFO - Epoch [16][1640/1853] lr: 1.000e-02, eta: 10:26:22, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8023, top5_acc: 0.9289, loss_cls: 0.7081, loss: 0.7081, grad_norm: 3.6940 2021-05-06 03:29:16,330 - mmaction - INFO - Epoch [16][1660/1853] lr: 1.000e-02, eta: 10:26:08, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7828, top5_acc: 0.9211, loss_cls: 0.7720, loss: 0.7720, grad_norm: 3.8601 2021-05-06 03:29:27,502 - mmaction - INFO - Epoch [16][1680/1853] lr: 1.000e-02, eta: 10:25:55, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7789, top5_acc: 0.9211, loss_cls: 0.7739, loss: 0.7739, grad_norm: 3.9555 2021-05-06 03:29:38,640 - mmaction - INFO - Epoch [16][1700/1853] lr: 1.000e-02, eta: 10:25:41, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9187, loss_cls: 0.7586, loss: 0.7586, grad_norm: 3.8047 2021-05-06 03:29:49,829 - mmaction - INFO - Epoch [16][1720/1853] lr: 1.000e-02, eta: 10:25:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7875, top5_acc: 0.9211, loss_cls: 0.7333, loss: 0.7333, grad_norm: 3.8311 2021-05-06 03:30:00,988 - mmaction - INFO - Epoch [16][1740/1853] lr: 1.000e-02, eta: 10:25:14, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9070, loss_cls: 0.7814, loss: 0.7814, grad_norm: 3.7524 2021-05-06 03:30:12,180 - mmaction - INFO - Epoch [16][1760/1853] lr: 1.000e-02, eta: 10:25:01, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7281, top5_acc: 0.9023, loss_cls: 0.9246, loss: 0.9246, grad_norm: 4.0045 2021-05-06 03:30:23,350 - mmaction - INFO - Epoch [16][1780/1853] lr: 1.000e-02, eta: 10:24:48, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9164, loss_cls: 0.8124, loss: 0.8124, grad_norm: 3.8502 2021-05-06 03:30:34,579 - mmaction - INFO - Epoch [16][1800/1853] lr: 1.000e-02, eta: 10:24:34, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9078, loss_cls: 0.8043, loss: 0.8043, grad_norm: 4.0823 2021-05-06 03:30:45,740 - mmaction - INFO - Epoch [16][1820/1853] lr: 1.000e-02, eta: 10:24:21, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7445, top5_acc: 0.9086, loss_cls: 0.8551, loss: 0.8551, grad_norm: 4.1035 2021-05-06 03:30:56,905 - mmaction - INFO - Epoch [16][1840/1853] lr: 1.000e-02, eta: 10:24:08, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7680, top5_acc: 0.9102, loss_cls: 0.7988, loss: 0.7988, grad_norm: 3.9580 2021-05-06 03:31:05,259 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-05-06 03:32:34,250 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 03:32:34,284 - mmaction - INFO - top1_acc 0.9320 top5_acc 0.9955 2021-05-06 03:32:34,284 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 03:32:34,293 - mmaction - INFO - mean_acc 0.9250 2021-05-06 03:32:34,295 - mmaction - INFO - Epoch(val) [16][1853] top1_acc: 0.9320, top5_acc: 0.9955, mean_class_accuracy: 0.9250 2021-05-06 03:33:35,526 - mmaction - INFO - Epoch [17][20/1853] lr: 1.000e-02, eta: 10:25:16, time: 3.061, data_time: 2.453, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9219, loss_cls: 0.7754, loss: 0.7754, grad_norm: 3.7672 2021-05-06 03:33:47,498 - mmaction - INFO - Epoch [17][40/1853] lr: 1.000e-02, eta: 10:25:04, time: 0.599, data_time: 0.002, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9187, loss_cls: 0.7800, loss: 0.7800, grad_norm: 4.1600 2021-05-06 03:33:59,197 - mmaction - INFO - Epoch [17][60/1853] lr: 1.000e-02, eta: 10:24:52, time: 0.585, data_time: 0.002, memory: 7064, top1_acc: 0.7797, top5_acc: 0.9187, loss_cls: 0.7653, loss: 0.7653, grad_norm: 4.1777 2021-05-06 03:34:10,330 - mmaction - INFO - Epoch [17][80/1853] lr: 1.000e-02, eta: 10:24:39, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9078, loss_cls: 0.8568, loss: 0.8568, grad_norm: 4.0248 2021-05-06 03:34:21,496 - mmaction - INFO - Epoch [17][100/1853] lr: 1.000e-02, eta: 10:24:25, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9086, loss_cls: 0.8102, loss: 0.8102, grad_norm: 3.8083 2021-05-06 03:34:32,674 - mmaction - INFO - Epoch [17][120/1853] lr: 1.000e-02, eta: 10:24:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9094, loss_cls: 0.8002, loss: 0.8002, grad_norm: 4.0448 2021-05-06 03:34:43,849 - mmaction - INFO - Epoch [17][140/1853] lr: 1.000e-02, eta: 10:23:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7492, top5_acc: 0.9180, loss_cls: 0.8226, loss: 0.8226, grad_norm: 3.7771 2021-05-06 03:34:55,004 - mmaction - INFO - Epoch [17][160/1853] lr: 1.000e-02, eta: 10:23:45, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7844, top5_acc: 0.9227, loss_cls: 0.7338, loss: 0.7338, grad_norm: 3.7186 2021-05-06 03:35:06,174 - mmaction - INFO - Epoch [17][180/1853] lr: 1.000e-02, eta: 10:23:31, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7812, top5_acc: 0.9234, loss_cls: 0.7342, loss: 0.7342, grad_norm: 3.8423 2021-05-06 03:35:17,367 - mmaction - INFO - Epoch [17][200/1853] lr: 1.000e-02, eta: 10:23:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9141, loss_cls: 0.7916, loss: 0.7916, grad_norm: 3.7457 2021-05-06 03:35:28,541 - mmaction - INFO - Epoch [17][220/1853] lr: 1.000e-02, eta: 10:23:04, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7500, top5_acc: 0.9141, loss_cls: 0.8061, loss: 0.8061, grad_norm: 4.0285 2021-05-06 03:35:39,696 - mmaction - INFO - Epoch [17][240/1853] lr: 1.000e-02, eta: 10:22:51, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7539, top5_acc: 0.9203, loss_cls: 0.7706, loss: 0.7706, grad_norm: 3.7498 2021-05-06 03:35:50,894 - mmaction - INFO - Epoch [17][260/1853] lr: 1.000e-02, eta: 10:22:37, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9047, loss_cls: 0.8143, loss: 0.8143, grad_norm: 3.9749 2021-05-06 03:36:02,038 - mmaction - INFO - Epoch [17][280/1853] lr: 1.000e-02, eta: 10:22:24, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9227, loss_cls: 0.7813, loss: 0.7813, grad_norm: 3.6681 2021-05-06 03:36:13,218 - mmaction - INFO - Epoch [17][300/1853] lr: 1.000e-02, eta: 10:22:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7891, top5_acc: 0.9117, loss_cls: 0.7525, loss: 0.7525, grad_norm: 3.6959 2021-05-06 03:36:24,393 - mmaction - INFO - Epoch [17][320/1853] lr: 1.000e-02, eta: 10:21:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9211, loss_cls: 0.7932, loss: 0.7932, grad_norm: 4.0337 2021-05-06 03:36:35,583 - mmaction - INFO - Epoch [17][340/1853] lr: 1.000e-02, eta: 10:21:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7742, top5_acc: 0.9234, loss_cls: 0.7117, loss: 0.7117, grad_norm: 4.2739 2021-05-06 03:36:46,755 - mmaction - INFO - Epoch [17][360/1853] lr: 1.000e-02, eta: 10:21:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7742, top5_acc: 0.9187, loss_cls: 0.7665, loss: 0.7665, grad_norm: 3.8997 2021-05-06 03:36:57,919 - mmaction - INFO - Epoch [17][380/1853] lr: 1.000e-02, eta: 10:21:17, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9227, loss_cls: 0.7992, loss: 0.7992, grad_norm: 3.8239 2021-05-06 03:37:09,084 - mmaction - INFO - Epoch [17][400/1853] lr: 1.000e-02, eta: 10:21:03, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7836, top5_acc: 0.9242, loss_cls: 0.7207, loss: 0.7207, grad_norm: 3.4960 2021-05-06 03:37:20,262 - mmaction - INFO - Epoch [17][420/1853] lr: 1.000e-02, eta: 10:20:50, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9078, loss_cls: 0.7858, loss: 0.7858, grad_norm: 3.9001 2021-05-06 03:37:31,482 - mmaction - INFO - Epoch [17][440/1853] lr: 1.000e-02, eta: 10:20:36, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7828, top5_acc: 0.9250, loss_cls: 0.7491, loss: 0.7491, grad_norm: 3.6643 2021-05-06 03:37:42,644 - mmaction - INFO - Epoch [17][460/1853] lr: 1.000e-02, eta: 10:20:23, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9133, loss_cls: 0.8291, loss: 0.8291, grad_norm: 4.1003 2021-05-06 03:37:53,814 - mmaction - INFO - Epoch [17][480/1853] lr: 1.000e-02, eta: 10:20:10, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9172, loss_cls: 0.7661, loss: 0.7661, grad_norm: 4.0525 2021-05-06 03:38:04,978 - mmaction - INFO - Epoch [17][500/1853] lr: 1.000e-02, eta: 10:19:56, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9078, loss_cls: 0.8255, loss: 0.8255, grad_norm: 3.8922 2021-05-06 03:38:16,158 - mmaction - INFO - Epoch [17][520/1853] lr: 1.000e-02, eta: 10:19:43, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9078, loss_cls: 0.7874, loss: 0.7874, grad_norm: 3.7565 2021-05-06 03:38:27,334 - mmaction - INFO - Epoch [17][540/1853] lr: 1.000e-02, eta: 10:19:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9156, loss_cls: 0.7820, loss: 0.7820, grad_norm: 4.0918 2021-05-06 03:38:38,625 - mmaction - INFO - Epoch [17][560/1853] lr: 1.000e-02, eta: 10:19:16, time: 0.564, data_time: 0.001, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9102, loss_cls: 0.7956, loss: 0.7956, grad_norm: 4.2150 2021-05-06 03:38:49,794 - mmaction - INFO - Epoch [17][580/1853] lr: 1.000e-02, eta: 10:19:03, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7406, top5_acc: 0.8984, loss_cls: 0.8583, loss: 0.8583, grad_norm: 4.0811 2021-05-06 03:39:00,955 - mmaction - INFO - Epoch [17][600/1853] lr: 1.000e-02, eta: 10:18:49, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7438, top5_acc: 0.9109, loss_cls: 0.8366, loss: 0.8366, grad_norm: 4.1543 2021-05-06 03:39:12,158 - mmaction - INFO - Epoch [17][620/1853] lr: 1.000e-02, eta: 10:18:36, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9164, loss_cls: 0.7886, loss: 0.7886, grad_norm: 3.5755 2021-05-06 03:39:23,370 - mmaction - INFO - Epoch [17][640/1853] lr: 1.000e-02, eta: 10:18:23, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7766, top5_acc: 0.9187, loss_cls: 0.7659, loss: 0.7659, grad_norm: 3.9226 2021-05-06 03:39:34,543 - mmaction - INFO - Epoch [17][660/1853] lr: 1.000e-02, eta: 10:18:09, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9062, loss_cls: 0.8093, loss: 0.8093, grad_norm: 3.5827 2021-05-06 03:39:45,720 - mmaction - INFO - Epoch [17][680/1853] lr: 1.000e-02, eta: 10:17:56, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7922, top5_acc: 0.9219, loss_cls: 0.7293, loss: 0.7293, grad_norm: 3.7596 2021-05-06 03:39:56,902 - mmaction - INFO - Epoch [17][700/1853] lr: 1.000e-02, eta: 10:17:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9117, loss_cls: 0.7375, loss: 0.7375, grad_norm: 3.9671 2021-05-06 03:40:08,076 - mmaction - INFO - Epoch [17][720/1853] lr: 1.000e-02, eta: 10:17:29, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7742, top5_acc: 0.9078, loss_cls: 0.8121, loss: 0.8121, grad_norm: 3.9204 2021-05-06 03:40:19,296 - mmaction - INFO - Epoch [17][740/1853] lr: 1.000e-02, eta: 10:17:16, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9172, loss_cls: 0.7538, loss: 0.7538, grad_norm: 4.1496 2021-05-06 03:40:30,473 - mmaction - INFO - Epoch [17][760/1853] lr: 1.000e-02, eta: 10:17:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9094, loss_cls: 0.7797, loss: 0.7797, grad_norm: 3.9705 2021-05-06 03:40:41,631 - mmaction - INFO - Epoch [17][780/1853] lr: 1.000e-02, eta: 10:16:49, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9047, loss_cls: 0.8267, loss: 0.8267, grad_norm: 4.0866 2021-05-06 03:40:52,823 - mmaction - INFO - Epoch [17][800/1853] lr: 1.000e-02, eta: 10:16:36, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9070, loss_cls: 0.8180, loss: 0.8180, grad_norm: 3.7954 2021-05-06 03:41:04,041 - mmaction - INFO - Epoch [17][820/1853] lr: 1.000e-02, eta: 10:16:23, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7500, top5_acc: 0.8961, loss_cls: 0.8696, loss: 0.8696, grad_norm: 3.7414 2021-05-06 03:41:15,211 - mmaction - INFO - Epoch [17][840/1853] lr: 1.000e-02, eta: 10:16:09, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9133, loss_cls: 0.7616, loss: 0.7616, grad_norm: 3.7641 2021-05-06 03:41:26,447 - mmaction - INFO - Epoch [17][860/1853] lr: 1.000e-02, eta: 10:15:56, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7445, top5_acc: 0.9102, loss_cls: 0.8374, loss: 0.8374, grad_norm: 3.9930 2021-05-06 03:41:37,624 - mmaction - INFO - Epoch [17][880/1853] lr: 1.000e-02, eta: 10:15:43, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9156, loss_cls: 0.7759, loss: 0.7759, grad_norm: 3.7994 2021-05-06 03:41:48,842 - mmaction - INFO - Epoch [17][900/1853] lr: 1.000e-02, eta: 10:15:29, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9180, loss_cls: 0.7715, loss: 0.7715, grad_norm: 3.9263 2021-05-06 03:42:00,026 - mmaction - INFO - Epoch [17][920/1853] lr: 1.000e-02, eta: 10:15:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9133, loss_cls: 0.8043, loss: 0.8043, grad_norm: 4.0403 2021-05-06 03:42:11,208 - mmaction - INFO - Epoch [17][940/1853] lr: 1.000e-02, eta: 10:15:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9078, loss_cls: 0.8330, loss: 0.8330, grad_norm: 4.1206 2021-05-06 03:42:22,411 - mmaction - INFO - Epoch [17][960/1853] lr: 1.000e-02, eta: 10:14:49, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9039, loss_cls: 0.8403, loss: 0.8403, grad_norm: 4.0241 2021-05-06 03:42:33,595 - mmaction - INFO - Epoch [17][980/1853] lr: 1.000e-02, eta: 10:14:36, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9133, loss_cls: 0.8138, loss: 0.8138, grad_norm: 3.8588 2021-05-06 03:42:44,782 - mmaction - INFO - Epoch [17][1000/1853] lr: 1.000e-02, eta: 10:14:23, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7680, top5_acc: 0.9117, loss_cls: 0.7758, loss: 0.7758, grad_norm: 3.8679 2021-05-06 03:42:55,965 - mmaction - INFO - Epoch [17][1020/1853] lr: 1.000e-02, eta: 10:14:09, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9133, loss_cls: 0.7932, loss: 0.7932, grad_norm: 3.6104 2021-05-06 03:43:07,135 - mmaction - INFO - Epoch [17][1040/1853] lr: 1.000e-02, eta: 10:13:56, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7742, top5_acc: 0.9086, loss_cls: 0.7859, loss: 0.7859, grad_norm: 3.8359 2021-05-06 03:43:18,309 - mmaction - INFO - Epoch [17][1060/1853] lr: 1.000e-02, eta: 10:13:43, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7773, top5_acc: 0.9164, loss_cls: 0.7598, loss: 0.7598, grad_norm: 3.8531 2021-05-06 03:43:29,506 - mmaction - INFO - Epoch [17][1080/1853] lr: 1.000e-02, eta: 10:13:29, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7836, top5_acc: 0.9187, loss_cls: 0.7277, loss: 0.7277, grad_norm: 3.5853 2021-05-06 03:43:40,661 - mmaction - INFO - Epoch [17][1100/1853] lr: 1.000e-02, eta: 10:13:16, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9125, loss_cls: 0.8080, loss: 0.8080, grad_norm: 3.7147 2021-05-06 03:43:51,853 - mmaction - INFO - Epoch [17][1120/1853] lr: 1.000e-02, eta: 10:13:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9187, loss_cls: 0.7928, loss: 0.7928, grad_norm: 4.1693 2021-05-06 03:44:03,051 - mmaction - INFO - Epoch [17][1140/1853] lr: 1.000e-02, eta: 10:12:49, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7766, top5_acc: 0.9211, loss_cls: 0.7519, loss: 0.7519, grad_norm: 4.0169 2021-05-06 03:44:14,243 - mmaction - INFO - Epoch [17][1160/1853] lr: 1.000e-02, eta: 10:12:36, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9289, loss_cls: 0.7723, loss: 0.7723, grad_norm: 3.8471 2021-05-06 03:44:25,425 - mmaction - INFO - Epoch [17][1180/1853] lr: 1.000e-02, eta: 10:12:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7852, top5_acc: 0.9070, loss_cls: 0.7649, loss: 0.7649, grad_norm: 3.5922 2021-05-06 03:44:36,569 - mmaction - INFO - Epoch [17][1200/1853] lr: 1.000e-02, eta: 10:12:10, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7891, top5_acc: 0.9289, loss_cls: 0.6896, loss: 0.6896, grad_norm: 3.6935 2021-05-06 03:44:47,767 - mmaction - INFO - Epoch [17][1220/1853] lr: 1.000e-02, eta: 10:11:56, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9117, loss_cls: 0.8136, loss: 0.8136, grad_norm: 3.8638 2021-05-06 03:44:58,985 - mmaction - INFO - Epoch [17][1240/1853] lr: 1.000e-02, eta: 10:11:43, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9094, loss_cls: 0.7724, loss: 0.7724, grad_norm: 3.6844 2021-05-06 03:45:10,172 - mmaction - INFO - Epoch [17][1260/1853] lr: 1.000e-02, eta: 10:11:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9055, loss_cls: 0.7606, loss: 0.7606, grad_norm: 3.6673 2021-05-06 03:45:21,371 - mmaction - INFO - Epoch [17][1280/1853] lr: 1.000e-02, eta: 10:11:16, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9227, loss_cls: 0.7599, loss: 0.7599, grad_norm: 4.0555 2021-05-06 03:45:32,561 - mmaction - INFO - Epoch [17][1300/1853] lr: 1.000e-02, eta: 10:11:03, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7547, top5_acc: 0.9125, loss_cls: 0.8060, loss: 0.8060, grad_norm: 3.9354 2021-05-06 03:45:43,698 - mmaction - INFO - Epoch [17][1320/1853] lr: 1.000e-02, eta: 10:10:50, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7477, top5_acc: 0.9133, loss_cls: 0.8172, loss: 0.8172, grad_norm: 3.6813 2021-05-06 03:45:54,928 - mmaction - INFO - Epoch [17][1340/1853] lr: 1.000e-02, eta: 10:10:37, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9195, loss_cls: 0.7817, loss: 0.7817, grad_norm: 3.9213 2021-05-06 03:46:06,105 - mmaction - INFO - Epoch [17][1360/1853] lr: 1.000e-02, eta: 10:10:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7797, top5_acc: 0.9281, loss_cls: 0.7467, loss: 0.7467, grad_norm: 3.9301 2021-05-06 03:46:17,282 - mmaction - INFO - Epoch [17][1380/1853] lr: 1.000e-02, eta: 10:10:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7766, top5_acc: 0.9242, loss_cls: 0.7523, loss: 0.7523, grad_norm: 3.9205 2021-05-06 03:46:28,459 - mmaction - INFO - Epoch [17][1400/1853] lr: 1.000e-02, eta: 10:09:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9102, loss_cls: 0.7869, loss: 0.7869, grad_norm: 3.8303 2021-05-06 03:46:39,618 - mmaction - INFO - Epoch [17][1420/1853] lr: 1.000e-02, eta: 10:09:43, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9031, loss_cls: 0.8016, loss: 0.8016, grad_norm: 3.6363 2021-05-06 03:46:50,787 - mmaction - INFO - Epoch [17][1440/1853] lr: 1.000e-02, eta: 10:09:30, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9180, loss_cls: 0.7779, loss: 0.7779, grad_norm: 4.1092 2021-05-06 03:47:01,938 - mmaction - INFO - Epoch [17][1460/1853] lr: 1.000e-02, eta: 10:09:17, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9094, loss_cls: 0.8380, loss: 0.8380, grad_norm: 3.6547 2021-05-06 03:47:13,127 - mmaction - INFO - Epoch [17][1480/1853] lr: 1.000e-02, eta: 10:09:04, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7742, top5_acc: 0.9219, loss_cls: 0.7417, loss: 0.7417, grad_norm: 4.0935 2021-05-06 03:47:24,326 - mmaction - INFO - Epoch [17][1500/1853] lr: 1.000e-02, eta: 10:08:50, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9031, loss_cls: 0.8217, loss: 0.8217, grad_norm: 4.1139 2021-05-06 03:47:35,490 - mmaction - INFO - Epoch [17][1520/1853] lr: 1.000e-02, eta: 10:08:37, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7445, top5_acc: 0.9125, loss_cls: 0.8615, loss: 0.8615, grad_norm: 3.9457 2021-05-06 03:47:46,678 - mmaction - INFO - Epoch [17][1540/1853] lr: 1.000e-02, eta: 10:08:24, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7844, top5_acc: 0.9148, loss_cls: 0.7477, loss: 0.7477, grad_norm: 3.6716 2021-05-06 03:47:57,831 - mmaction - INFO - Epoch [17][1560/1853] lr: 1.000e-02, eta: 10:08:11, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9102, loss_cls: 0.7953, loss: 0.7953, grad_norm: 3.7119 2021-05-06 03:48:08,983 - mmaction - INFO - Epoch [17][1580/1853] lr: 1.000e-02, eta: 10:07:57, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7742, top5_acc: 0.9109, loss_cls: 0.7669, loss: 0.7669, grad_norm: 3.6640 2021-05-06 03:48:20,141 - mmaction - INFO - Epoch [17][1600/1853] lr: 1.000e-02, eta: 10:07:44, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9180, loss_cls: 0.7809, loss: 0.7809, grad_norm: 3.7938 2021-05-06 03:48:31,274 - mmaction - INFO - Epoch [17][1620/1853] lr: 1.000e-02, eta: 10:07:31, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9227, loss_cls: 0.7773, loss: 0.7773, grad_norm: 3.7129 2021-05-06 03:48:42,448 - mmaction - INFO - Epoch [17][1640/1853] lr: 1.000e-02, eta: 10:07:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9133, loss_cls: 0.7939, loss: 0.7939, grad_norm: 3.8039 2021-05-06 03:48:53,597 - mmaction - INFO - Epoch [17][1660/1853] lr: 1.000e-02, eta: 10:07:04, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9125, loss_cls: 0.7686, loss: 0.7686, grad_norm: 3.9207 2021-05-06 03:49:04,788 - mmaction - INFO - Epoch [17][1680/1853] lr: 1.000e-02, eta: 10:06:51, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7906, top5_acc: 0.9219, loss_cls: 0.7228, loss: 0.7228, grad_norm: 3.7448 2021-05-06 03:49:15,971 - mmaction - INFO - Epoch [17][1700/1853] lr: 1.000e-02, eta: 10:06:38, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7680, top5_acc: 0.9156, loss_cls: 0.7904, loss: 0.7904, grad_norm: 3.6868 2021-05-06 03:49:27,142 - mmaction - INFO - Epoch [17][1720/1853] lr: 1.000e-02, eta: 10:06:24, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9219, loss_cls: 0.7764, loss: 0.7764, grad_norm: 4.1299 2021-05-06 03:49:38,331 - mmaction - INFO - Epoch [17][1740/1853] lr: 1.000e-02, eta: 10:06:11, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9133, loss_cls: 0.7882, loss: 0.7882, grad_norm: 3.9200 2021-05-06 03:49:49,498 - mmaction - INFO - Epoch [17][1760/1853] lr: 1.000e-02, eta: 10:05:58, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7492, top5_acc: 0.9086, loss_cls: 0.8278, loss: 0.8278, grad_norm: 4.3631 2021-05-06 03:50:00,681 - mmaction - INFO - Epoch [17][1780/1853] lr: 1.000e-02, eta: 10:05:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7438, top5_acc: 0.9047, loss_cls: 0.8457, loss: 0.8457, grad_norm: 3.9113 2021-05-06 03:50:11,837 - mmaction - INFO - Epoch [17][1800/1853] lr: 1.000e-02, eta: 10:05:31, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9070, loss_cls: 0.8103, loss: 0.8103, grad_norm: 3.9186 2021-05-06 03:50:23,030 - mmaction - INFO - Epoch [17][1820/1853] lr: 1.000e-02, eta: 10:05:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9039, loss_cls: 0.8017, loss: 0.8017, grad_norm: 3.7207 2021-05-06 03:50:34,223 - mmaction - INFO - Epoch [17][1840/1853] lr: 1.000e-02, eta: 10:05:05, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7516, top5_acc: 0.9148, loss_cls: 0.8250, loss: 0.8250, grad_norm: 3.5894 2021-05-06 03:50:42,590 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-05-06 03:51:48,790 - mmaction - INFO - Epoch [18][20/1853] lr: 1.000e-02, eta: 10:06:13, time: 3.231, data_time: 2.657, memory: 7064, top1_acc: 0.7891, top5_acc: 0.9273, loss_cls: 0.7114, loss: 0.7114, grad_norm: 3.8979 2021-05-06 03:51:59,946 - mmaction - INFO - Epoch [18][40/1853] lr: 1.000e-02, eta: 10:05:59, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7797, top5_acc: 0.9156, loss_cls: 0.7582, loss: 0.7582, grad_norm: 3.7356 2021-05-06 03:52:11,079 - mmaction - INFO - Epoch [18][60/1853] lr: 1.000e-02, eta: 10:05:46, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.7555, top5_acc: 0.9141, loss_cls: 0.8044, loss: 0.8044, grad_norm: 3.8196 2021-05-06 03:52:22,223 - mmaction - INFO - Epoch [18][80/1853] lr: 1.000e-02, eta: 10:05:33, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9141, loss_cls: 0.7883, loss: 0.7883, grad_norm: 3.5324 2021-05-06 03:52:33,410 - mmaction - INFO - Epoch [18][100/1853] lr: 1.000e-02, eta: 10:05:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7805, top5_acc: 0.9133, loss_cls: 0.7424, loss: 0.7424, grad_norm: 3.4941 2021-05-06 03:52:44,586 - mmaction - INFO - Epoch [18][120/1853] lr: 1.000e-02, eta: 10:05:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9125, loss_cls: 0.7727, loss: 0.7727, grad_norm: 3.7366 2021-05-06 03:52:55,771 - mmaction - INFO - Epoch [18][140/1853] lr: 1.000e-02, eta: 10:04:53, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9227, loss_cls: 0.7735, loss: 0.7735, grad_norm: 4.2005 2021-05-06 03:53:06,966 - mmaction - INFO - Epoch [18][160/1853] lr: 1.000e-02, eta: 10:04:40, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7516, top5_acc: 0.9078, loss_cls: 0.8178, loss: 0.8178, grad_norm: 4.1572 2021-05-06 03:53:18,128 - mmaction - INFO - Epoch [18][180/1853] lr: 1.000e-02, eta: 10:04:26, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7898, top5_acc: 0.9250, loss_cls: 0.7156, loss: 0.7156, grad_norm: 3.7583 2021-05-06 03:53:29,830 - mmaction - INFO - Epoch [18][200/1853] lr: 1.000e-02, eta: 10:04:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7844, top5_acc: 0.9258, loss_cls: 0.7084, loss: 0.7084, grad_norm: 4.0645 2021-05-06 03:53:41,011 - mmaction - INFO - Epoch [18][220/1853] lr: 1.000e-02, eta: 10:04:01, time: 0.585, data_time: 0.027, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9203, loss_cls: 0.7745, loss: 0.7745, grad_norm: 4.0917 2021-05-06 03:53:52,207 - mmaction - INFO - Epoch [18][240/1853] lr: 1.000e-02, eta: 10:03:47, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9062, loss_cls: 0.8513, loss: 0.8513, grad_norm: 4.0349 2021-05-06 03:54:03,401 - mmaction - INFO - Epoch [18][260/1853] lr: 1.000e-02, eta: 10:03:34, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9125, loss_cls: 0.7804, loss: 0.7804, grad_norm: 3.7337 2021-05-06 03:54:14,595 - mmaction - INFO - Epoch [18][280/1853] lr: 1.000e-02, eta: 10:03:21, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9219, loss_cls: 0.8191, loss: 0.8191, grad_norm: 3.8367 2021-05-06 03:54:25,772 - mmaction - INFO - Epoch [18][300/1853] lr: 1.000e-02, eta: 10:03:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7680, top5_acc: 0.9266, loss_cls: 0.7981, loss: 0.7981, grad_norm: 3.9816 2021-05-06 03:54:36,968 - mmaction - INFO - Epoch [18][320/1853] lr: 1.000e-02, eta: 10:02:54, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7477, top5_acc: 0.9039, loss_cls: 0.8524, loss: 0.8524, grad_norm: 3.8764 2021-05-06 03:54:48,181 - mmaction - INFO - Epoch [18][340/1853] lr: 1.000e-02, eta: 10:02:41, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7812, top5_acc: 0.9344, loss_cls: 0.7245, loss: 0.7245, grad_norm: 3.9312 2021-05-06 03:54:59,349 - mmaction - INFO - Epoch [18][360/1853] lr: 1.000e-02, eta: 10:02:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9156, loss_cls: 0.7467, loss: 0.7467, grad_norm: 3.8656 2021-05-06 03:55:10,538 - mmaction - INFO - Epoch [18][380/1853] lr: 1.000e-02, eta: 10:02:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9164, loss_cls: 0.7959, loss: 0.7959, grad_norm: 3.7493 2021-05-06 03:55:21,713 - mmaction - INFO - Epoch [18][400/1853] lr: 1.000e-02, eta: 10:02:02, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9266, loss_cls: 0.7298, loss: 0.7298, grad_norm: 3.9874 2021-05-06 03:55:32,876 - mmaction - INFO - Epoch [18][420/1853] lr: 1.000e-02, eta: 10:01:48, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7727, top5_acc: 0.9242, loss_cls: 0.7574, loss: 0.7574, grad_norm: 3.7947 2021-05-06 03:55:44,066 - mmaction - INFO - Epoch [18][440/1853] lr: 1.000e-02, eta: 10:01:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9211, loss_cls: 0.7755, loss: 0.7755, grad_norm: 3.9459 2021-05-06 03:55:55,231 - mmaction - INFO - Epoch [18][460/1853] lr: 1.000e-02, eta: 10:01:22, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7727, top5_acc: 0.9195, loss_cls: 0.7580, loss: 0.7580, grad_norm: 4.0228 2021-05-06 03:56:06,418 - mmaction - INFO - Epoch [18][480/1853] lr: 1.000e-02, eta: 10:01:09, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7438, top5_acc: 0.9109, loss_cls: 0.8432, loss: 0.8432, grad_norm: 4.1564 2021-05-06 03:56:17,608 - mmaction - INFO - Epoch [18][500/1853] lr: 1.000e-02, eta: 10:00:55, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9219, loss_cls: 0.7719, loss: 0.7719, grad_norm: 3.8404 2021-05-06 03:56:28,816 - mmaction - INFO - Epoch [18][520/1853] lr: 1.000e-02, eta: 10:00:42, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7461, top5_acc: 0.9094, loss_cls: 0.8633, loss: 0.8633, grad_norm: 3.9697 2021-05-06 03:56:39,981 - mmaction - INFO - Epoch [18][540/1853] lr: 1.000e-02, eta: 10:00:29, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7836, top5_acc: 0.9203, loss_cls: 0.7411, loss: 0.7411, grad_norm: 3.6527 2021-05-06 03:56:51,159 - mmaction - INFO - Epoch [18][560/1853] lr: 1.000e-02, eta: 10:00:16, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9086, loss_cls: 0.7703, loss: 0.7703, grad_norm: 3.6142 2021-05-06 03:57:02,333 - mmaction - INFO - Epoch [18][580/1853] lr: 1.000e-02, eta: 10:00:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7789, top5_acc: 0.9219, loss_cls: 0.7681, loss: 0.7681, grad_norm: 3.8121 2021-05-06 03:57:13,507 - mmaction - INFO - Epoch [18][600/1853] lr: 1.000e-02, eta: 9:59:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9055, loss_cls: 0.8069, loss: 0.8069, grad_norm: 3.9900 2021-05-06 03:57:24,698 - mmaction - INFO - Epoch [18][620/1853] lr: 1.000e-02, eta: 9:59:36, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9109, loss_cls: 0.7840, loss: 0.7840, grad_norm: 3.7617 2021-05-06 03:57:35,884 - mmaction - INFO - Epoch [18][640/1853] lr: 1.000e-02, eta: 9:59:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7844, top5_acc: 0.9219, loss_cls: 0.7441, loss: 0.7441, grad_norm: 3.5823 2021-05-06 03:57:47,064 - mmaction - INFO - Epoch [18][660/1853] lr: 1.000e-02, eta: 9:59:10, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9078, loss_cls: 0.7853, loss: 0.7853, grad_norm: 3.8309 2021-05-06 03:57:58,236 - mmaction - INFO - Epoch [18][680/1853] lr: 1.000e-02, eta: 9:58:56, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9094, loss_cls: 0.8146, loss: 0.8146, grad_norm: 3.8308 2021-05-06 03:58:09,432 - mmaction - INFO - Epoch [18][700/1853] lr: 1.000e-02, eta: 9:58:43, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9102, loss_cls: 0.8020, loss: 0.8020, grad_norm: 3.7424 2021-05-06 03:58:20,601 - mmaction - INFO - Epoch [18][720/1853] lr: 1.000e-02, eta: 9:58:30, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9195, loss_cls: 0.7535, loss: 0.7535, grad_norm: 3.7382 2021-05-06 03:58:31,777 - mmaction - INFO - Epoch [18][740/1853] lr: 1.000e-02, eta: 9:58:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7789, top5_acc: 0.9211, loss_cls: 0.7744, loss: 0.7744, grad_norm: 3.6903 2021-05-06 03:58:43,009 - mmaction - INFO - Epoch [18][760/1853] lr: 1.000e-02, eta: 9:58:04, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9164, loss_cls: 0.8017, loss: 0.8017, grad_norm: 4.1778 2021-05-06 03:58:54,197 - mmaction - INFO - Epoch [18][780/1853] lr: 1.000e-02, eta: 9:57:50, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9187, loss_cls: 0.7568, loss: 0.7568, grad_norm: 3.7200 2021-05-06 03:59:05,381 - mmaction - INFO - Epoch [18][800/1853] lr: 1.000e-02, eta: 9:57:37, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9172, loss_cls: 0.8002, loss: 0.8002, grad_norm: 4.1403 2021-05-06 03:59:16,539 - mmaction - INFO - Epoch [18][820/1853] lr: 1.000e-02, eta: 9:57:24, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9086, loss_cls: 0.7929, loss: 0.7929, grad_norm: 3.9554 2021-05-06 03:59:27,719 - mmaction - INFO - Epoch [18][840/1853] lr: 1.000e-02, eta: 9:57:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7867, top5_acc: 0.9227, loss_cls: 0.7496, loss: 0.7496, grad_norm: 3.5793 2021-05-06 03:59:38,893 - mmaction - INFO - Epoch [18][860/1853] lr: 1.000e-02, eta: 9:56:58, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9133, loss_cls: 0.7754, loss: 0.7754, grad_norm: 3.8905 2021-05-06 03:59:50,113 - mmaction - INFO - Epoch [18][880/1853] lr: 1.000e-02, eta: 9:56:44, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9172, loss_cls: 0.7919, loss: 0.7919, grad_norm: 4.0678 2021-05-06 04:00:01,321 - mmaction - INFO - Epoch [18][900/1853] lr: 1.000e-02, eta: 9:56:31, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.7695, loss: 0.7695, grad_norm: 3.8853 2021-05-06 04:00:12,570 - mmaction - INFO - Epoch [18][920/1853] lr: 1.000e-02, eta: 9:56:18, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7547, top5_acc: 0.9102, loss_cls: 0.8145, loss: 0.8145, grad_norm: 4.2979 2021-05-06 04:00:23,807 - mmaction - INFO - Epoch [18][940/1853] lr: 1.000e-02, eta: 9:56:05, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9094, loss_cls: 0.8365, loss: 0.8365, grad_norm: 4.0186 2021-05-06 04:00:35,036 - mmaction - INFO - Epoch [18][960/1853] lr: 1.000e-02, eta: 9:55:52, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9062, loss_cls: 0.7790, loss: 0.7790, grad_norm: 3.6631 2021-05-06 04:00:46,213 - mmaction - INFO - Epoch [18][980/1853] lr: 1.000e-02, eta: 9:55:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7727, top5_acc: 0.9242, loss_cls: 0.7878, loss: 0.7878, grad_norm: 3.9789 2021-05-06 04:00:57,393 - mmaction - INFO - Epoch [18][1000/1853] lr: 1.000e-02, eta: 9:55:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9062, loss_cls: 0.7866, loss: 0.7866, grad_norm: 3.6422 2021-05-06 04:01:08,545 - mmaction - INFO - Epoch [18][1020/1853] lr: 1.000e-02, eta: 9:55:13, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9000, loss_cls: 0.8282, loss: 0.8282, grad_norm: 3.8077 2021-05-06 04:01:19,737 - mmaction - INFO - Epoch [18][1040/1853] lr: 1.000e-02, eta: 9:54:59, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9133, loss_cls: 0.7628, loss: 0.7628, grad_norm: 3.5689 2021-05-06 04:01:30,947 - mmaction - INFO - Epoch [18][1060/1853] lr: 1.000e-02, eta: 9:54:46, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7727, top5_acc: 0.9000, loss_cls: 0.7917, loss: 0.7917, grad_norm: 3.6234 2021-05-06 04:01:42,086 - mmaction - INFO - Epoch [18][1080/1853] lr: 1.000e-02, eta: 9:54:33, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7812, top5_acc: 0.9203, loss_cls: 0.7419, loss: 0.7419, grad_norm: 3.8406 2021-05-06 04:01:53,289 - mmaction - INFO - Epoch [18][1100/1853] lr: 1.000e-02, eta: 9:54:20, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9125, loss_cls: 0.7790, loss: 0.7790, grad_norm: 4.0653 2021-05-06 04:02:04,457 - mmaction - INFO - Epoch [18][1120/1853] lr: 1.000e-02, eta: 9:54:07, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7859, top5_acc: 0.9281, loss_cls: 0.7162, loss: 0.7162, grad_norm: 3.7699 2021-05-06 04:02:15,666 - mmaction - INFO - Epoch [18][1140/1853] lr: 1.000e-02, eta: 9:53:54, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9070, loss_cls: 0.7854, loss: 0.7854, grad_norm: 4.4290 2021-05-06 04:02:26,843 - mmaction - INFO - Epoch [18][1160/1853] lr: 1.000e-02, eta: 9:53:40, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7766, top5_acc: 0.9195, loss_cls: 0.7572, loss: 0.7572, grad_norm: 3.9573 2021-05-06 04:02:37,994 - mmaction - INFO - Epoch [18][1180/1853] lr: 1.000e-02, eta: 9:53:27, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9125, loss_cls: 0.8042, loss: 0.8042, grad_norm: 3.7099 2021-05-06 04:02:49,188 - mmaction - INFO - Epoch [18][1200/1853] lr: 1.000e-02, eta: 9:53:14, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9078, loss_cls: 0.8186, loss: 0.8186, grad_norm: 3.7203 2021-05-06 04:03:00,357 - mmaction - INFO - Epoch [18][1220/1853] lr: 1.000e-02, eta: 9:53:01, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9055, loss_cls: 0.7648, loss: 0.7648, grad_norm: 3.5776 2021-05-06 04:03:11,594 - mmaction - INFO - Epoch [18][1240/1853] lr: 1.000e-02, eta: 9:52:48, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9125, loss_cls: 0.8195, loss: 0.8195, grad_norm: 4.2387 2021-05-06 04:03:22,760 - mmaction - INFO - Epoch [18][1260/1853] lr: 1.000e-02, eta: 9:52:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9102, loss_cls: 0.8051, loss: 0.8051, grad_norm: 4.0076 2021-05-06 04:03:34,075 - mmaction - INFO - Epoch [18][1280/1853] lr: 1.000e-02, eta: 9:52:22, time: 0.566, data_time: 0.002, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9055, loss_cls: 0.8016, loss: 0.8016, grad_norm: 3.5236 2021-05-06 04:03:45,250 - mmaction - INFO - Epoch [18][1300/1853] lr: 1.000e-02, eta: 9:52:09, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7727, top5_acc: 0.9141, loss_cls: 0.7915, loss: 0.7915, grad_norm: 3.5534 2021-05-06 04:03:56,428 - mmaction - INFO - Epoch [18][1320/1853] lr: 1.000e-02, eta: 9:51:56, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7828, top5_acc: 0.9211, loss_cls: 0.7273, loss: 0.7273, grad_norm: 3.8461 2021-05-06 04:04:07,603 - mmaction - INFO - Epoch [18][1340/1853] lr: 1.000e-02, eta: 9:51:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7844, top5_acc: 0.9109, loss_cls: 0.7906, loss: 0.7906, grad_norm: 3.8376 2021-05-06 04:04:18,766 - mmaction - INFO - Epoch [18][1360/1853] lr: 1.000e-02, eta: 9:51:29, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7945, top5_acc: 0.9094, loss_cls: 0.7517, loss: 0.7517, grad_norm: 3.4410 2021-05-06 04:04:29,949 - mmaction - INFO - Epoch [18][1380/1853] lr: 1.000e-02, eta: 9:51:16, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9203, loss_cls: 0.7505, loss: 0.7505, grad_norm: 4.0133 2021-05-06 04:04:41,111 - mmaction - INFO - Epoch [18][1400/1853] lr: 1.000e-02, eta: 9:51:03, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9187, loss_cls: 0.7657, loss: 0.7657, grad_norm: 3.7724 2021-05-06 04:04:52,301 - mmaction - INFO - Epoch [18][1420/1853] lr: 1.000e-02, eta: 9:50:50, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9078, loss_cls: 0.8347, loss: 0.8347, grad_norm: 3.8394 2021-05-06 04:05:03,482 - mmaction - INFO - Epoch [18][1440/1853] lr: 1.000e-02, eta: 9:50:37, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8000, top5_acc: 0.9219, loss_cls: 0.7106, loss: 0.7106, grad_norm: 3.5654 2021-05-06 04:05:14,664 - mmaction - INFO - Epoch [18][1460/1853] lr: 1.000e-02, eta: 9:50:24, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7547, top5_acc: 0.9031, loss_cls: 0.8064, loss: 0.8064, grad_norm: 3.9440 2021-05-06 04:05:25,867 - mmaction - INFO - Epoch [18][1480/1853] lr: 1.000e-02, eta: 9:50:11, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7805, top5_acc: 0.9289, loss_cls: 0.7206, loss: 0.7206, grad_norm: 3.6269 2021-05-06 04:05:37,057 - mmaction - INFO - Epoch [18][1500/1853] lr: 1.000e-02, eta: 9:49:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7789, top5_acc: 0.9148, loss_cls: 0.7610, loss: 0.7610, grad_norm: 3.8464 2021-05-06 04:05:48,224 - mmaction - INFO - Epoch [18][1520/1853] lr: 1.000e-02, eta: 9:49:44, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9227, loss_cls: 0.8228, loss: 0.8228, grad_norm: 3.9986 2021-05-06 04:05:59,457 - mmaction - INFO - Epoch [18][1540/1853] lr: 1.000e-02, eta: 9:49:31, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9172, loss_cls: 0.8229, loss: 0.8229, grad_norm: 3.8295 2021-05-06 04:06:10,654 - mmaction - INFO - Epoch [18][1560/1853] lr: 1.000e-02, eta: 9:49:18, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9055, loss_cls: 0.8263, loss: 0.8263, grad_norm: 3.8510 2021-05-06 04:06:21,877 - mmaction - INFO - Epoch [18][1580/1853] lr: 1.000e-02, eta: 9:49:05, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9094, loss_cls: 0.8092, loss: 0.8092, grad_norm: 3.8380 2021-05-06 04:06:33,066 - mmaction - INFO - Epoch [18][1600/1853] lr: 1.000e-02, eta: 9:48:52, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9195, loss_cls: 0.7376, loss: 0.7376, grad_norm: 3.5169 2021-05-06 04:06:44,266 - mmaction - INFO - Epoch [18][1620/1853] lr: 1.000e-02, eta: 9:48:39, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9141, loss_cls: 0.7551, loss: 0.7551, grad_norm: 3.8950 2021-05-06 04:06:55,556 - mmaction - INFO - Epoch [18][1640/1853] lr: 1.000e-02, eta: 9:48:26, time: 0.565, data_time: 0.002, memory: 7064, top1_acc: 0.7930, top5_acc: 0.9258, loss_cls: 0.7332, loss: 0.7332, grad_norm: 3.7481 2021-05-06 04:07:06,794 - mmaction - INFO - Epoch [18][1660/1853] lr: 1.000e-02, eta: 9:48:13, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9227, loss_cls: 0.7754, loss: 0.7754, grad_norm: 4.2037 2021-05-06 04:07:18,012 - mmaction - INFO - Epoch [18][1680/1853] lr: 1.000e-02, eta: 9:48:00, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9086, loss_cls: 0.7837, loss: 0.7837, grad_norm: 3.7025 2021-05-06 04:07:29,712 - mmaction - INFO - Epoch [18][1700/1853] lr: 1.000e-02, eta: 9:47:47, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7875, top5_acc: 0.9344, loss_cls: 0.6997, loss: 0.6997, grad_norm: 3.8645 2021-05-06 04:07:40,890 - mmaction - INFO - Epoch [18][1720/1853] lr: 1.000e-02, eta: 9:47:35, time: 0.582, data_time: 0.024, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9172, loss_cls: 0.7964, loss: 0.7964, grad_norm: 3.8568 2021-05-06 04:07:52,106 - mmaction - INFO - Epoch [18][1740/1853] lr: 1.000e-02, eta: 9:47:22, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9133, loss_cls: 0.7949, loss: 0.7949, grad_norm: 3.6801 2021-05-06 04:08:03,301 - mmaction - INFO - Epoch [18][1760/1853] lr: 1.000e-02, eta: 9:47:09, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9102, loss_cls: 0.8109, loss: 0.8109, grad_norm: 3.7034 2021-05-06 04:08:14,470 - mmaction - INFO - Epoch [18][1780/1853] lr: 1.000e-02, eta: 9:46:56, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7797, top5_acc: 0.9148, loss_cls: 0.7538, loss: 0.7538, grad_norm: 3.9433 2021-05-06 04:08:25,658 - mmaction - INFO - Epoch [18][1800/1853] lr: 1.000e-02, eta: 9:46:43, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9039, loss_cls: 0.8069, loss: 0.8069, grad_norm: 4.0754 2021-05-06 04:08:36,876 - mmaction - INFO - Epoch [18][1820/1853] lr: 1.000e-02, eta: 9:46:30, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9031, loss_cls: 0.8478, loss: 0.8478, grad_norm: 3.5973 2021-05-06 04:08:48,096 - mmaction - INFO - Epoch [18][1840/1853] lr: 1.000e-02, eta: 9:46:17, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7812, top5_acc: 0.9172, loss_cls: 0.7544, loss: 0.7544, grad_norm: 3.5893 2021-05-06 04:08:56,333 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-05-06 04:10:18,860 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 04:10:18,890 - mmaction - INFO - top1_acc 0.9293 top5_acc 0.9949 2021-05-06 04:10:18,891 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 04:10:18,898 - mmaction - INFO - mean_acc 0.9240 2021-05-06 04:10:18,900 - mmaction - INFO - Epoch(val) [18][1853] top1_acc: 0.9293, top5_acc: 0.9949, mean_class_accuracy: 0.9240 2021-05-06 04:11:34,577 - mmaction - INFO - Epoch [19][20/1853] lr: 1.000e-02, eta: 9:47:37, time: 3.783, data_time: 3.218, memory: 7064, top1_acc: 0.7797, top5_acc: 0.9195, loss_cls: 0.7220, loss: 0.7220, grad_norm: 3.4379 2021-05-06 04:11:45,751 - mmaction - INFO - Epoch [19][40/1853] lr: 1.000e-02, eta: 9:47:23, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9102, loss_cls: 0.8002, loss: 0.8002, grad_norm: 3.6829 2021-05-06 04:11:56,892 - mmaction - INFO - Epoch [19][60/1853] lr: 1.000e-02, eta: 9:47:10, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7797, top5_acc: 0.9141, loss_cls: 0.7254, loss: 0.7254, grad_norm: 3.5872 2021-05-06 04:12:08,054 - mmaction - INFO - Epoch [19][80/1853] lr: 1.000e-02, eta: 9:46:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7547, top5_acc: 0.9031, loss_cls: 0.8090, loss: 0.8090, grad_norm: 3.7270 2021-05-06 04:12:19,231 - mmaction - INFO - Epoch [19][100/1853] lr: 1.000e-02, eta: 9:46:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7773, top5_acc: 0.9148, loss_cls: 0.7510, loss: 0.7510, grad_norm: 3.9718 2021-05-06 04:12:30,387 - mmaction - INFO - Epoch [19][120/1853] lr: 1.000e-02, eta: 9:46:31, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7539, top5_acc: 0.9062, loss_cls: 0.8478, loss: 0.8478, grad_norm: 4.0378 2021-05-06 04:12:41,581 - mmaction - INFO - Epoch [19][140/1853] lr: 1.000e-02, eta: 9:46:18, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7680, top5_acc: 0.9172, loss_cls: 0.7828, loss: 0.7828, grad_norm: 3.8589 2021-05-06 04:12:52,744 - mmaction - INFO - Epoch [19][160/1853] lr: 1.000e-02, eta: 9:46:04, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9180, loss_cls: 0.7520, loss: 0.7520, grad_norm: 3.5710 2021-05-06 04:13:03,978 - mmaction - INFO - Epoch [19][180/1853] lr: 1.000e-02, eta: 9:45:51, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7875, top5_acc: 0.9227, loss_cls: 0.7217, loss: 0.7217, grad_norm: 3.6198 2021-05-06 04:13:15,128 - mmaction - INFO - Epoch [19][200/1853] lr: 1.000e-02, eta: 9:45:38, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9070, loss_cls: 0.8015, loss: 0.8015, grad_norm: 3.8935 2021-05-06 04:13:26,292 - mmaction - INFO - Epoch [19][220/1853] lr: 1.000e-02, eta: 9:45:25, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7547, top5_acc: 0.9109, loss_cls: 0.8006, loss: 0.8006, grad_norm: 3.9173 2021-05-06 04:13:37,461 - mmaction - INFO - Epoch [19][240/1853] lr: 1.000e-02, eta: 9:45:12, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9039, loss_cls: 0.8002, loss: 0.8002, grad_norm: 3.5485 2021-05-06 04:13:48,648 - mmaction - INFO - Epoch [19][260/1853] lr: 1.000e-02, eta: 9:44:59, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7914, top5_acc: 0.9344, loss_cls: 0.7230, loss: 0.7230, grad_norm: 4.0369 2021-05-06 04:13:59,812 - mmaction - INFO - Epoch [19][280/1853] lr: 1.000e-02, eta: 9:44:45, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9211, loss_cls: 0.7702, loss: 0.7702, grad_norm: 4.0853 2021-05-06 04:14:11,001 - mmaction - INFO - Epoch [19][300/1853] lr: 1.000e-02, eta: 9:44:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7836, top5_acc: 0.9203, loss_cls: 0.7085, loss: 0.7085, grad_norm: 3.8171 2021-05-06 04:14:22,187 - mmaction - INFO - Epoch [19][320/1853] lr: 1.000e-02, eta: 9:44:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9203, loss_cls: 0.7704, loss: 0.7704, grad_norm: 3.5998 2021-05-06 04:14:33,363 - mmaction - INFO - Epoch [19][340/1853] lr: 1.000e-02, eta: 9:44:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7766, top5_acc: 0.9117, loss_cls: 0.7666, loss: 0.7666, grad_norm: 3.8821 2021-05-06 04:14:44,545 - mmaction - INFO - Epoch [19][360/1853] lr: 1.000e-02, eta: 9:43:53, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9109, loss_cls: 0.7746, loss: 0.7746, grad_norm: 3.6089 2021-05-06 04:14:55,712 - mmaction - INFO - Epoch [19][380/1853] lr: 1.000e-02, eta: 9:43:40, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9164, loss_cls: 0.7589, loss: 0.7589, grad_norm: 3.7121 2021-05-06 04:15:06,895 - mmaction - INFO - Epoch [19][400/1853] lr: 1.000e-02, eta: 9:43:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9211, loss_cls: 0.7604, loss: 0.7604, grad_norm: 4.0823 2021-05-06 04:15:18,100 - mmaction - INFO - Epoch [19][420/1853] lr: 1.000e-02, eta: 9:43:14, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9281, loss_cls: 0.7546, loss: 0.7546, grad_norm: 3.7444 2021-05-06 04:15:29,301 - mmaction - INFO - Epoch [19][440/1853] lr: 1.000e-02, eta: 9:43:01, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7820, top5_acc: 0.9156, loss_cls: 0.7669, loss: 0.7669, grad_norm: 3.5355 2021-05-06 04:15:40,485 - mmaction - INFO - Epoch [19][460/1853] lr: 1.000e-02, eta: 9:42:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7805, top5_acc: 0.9148, loss_cls: 0.7508, loss: 0.7508, grad_norm: 3.7064 2021-05-06 04:15:51,667 - mmaction - INFO - Epoch [19][480/1853] lr: 1.000e-02, eta: 9:42:34, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7906, top5_acc: 0.9219, loss_cls: 0.7331, loss: 0.7331, grad_norm: 4.0583 2021-05-06 04:16:02,855 - mmaction - INFO - Epoch [19][500/1853] lr: 1.000e-02, eta: 9:42:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9117, loss_cls: 0.8076, loss: 0.8076, grad_norm: 3.7381 2021-05-06 04:16:14,014 - mmaction - INFO - Epoch [19][520/1853] lr: 1.000e-02, eta: 9:42:08, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9172, loss_cls: 0.7921, loss: 0.7921, grad_norm: 3.9744 2021-05-06 04:16:25,227 - mmaction - INFO - Epoch [19][540/1853] lr: 1.000e-02, eta: 9:41:55, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9039, loss_cls: 0.8546, loss: 0.8546, grad_norm: 4.1678 2021-05-06 04:16:36,394 - mmaction - INFO - Epoch [19][560/1853] lr: 1.000e-02, eta: 9:41:42, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9203, loss_cls: 0.7635, loss: 0.7635, grad_norm: 3.6849 2021-05-06 04:16:47,572 - mmaction - INFO - Epoch [19][580/1853] lr: 1.000e-02, eta: 9:41:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8016, top5_acc: 0.9289, loss_cls: 0.7037, loss: 0.7037, grad_norm: 3.5732 2021-05-06 04:16:58,739 - mmaction - INFO - Epoch [19][600/1853] lr: 1.000e-02, eta: 9:41:16, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9203, loss_cls: 0.7522, loss: 0.7522, grad_norm: 3.7771 2021-05-06 04:17:09,924 - mmaction - INFO - Epoch [19][620/1853] lr: 1.000e-02, eta: 9:41:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7680, top5_acc: 0.9141, loss_cls: 0.7871, loss: 0.7871, grad_norm: 3.8313 2021-05-06 04:17:21,136 - mmaction - INFO - Epoch [19][640/1853] lr: 1.000e-02, eta: 9:40:50, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7930, top5_acc: 0.9305, loss_cls: 0.7113, loss: 0.7113, grad_norm: 3.6335 2021-05-06 04:17:32,314 - mmaction - INFO - Epoch [19][660/1853] lr: 1.000e-02, eta: 9:40:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7867, top5_acc: 0.9289, loss_cls: 0.7172, loss: 0.7172, grad_norm: 3.7302 2021-05-06 04:17:43,512 - mmaction - INFO - Epoch [19][680/1853] lr: 1.000e-02, eta: 9:40:23, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9102, loss_cls: 0.7747, loss: 0.7747, grad_norm: 4.1222 2021-05-06 04:17:54,694 - mmaction - INFO - Epoch [19][700/1853] lr: 1.000e-02, eta: 9:40:10, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7750, top5_acc: 0.8984, loss_cls: 0.8158, loss: 0.8158, grad_norm: 4.0468 2021-05-06 04:18:05,884 - mmaction - INFO - Epoch [19][720/1853] lr: 1.000e-02, eta: 9:39:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9133, loss_cls: 0.7936, loss: 0.7936, grad_norm: 3.6520 2021-05-06 04:18:17,058 - mmaction - INFO - Epoch [19][740/1853] lr: 1.000e-02, eta: 9:39:44, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7680, top5_acc: 0.9141, loss_cls: 0.7828, loss: 0.7828, grad_norm: 3.8235 2021-05-06 04:18:28,264 - mmaction - INFO - Epoch [19][760/1853] lr: 1.000e-02, eta: 9:39:31, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7484, top5_acc: 0.9125, loss_cls: 0.8256, loss: 0.8256, grad_norm: 3.7226 2021-05-06 04:18:39,532 - mmaction - INFO - Epoch [19][780/1853] lr: 1.000e-02, eta: 9:39:18, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9180, loss_cls: 0.7780, loss: 0.7780, grad_norm: 3.9248 2021-05-06 04:18:50,718 - mmaction - INFO - Epoch [19][800/1853] lr: 1.000e-02, eta: 9:39:05, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9047, loss_cls: 0.7710, loss: 0.7710, grad_norm: 3.7557 2021-05-06 04:19:01,927 - mmaction - INFO - Epoch [19][820/1853] lr: 1.000e-02, eta: 9:38:52, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9055, loss_cls: 0.8035, loss: 0.8035, grad_norm: 4.1763 2021-05-06 04:19:13,115 - mmaction - INFO - Epoch [19][840/1853] lr: 1.000e-02, eta: 9:38:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9203, loss_cls: 0.7744, loss: 0.7744, grad_norm: 3.6598 2021-05-06 04:19:24,309 - mmaction - INFO - Epoch [19][860/1853] lr: 1.000e-02, eta: 9:38:26, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.7370, loss: 0.7370, grad_norm: 3.5887 2021-05-06 04:19:35,475 - mmaction - INFO - Epoch [19][880/1853] lr: 1.000e-02, eta: 9:38:13, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7797, top5_acc: 0.9234, loss_cls: 0.7486, loss: 0.7486, grad_norm: 3.7897 2021-05-06 04:19:46,643 - mmaction - INFO - Epoch [19][900/1853] lr: 1.000e-02, eta: 9:38:00, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7766, top5_acc: 0.9086, loss_cls: 0.7956, loss: 0.7956, grad_norm: 3.7291 2021-05-06 04:19:57,818 - mmaction - INFO - Epoch [19][920/1853] lr: 1.000e-02, eta: 9:37:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7727, top5_acc: 0.9187, loss_cls: 0.7780, loss: 0.7780, grad_norm: 3.9441 2021-05-06 04:20:08,988 - mmaction - INFO - Epoch [19][940/1853] lr: 1.000e-02, eta: 9:37:34, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9125, loss_cls: 0.7856, loss: 0.7856, grad_norm: 3.8343 2021-05-06 04:20:20,191 - mmaction - INFO - Epoch [19][960/1853] lr: 1.000e-02, eta: 9:37:21, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9016, loss_cls: 0.8258, loss: 0.8258, grad_norm: 3.7992 2021-05-06 04:20:31,407 - mmaction - INFO - Epoch [19][980/1853] lr: 1.000e-02, eta: 9:37:08, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7891, top5_acc: 0.9148, loss_cls: 0.7302, loss: 0.7302, grad_norm: 3.6873 2021-05-06 04:20:42,587 - mmaction - INFO - Epoch [19][1000/1853] lr: 1.000e-02, eta: 9:36:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8047, top5_acc: 0.9266, loss_cls: 0.6751, loss: 0.6751, grad_norm: 3.8506 2021-05-06 04:20:53,783 - mmaction - INFO - Epoch [19][1020/1853] lr: 1.000e-02, eta: 9:36:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8000, top5_acc: 0.9227, loss_cls: 0.7100, loss: 0.7100, grad_norm: 3.5615 2021-05-06 04:21:04,953 - mmaction - INFO - Epoch [19][1040/1853] lr: 1.000e-02, eta: 9:36:28, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7680, top5_acc: 0.9172, loss_cls: 0.7975, loss: 0.7975, grad_norm: 3.7533 2021-05-06 04:21:16,119 - mmaction - INFO - Epoch [19][1060/1853] lr: 1.000e-02, eta: 9:36:15, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7805, top5_acc: 0.9133, loss_cls: 0.7413, loss: 0.7413, grad_norm: 3.8364 2021-05-06 04:21:27,305 - mmaction - INFO - Epoch [19][1080/1853] lr: 1.000e-02, eta: 9:36:02, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7773, top5_acc: 0.9078, loss_cls: 0.7830, loss: 0.7830, grad_norm: 3.9401 2021-05-06 04:21:38,487 - mmaction - INFO - Epoch [19][1100/1853] lr: 1.000e-02, eta: 9:35:49, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9203, loss_cls: 0.7938, loss: 0.7938, grad_norm: 4.4531 2021-05-06 04:21:49,668 - mmaction - INFO - Epoch [19][1120/1853] lr: 1.000e-02, eta: 9:35:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9133, loss_cls: 0.7982, loss: 0.7982, grad_norm: 3.5010 2021-05-06 04:22:00,856 - mmaction - INFO - Epoch [19][1140/1853] lr: 1.000e-02, eta: 9:35:23, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9211, loss_cls: 0.7853, loss: 0.7853, grad_norm: 3.8333 2021-05-06 04:22:12,046 - mmaction - INFO - Epoch [19][1160/1853] lr: 1.000e-02, eta: 9:35:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7797, top5_acc: 0.9281, loss_cls: 0.7433, loss: 0.7433, grad_norm: 3.8026 2021-05-06 04:22:23,256 - mmaction - INFO - Epoch [19][1180/1853] lr: 1.000e-02, eta: 9:34:57, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9141, loss_cls: 0.7860, loss: 0.7860, grad_norm: 3.8644 2021-05-06 04:22:34,404 - mmaction - INFO - Epoch [19][1200/1853] lr: 1.000e-02, eta: 9:34:44, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7742, top5_acc: 0.9195, loss_cls: 0.7634, loss: 0.7634, grad_norm: 3.7380 2021-05-06 04:22:45,593 - mmaction - INFO - Epoch [19][1220/1853] lr: 1.000e-02, eta: 9:34:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.8132, loss: 0.8132, grad_norm: 3.9136 2021-05-06 04:22:56,741 - mmaction - INFO - Epoch [19][1240/1853] lr: 1.000e-02, eta: 9:34:18, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7422, top5_acc: 0.9016, loss_cls: 0.8431, loss: 0.8431, grad_norm: 4.0571 2021-05-06 04:23:07,925 - mmaction - INFO - Epoch [19][1260/1853] lr: 1.000e-02, eta: 9:34:05, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7844, top5_acc: 0.9203, loss_cls: 0.7287, loss: 0.7287, grad_norm: 3.6154 2021-05-06 04:23:19,121 - mmaction - INFO - Epoch [19][1280/1853] lr: 1.000e-02, eta: 9:33:52, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9180, loss_cls: 0.7772, loss: 0.7772, grad_norm: 3.9615 2021-05-06 04:23:30,297 - mmaction - INFO - Epoch [19][1300/1853] lr: 1.000e-02, eta: 9:33:39, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7789, top5_acc: 0.9164, loss_cls: 0.7576, loss: 0.7576, grad_norm: 4.0094 2021-05-06 04:23:41,465 - mmaction - INFO - Epoch [19][1320/1853] lr: 1.000e-02, eta: 9:33:26, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9047, loss_cls: 0.8250, loss: 0.8250, grad_norm: 3.9284 2021-05-06 04:23:52,680 - mmaction - INFO - Epoch [19][1340/1853] lr: 1.000e-02, eta: 9:33:13, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9133, loss_cls: 0.8002, loss: 0.8002, grad_norm: 3.6162 2021-05-06 04:24:03,869 - mmaction - INFO - Epoch [19][1360/1853] lr: 1.000e-02, eta: 9:33:00, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9039, loss_cls: 0.8121, loss: 0.8121, grad_norm: 3.7602 2021-05-06 04:24:15,031 - mmaction - INFO - Epoch [19][1380/1853] lr: 1.000e-02, eta: 9:32:47, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7648, top5_acc: 0.9219, loss_cls: 0.7569, loss: 0.7569, grad_norm: 3.7374 2021-05-06 04:24:26,222 - mmaction - INFO - Epoch [19][1400/1853] lr: 1.000e-02, eta: 9:32:34, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7523, top5_acc: 0.9023, loss_cls: 0.8249, loss: 0.8249, grad_norm: 3.7145 2021-05-06 04:24:37,407 - mmaction - INFO - Epoch [19][1420/1853] lr: 1.000e-02, eta: 9:32:21, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9047, loss_cls: 0.8590, loss: 0.8590, grad_norm: 4.0142 2021-05-06 04:24:48,597 - mmaction - INFO - Epoch [19][1440/1853] lr: 1.000e-02, eta: 9:32:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9219, loss_cls: 0.8036, loss: 0.8036, grad_norm: 4.3661 2021-05-06 04:24:59,792 - mmaction - INFO - Epoch [19][1460/1853] lr: 1.000e-02, eta: 9:31:55, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7812, top5_acc: 0.9117, loss_cls: 0.7828, loss: 0.7828, grad_norm: 3.6840 2021-05-06 04:25:10,957 - mmaction - INFO - Epoch [19][1480/1853] lr: 1.000e-02, eta: 9:31:42, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7992, top5_acc: 0.9273, loss_cls: 0.7192, loss: 0.7192, grad_norm: 3.6821 2021-05-06 04:25:22,138 - mmaction - INFO - Epoch [19][1500/1853] lr: 1.000e-02, eta: 9:31:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7797, top5_acc: 0.9203, loss_cls: 0.7822, loss: 0.7822, grad_norm: 4.1443 2021-05-06 04:25:33,321 - mmaction - INFO - Epoch [19][1520/1853] lr: 1.000e-02, eta: 9:31:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7430, top5_acc: 0.9078, loss_cls: 0.8314, loss: 0.8314, grad_norm: 3.8243 2021-05-06 04:25:44,555 - mmaction - INFO - Epoch [19][1540/1853] lr: 1.000e-02, eta: 9:31:03, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9133, loss_cls: 0.7937, loss: 0.7937, grad_norm: 3.9852 2021-05-06 04:25:55,709 - mmaction - INFO - Epoch [19][1560/1853] lr: 1.000e-02, eta: 9:30:50, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7773, top5_acc: 0.9094, loss_cls: 0.7539, loss: 0.7539, grad_norm: 3.4492 2021-05-06 04:26:06,892 - mmaction - INFO - Epoch [19][1580/1853] lr: 1.000e-02, eta: 9:30:37, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.7507, loss: 0.7507, grad_norm: 3.6818 2021-05-06 04:26:18,083 - mmaction - INFO - Epoch [19][1600/1853] lr: 1.000e-02, eta: 9:30:24, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7820, top5_acc: 0.9211, loss_cls: 0.7172, loss: 0.7172, grad_norm: 3.5691 2021-05-06 04:26:29,259 - mmaction - INFO - Epoch [19][1620/1853] lr: 1.000e-02, eta: 9:30:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7602, top5_acc: 0.9117, loss_cls: 0.7556, loss: 0.7556, grad_norm: 3.8019 2021-05-06 04:26:40,432 - mmaction - INFO - Epoch [19][1640/1853] lr: 1.000e-02, eta: 9:29:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.7452, loss: 0.7452, grad_norm: 4.0147 2021-05-06 04:26:51,658 - mmaction - INFO - Epoch [19][1660/1853] lr: 1.000e-02, eta: 9:29:45, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9133, loss_cls: 0.8043, loss: 0.8043, grad_norm: 4.0947 2021-05-06 04:27:02,823 - mmaction - INFO - Epoch [19][1680/1853] lr: 1.000e-02, eta: 9:29:32, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7578, top5_acc: 0.9047, loss_cls: 0.8212, loss: 0.8212, grad_norm: 4.1575 2021-05-06 04:27:14,019 - mmaction - INFO - Epoch [19][1700/1853] lr: 1.000e-02, eta: 9:29:19, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9148, loss_cls: 0.7896, loss: 0.7896, grad_norm: 4.0686 2021-05-06 04:27:25,207 - mmaction - INFO - Epoch [19][1720/1853] lr: 1.000e-02, eta: 9:29:06, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9102, loss_cls: 0.7844, loss: 0.7844, grad_norm: 3.9280 2021-05-06 04:27:36,374 - mmaction - INFO - Epoch [19][1740/1853] lr: 1.000e-02, eta: 9:28:53, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7922, top5_acc: 0.9187, loss_cls: 0.7334, loss: 0.7334, grad_norm: 3.6887 2021-05-06 04:27:47,563 - mmaction - INFO - Epoch [19][1760/1853] lr: 1.000e-02, eta: 9:28:40, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9109, loss_cls: 0.7706, loss: 0.7706, grad_norm: 3.8809 2021-05-06 04:27:58,770 - mmaction - INFO - Epoch [19][1780/1853] lr: 1.000e-02, eta: 9:28:27, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7680, top5_acc: 0.9203, loss_cls: 0.7897, loss: 0.7897, grad_norm: 3.7795 2021-05-06 04:28:09,954 - mmaction - INFO - Epoch [19][1800/1853] lr: 1.000e-02, eta: 9:28:14, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9234, loss_cls: 0.7704, loss: 0.7704, grad_norm: 3.7283 2021-05-06 04:28:21,150 - mmaction - INFO - Epoch [19][1820/1853] lr: 1.000e-02, eta: 9:28:01, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9094, loss_cls: 0.7763, loss: 0.7763, grad_norm: 3.8162 2021-05-06 04:28:32,348 - mmaction - INFO - Epoch [19][1840/1853] lr: 1.000e-02, eta: 9:27:48, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9227, loss_cls: 0.7854, loss: 0.7854, grad_norm: 3.8696 2021-05-06 04:28:40,730 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-05-06 04:29:49,665 - mmaction - INFO - Epoch [20][20/1853] lr: 1.000e-02, eta: 9:28:49, time: 3.432, data_time: 2.870, memory: 7064, top1_acc: 0.7445, top5_acc: 0.9195, loss_cls: 0.8236, loss: 0.8236, grad_norm: 4.3475 2021-05-06 04:30:00,811 - mmaction - INFO - Epoch [20][40/1853] lr: 1.000e-02, eta: 9:28:36, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9211, loss_cls: 0.8058, loss: 0.8058, grad_norm: 3.7839 2021-05-06 04:30:11,968 - mmaction - INFO - Epoch [20][60/1853] lr: 1.000e-02, eta: 9:28:23, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7922, top5_acc: 0.9258, loss_cls: 0.6859, loss: 0.6859, grad_norm: 3.5612 2021-05-06 04:30:23,120 - mmaction - INFO - Epoch [20][80/1853] lr: 1.000e-02, eta: 9:28:10, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7727, top5_acc: 0.9102, loss_cls: 0.7540, loss: 0.7540, grad_norm: 3.9849 2021-05-06 04:30:34,276 - mmaction - INFO - Epoch [20][100/1853] lr: 1.000e-02, eta: 9:27:56, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7922, top5_acc: 0.9219, loss_cls: 0.7048, loss: 0.7048, grad_norm: 3.6799 2021-05-06 04:30:45,495 - mmaction - INFO - Epoch [20][120/1853] lr: 1.000e-02, eta: 9:27:44, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9156, loss_cls: 0.7617, loss: 0.7617, grad_norm: 4.2586 2021-05-06 04:30:56,650 - mmaction - INFO - Epoch [20][140/1853] lr: 1.000e-02, eta: 9:27:30, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9078, loss_cls: 0.8027, loss: 0.8027, grad_norm: 3.8639 2021-05-06 04:31:07,855 - mmaction - INFO - Epoch [20][160/1853] lr: 1.000e-02, eta: 9:27:17, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9203, loss_cls: 0.8068, loss: 0.8068, grad_norm: 4.0287 2021-05-06 04:31:19,011 - mmaction - INFO - Epoch [20][180/1853] lr: 1.000e-02, eta: 9:27:04, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9078, loss_cls: 0.7673, loss: 0.7673, grad_norm: 3.9369 2021-05-06 04:31:30,202 - mmaction - INFO - Epoch [20][200/1853] lr: 1.000e-02, eta: 9:26:51, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.7680, top5_acc: 0.9156, loss_cls: 0.7848, loss: 0.7848, grad_norm: 4.2281 2021-05-06 04:31:41,373 - mmaction - INFO - Epoch [20][220/1853] lr: 1.000e-02, eta: 9:26:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7500, top5_acc: 0.9109, loss_cls: 0.7962, loss: 0.7962, grad_norm: 3.9122 2021-05-06 04:31:52,554 - mmaction - INFO - Epoch [20][240/1853] lr: 1.000e-02, eta: 9:26:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7797, top5_acc: 0.9219, loss_cls: 0.7558, loss: 0.7558, grad_norm: 3.5504 2021-05-06 04:32:03,678 - mmaction - INFO - Epoch [20][260/1853] lr: 1.000e-02, eta: 9:26:12, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.7805, top5_acc: 0.9281, loss_cls: 0.7601, loss: 0.7601, grad_norm: 3.9915 2021-05-06 04:32:14,826 - mmaction - INFO - Epoch [20][280/1853] lr: 1.000e-02, eta: 9:25:59, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9234, loss_cls: 0.7153, loss: 0.7153, grad_norm: 3.6403 2021-05-06 04:32:25,978 - mmaction - INFO - Epoch [20][300/1853] lr: 1.000e-02, eta: 9:25:46, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7836, top5_acc: 0.9344, loss_cls: 0.7242, loss: 0.7242, grad_norm: 3.8609 2021-05-06 04:32:37,138 - mmaction - INFO - Epoch [20][320/1853] lr: 1.000e-02, eta: 9:25:33, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9109, loss_cls: 0.7632, loss: 0.7632, grad_norm: 4.1752 2021-05-06 04:32:48,319 - mmaction - INFO - Epoch [20][340/1853] lr: 1.000e-02, eta: 9:25:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9102, loss_cls: 0.8067, loss: 0.8067, grad_norm: 3.8157 2021-05-06 04:32:59,461 - mmaction - INFO - Epoch [20][360/1853] lr: 1.000e-02, eta: 9:25:07, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.7828, top5_acc: 0.9086, loss_cls: 0.7568, loss: 0.7568, grad_norm: 3.5198 2021-05-06 04:33:10,602 - mmaction - INFO - Epoch [20][380/1853] lr: 1.000e-02, eta: 9:24:54, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7891, top5_acc: 0.9336, loss_cls: 0.6935, loss: 0.6935, grad_norm: 3.5590 2021-05-06 04:33:21,759 - mmaction - INFO - Epoch [20][400/1853] lr: 1.000e-02, eta: 9:24:41, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7789, top5_acc: 0.9266, loss_cls: 0.7355, loss: 0.7355, grad_norm: 4.0550 2021-05-06 04:33:32,927 - mmaction - INFO - Epoch [20][420/1853] lr: 1.000e-02, eta: 9:24:28, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7805, top5_acc: 0.9180, loss_cls: 0.7376, loss: 0.7376, grad_norm: 3.8215 2021-05-06 04:33:44,102 - mmaction - INFO - Epoch [20][440/1853] lr: 1.000e-02, eta: 9:24:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7773, top5_acc: 0.9219, loss_cls: 0.7599, loss: 0.7599, grad_norm: 3.9376 2021-05-06 04:33:55,306 - mmaction - INFO - Epoch [20][460/1853] lr: 1.000e-02, eta: 9:24:02, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9195, loss_cls: 0.7981, loss: 0.7981, grad_norm: 3.9480 2021-05-06 04:34:06,475 - mmaction - INFO - Epoch [20][480/1853] lr: 1.000e-02, eta: 9:23:49, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9266, loss_cls: 0.7646, loss: 0.7646, grad_norm: 3.7835 2021-05-06 04:34:17,651 - mmaction - INFO - Epoch [20][500/1853] lr: 1.000e-02, eta: 9:23:36, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9133, loss_cls: 0.7785, loss: 0.7785, grad_norm: 3.6729 2021-05-06 04:34:28,824 - mmaction - INFO - Epoch [20][520/1853] lr: 1.000e-02, eta: 9:23:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9133, loss_cls: 0.8078, loss: 0.8078, grad_norm: 3.8600 2021-05-06 04:34:39,966 - mmaction - INFO - Epoch [20][540/1853] lr: 1.000e-02, eta: 9:23:10, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9125, loss_cls: 0.7948, loss: 0.7948, grad_norm: 3.4942 2021-05-06 04:34:51,136 - mmaction - INFO - Epoch [20][560/1853] lr: 1.000e-02, eta: 9:22:57, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7828, top5_acc: 0.9219, loss_cls: 0.7278, loss: 0.7278, grad_norm: 3.5620 2021-05-06 04:35:02,300 - mmaction - INFO - Epoch [20][580/1853] lr: 1.000e-02, eta: 9:22:44, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7656, top5_acc: 0.9086, loss_cls: 0.8273, loss: 0.8273, grad_norm: 3.8925 2021-05-06 04:35:13,462 - mmaction - INFO - Epoch [20][600/1853] lr: 1.000e-02, eta: 9:22:31, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7805, top5_acc: 0.9172, loss_cls: 0.7729, loss: 0.7729, grad_norm: 3.8545 2021-05-06 04:35:24,625 - mmaction - INFO - Epoch [20][620/1853] lr: 1.000e-02, eta: 9:22:18, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7625, top5_acc: 0.9148, loss_cls: 0.7943, loss: 0.7943, grad_norm: 4.0758 2021-05-06 04:35:35,775 - mmaction - INFO - Epoch [20][640/1853] lr: 1.000e-02, eta: 9:22:05, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7852, top5_acc: 0.9219, loss_cls: 0.7576, loss: 0.7576, grad_norm: 3.5828 2021-05-06 04:35:46,932 - mmaction - INFO - Epoch [20][660/1853] lr: 1.000e-02, eta: 9:21:52, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9148, loss_cls: 0.7630, loss: 0.7630, grad_norm: 3.8848 2021-05-06 04:35:58,088 - mmaction - INFO - Epoch [20][680/1853] lr: 1.000e-02, eta: 9:21:39, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9148, loss_cls: 0.7667, loss: 0.7667, grad_norm: 4.0375 2021-05-06 04:36:09,256 - mmaction - INFO - Epoch [20][700/1853] lr: 1.000e-02, eta: 9:21:26, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7742, top5_acc: 0.9156, loss_cls: 0.7548, loss: 0.7548, grad_norm: 3.7614 2021-05-06 04:36:20,422 - mmaction - INFO - Epoch [20][720/1853] lr: 1.000e-02, eta: 9:21:13, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7531, top5_acc: 0.9109, loss_cls: 0.8263, loss: 0.8263, grad_norm: 3.8337 2021-05-06 04:36:31,592 - mmaction - INFO - Epoch [20][740/1853] lr: 1.000e-02, eta: 9:21:00, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9336, loss_cls: 0.6454, loss: 0.6454, grad_norm: 3.2613 2021-05-06 04:36:42,755 - mmaction - INFO - Epoch [20][760/1853] lr: 1.000e-02, eta: 9:20:47, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9156, loss_cls: 0.7285, loss: 0.7285, grad_norm: 3.9376 2021-05-06 04:36:53,920 - mmaction - INFO - Epoch [20][780/1853] lr: 1.000e-02, eta: 9:20:34, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7617, top5_acc: 0.9117, loss_cls: 0.8082, loss: 0.8082, grad_norm: 3.9640 2021-05-06 04:37:05,080 - mmaction - INFO - Epoch [20][800/1853] lr: 1.000e-02, eta: 9:20:21, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9094, loss_cls: 0.7835, loss: 0.7835, grad_norm: 3.4851 2021-05-06 04:37:16,230 - mmaction - INFO - Epoch [20][820/1853] lr: 1.000e-02, eta: 9:20:08, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7734, top5_acc: 0.9156, loss_cls: 0.7652, loss: 0.7652, grad_norm: 3.9648 2021-05-06 04:37:27,412 - mmaction - INFO - Epoch [20][840/1853] lr: 1.000e-02, eta: 9:19:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7562, top5_acc: 0.9094, loss_cls: 0.8247, loss: 0.8247, grad_norm: 3.9498 2021-05-06 04:37:38,563 - mmaction - INFO - Epoch [20][860/1853] lr: 1.000e-02, eta: 9:19:42, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7773, top5_acc: 0.9219, loss_cls: 0.7523, loss: 0.7523, grad_norm: 4.0317 2021-05-06 04:37:49,732 - mmaction - INFO - Epoch [20][880/1853] lr: 1.000e-02, eta: 9:19:29, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7773, top5_acc: 0.9039, loss_cls: 0.8033, loss: 0.8033, grad_norm: 3.8611 2021-05-06 04:38:00,884 - mmaction - INFO - Epoch [20][900/1853] lr: 1.000e-02, eta: 9:19:16, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9039, loss_cls: 0.7960, loss: 0.7960, grad_norm: 3.8299 2021-05-06 04:38:12,050 - mmaction - INFO - Epoch [20][920/1853] lr: 1.000e-02, eta: 9:19:03, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7609, top5_acc: 0.9039, loss_cls: 0.8276, loss: 0.8276, grad_norm: 3.9156 2021-05-06 04:38:23,191 - mmaction - INFO - Epoch [20][940/1853] lr: 1.000e-02, eta: 9:18:50, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7711, top5_acc: 0.9148, loss_cls: 0.7976, loss: 0.7976, grad_norm: 3.8753 2021-05-06 04:38:34,343 - mmaction - INFO - Epoch [20][960/1853] lr: 1.000e-02, eta: 9:18:37, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7742, top5_acc: 0.9187, loss_cls: 0.7686, loss: 0.7686, grad_norm: 3.8992 2021-05-06 04:38:45,491 - mmaction - INFO - Epoch [20][980/1853] lr: 1.000e-02, eta: 9:18:24, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9109, loss_cls: 0.8252, loss: 0.8252, grad_norm: 3.9308 2021-05-06 04:38:56,630 - mmaction - INFO - Epoch [20][1000/1853] lr: 1.000e-02, eta: 9:18:11, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7891, top5_acc: 0.9141, loss_cls: 0.7640, loss: 0.7640, grad_norm: 3.6407 2021-05-06 04:39:07,802 - mmaction - INFO - Epoch [20][1020/1853] lr: 1.000e-02, eta: 9:17:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7883, top5_acc: 0.9125, loss_cls: 0.7247, loss: 0.7247, grad_norm: 3.8058 2021-05-06 04:39:18,996 - mmaction - INFO - Epoch [20][1040/1853] lr: 1.000e-02, eta: 9:17:45, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7594, top5_acc: 0.9187, loss_cls: 0.8121, loss: 0.8121, grad_norm: 3.9564 2021-05-06 04:39:30,183 - mmaction - INFO - Epoch [20][1060/1853] lr: 1.000e-02, eta: 9:17:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7789, top5_acc: 0.9109, loss_cls: 0.7697, loss: 0.7697, grad_norm: 3.7672 2021-05-06 04:39:41,391 - mmaction - INFO - Epoch [20][1080/1853] lr: 1.000e-02, eta: 9:17:19, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9031, loss_cls: 0.7947, loss: 0.7947, grad_norm: 3.9939 2021-05-06 04:39:52,573 - mmaction - INFO - Epoch [20][1100/1853] lr: 1.000e-02, eta: 9:17:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7570, top5_acc: 0.9141, loss_cls: 0.8257, loss: 0.8257, grad_norm: 4.0965 2021-05-06 04:40:03,749 - mmaction - INFO - Epoch [20][1120/1853] lr: 1.000e-02, eta: 9:16:53, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9133, loss_cls: 0.7940, loss: 0.7940, grad_norm: 3.6968 2021-05-06 04:40:14,966 - mmaction - INFO - Epoch [20][1140/1853] lr: 1.000e-02, eta: 9:16:41, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7750, top5_acc: 0.9109, loss_cls: 0.7601, loss: 0.7601, grad_norm: 3.5355 2021-05-06 04:40:26,148 - mmaction - INFO - Epoch [20][1160/1853] lr: 1.000e-02, eta: 9:16:28, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7680, top5_acc: 0.9133, loss_cls: 0.7915, loss: 0.7915, grad_norm: 3.8751 2021-05-06 04:40:37,320 - mmaction - INFO - Epoch [20][1180/1853] lr: 1.000e-02, eta: 9:16:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7844, top5_acc: 0.9195, loss_cls: 0.7172, loss: 0.7172, grad_norm: 3.5022 2021-05-06 04:40:48,502 - mmaction - INFO - Epoch [20][1200/1853] lr: 1.000e-02, eta: 9:16:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7820, top5_acc: 0.9297, loss_cls: 0.7456, loss: 0.7456, grad_norm: 3.6065 2021-05-06 04:40:59,676 - mmaction - INFO - Epoch [20][1220/1853] lr: 1.000e-02, eta: 9:15:49, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7930, top5_acc: 0.9266, loss_cls: 0.7188, loss: 0.7188, grad_norm: 3.7939 2021-05-06 04:41:10,845 - mmaction - INFO - Epoch [20][1240/1853] lr: 1.000e-02, eta: 9:15:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7828, top5_acc: 0.9172, loss_cls: 0.7483, loss: 0.7483, grad_norm: 4.0314 2021-05-06 04:41:22,020 - mmaction - INFO - Epoch [20][1260/1853] lr: 1.000e-02, eta: 9:15:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9078, loss_cls: 0.7946, loss: 0.7946, grad_norm: 3.5979 2021-05-06 04:41:33,197 - mmaction - INFO - Epoch [20][1280/1853] lr: 1.000e-02, eta: 9:15:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7805, top5_acc: 0.9211, loss_cls: 0.7390, loss: 0.7390, grad_norm: 3.7830 2021-05-06 04:41:44,376 - mmaction - INFO - Epoch [20][1300/1853] lr: 1.000e-02, eta: 9:14:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9180, loss_cls: 0.8161, loss: 0.8161, grad_norm: 3.9860 2021-05-06 04:41:55,547 - mmaction - INFO - Epoch [20][1320/1853] lr: 1.000e-02, eta: 9:14:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7664, top5_acc: 0.9062, loss_cls: 0.7841, loss: 0.7841, grad_norm: 4.0073 2021-05-06 04:42:06,771 - mmaction - INFO - Epoch [20][1340/1853] lr: 1.000e-02, eta: 9:14:31, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7914, top5_acc: 0.9164, loss_cls: 0.7118, loss: 0.7118, grad_norm: 3.5101 2021-05-06 04:42:17,946 - mmaction - INFO - Epoch [20][1360/1853] lr: 1.000e-02, eta: 9:14:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7688, top5_acc: 0.9219, loss_cls: 0.7725, loss: 0.7725, grad_norm: 4.1758 2021-05-06 04:42:29,115 - mmaction - INFO - Epoch [20][1380/1853] lr: 1.000e-02, eta: 9:14:06, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7695, top5_acc: 0.9242, loss_cls: 0.7688, loss: 0.7688, grad_norm: 3.8152 2021-05-06 04:42:40,265 - mmaction - INFO - Epoch [20][1400/1853] lr: 1.000e-02, eta: 9:13:53, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7672, top5_acc: 0.9187, loss_cls: 0.7935, loss: 0.7935, grad_norm: 3.9557 2021-05-06 04:42:51,527 - mmaction - INFO - Epoch [20][1420/1853] lr: 1.000e-02, eta: 9:13:40, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.7469, top5_acc: 0.9156, loss_cls: 0.8191, loss: 0.8191, grad_norm: 3.8189 2021-05-06 04:43:02,708 - mmaction - INFO - Epoch [20][1440/1853] lr: 1.000e-02, eta: 9:13:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9211, loss_cls: 0.7554, loss: 0.7554, grad_norm: 3.7727 2021-05-06 04:43:13,884 - mmaction - INFO - Epoch [20][1460/1853] lr: 1.000e-02, eta: 9:13:14, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7828, top5_acc: 0.9227, loss_cls: 0.7732, loss: 0.7732, grad_norm: 4.0748 2021-05-06 04:43:25,066 - mmaction - INFO - Epoch [20][1480/1853] lr: 1.000e-02, eta: 9:13:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7883, top5_acc: 0.9148, loss_cls: 0.7683, loss: 0.7683, grad_norm: 3.7737 2021-05-06 04:43:36,212 - mmaction - INFO - Epoch [20][1500/1853] lr: 1.000e-02, eta: 9:12:48, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9102, loss_cls: 0.7548, loss: 0.7548, grad_norm: 3.7635 2021-05-06 04:43:47,396 - mmaction - INFO - Epoch [20][1520/1853] lr: 1.000e-02, eta: 9:12:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7758, top5_acc: 0.9227, loss_cls: 0.7684, loss: 0.7684, grad_norm: 3.8721 2021-05-06 04:43:58,552 - mmaction - INFO - Epoch [20][1540/1853] lr: 1.000e-02, eta: 9:12:22, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7852, top5_acc: 0.9203, loss_cls: 0.7278, loss: 0.7278, grad_norm: 3.6127 2021-05-06 04:44:09,750 - mmaction - INFO - Epoch [20][1560/1853] lr: 1.000e-02, eta: 9:12:10, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9141, loss_cls: 0.7780, loss: 0.7780, grad_norm: 3.7551 2021-05-06 04:44:20,902 - mmaction - INFO - Epoch [20][1580/1853] lr: 1.000e-02, eta: 9:11:57, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9148, loss_cls: 0.7808, loss: 0.7808, grad_norm: 4.0072 2021-05-06 04:44:32,164 - mmaction - INFO - Epoch [20][1600/1853] lr: 1.000e-02, eta: 9:11:44, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.7727, top5_acc: 0.9055, loss_cls: 0.7731, loss: 0.7731, grad_norm: 3.9487 2021-05-06 04:44:43,343 - mmaction - INFO - Epoch [20][1620/1853] lr: 1.000e-02, eta: 9:11:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7781, top5_acc: 0.9195, loss_cls: 0.7594, loss: 0.7594, grad_norm: 3.5766 2021-05-06 04:44:54,516 - mmaction - INFO - Epoch [20][1640/1853] lr: 1.000e-02, eta: 9:11:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7703, top5_acc: 0.9133, loss_cls: 0.8152, loss: 0.8152, grad_norm: 3.7442 2021-05-06 04:45:05,682 - mmaction - INFO - Epoch [20][1660/1853] lr: 1.000e-02, eta: 9:11:05, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7773, top5_acc: 0.9195, loss_cls: 0.7734, loss: 0.7734, grad_norm: 3.7143 2021-05-06 04:45:16,857 - mmaction - INFO - Epoch [20][1680/1853] lr: 1.000e-02, eta: 9:10:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7719, top5_acc: 0.9141, loss_cls: 0.7806, loss: 0.7806, grad_norm: 3.9981 2021-05-06 04:45:27,997 - mmaction - INFO - Epoch [20][1700/1853] lr: 1.000e-02, eta: 9:10:39, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7789, top5_acc: 0.9273, loss_cls: 0.7641, loss: 0.7641, grad_norm: 3.6889 2021-05-06 04:45:39,173 - mmaction - INFO - Epoch [20][1720/1853] lr: 1.000e-02, eta: 9:10:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7633, top5_acc: 0.9156, loss_cls: 0.7938, loss: 0.7938, grad_norm: 3.8020 2021-05-06 04:45:50,343 - mmaction - INFO - Epoch [20][1740/1853] lr: 1.000e-02, eta: 9:10:14, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.7789, top5_acc: 0.9156, loss_cls: 0.7550, loss: 0.7550, grad_norm: 3.5656 2021-05-06 04:46:01,523 - mmaction - INFO - Epoch [20][1760/1853] lr: 1.000e-02, eta: 9:10:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7906, top5_acc: 0.9281, loss_cls: 0.7115, loss: 0.7115, grad_norm: 3.3644 2021-05-06 04:46:12,707 - mmaction - INFO - Epoch [20][1780/1853] lr: 1.000e-02, eta: 9:09:48, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8063, top5_acc: 0.9375, loss_cls: 0.6506, loss: 0.6506, grad_norm: 3.8959 2021-05-06 04:46:23,894 - mmaction - INFO - Epoch [20][1800/1853] lr: 1.000e-02, eta: 9:09:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7961, top5_acc: 0.9180, loss_cls: 0.7184, loss: 0.7184, grad_norm: 3.9976 2021-05-06 04:46:35,042 - mmaction - INFO - Epoch [20][1820/1853] lr: 1.000e-02, eta: 9:09:22, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7586, top5_acc: 0.9117, loss_cls: 0.8106, loss: 0.8106, grad_norm: 3.7786 2021-05-06 04:46:46,227 - mmaction - INFO - Epoch [20][1840/1853] lr: 1.000e-02, eta: 9:09:09, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7766, top5_acc: 0.9219, loss_cls: 0.7641, loss: 0.7641, grad_norm: 4.3870 2021-05-06 04:46:54,487 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-05-06 04:48:29,753 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 04:48:29,783 - mmaction - INFO - top1_acc 0.9278 top5_acc 0.9949 2021-05-06 04:48:29,783 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 04:48:29,791 - mmaction - INFO - mean_acc 0.9241 2021-05-06 04:48:29,793 - mmaction - INFO - Epoch(val) [20][1853] top1_acc: 0.9278, top5_acc: 0.9949, mean_class_accuracy: 0.9241 2021-05-06 04:49:39,565 - mmaction - INFO - Epoch [21][20/1853] lr: 1.000e-03, eta: 9:10:05, time: 3.488, data_time: 2.926, memory: 7064, top1_acc: 0.7641, top5_acc: 0.9133, loss_cls: 0.8050, loss: 0.8050, grad_norm: 3.9001 2021-05-06 04:49:50,684 - mmaction - INFO - Epoch [21][40/1853] lr: 1.000e-03, eta: 9:09:52, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.7969, top5_acc: 0.9195, loss_cls: 0.7252, loss: 0.7252, grad_norm: 3.5772 2021-05-06 04:50:01,825 - mmaction - INFO - Epoch [21][60/1853] lr: 1.000e-03, eta: 9:09:39, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7977, top5_acc: 0.9281, loss_cls: 0.6889, loss: 0.6889, grad_norm: 3.1476 2021-05-06 04:50:12,965 - mmaction - INFO - Epoch [21][80/1853] lr: 1.000e-03, eta: 9:09:26, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.7977, top5_acc: 0.9195, loss_cls: 0.7055, loss: 0.7055, grad_norm: 3.4029 2021-05-06 04:50:24,134 - mmaction - INFO - Epoch [21][100/1853] lr: 1.000e-03, eta: 9:09:13, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8031, top5_acc: 0.9336, loss_cls: 0.6528, loss: 0.6528, grad_norm: 3.3354 2021-05-06 04:50:35,292 - mmaction - INFO - Epoch [21][120/1853] lr: 1.000e-03, eta: 9:09:00, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7969, top5_acc: 0.9219, loss_cls: 0.6822, loss: 0.6822, grad_norm: 3.2860 2021-05-06 04:50:46,457 - mmaction - INFO - Epoch [21][140/1853] lr: 1.000e-03, eta: 9:08:47, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.7937, top5_acc: 0.9156, loss_cls: 0.7057, loss: 0.7057, grad_norm: 3.6454 2021-05-06 04:50:57,635 - mmaction - INFO - Epoch [21][160/1853] lr: 1.000e-03, eta: 9:08:34, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7906, top5_acc: 0.9242, loss_cls: 0.7164, loss: 0.7164, grad_norm: 3.5027 2021-05-06 04:51:08,800 - mmaction - INFO - Epoch [21][180/1853] lr: 1.000e-03, eta: 9:08:21, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7930, top5_acc: 0.9211, loss_cls: 0.6950, loss: 0.6950, grad_norm: 3.3548 2021-05-06 04:51:19,985 - mmaction - INFO - Epoch [21][200/1853] lr: 1.000e-03, eta: 9:08:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7992, top5_acc: 0.9211, loss_cls: 0.6634, loss: 0.6634, grad_norm: 3.0863 2021-05-06 04:51:31,147 - mmaction - INFO - Epoch [21][220/1853] lr: 1.000e-03, eta: 9:07:55, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8008, top5_acc: 0.9336, loss_cls: 0.6430, loss: 0.6430, grad_norm: 3.5251 2021-05-06 04:51:42,347 - mmaction - INFO - Epoch [21][240/1853] lr: 1.000e-03, eta: 9:07:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8063, top5_acc: 0.9430, loss_cls: 0.6482, loss: 0.6482, grad_norm: 3.3308 2021-05-06 04:51:53,526 - mmaction - INFO - Epoch [21][260/1853] lr: 1.000e-03, eta: 9:07:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8164, top5_acc: 0.9281, loss_cls: 0.6464, loss: 0.6464, grad_norm: 3.2558 2021-05-06 04:52:04,709 - mmaction - INFO - Epoch [21][280/1853] lr: 1.000e-03, eta: 9:07:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7953, top5_acc: 0.9328, loss_cls: 0.6823, loss: 0.6823, grad_norm: 3.6046 2021-05-06 04:52:15,922 - mmaction - INFO - Epoch [21][300/1853] lr: 1.000e-03, eta: 9:07:04, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9328, loss_cls: 0.6291, loss: 0.6291, grad_norm: 3.2809 2021-05-06 04:52:27,135 - mmaction - INFO - Epoch [21][320/1853] lr: 1.000e-03, eta: 9:06:51, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.7961, top5_acc: 0.9266, loss_cls: 0.6787, loss: 0.6787, grad_norm: 3.6289 2021-05-06 04:52:38,320 - mmaction - INFO - Epoch [21][340/1853] lr: 1.000e-03, eta: 9:06:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8172, top5_acc: 0.9406, loss_cls: 0.6148, loss: 0.6148, grad_norm: 3.4671 2021-05-06 04:52:49,475 - mmaction - INFO - Epoch [21][360/1853] lr: 1.000e-03, eta: 9:06:25, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8094, top5_acc: 0.9344, loss_cls: 0.6159, loss: 0.6159, grad_norm: 3.4242 2021-05-06 04:53:00,638 - mmaction - INFO - Epoch [21][380/1853] lr: 1.000e-03, eta: 9:06:12, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8023, top5_acc: 0.9328, loss_cls: 0.6361, loss: 0.6361, grad_norm: 3.4266 2021-05-06 04:53:11,805 - mmaction - INFO - Epoch [21][400/1853] lr: 1.000e-03, eta: 9:05:59, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8023, top5_acc: 0.9242, loss_cls: 0.6886, loss: 0.6886, grad_norm: 3.5458 2021-05-06 04:53:22,977 - mmaction - INFO - Epoch [21][420/1853] lr: 1.000e-03, eta: 9:05:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8063, top5_acc: 0.9313, loss_cls: 0.6582, loss: 0.6582, grad_norm: 3.6279 2021-05-06 04:53:34,189 - mmaction - INFO - Epoch [21][440/1853] lr: 1.000e-03, eta: 9:05:34, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9289, loss_cls: 0.6210, loss: 0.6210, grad_norm: 3.3580 2021-05-06 04:53:45,364 - mmaction - INFO - Epoch [21][460/1853] lr: 1.000e-03, eta: 9:05:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8086, top5_acc: 0.9305, loss_cls: 0.6269, loss: 0.6269, grad_norm: 3.3547 2021-05-06 04:53:56,554 - mmaction - INFO - Epoch [21][480/1853] lr: 1.000e-03, eta: 9:05:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9336, loss_cls: 0.6254, loss: 0.6254, grad_norm: 3.4122 2021-05-06 04:54:07,723 - mmaction - INFO - Epoch [21][500/1853] lr: 1.000e-03, eta: 9:04:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7852, top5_acc: 0.9141, loss_cls: 0.7210, loss: 0.7210, grad_norm: 3.6251 2021-05-06 04:54:18,961 - mmaction - INFO - Epoch [21][520/1853] lr: 1.000e-03, eta: 9:04:42, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8047, top5_acc: 0.9211, loss_cls: 0.6584, loss: 0.6584, grad_norm: 3.5044 2021-05-06 04:54:30,149 - mmaction - INFO - Epoch [21][540/1853] lr: 1.000e-03, eta: 9:04:29, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8063, top5_acc: 0.9227, loss_cls: 0.6683, loss: 0.6683, grad_norm: 3.3946 2021-05-06 04:54:41,329 - mmaction - INFO - Epoch [21][560/1853] lr: 1.000e-03, eta: 9:04:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9313, loss_cls: 0.6055, loss: 0.6055, grad_norm: 3.3063 2021-05-06 04:54:52,499 - mmaction - INFO - Epoch [21][580/1853] lr: 1.000e-03, eta: 9:04:04, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8094, top5_acc: 0.9164, loss_cls: 0.6609, loss: 0.6609, grad_norm: 3.4545 2021-05-06 04:55:03,726 - mmaction - INFO - Epoch [21][600/1853] lr: 1.000e-03, eta: 9:03:51, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8117, top5_acc: 0.9281, loss_cls: 0.6370, loss: 0.6370, grad_norm: 3.3437 2021-05-06 04:55:14,945 - mmaction - INFO - Epoch [21][620/1853] lr: 1.000e-03, eta: 9:03:38, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8086, top5_acc: 0.9336, loss_cls: 0.6334, loss: 0.6334, grad_norm: 3.6785 2021-05-06 04:55:26,119 - mmaction - INFO - Epoch [21][640/1853] lr: 1.000e-03, eta: 9:03:25, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8109, top5_acc: 0.9258, loss_cls: 0.6476, loss: 0.6476, grad_norm: 3.4679 2021-05-06 04:55:37,314 - mmaction - INFO - Epoch [21][660/1853] lr: 1.000e-03, eta: 9:03:12, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9406, loss_cls: 0.5831, loss: 0.5831, grad_norm: 3.3843 2021-05-06 04:55:48,494 - mmaction - INFO - Epoch [21][680/1853] lr: 1.000e-03, eta: 9:02:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9305, loss_cls: 0.6279, loss: 0.6279, grad_norm: 3.6231 2021-05-06 04:55:59,671 - mmaction - INFO - Epoch [21][700/1853] lr: 1.000e-03, eta: 9:02:47, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9398, loss_cls: 0.6079, loss: 0.6079, grad_norm: 3.5319 2021-05-06 04:56:10,881 - mmaction - INFO - Epoch [21][720/1853] lr: 1.000e-03, eta: 9:02:34, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8039, top5_acc: 0.9211, loss_cls: 0.6734, loss: 0.6734, grad_norm: 3.6040 2021-05-06 04:56:22,053 - mmaction - INFO - Epoch [21][740/1853] lr: 1.000e-03, eta: 9:02:21, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9359, loss_cls: 0.5950, loss: 0.5950, grad_norm: 3.3489 2021-05-06 04:56:33,216 - mmaction - INFO - Epoch [21][760/1853] lr: 1.000e-03, eta: 9:02:08, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7922, top5_acc: 0.9313, loss_cls: 0.6849, loss: 0.6849, grad_norm: 3.7510 2021-05-06 04:56:44,414 - mmaction - INFO - Epoch [21][780/1853] lr: 1.000e-03, eta: 9:01:55, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7992, top5_acc: 0.9133, loss_cls: 0.7009, loss: 0.7009, grad_norm: 3.6134 2021-05-06 04:56:55,617 - mmaction - INFO - Epoch [21][800/1853] lr: 1.000e-03, eta: 9:01:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9328, loss_cls: 0.5904, loss: 0.5904, grad_norm: 3.3121 2021-05-06 04:57:06,797 - mmaction - INFO - Epoch [21][820/1853] lr: 1.000e-03, eta: 9:01:29, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9406, loss_cls: 0.5470, loss: 0.5470, grad_norm: 3.2922 2021-05-06 04:57:17,978 - mmaction - INFO - Epoch [21][840/1853] lr: 1.000e-03, eta: 9:01:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8023, top5_acc: 0.9297, loss_cls: 0.6856, loss: 0.6856, grad_norm: 3.7510 2021-05-06 04:57:29,163 - mmaction - INFO - Epoch [21][860/1853] lr: 1.000e-03, eta: 9:01:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8000, top5_acc: 0.9234, loss_cls: 0.6377, loss: 0.6377, grad_norm: 3.4288 2021-05-06 04:57:40,365 - mmaction - INFO - Epoch [21][880/1853] lr: 1.000e-03, eta: 9:00:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9344, loss_cls: 0.6082, loss: 0.6082, grad_norm: 3.0611 2021-05-06 04:57:51,546 - mmaction - INFO - Epoch [21][900/1853] lr: 1.000e-03, eta: 9:00:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8047, top5_acc: 0.9289, loss_cls: 0.6676, loss: 0.6676, grad_norm: 3.5786 2021-05-06 04:58:02,740 - mmaction - INFO - Epoch [21][920/1853] lr: 1.000e-03, eta: 9:00:25, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7961, top5_acc: 0.9281, loss_cls: 0.6593, loss: 0.6593, grad_norm: 3.6704 2021-05-06 04:58:13,939 - mmaction - INFO - Epoch [21][940/1853] lr: 1.000e-03, eta: 9:00:12, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9336, loss_cls: 0.5927, loss: 0.5927, grad_norm: 3.4080 2021-05-06 04:58:25,155 - mmaction - INFO - Epoch [21][960/1853] lr: 1.000e-03, eta: 9:00:00, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8070, top5_acc: 0.9281, loss_cls: 0.6557, loss: 0.6557, grad_norm: 3.4381 2021-05-06 04:58:36,358 - mmaction - INFO - Epoch [21][980/1853] lr: 1.000e-03, eta: 8:59:47, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9422, loss_cls: 0.5694, loss: 0.5694, grad_norm: 3.4209 2021-05-06 04:58:47,569 - mmaction - INFO - Epoch [21][1000/1853] lr: 1.000e-03, eta: 8:59:34, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8023, top5_acc: 0.9281, loss_cls: 0.6484, loss: 0.6484, grad_norm: 3.5285 2021-05-06 04:58:58,786 - mmaction - INFO - Epoch [21][1020/1853] lr: 1.000e-03, eta: 8:59:21, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8016, top5_acc: 0.9266, loss_cls: 0.6460, loss: 0.6460, grad_norm: 3.4737 2021-05-06 04:59:09,949 - mmaction - INFO - Epoch [21][1040/1853] lr: 1.000e-03, eta: 8:59:08, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7977, top5_acc: 0.9273, loss_cls: 0.6804, loss: 0.6804, grad_norm: 3.7702 2021-05-06 04:59:21,162 - mmaction - INFO - Epoch [21][1060/1853] lr: 1.000e-03, eta: 8:58:56, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9375, loss_cls: 0.6062, loss: 0.6062, grad_norm: 3.2414 2021-05-06 04:59:32,353 - mmaction - INFO - Epoch [21][1080/1853] lr: 1.000e-03, eta: 8:58:43, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9359, loss_cls: 0.6259, loss: 0.6259, grad_norm: 3.4921 2021-05-06 04:59:43,555 - mmaction - INFO - Epoch [21][1100/1853] lr: 1.000e-03, eta: 8:58:30, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8195, top5_acc: 0.9461, loss_cls: 0.5802, loss: 0.5802, grad_norm: 3.6113 2021-05-06 04:59:54,737 - mmaction - INFO - Epoch [21][1120/1853] lr: 1.000e-03, eta: 8:58:17, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9203, loss_cls: 0.6417, loss: 0.6417, grad_norm: 3.4122 2021-05-06 05:00:05,933 - mmaction - INFO - Epoch [21][1140/1853] lr: 1.000e-03, eta: 8:58:04, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8164, top5_acc: 0.9234, loss_cls: 0.6248, loss: 0.6248, grad_norm: 3.4155 2021-05-06 05:00:17,135 - mmaction - INFO - Epoch [21][1160/1853] lr: 1.000e-03, eta: 8:57:52, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.7937, top5_acc: 0.9234, loss_cls: 0.6555, loss: 0.6555, grad_norm: 3.3343 2021-05-06 05:00:28,310 - mmaction - INFO - Epoch [21][1180/1853] lr: 1.000e-03, eta: 8:57:39, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8164, top5_acc: 0.9297, loss_cls: 0.6269, loss: 0.6269, grad_norm: 3.3469 2021-05-06 05:00:39,497 - mmaction - INFO - Epoch [21][1200/1853] lr: 1.000e-03, eta: 8:57:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9266, loss_cls: 0.6204, loss: 0.6204, grad_norm: 3.2981 2021-05-06 05:00:50,702 - mmaction - INFO - Epoch [21][1220/1853] lr: 1.000e-03, eta: 8:57:13, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9391, loss_cls: 0.6097, loss: 0.6097, grad_norm: 3.4327 2021-05-06 05:01:01,905 - mmaction - INFO - Epoch [21][1240/1853] lr: 1.000e-03, eta: 8:57:00, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9367, loss_cls: 0.6108, loss: 0.6108, grad_norm: 3.4058 2021-05-06 05:01:13,070 - mmaction - INFO - Epoch [21][1260/1853] lr: 1.000e-03, eta: 8:56:48, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8125, top5_acc: 0.9313, loss_cls: 0.6430, loss: 0.6430, grad_norm: 3.4096 2021-05-06 05:01:24,263 - mmaction - INFO - Epoch [21][1280/1853] lr: 1.000e-03, eta: 8:56:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8023, top5_acc: 0.9242, loss_cls: 0.6538, loss: 0.6538, grad_norm: 3.6393 2021-05-06 05:01:35,529 - mmaction - INFO - Epoch [21][1300/1853] lr: 1.000e-03, eta: 8:56:22, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8172, top5_acc: 0.9242, loss_cls: 0.6307, loss: 0.6307, grad_norm: 3.3533 2021-05-06 05:01:46,766 - mmaction - INFO - Epoch [21][1320/1853] lr: 1.000e-03, eta: 8:56:09, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8195, top5_acc: 0.9242, loss_cls: 0.6447, loss: 0.6447, grad_norm: 3.5040 2021-05-06 05:01:57,954 - mmaction - INFO - Epoch [21][1340/1853] lr: 1.000e-03, eta: 8:55:56, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7984, top5_acc: 0.9250, loss_cls: 0.6826, loss: 0.6826, grad_norm: 3.4526 2021-05-06 05:02:09,154 - mmaction - INFO - Epoch [21][1360/1853] lr: 1.000e-03, eta: 8:55:44, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9187, loss_cls: 0.6208, loss: 0.6208, grad_norm: 3.2097 2021-05-06 05:02:20,339 - mmaction - INFO - Epoch [21][1380/1853] lr: 1.000e-03, eta: 8:55:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8117, top5_acc: 0.9281, loss_cls: 0.6433, loss: 0.6433, grad_norm: 3.4406 2021-05-06 05:02:31,513 - mmaction - INFO - Epoch [21][1400/1853] lr: 1.000e-03, eta: 8:55:18, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9328, loss_cls: 0.5907, loss: 0.5907, grad_norm: 3.3308 2021-05-06 05:02:42,674 - mmaction - INFO - Epoch [21][1420/1853] lr: 1.000e-03, eta: 8:55:05, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9375, loss_cls: 0.6131, loss: 0.6131, grad_norm: 3.2593 2021-05-06 05:02:53,842 - mmaction - INFO - Epoch [21][1440/1853] lr: 1.000e-03, eta: 8:54:52, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9328, loss_cls: 0.5999, loss: 0.5999, grad_norm: 3.4674 2021-05-06 05:03:05,040 - mmaction - INFO - Epoch [21][1460/1853] lr: 1.000e-03, eta: 8:54:40, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8039, top5_acc: 0.9328, loss_cls: 0.6202, loss: 0.6202, grad_norm: 3.2808 2021-05-06 05:03:16,242 - mmaction - INFO - Epoch [21][1480/1853] lr: 1.000e-03, eta: 8:54:27, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9195, loss_cls: 0.6460, loss: 0.6460, grad_norm: 3.5359 2021-05-06 05:03:27,446 - mmaction - INFO - Epoch [21][1500/1853] lr: 1.000e-03, eta: 8:54:14, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9383, loss_cls: 0.5791, loss: 0.5791, grad_norm: 3.3749 2021-05-06 05:03:38,675 - mmaction - INFO - Epoch [21][1520/1853] lr: 1.000e-03, eta: 8:54:01, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8164, top5_acc: 0.9266, loss_cls: 0.6215, loss: 0.6215, grad_norm: 3.5979 2021-05-06 05:03:49,866 - mmaction - INFO - Epoch [21][1540/1853] lr: 1.000e-03, eta: 8:53:49, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9313, loss_cls: 0.5857, loss: 0.5857, grad_norm: 3.3301 2021-05-06 05:04:01,064 - mmaction - INFO - Epoch [21][1560/1853] lr: 1.000e-03, eta: 8:53:36, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9344, loss_cls: 0.5687, loss: 0.5687, grad_norm: 3.3895 2021-05-06 05:04:12,252 - mmaction - INFO - Epoch [21][1580/1853] lr: 1.000e-03, eta: 8:53:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9344, loss_cls: 0.5572, loss: 0.5572, grad_norm: 3.4127 2021-05-06 05:04:23,480 - mmaction - INFO - Epoch [21][1600/1853] lr: 1.000e-03, eta: 8:53:10, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9430, loss_cls: 0.5573, loss: 0.5573, grad_norm: 3.6330 2021-05-06 05:04:34,673 - mmaction - INFO - Epoch [21][1620/1853] lr: 1.000e-03, eta: 8:52:58, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9477, loss_cls: 0.5602, loss: 0.5602, grad_norm: 3.5872 2021-05-06 05:04:45,857 - mmaction - INFO - Epoch [21][1640/1853] lr: 1.000e-03, eta: 8:52:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9328, loss_cls: 0.5931, loss: 0.5931, grad_norm: 3.5224 2021-05-06 05:04:57,035 - mmaction - INFO - Epoch [21][1660/1853] lr: 1.000e-03, eta: 8:52:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8086, top5_acc: 0.9234, loss_cls: 0.6348, loss: 0.6348, grad_norm: 3.5591 2021-05-06 05:05:08,221 - mmaction - INFO - Epoch [21][1680/1853] lr: 1.000e-03, eta: 8:52:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9352, loss_cls: 0.5732, loss: 0.5732, grad_norm: 3.6379 2021-05-06 05:05:19,407 - mmaction - INFO - Epoch [21][1700/1853] lr: 1.000e-03, eta: 8:52:06, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9289, loss_cls: 0.6161, loss: 0.6161, grad_norm: 3.6399 2021-05-06 05:05:30,852 - mmaction - INFO - Epoch [21][1720/1853] lr: 1.000e-03, eta: 8:51:54, time: 0.572, data_time: 0.002, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9258, loss_cls: 0.6163, loss: 0.6163, grad_norm: 3.4834 2021-05-06 05:05:42,017 - mmaction - INFO - Epoch [21][1740/1853] lr: 1.000e-03, eta: 8:51:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9273, loss_cls: 0.6029, loss: 0.6029, grad_norm: 3.3297 2021-05-06 05:05:53,208 - mmaction - INFO - Epoch [21][1760/1853] lr: 1.000e-03, eta: 8:51:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9281, loss_cls: 0.6045, loss: 0.6045, grad_norm: 3.5062 2021-05-06 05:06:04,382 - mmaction - INFO - Epoch [21][1780/1853] lr: 1.000e-03, eta: 8:51:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9359, loss_cls: 0.5952, loss: 0.5952, grad_norm: 3.3224 2021-05-06 05:06:15,557 - mmaction - INFO - Epoch [21][1800/1853] lr: 1.000e-03, eta: 8:51:03, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9297, loss_cls: 0.5838, loss: 0.5838, grad_norm: 3.4976 2021-05-06 05:06:26,702 - mmaction - INFO - Epoch [21][1820/1853] lr: 1.000e-03, eta: 8:50:50, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8156, top5_acc: 0.9305, loss_cls: 0.6456, loss: 0.6456, grad_norm: 3.7778 2021-05-06 05:06:37,902 - mmaction - INFO - Epoch [21][1840/1853] lr: 1.000e-03, eta: 8:50:37, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8109, top5_acc: 0.9289, loss_cls: 0.6059, loss: 0.6059, grad_norm: 3.6048 2021-05-06 05:06:46,218 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-05-06 05:08:13,595 - mmaction - INFO - Epoch [22][20/1853] lr: 1.000e-03, eta: 8:51:50, time: 4.303, data_time: 3.742, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9266, loss_cls: 0.5597, loss: 0.5597, grad_norm: 3.2002 2021-05-06 05:08:24,742 - mmaction - INFO - Epoch [22][40/1853] lr: 1.000e-03, eta: 8:51:37, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9336, loss_cls: 0.5933, loss: 0.5933, grad_norm: 3.5297 2021-05-06 05:08:35,825 - mmaction - INFO - Epoch [22][60/1853] lr: 1.000e-03, eta: 8:51:24, time: 0.554, data_time: 0.001, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9219, loss_cls: 0.6465, loss: 0.6465, grad_norm: 3.6175 2021-05-06 05:08:46,953 - mmaction - INFO - Epoch [22][80/1853] lr: 1.000e-03, eta: 8:51:11, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.8078, top5_acc: 0.9406, loss_cls: 0.6145, loss: 0.6145, grad_norm: 3.6229 2021-05-06 05:08:58,102 - mmaction - INFO - Epoch [22][100/1853] lr: 1.000e-03, eta: 8:50:58, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8109, top5_acc: 0.9367, loss_cls: 0.6188, loss: 0.6188, grad_norm: 3.6582 2021-05-06 05:09:09,253 - mmaction - INFO - Epoch [22][120/1853] lr: 1.000e-03, eta: 8:50:45, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9453, loss_cls: 0.5504, loss: 0.5504, grad_norm: 3.2633 2021-05-06 05:09:20,416 - mmaction - INFO - Epoch [22][140/1853] lr: 1.000e-03, eta: 8:50:32, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8164, top5_acc: 0.9281, loss_cls: 0.6320, loss: 0.6320, grad_norm: 3.7583 2021-05-06 05:09:31,601 - mmaction - INFO - Epoch [22][160/1853] lr: 1.000e-03, eta: 8:50:19, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9359, loss_cls: 0.6092, loss: 0.6092, grad_norm: 3.5910 2021-05-06 05:09:42,754 - mmaction - INFO - Epoch [22][180/1853] lr: 1.000e-03, eta: 8:50:07, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8055, top5_acc: 0.9367, loss_cls: 0.5928, loss: 0.5928, grad_norm: 3.9024 2021-05-06 05:09:53,917 - mmaction - INFO - Epoch [22][200/1853] lr: 1.000e-03, eta: 8:49:54, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8016, top5_acc: 0.9297, loss_cls: 0.6487, loss: 0.6487, grad_norm: 3.8671 2021-05-06 05:10:05,086 - mmaction - INFO - Epoch [22][220/1853] lr: 1.000e-03, eta: 8:49:41, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9242, loss_cls: 0.5997, loss: 0.5997, grad_norm: 3.5252 2021-05-06 05:10:16,255 - mmaction - INFO - Epoch [22][240/1853] lr: 1.000e-03, eta: 8:49:28, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7969, top5_acc: 0.9102, loss_cls: 0.6731, loss: 0.6731, grad_norm: 3.4623 2021-05-06 05:10:27,457 - mmaction - INFO - Epoch [22][260/1853] lr: 1.000e-03, eta: 8:49:15, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8109, top5_acc: 0.9266, loss_cls: 0.6412, loss: 0.6412, grad_norm: 3.5751 2021-05-06 05:10:38,633 - mmaction - INFO - Epoch [22][280/1853] lr: 1.000e-03, eta: 8:49:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8172, top5_acc: 0.9453, loss_cls: 0.6256, loss: 0.6256, grad_norm: 3.7216 2021-05-06 05:10:49,814 - mmaction - INFO - Epoch [22][300/1853] lr: 1.000e-03, eta: 8:48:50, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8195, top5_acc: 0.9453, loss_cls: 0.5920, loss: 0.5920, grad_norm: 3.6800 2021-05-06 05:11:00,985 - mmaction - INFO - Epoch [22][320/1853] lr: 1.000e-03, eta: 8:48:37, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9453, loss_cls: 0.5484, loss: 0.5484, grad_norm: 3.2735 2021-05-06 05:11:12,209 - mmaction - INFO - Epoch [22][340/1853] lr: 1.000e-03, eta: 8:48:24, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8133, top5_acc: 0.9422, loss_cls: 0.6036, loss: 0.6036, grad_norm: 3.5680 2021-05-06 05:11:23,403 - mmaction - INFO - Epoch [22][360/1853] lr: 1.000e-03, eta: 8:48:11, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9398, loss_cls: 0.5677, loss: 0.5677, grad_norm: 3.4419 2021-05-06 05:11:34,556 - mmaction - INFO - Epoch [22][380/1853] lr: 1.000e-03, eta: 8:47:58, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9297, loss_cls: 0.5870, loss: 0.5870, grad_norm: 3.5772 2021-05-06 05:11:45,744 - mmaction - INFO - Epoch [22][400/1853] lr: 1.000e-03, eta: 8:47:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9375, loss_cls: 0.5750, loss: 0.5750, grad_norm: 3.5607 2021-05-06 05:11:56,898 - mmaction - INFO - Epoch [22][420/1853] lr: 1.000e-03, eta: 8:47:33, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9445, loss_cls: 0.5493, loss: 0.5493, grad_norm: 3.7025 2021-05-06 05:12:08,078 - mmaction - INFO - Epoch [22][440/1853] lr: 1.000e-03, eta: 8:47:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9461, loss_cls: 0.5796, loss: 0.5796, grad_norm: 3.8097 2021-05-06 05:12:19,275 - mmaction - INFO - Epoch [22][460/1853] lr: 1.000e-03, eta: 8:47:07, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9367, loss_cls: 0.5878, loss: 0.5878, grad_norm: 3.6461 2021-05-06 05:12:30,457 - mmaction - INFO - Epoch [22][480/1853] lr: 1.000e-03, eta: 8:46:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9305, loss_cls: 0.5832, loss: 0.5832, grad_norm: 3.2456 2021-05-06 05:12:41,698 - mmaction - INFO - Epoch [22][500/1853] lr: 1.000e-03, eta: 8:46:41, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9398, loss_cls: 0.6011, loss: 0.6011, grad_norm: 3.9224 2021-05-06 05:12:52,883 - mmaction - INFO - Epoch [22][520/1853] lr: 1.000e-03, eta: 8:46:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8148, top5_acc: 0.9187, loss_cls: 0.6390, loss: 0.6390, grad_norm: 3.5260 2021-05-06 05:13:04,091 - mmaction - INFO - Epoch [22][540/1853] lr: 1.000e-03, eta: 8:46:16, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.7992, top5_acc: 0.9148, loss_cls: 0.6723, loss: 0.6723, grad_norm: 3.7095 2021-05-06 05:13:15,248 - mmaction - INFO - Epoch [22][560/1853] lr: 1.000e-03, eta: 8:46:03, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9437, loss_cls: 0.5367, loss: 0.5367, grad_norm: 3.4113 2021-05-06 05:13:26,442 - mmaction - INFO - Epoch [22][580/1853] lr: 1.000e-03, eta: 8:45:50, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9477, loss_cls: 0.5436, loss: 0.5436, grad_norm: 3.4048 2021-05-06 05:13:37,615 - mmaction - INFO - Epoch [22][600/1853] lr: 1.000e-03, eta: 8:45:37, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9437, loss_cls: 0.5319, loss: 0.5319, grad_norm: 3.4605 2021-05-06 05:13:48,821 - mmaction - INFO - Epoch [22][620/1853] lr: 1.000e-03, eta: 8:45:25, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9445, loss_cls: 0.6235, loss: 0.6235, grad_norm: 3.8517 2021-05-06 05:14:00,025 - mmaction - INFO - Epoch [22][640/1853] lr: 1.000e-03, eta: 8:45:12, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9289, loss_cls: 0.6161, loss: 0.6161, grad_norm: 3.7008 2021-05-06 05:14:11,215 - mmaction - INFO - Epoch [22][660/1853] lr: 1.000e-03, eta: 8:44:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9313, loss_cls: 0.6211, loss: 0.6211, grad_norm: 3.6747 2021-05-06 05:14:22,427 - mmaction - INFO - Epoch [22][680/1853] lr: 1.000e-03, eta: 8:44:46, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9273, loss_cls: 0.5755, loss: 0.5755, grad_norm: 3.2948 2021-05-06 05:14:33,607 - mmaction - INFO - Epoch [22][700/1853] lr: 1.000e-03, eta: 8:44:34, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9336, loss_cls: 0.5981, loss: 0.5981, grad_norm: 3.7401 2021-05-06 05:14:44,784 - mmaction - INFO - Epoch [22][720/1853] lr: 1.000e-03, eta: 8:44:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8195, top5_acc: 0.9375, loss_cls: 0.6053, loss: 0.6053, grad_norm: 3.6360 2021-05-06 05:14:55,961 - mmaction - INFO - Epoch [22][740/1853] lr: 1.000e-03, eta: 8:44:08, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8195, top5_acc: 0.9266, loss_cls: 0.6175, loss: 0.6175, grad_norm: 3.4635 2021-05-06 05:15:07,143 - mmaction - INFO - Epoch [22][760/1853] lr: 1.000e-03, eta: 8:43:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9344, loss_cls: 0.5942, loss: 0.5942, grad_norm: 3.5340 2021-05-06 05:15:18,364 - mmaction - INFO - Epoch [22][780/1853] lr: 1.000e-03, eta: 8:43:43, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8094, top5_acc: 0.9234, loss_cls: 0.6461, loss: 0.6461, grad_norm: 3.5312 2021-05-06 05:15:29,569 - mmaction - INFO - Epoch [22][800/1853] lr: 1.000e-03, eta: 8:43:30, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9359, loss_cls: 0.5955, loss: 0.5955, grad_norm: 3.5030 2021-05-06 05:15:40,732 - mmaction - INFO - Epoch [22][820/1853] lr: 1.000e-03, eta: 8:43:17, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8195, top5_acc: 0.9359, loss_cls: 0.6116, loss: 0.6116, grad_norm: 3.4912 2021-05-06 05:15:51,904 - mmaction - INFO - Epoch [22][840/1853] lr: 1.000e-03, eta: 8:43:04, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9383, loss_cls: 0.6003, loss: 0.6003, grad_norm: 3.3605 2021-05-06 05:16:03,083 - mmaction - INFO - Epoch [22][860/1853] lr: 1.000e-03, eta: 8:42:51, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9281, loss_cls: 0.6092, loss: 0.6092, grad_norm: 3.3808 2021-05-06 05:16:14,255 - mmaction - INFO - Epoch [22][880/1853] lr: 1.000e-03, eta: 8:42:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9461, loss_cls: 0.5505, loss: 0.5505, grad_norm: 3.4590 2021-05-06 05:16:25,435 - mmaction - INFO - Epoch [22][900/1853] lr: 1.000e-03, eta: 8:42:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.7992, top5_acc: 0.9313, loss_cls: 0.6466, loss: 0.6466, grad_norm: 3.9001 2021-05-06 05:16:36,803 - mmaction - INFO - Epoch [22][920/1853] lr: 1.000e-03, eta: 8:42:13, time: 0.568, data_time: 0.001, memory: 7064, top1_acc: 0.8117, top5_acc: 0.9359, loss_cls: 0.6164, loss: 0.6164, grad_norm: 3.6555 2021-05-06 05:16:48,019 - mmaction - INFO - Epoch [22][940/1853] lr: 1.000e-03, eta: 8:42:01, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9414, loss_cls: 0.5815, loss: 0.5815, grad_norm: 3.4895 2021-05-06 05:16:59,228 - mmaction - INFO - Epoch [22][960/1853] lr: 1.000e-03, eta: 8:41:48, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9258, loss_cls: 0.6210, loss: 0.6210, grad_norm: 3.6071 2021-05-06 05:17:10,415 - mmaction - INFO - Epoch [22][980/1853] lr: 1.000e-03, eta: 8:41:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9469, loss_cls: 0.5891, loss: 0.5891, grad_norm: 3.6885 2021-05-06 05:17:21,601 - mmaction - INFO - Epoch [22][1000/1853] lr: 1.000e-03, eta: 8:41:22, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9359, loss_cls: 0.5594, loss: 0.5594, grad_norm: 3.5626 2021-05-06 05:17:32,797 - mmaction - INFO - Epoch [22][1020/1853] lr: 1.000e-03, eta: 8:41:10, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9234, loss_cls: 0.5870, loss: 0.5870, grad_norm: 3.3192 2021-05-06 05:17:43,992 - mmaction - INFO - Epoch [22][1040/1853] lr: 1.000e-03, eta: 8:40:57, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9242, loss_cls: 0.6278, loss: 0.6278, grad_norm: 3.3958 2021-05-06 05:17:55,174 - mmaction - INFO - Epoch [22][1060/1853] lr: 1.000e-03, eta: 8:40:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9492, loss_cls: 0.5486, loss: 0.5486, grad_norm: 3.4889 2021-05-06 05:18:06,372 - mmaction - INFO - Epoch [22][1080/1853] lr: 1.000e-03, eta: 8:40:31, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9359, loss_cls: 0.5618, loss: 0.5618, grad_norm: 3.6011 2021-05-06 05:18:17,568 - mmaction - INFO - Epoch [22][1100/1853] lr: 1.000e-03, eta: 8:40:19, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9328, loss_cls: 0.5701, loss: 0.5701, grad_norm: 3.5746 2021-05-06 05:18:28,749 - mmaction - INFO - Epoch [22][1120/1853] lr: 1.000e-03, eta: 8:40:06, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8125, top5_acc: 0.9359, loss_cls: 0.6198, loss: 0.6198, grad_norm: 3.5573 2021-05-06 05:18:39,943 - mmaction - INFO - Epoch [22][1140/1853] lr: 1.000e-03, eta: 8:39:53, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9320, loss_cls: 0.5857, loss: 0.5857, grad_norm: 3.5381 2021-05-06 05:18:51,140 - mmaction - INFO - Epoch [22][1160/1853] lr: 1.000e-03, eta: 8:39:40, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9320, loss_cls: 0.6228, loss: 0.6228, grad_norm: 3.7795 2021-05-06 05:19:02,322 - mmaction - INFO - Epoch [22][1180/1853] lr: 1.000e-03, eta: 8:39:28, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8055, top5_acc: 0.9266, loss_cls: 0.6334, loss: 0.6334, grad_norm: 3.7959 2021-05-06 05:19:13,514 - mmaction - INFO - Epoch [22][1200/1853] lr: 1.000e-03, eta: 8:39:15, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9266, loss_cls: 0.6038, loss: 0.6038, grad_norm: 3.4578 2021-05-06 05:19:24,702 - mmaction - INFO - Epoch [22][1220/1853] lr: 1.000e-03, eta: 8:39:02, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9367, loss_cls: 0.5748, loss: 0.5748, grad_norm: 3.5140 2021-05-06 05:19:35,886 - mmaction - INFO - Epoch [22][1240/1853] lr: 1.000e-03, eta: 8:38:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9398, loss_cls: 0.5318, loss: 0.5318, grad_norm: 3.5126 2021-05-06 05:19:47,098 - mmaction - INFO - Epoch [22][1260/1853] lr: 1.000e-03, eta: 8:38:37, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9430, loss_cls: 0.5836, loss: 0.5836, grad_norm: 3.8850 2021-05-06 05:19:58,287 - mmaction - INFO - Epoch [22][1280/1853] lr: 1.000e-03, eta: 8:38:24, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9422, loss_cls: 0.5586, loss: 0.5586, grad_norm: 3.6687 2021-05-06 05:20:09,495 - mmaction - INFO - Epoch [22][1300/1853] lr: 1.000e-03, eta: 8:38:11, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9477, loss_cls: 0.5438, loss: 0.5438, grad_norm: 3.5177 2021-05-06 05:20:20,668 - mmaction - INFO - Epoch [22][1320/1853] lr: 1.000e-03, eta: 8:37:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9406, loss_cls: 0.5635, loss: 0.5635, grad_norm: 3.5033 2021-05-06 05:20:31,882 - mmaction - INFO - Epoch [22][1340/1853] lr: 1.000e-03, eta: 8:37:46, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8000, top5_acc: 0.9211, loss_cls: 0.6671, loss: 0.6671, grad_norm: 3.7699 2021-05-06 05:20:43,080 - mmaction - INFO - Epoch [22][1360/1853] lr: 1.000e-03, eta: 8:37:33, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9375, loss_cls: 0.6052, loss: 0.6052, grad_norm: 3.6991 2021-05-06 05:20:54,247 - mmaction - INFO - Epoch [22][1380/1853] lr: 1.000e-03, eta: 8:37:20, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9375, loss_cls: 0.5616, loss: 0.5616, grad_norm: 3.3827 2021-05-06 05:21:05,428 - mmaction - INFO - Epoch [22][1400/1853] lr: 1.000e-03, eta: 8:37:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9414, loss_cls: 0.5448, loss: 0.5448, grad_norm: 3.4219 2021-05-06 05:21:16,604 - mmaction - INFO - Epoch [22][1420/1853] lr: 1.000e-03, eta: 8:36:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9297, loss_cls: 0.6336, loss: 0.6336, grad_norm: 3.5762 2021-05-06 05:21:27,811 - mmaction - INFO - Epoch [22][1440/1853] lr: 1.000e-03, eta: 8:36:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9406, loss_cls: 0.5810, loss: 0.5810, grad_norm: 3.6726 2021-05-06 05:21:38,960 - mmaction - INFO - Epoch [22][1460/1853] lr: 1.000e-03, eta: 8:36:29, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9352, loss_cls: 0.5753, loss: 0.5753, grad_norm: 3.6594 2021-05-06 05:21:50,178 - mmaction - INFO - Epoch [22][1480/1853] lr: 1.000e-03, eta: 8:36:17, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9313, loss_cls: 0.5919, loss: 0.5919, grad_norm: 3.3847 2021-05-06 05:22:01,340 - mmaction - INFO - Epoch [22][1500/1853] lr: 1.000e-03, eta: 8:36:04, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9437, loss_cls: 0.5535, loss: 0.5535, grad_norm: 3.5855 2021-05-06 05:22:12,534 - mmaction - INFO - Epoch [22][1520/1853] lr: 1.000e-03, eta: 8:35:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9391, loss_cls: 0.5753, loss: 0.5753, grad_norm: 3.4528 2021-05-06 05:22:23,748 - mmaction - INFO - Epoch [22][1540/1853] lr: 1.000e-03, eta: 8:35:39, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8172, top5_acc: 0.9273, loss_cls: 0.6083, loss: 0.6083, grad_norm: 3.9187 2021-05-06 05:22:34,907 - mmaction - INFO - Epoch [22][1560/1853] lr: 1.000e-03, eta: 8:35:26, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9336, loss_cls: 0.5974, loss: 0.5974, grad_norm: 3.6329 2021-05-06 05:22:46,144 - mmaction - INFO - Epoch [22][1580/1853] lr: 1.000e-03, eta: 8:35:13, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8164, top5_acc: 0.9352, loss_cls: 0.5849, loss: 0.5849, grad_norm: 3.5910 2021-05-06 05:22:57,300 - mmaction - INFO - Epoch [22][1600/1853] lr: 1.000e-03, eta: 8:35:00, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9242, loss_cls: 0.6034, loss: 0.6034, grad_norm: 3.6284 2021-05-06 05:23:08,492 - mmaction - INFO - Epoch [22][1620/1853] lr: 1.000e-03, eta: 8:34:48, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9320, loss_cls: 0.5903, loss: 0.5903, grad_norm: 3.6336 2021-05-06 05:23:19,683 - mmaction - INFO - Epoch [22][1640/1853] lr: 1.000e-03, eta: 8:34:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8125, top5_acc: 0.9305, loss_cls: 0.6308, loss: 0.6308, grad_norm: 3.6600 2021-05-06 05:23:30,879 - mmaction - INFO - Epoch [22][1660/1853] lr: 1.000e-03, eta: 8:34:22, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9367, loss_cls: 0.5743, loss: 0.5743, grad_norm: 3.4974 2021-05-06 05:23:42,070 - mmaction - INFO - Epoch [22][1680/1853] lr: 1.000e-03, eta: 8:34:10, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8164, top5_acc: 0.9266, loss_cls: 0.6300, loss: 0.6300, grad_norm: 3.6044 2021-05-06 05:23:53,244 - mmaction - INFO - Epoch [22][1700/1853] lr: 1.000e-03, eta: 8:33:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9422, loss_cls: 0.5434, loss: 0.5434, grad_norm: 3.3343 2021-05-06 05:24:04,417 - mmaction - INFO - Epoch [22][1720/1853] lr: 1.000e-03, eta: 8:33:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9383, loss_cls: 0.5787, loss: 0.5787, grad_norm: 3.6788 2021-05-06 05:24:15,602 - mmaction - INFO - Epoch [22][1740/1853] lr: 1.000e-03, eta: 8:33:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9430, loss_cls: 0.5449, loss: 0.5449, grad_norm: 3.4759 2021-05-06 05:24:26,841 - mmaction - INFO - Epoch [22][1760/1853] lr: 1.000e-03, eta: 8:33:19, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8047, top5_acc: 0.9320, loss_cls: 0.6504, loss: 0.6504, grad_norm: 3.7264 2021-05-06 05:24:38,064 - mmaction - INFO - Epoch [22][1780/1853] lr: 1.000e-03, eta: 8:33:06, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9406, loss_cls: 0.6140, loss: 0.6140, grad_norm: 3.9504 2021-05-06 05:24:49,247 - mmaction - INFO - Epoch [22][1800/1853] lr: 1.000e-03, eta: 8:32:53, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9352, loss_cls: 0.5391, loss: 0.5391, grad_norm: 3.2334 2021-05-06 05:25:00,431 - mmaction - INFO - Epoch [22][1820/1853] lr: 1.000e-03, eta: 8:32:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9414, loss_cls: 0.5655, loss: 0.5655, grad_norm: 3.5326 2021-05-06 05:25:11,599 - mmaction - INFO - Epoch [22][1840/1853] lr: 1.000e-03, eta: 8:32:28, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9375, loss_cls: 0.6258, loss: 0.6258, grad_norm: 3.8387 2021-05-06 05:25:19,992 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-05-06 05:26:57,200 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 05:26:57,230 - mmaction - INFO - top1_acc 0.9586 top5_acc 0.9982 2021-05-06 05:26:57,230 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 05:26:57,238 - mmaction - INFO - mean_acc 0.9544 2021-05-06 05:26:58,259 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. 2021-05-06 05:26:58,260 - mmaction - INFO - Best top1_acc is 0.9586 at 22 epoch. 2021-05-06 05:26:58,263 - mmaction - INFO - Epoch(val) [22][1853] top1_acc: 0.9586, top5_acc: 0.9982, mean_class_accuracy: 0.9544 2021-05-06 05:28:01,759 - mmaction - INFO - Epoch [23][20/1853] lr: 1.000e-03, eta: 8:33:04, time: 3.174, data_time: 2.610, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9320, loss_cls: 0.6352, loss: 0.6352, grad_norm: 3.9511 2021-05-06 05:28:12,881 - mmaction - INFO - Epoch [23][40/1853] lr: 1.000e-03, eta: 8:32:52, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9352, loss_cls: 0.5813, loss: 0.5813, grad_norm: 3.4083 2021-05-06 05:28:24,011 - mmaction - INFO - Epoch [23][60/1853] lr: 1.000e-03, eta: 8:32:39, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9414, loss_cls: 0.6037, loss: 0.6037, grad_norm: 3.5750 2021-05-06 05:28:35,160 - mmaction - INFO - Epoch [23][80/1853] lr: 1.000e-03, eta: 8:32:26, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9359, loss_cls: 0.5748, loss: 0.5748, grad_norm: 3.4694 2021-05-06 05:28:46,327 - mmaction - INFO - Epoch [23][100/1853] lr: 1.000e-03, eta: 8:32:13, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9320, loss_cls: 0.5963, loss: 0.5963, grad_norm: 3.5117 2021-05-06 05:28:57,535 - mmaction - INFO - Epoch [23][120/1853] lr: 1.000e-03, eta: 8:32:00, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9430, loss_cls: 0.5643, loss: 0.5643, grad_norm: 3.7338 2021-05-06 05:29:08,700 - mmaction - INFO - Epoch [23][140/1853] lr: 1.000e-03, eta: 8:31:48, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9352, loss_cls: 0.5831, loss: 0.5831, grad_norm: 3.5778 2021-05-06 05:29:19,862 - mmaction - INFO - Epoch [23][160/1853] lr: 1.000e-03, eta: 8:31:35, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9289, loss_cls: 0.5940, loss: 0.5940, grad_norm: 3.4322 2021-05-06 05:29:31,055 - mmaction - INFO - Epoch [23][180/1853] lr: 1.000e-03, eta: 8:31:22, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9266, loss_cls: 0.6084, loss: 0.6084, grad_norm: 3.6226 2021-05-06 05:29:42,224 - mmaction - INFO - Epoch [23][200/1853] lr: 1.000e-03, eta: 8:31:09, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9391, loss_cls: 0.5859, loss: 0.5859, grad_norm: 4.1158 2021-05-06 05:29:53,389 - mmaction - INFO - Epoch [23][220/1853] lr: 1.000e-03, eta: 8:30:57, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8133, top5_acc: 0.9258, loss_cls: 0.6327, loss: 0.6327, grad_norm: 3.8708 2021-05-06 05:30:04,538 - mmaction - INFO - Epoch [23][240/1853] lr: 1.000e-03, eta: 8:30:44, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9211, loss_cls: 0.5956, loss: 0.5956, grad_norm: 3.3402 2021-05-06 05:30:15,718 - mmaction - INFO - Epoch [23][260/1853] lr: 1.000e-03, eta: 8:30:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9422, loss_cls: 0.5600, loss: 0.5600, grad_norm: 3.6770 2021-05-06 05:30:26,902 - mmaction - INFO - Epoch [23][280/1853] lr: 1.000e-03, eta: 8:30:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9414, loss_cls: 0.5403, loss: 0.5403, grad_norm: 3.6308 2021-05-06 05:30:38,078 - mmaction - INFO - Epoch [23][300/1853] lr: 1.000e-03, eta: 8:30:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9336, loss_cls: 0.5585, loss: 0.5585, grad_norm: 3.3793 2021-05-06 05:30:49,281 - mmaction - INFO - Epoch [23][320/1853] lr: 1.000e-03, eta: 8:29:53, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9281, loss_cls: 0.6112, loss: 0.6112, grad_norm: 3.6197 2021-05-06 05:31:00,446 - mmaction - INFO - Epoch [23][340/1853] lr: 1.000e-03, eta: 8:29:40, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9406, loss_cls: 0.5960, loss: 0.5960, grad_norm: 3.7113 2021-05-06 05:31:11,656 - mmaction - INFO - Epoch [23][360/1853] lr: 1.000e-03, eta: 8:29:28, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9320, loss_cls: 0.6035, loss: 0.6035, grad_norm: 3.5642 2021-05-06 05:31:22,852 - mmaction - INFO - Epoch [23][380/1853] lr: 1.000e-03, eta: 8:29:15, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9352, loss_cls: 0.5984, loss: 0.5984, grad_norm: 3.8711 2021-05-06 05:31:34,042 - mmaction - INFO - Epoch [23][400/1853] lr: 1.000e-03, eta: 8:29:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9398, loss_cls: 0.5328, loss: 0.5328, grad_norm: 3.2766 2021-05-06 05:31:45,202 - mmaction - INFO - Epoch [23][420/1853] lr: 1.000e-03, eta: 8:28:49, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8133, top5_acc: 0.9250, loss_cls: 0.6372, loss: 0.6372, grad_norm: 3.6298 2021-05-06 05:31:56,391 - mmaction - INFO - Epoch [23][440/1853] lr: 1.000e-03, eta: 8:28:37, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9305, loss_cls: 0.6108, loss: 0.6108, grad_norm: 3.5239 2021-05-06 05:32:07,613 - mmaction - INFO - Epoch [23][460/1853] lr: 1.000e-03, eta: 8:28:24, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8148, top5_acc: 0.9266, loss_cls: 0.6610, loss: 0.6610, grad_norm: 3.7941 2021-05-06 05:32:18,804 - mmaction - INFO - Epoch [23][480/1853] lr: 1.000e-03, eta: 8:28:11, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9313, loss_cls: 0.6084, loss: 0.6084, grad_norm: 3.5671 2021-05-06 05:32:29,994 - mmaction - INFO - Epoch [23][500/1853] lr: 1.000e-03, eta: 8:27:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9430, loss_cls: 0.5733, loss: 0.5733, grad_norm: 3.7140 2021-05-06 05:32:41,175 - mmaction - INFO - Epoch [23][520/1853] lr: 1.000e-03, eta: 8:27:46, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9383, loss_cls: 0.5526, loss: 0.5526, grad_norm: 3.4147 2021-05-06 05:32:52,358 - mmaction - INFO - Epoch [23][540/1853] lr: 1.000e-03, eta: 8:27:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8063, top5_acc: 0.9328, loss_cls: 0.6277, loss: 0.6277, grad_norm: 3.8857 2021-05-06 05:33:03,557 - mmaction - INFO - Epoch [23][560/1853] lr: 1.000e-03, eta: 8:27:21, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8133, top5_acc: 0.9203, loss_cls: 0.6211, loss: 0.6211, grad_norm: 3.6065 2021-05-06 05:33:14,701 - mmaction - INFO - Epoch [23][580/1853] lr: 1.000e-03, eta: 8:27:08, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9211, loss_cls: 0.6225, loss: 0.6225, grad_norm: 3.4207 2021-05-06 05:33:25,876 - mmaction - INFO - Epoch [23][600/1853] lr: 1.000e-03, eta: 8:26:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9422, loss_cls: 0.5828, loss: 0.5828, grad_norm: 3.6164 2021-05-06 05:33:37,090 - mmaction - INFO - Epoch [23][620/1853] lr: 1.000e-03, eta: 8:26:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9398, loss_cls: 0.5960, loss: 0.5960, grad_norm: 3.7934 2021-05-06 05:33:48,256 - mmaction - INFO - Epoch [23][640/1853] lr: 1.000e-03, eta: 8:26:30, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9359, loss_cls: 0.5796, loss: 0.5796, grad_norm: 3.9220 2021-05-06 05:33:59,440 - mmaction - INFO - Epoch [23][660/1853] lr: 1.000e-03, eta: 8:26:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8172, top5_acc: 0.9219, loss_cls: 0.6140, loss: 0.6140, grad_norm: 3.5439 2021-05-06 05:34:10,619 - mmaction - INFO - Epoch [23][680/1853] lr: 1.000e-03, eta: 8:26:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8172, top5_acc: 0.9320, loss_cls: 0.5979, loss: 0.5979, grad_norm: 3.9270 2021-05-06 05:34:21,793 - mmaction - INFO - Epoch [23][700/1853] lr: 1.000e-03, eta: 8:25:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9430, loss_cls: 0.5740, loss: 0.5740, grad_norm: 3.7667 2021-05-06 05:34:32,982 - mmaction - INFO - Epoch [23][720/1853] lr: 1.000e-03, eta: 8:25:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8117, top5_acc: 0.9359, loss_cls: 0.6488, loss: 0.6488, grad_norm: 3.9526 2021-05-06 05:34:44,153 - mmaction - INFO - Epoch [23][740/1853] lr: 1.000e-03, eta: 8:25:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9367, loss_cls: 0.5861, loss: 0.5861, grad_norm: 3.8091 2021-05-06 05:34:55,366 - mmaction - INFO - Epoch [23][760/1853] lr: 1.000e-03, eta: 8:25:14, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9313, loss_cls: 0.6177, loss: 0.6177, grad_norm: 3.6583 2021-05-06 05:35:06,564 - mmaction - INFO - Epoch [23][780/1853] lr: 1.000e-03, eta: 8:25:01, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9258, loss_cls: 0.6027, loss: 0.6027, grad_norm: 3.5490 2021-05-06 05:35:17,783 - mmaction - INFO - Epoch [23][800/1853] lr: 1.000e-03, eta: 8:24:48, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9430, loss_cls: 0.5558, loss: 0.5558, grad_norm: 3.4051 2021-05-06 05:35:28,963 - mmaction - INFO - Epoch [23][820/1853] lr: 1.000e-03, eta: 8:24:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9281, loss_cls: 0.5844, loss: 0.5844, grad_norm: 3.5126 2021-05-06 05:35:40,144 - mmaction - INFO - Epoch [23][840/1853] lr: 1.000e-03, eta: 8:24:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9453, loss_cls: 0.5482, loss: 0.5482, grad_norm: 3.6554 2021-05-06 05:35:51,357 - mmaction - INFO - Epoch [23][860/1853] lr: 1.000e-03, eta: 8:24:10, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9375, loss_cls: 0.5656, loss: 0.5656, grad_norm: 3.5921 2021-05-06 05:36:02,544 - mmaction - INFO - Epoch [23][880/1853] lr: 1.000e-03, eta: 8:23:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9289, loss_cls: 0.5949, loss: 0.5949, grad_norm: 3.9642 2021-05-06 05:36:13,726 - mmaction - INFO - Epoch [23][900/1853] lr: 1.000e-03, eta: 8:23:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9297, loss_cls: 0.6015, loss: 0.6015, grad_norm: 3.5625 2021-05-06 05:36:24,897 - mmaction - INFO - Epoch [23][920/1853] lr: 1.000e-03, eta: 8:23:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9391, loss_cls: 0.5807, loss: 0.5807, grad_norm: 3.8103 2021-05-06 05:36:36,089 - mmaction - INFO - Epoch [23][940/1853] lr: 1.000e-03, eta: 8:23:19, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9359, loss_cls: 0.5616, loss: 0.5616, grad_norm: 3.5268 2021-05-06 05:36:47,286 - mmaction - INFO - Epoch [23][960/1853] lr: 1.000e-03, eta: 8:23:07, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8148, top5_acc: 0.9344, loss_cls: 0.6273, loss: 0.6273, grad_norm: 3.8454 2021-05-06 05:36:58,483 - mmaction - INFO - Epoch [23][980/1853] lr: 1.000e-03, eta: 8:22:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9383, loss_cls: 0.6045, loss: 0.6045, grad_norm: 3.7889 2021-05-06 05:37:09,664 - mmaction - INFO - Epoch [23][1000/1853] lr: 1.000e-03, eta: 8:22:41, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8148, top5_acc: 0.9328, loss_cls: 0.5973, loss: 0.5973, grad_norm: 3.5924 2021-05-06 05:37:20,864 - mmaction - INFO - Epoch [23][1020/1853] lr: 1.000e-03, eta: 8:22:29, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8086, top5_acc: 0.9281, loss_cls: 0.6355, loss: 0.6355, grad_norm: 3.6002 2021-05-06 05:37:32,033 - mmaction - INFO - Epoch [23][1040/1853] lr: 1.000e-03, eta: 8:22:16, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9344, loss_cls: 0.5843, loss: 0.5843, grad_norm: 3.5315 2021-05-06 05:37:43,227 - mmaction - INFO - Epoch [23][1060/1853] lr: 1.000e-03, eta: 8:22:03, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8031, top5_acc: 0.9227, loss_cls: 0.6311, loss: 0.6311, grad_norm: 3.5117 2021-05-06 05:37:54,415 - mmaction - INFO - Epoch [23][1080/1853] lr: 1.000e-03, eta: 8:21:51, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9359, loss_cls: 0.6155, loss: 0.6155, grad_norm: 3.8567 2021-05-06 05:38:05,582 - mmaction - INFO - Epoch [23][1100/1853] lr: 1.000e-03, eta: 8:21:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9430, loss_cls: 0.5346, loss: 0.5346, grad_norm: 3.6166 2021-05-06 05:38:16,752 - mmaction - INFO - Epoch [23][1120/1853] lr: 1.000e-03, eta: 8:21:25, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9344, loss_cls: 0.5689, loss: 0.5689, grad_norm: 3.8007 2021-05-06 05:38:27,911 - mmaction - INFO - Epoch [23][1140/1853] lr: 1.000e-03, eta: 8:21:13, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9406, loss_cls: 0.5688, loss: 0.5688, grad_norm: 3.5898 2021-05-06 05:38:39,123 - mmaction - INFO - Epoch [23][1160/1853] lr: 1.000e-03, eta: 8:21:00, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9234, loss_cls: 0.6047, loss: 0.6047, grad_norm: 3.8163 2021-05-06 05:38:50,332 - mmaction - INFO - Epoch [23][1180/1853] lr: 1.000e-03, eta: 8:20:47, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9297, loss_cls: 0.5878, loss: 0.5878, grad_norm: 3.6072 2021-05-06 05:39:01,529 - mmaction - INFO - Epoch [23][1200/1853] lr: 1.000e-03, eta: 8:20:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9266, loss_cls: 0.5544, loss: 0.5544, grad_norm: 3.3773 2021-05-06 05:39:12,723 - mmaction - INFO - Epoch [23][1220/1853] lr: 1.000e-03, eta: 8:20:22, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9336, loss_cls: 0.5886, loss: 0.5886, grad_norm: 3.5618 2021-05-06 05:39:23,909 - mmaction - INFO - Epoch [23][1240/1853] lr: 1.000e-03, eta: 8:20:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9398, loss_cls: 0.5716, loss: 0.5716, grad_norm: 3.6481 2021-05-06 05:39:35,185 - mmaction - INFO - Epoch [23][1260/1853] lr: 1.000e-03, eta: 8:19:57, time: 0.564, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9219, loss_cls: 0.6052, loss: 0.6052, grad_norm: 3.7303 2021-05-06 05:39:46,386 - mmaction - INFO - Epoch [23][1280/1853] lr: 1.000e-03, eta: 8:19:44, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8039, top5_acc: 0.9219, loss_cls: 0.6365, loss: 0.6365, grad_norm: 3.6900 2021-05-06 05:39:57,583 - mmaction - INFO - Epoch [23][1300/1853] lr: 1.000e-03, eta: 8:19:32, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9297, loss_cls: 0.5707, loss: 0.5707, grad_norm: 3.6285 2021-05-06 05:40:08,784 - mmaction - INFO - Epoch [23][1320/1853] lr: 1.000e-03, eta: 8:19:19, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9258, loss_cls: 0.6434, loss: 0.6434, grad_norm: 4.0588 2021-05-06 05:40:19,998 - mmaction - INFO - Epoch [23][1340/1853] lr: 1.000e-03, eta: 8:19:06, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9305, loss_cls: 0.5784, loss: 0.5784, grad_norm: 3.7544 2021-05-06 05:40:31,217 - mmaction - INFO - Epoch [23][1360/1853] lr: 1.000e-03, eta: 8:18:54, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9258, loss_cls: 0.5833, loss: 0.5833, grad_norm: 3.5596 2021-05-06 05:40:42,432 - mmaction - INFO - Epoch [23][1380/1853] lr: 1.000e-03, eta: 8:18:41, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9391, loss_cls: 0.5787, loss: 0.5787, grad_norm: 3.7843 2021-05-06 05:40:53,628 - mmaction - INFO - Epoch [23][1400/1853] lr: 1.000e-03, eta: 8:18:29, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9453, loss_cls: 0.5449, loss: 0.5449, grad_norm: 3.8309 2021-05-06 05:41:04,811 - mmaction - INFO - Epoch [23][1420/1853] lr: 1.000e-03, eta: 8:18:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9320, loss_cls: 0.5631, loss: 0.5631, grad_norm: 3.5922 2021-05-06 05:41:16,070 - mmaction - INFO - Epoch [23][1440/1853] lr: 1.000e-03, eta: 8:18:03, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9406, loss_cls: 0.5741, loss: 0.5741, grad_norm: 3.9017 2021-05-06 05:41:27,243 - mmaction - INFO - Epoch [23][1460/1853] lr: 1.000e-03, eta: 8:17:51, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9414, loss_cls: 0.5670, loss: 0.5670, grad_norm: 3.6502 2021-05-06 05:41:38,421 - mmaction - INFO - Epoch [23][1480/1853] lr: 1.000e-03, eta: 8:17:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8172, top5_acc: 0.9391, loss_cls: 0.6015, loss: 0.6015, grad_norm: 3.8687 2021-05-06 05:41:49,614 - mmaction - INFO - Epoch [23][1500/1853] lr: 1.000e-03, eta: 8:17:26, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9344, loss_cls: 0.5967, loss: 0.5967, grad_norm: 3.7743 2021-05-06 05:42:00,824 - mmaction - INFO - Epoch [23][1520/1853] lr: 1.000e-03, eta: 8:17:13, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9297, loss_cls: 0.5865, loss: 0.5865, grad_norm: 3.8166 2021-05-06 05:42:12,027 - mmaction - INFO - Epoch [23][1540/1853] lr: 1.000e-03, eta: 8:17:00, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9305, loss_cls: 0.6015, loss: 0.6015, grad_norm: 3.5986 2021-05-06 05:42:23,256 - mmaction - INFO - Epoch [23][1560/1853] lr: 1.000e-03, eta: 8:16:48, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9383, loss_cls: 0.5563, loss: 0.5563, grad_norm: 3.8807 2021-05-06 05:42:34,455 - mmaction - INFO - Epoch [23][1580/1853] lr: 1.000e-03, eta: 8:16:35, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9281, loss_cls: 0.5936, loss: 0.5936, grad_norm: 3.8877 2021-05-06 05:42:45,646 - mmaction - INFO - Epoch [23][1600/1853] lr: 1.000e-03, eta: 8:16:22, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9320, loss_cls: 0.6035, loss: 0.6035, grad_norm: 3.7937 2021-05-06 05:42:56,851 - mmaction - INFO - Epoch [23][1620/1853] lr: 1.000e-03, eta: 8:16:10, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9367, loss_cls: 0.5279, loss: 0.5279, grad_norm: 3.6015 2021-05-06 05:43:08,030 - mmaction - INFO - Epoch [23][1640/1853] lr: 1.000e-03, eta: 8:15:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9203, loss_cls: 0.6108, loss: 0.6108, grad_norm: 3.5177 2021-05-06 05:43:19,235 - mmaction - INFO - Epoch [23][1660/1853] lr: 1.000e-03, eta: 8:15:45, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9383, loss_cls: 0.5768, loss: 0.5768, grad_norm: 4.0666 2021-05-06 05:43:30,432 - mmaction - INFO - Epoch [23][1680/1853] lr: 1.000e-03, eta: 8:15:32, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8117, top5_acc: 0.9320, loss_cls: 0.6272, loss: 0.6272, grad_norm: 3.6319 2021-05-06 05:43:41,631 - mmaction - INFO - Epoch [23][1700/1853] lr: 1.000e-03, eta: 8:15:19, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9344, loss_cls: 0.5713, loss: 0.5713, grad_norm: 3.7078 2021-05-06 05:43:52,825 - mmaction - INFO - Epoch [23][1720/1853] lr: 1.000e-03, eta: 8:15:07, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8156, top5_acc: 0.9328, loss_cls: 0.6136, loss: 0.6136, grad_norm: 3.9216 2021-05-06 05:44:04,042 - mmaction - INFO - Epoch [23][1740/1853] lr: 1.000e-03, eta: 8:14:54, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9313, loss_cls: 0.5822, loss: 0.5822, grad_norm: 3.5502 2021-05-06 05:44:15,243 - mmaction - INFO - Epoch [23][1760/1853] lr: 1.000e-03, eta: 8:14:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8156, top5_acc: 0.9320, loss_cls: 0.5867, loss: 0.5867, grad_norm: 3.8890 2021-05-06 05:44:26,402 - mmaction - INFO - Epoch [23][1780/1853] lr: 1.000e-03, eta: 8:14:29, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9359, loss_cls: 0.5742, loss: 0.5742, grad_norm: 3.6716 2021-05-06 05:44:37,652 - mmaction - INFO - Epoch [23][1800/1853] lr: 1.000e-03, eta: 8:14:16, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9250, loss_cls: 0.5949, loss: 0.5949, grad_norm: 3.6566 2021-05-06 05:44:48,845 - mmaction - INFO - Epoch [23][1820/1853] lr: 1.000e-03, eta: 8:14:04, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8055, top5_acc: 0.9289, loss_cls: 0.6179, loss: 0.6179, grad_norm: 3.8284 2021-05-06 05:45:00,058 - mmaction - INFO - Epoch [23][1840/1853] lr: 1.000e-03, eta: 8:13:51, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9336, loss_cls: 0.6451, loss: 0.6451, grad_norm: 4.0207 2021-05-06 05:45:08,376 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-05-06 05:46:27,334 - mmaction - INFO - Epoch [24][20/1853] lr: 1.000e-03, eta: 8:14:41, time: 3.913, data_time: 3.351, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9492, loss_cls: 0.5014, loss: 0.5014, grad_norm: 3.3351 2021-05-06 05:46:38,524 - mmaction - INFO - Epoch [24][40/1853] lr: 1.000e-03, eta: 8:14:28, time: 0.560, data_time: 0.003, memory: 7064, top1_acc: 0.8195, top5_acc: 0.9352, loss_cls: 0.6102, loss: 0.6102, grad_norm: 3.8804 2021-05-06 05:46:49,665 - mmaction - INFO - Epoch [24][60/1853] lr: 1.000e-03, eta: 8:14:15, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9398, loss_cls: 0.5899, loss: 0.5899, grad_norm: 3.5068 2021-05-06 05:47:00,856 - mmaction - INFO - Epoch [24][80/1853] lr: 1.000e-03, eta: 8:14:03, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9359, loss_cls: 0.6095, loss: 0.6095, grad_norm: 4.0668 2021-05-06 05:47:12,032 - mmaction - INFO - Epoch [24][100/1853] lr: 1.000e-03, eta: 8:13:50, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9445, loss_cls: 0.5317, loss: 0.5317, grad_norm: 3.6028 2021-05-06 05:47:23,194 - mmaction - INFO - Epoch [24][120/1853] lr: 1.000e-03, eta: 8:13:37, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9320, loss_cls: 0.5803, loss: 0.5803, grad_norm: 3.5238 2021-05-06 05:47:34,720 - mmaction - INFO - Epoch [24][140/1853] lr: 1.000e-03, eta: 8:13:25, time: 0.576, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9500, loss_cls: 0.5560, loss: 0.5560, grad_norm: 3.7701 2021-05-06 05:47:45,895 - mmaction - INFO - Epoch [24][160/1853] lr: 1.000e-03, eta: 8:13:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9320, loss_cls: 0.6070, loss: 0.6070, grad_norm: 4.1026 2021-05-06 05:47:57,106 - mmaction - INFO - Epoch [24][180/1853] lr: 1.000e-03, eta: 8:13:00, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9414, loss_cls: 0.5522, loss: 0.5522, grad_norm: 3.4549 2021-05-06 05:48:08,269 - mmaction - INFO - Epoch [24][200/1853] lr: 1.000e-03, eta: 8:12:47, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9313, loss_cls: 0.5728, loss: 0.5728, grad_norm: 3.7793 2021-05-06 05:48:19,477 - mmaction - INFO - Epoch [24][220/1853] lr: 1.000e-03, eta: 8:12:34, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9430, loss_cls: 0.5434, loss: 0.5434, grad_norm: 3.7962 2021-05-06 05:48:30,635 - mmaction - INFO - Epoch [24][240/1853] lr: 1.000e-03, eta: 8:12:22, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9406, loss_cls: 0.5693, loss: 0.5693, grad_norm: 3.5126 2021-05-06 05:48:41,819 - mmaction - INFO - Epoch [24][260/1853] lr: 1.000e-03, eta: 8:12:09, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9437, loss_cls: 0.5589, loss: 0.5589, grad_norm: 3.7354 2021-05-06 05:48:53,007 - mmaction - INFO - Epoch [24][280/1853] lr: 1.000e-03, eta: 8:11:56, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9250, loss_cls: 0.6204, loss: 0.6204, grad_norm: 3.8010 2021-05-06 05:49:04,175 - mmaction - INFO - Epoch [24][300/1853] lr: 1.000e-03, eta: 8:11:44, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9320, loss_cls: 0.5973, loss: 0.5973, grad_norm: 3.8398 2021-05-06 05:49:15,376 - mmaction - INFO - Epoch [24][320/1853] lr: 1.000e-03, eta: 8:11:31, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8039, top5_acc: 0.9273, loss_cls: 0.6425, loss: 0.6425, grad_norm: 3.8903 2021-05-06 05:49:26,530 - mmaction - INFO - Epoch [24][340/1853] lr: 1.000e-03, eta: 8:11:18, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8133, top5_acc: 0.9273, loss_cls: 0.6343, loss: 0.6343, grad_norm: 3.7542 2021-05-06 05:49:37,790 - mmaction - INFO - Epoch [24][360/1853] lr: 1.000e-03, eta: 8:11:06, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9516, loss_cls: 0.5195, loss: 0.5195, grad_norm: 3.6674 2021-05-06 05:49:48,969 - mmaction - INFO - Epoch [24][380/1853] lr: 1.000e-03, eta: 8:10:53, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8102, top5_acc: 0.9234, loss_cls: 0.6428, loss: 0.6428, grad_norm: 3.9271 2021-05-06 05:50:00,141 - mmaction - INFO - Epoch [24][400/1853] lr: 1.000e-03, eta: 8:10:40, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9234, loss_cls: 0.6095, loss: 0.6095, grad_norm: 3.6550 2021-05-06 05:50:11,324 - mmaction - INFO - Epoch [24][420/1853] lr: 1.000e-03, eta: 8:10:28, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9344, loss_cls: 0.5569, loss: 0.5569, grad_norm: 3.6809 2021-05-06 05:50:22,519 - mmaction - INFO - Epoch [24][440/1853] lr: 1.000e-03, eta: 8:10:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9359, loss_cls: 0.5881, loss: 0.5881, grad_norm: 3.4805 2021-05-06 05:50:33,718 - mmaction - INFO - Epoch [24][460/1853] lr: 1.000e-03, eta: 8:10:02, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9398, loss_cls: 0.5503, loss: 0.5503, grad_norm: 3.5335 2021-05-06 05:50:44,899 - mmaction - INFO - Epoch [24][480/1853] lr: 1.000e-03, eta: 8:09:50, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9430, loss_cls: 0.4979, loss: 0.4979, grad_norm: 3.5996 2021-05-06 05:50:56,129 - mmaction - INFO - Epoch [24][500/1853] lr: 1.000e-03, eta: 8:09:37, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8195, top5_acc: 0.9313, loss_cls: 0.6016, loss: 0.6016, grad_norm: 3.9178 2021-05-06 05:51:07,326 - mmaction - INFO - Epoch [24][520/1853] lr: 1.000e-03, eta: 8:09:25, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9383, loss_cls: 0.5763, loss: 0.5763, grad_norm: 3.8007 2021-05-06 05:51:18,521 - mmaction - INFO - Epoch [24][540/1853] lr: 1.000e-03, eta: 8:09:12, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9484, loss_cls: 0.5498, loss: 0.5498, grad_norm: 3.5929 2021-05-06 05:51:29,728 - mmaction - INFO - Epoch [24][560/1853] lr: 1.000e-03, eta: 8:08:59, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9422, loss_cls: 0.5715, loss: 0.5715, grad_norm: 3.7881 2021-05-06 05:51:40,925 - mmaction - INFO - Epoch [24][580/1853] lr: 1.000e-03, eta: 8:08:47, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9391, loss_cls: 0.5657, loss: 0.5657, grad_norm: 3.8014 2021-05-06 05:51:52,101 - mmaction - INFO - Epoch [24][600/1853] lr: 1.000e-03, eta: 8:08:34, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9437, loss_cls: 0.5516, loss: 0.5516, grad_norm: 3.7860 2021-05-06 05:52:03,309 - mmaction - INFO - Epoch [24][620/1853] lr: 1.000e-03, eta: 8:08:21, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9453, loss_cls: 0.5778, loss: 0.5778, grad_norm: 3.7634 2021-05-06 05:52:14,529 - mmaction - INFO - Epoch [24][640/1853] lr: 1.000e-03, eta: 8:08:09, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9281, loss_cls: 0.5547, loss: 0.5547, grad_norm: 3.5978 2021-05-06 05:52:25,718 - mmaction - INFO - Epoch [24][660/1853] lr: 1.000e-03, eta: 8:07:56, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9352, loss_cls: 0.5839, loss: 0.5839, grad_norm: 4.1380 2021-05-06 05:52:36,917 - mmaction - INFO - Epoch [24][680/1853] lr: 1.000e-03, eta: 8:07:44, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8156, top5_acc: 0.9328, loss_cls: 0.6190, loss: 0.6190, grad_norm: 3.8994 2021-05-06 05:52:48,136 - mmaction - INFO - Epoch [24][700/1853] lr: 1.000e-03, eta: 8:07:31, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9219, loss_cls: 0.6071, loss: 0.6071, grad_norm: 3.5247 2021-05-06 05:52:59,337 - mmaction - INFO - Epoch [24][720/1853] lr: 1.000e-03, eta: 8:07:18, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9406, loss_cls: 0.5532, loss: 0.5532, grad_norm: 3.5727 2021-05-06 05:53:10,515 - mmaction - INFO - Epoch [24][740/1853] lr: 1.000e-03, eta: 8:07:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9281, loss_cls: 0.5934, loss: 0.5934, grad_norm: 3.8078 2021-05-06 05:53:21,700 - mmaction - INFO - Epoch [24][760/1853] lr: 1.000e-03, eta: 8:06:53, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9469, loss_cls: 0.5239, loss: 0.5239, grad_norm: 3.9183 2021-05-06 05:53:32,893 - mmaction - INFO - Epoch [24][780/1853] lr: 1.000e-03, eta: 8:06:41, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9352, loss_cls: 0.5729, loss: 0.5729, grad_norm: 4.0215 2021-05-06 05:53:44,096 - mmaction - INFO - Epoch [24][800/1853] lr: 1.000e-03, eta: 8:06:28, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9477, loss_cls: 0.5876, loss: 0.5876, grad_norm: 3.8770 2021-05-06 05:53:55,303 - mmaction - INFO - Epoch [24][820/1853] lr: 1.000e-03, eta: 8:06:15, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9367, loss_cls: 0.5795, loss: 0.5795, grad_norm: 4.0399 2021-05-06 05:54:06,486 - mmaction - INFO - Epoch [24][840/1853] lr: 1.000e-03, eta: 8:06:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9219, loss_cls: 0.5927, loss: 0.5927, grad_norm: 3.6190 2021-05-06 05:54:17,645 - mmaction - INFO - Epoch [24][860/1853] lr: 1.000e-03, eta: 8:05:50, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9469, loss_cls: 0.5294, loss: 0.5294, grad_norm: 3.6628 2021-05-06 05:54:28,833 - mmaction - INFO - Epoch [24][880/1853] lr: 1.000e-03, eta: 8:05:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9336, loss_cls: 0.5785, loss: 0.5785, grad_norm: 3.9512 2021-05-06 05:54:40,061 - mmaction - INFO - Epoch [24][900/1853] lr: 1.000e-03, eta: 8:05:25, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9469, loss_cls: 0.5381, loss: 0.5381, grad_norm: 3.6216 2021-05-06 05:54:51,252 - mmaction - INFO - Epoch [24][920/1853] lr: 1.000e-03, eta: 8:05:12, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9344, loss_cls: 0.5778, loss: 0.5778, grad_norm: 3.7188 2021-05-06 05:55:02,475 - mmaction - INFO - Epoch [24][940/1853] lr: 1.000e-03, eta: 8:05:00, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9547, loss_cls: 0.4962, loss: 0.4962, grad_norm: 3.6053 2021-05-06 05:55:13,658 - mmaction - INFO - Epoch [24][960/1853] lr: 1.000e-03, eta: 8:04:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9305, loss_cls: 0.5743, loss: 0.5743, grad_norm: 3.5535 2021-05-06 05:55:24,911 - mmaction - INFO - Epoch [24][980/1853] lr: 1.000e-03, eta: 8:04:35, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8164, top5_acc: 0.9266, loss_cls: 0.6305, loss: 0.6305, grad_norm: 4.0621 2021-05-06 05:55:36,161 - mmaction - INFO - Epoch [24][1000/1853] lr: 1.000e-03, eta: 8:04:22, time: 0.563, data_time: 0.002, memory: 7064, top1_acc: 0.8031, top5_acc: 0.9258, loss_cls: 0.6404, loss: 0.6404, grad_norm: 3.8718 2021-05-06 05:55:47,368 - mmaction - INFO - Epoch [24][1020/1853] lr: 1.000e-03, eta: 8:04:10, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9422, loss_cls: 0.5459, loss: 0.5459, grad_norm: 3.8005 2021-05-06 05:55:58,558 - mmaction - INFO - Epoch [24][1040/1853] lr: 1.000e-03, eta: 8:03:57, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9445, loss_cls: 0.5257, loss: 0.5257, grad_norm: 3.8830 2021-05-06 05:56:09,732 - mmaction - INFO - Epoch [24][1060/1853] lr: 1.000e-03, eta: 8:03:44, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9289, loss_cls: 0.5717, loss: 0.5717, grad_norm: 3.6373 2021-05-06 05:56:20,942 - mmaction - INFO - Epoch [24][1080/1853] lr: 1.000e-03, eta: 8:03:32, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9258, loss_cls: 0.5896, loss: 0.5896, grad_norm: 3.8825 2021-05-06 05:56:32,135 - mmaction - INFO - Epoch [24][1100/1853] lr: 1.000e-03, eta: 8:03:19, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9383, loss_cls: 0.5867, loss: 0.5867, grad_norm: 3.5447 2021-05-06 05:56:43,327 - mmaction - INFO - Epoch [24][1120/1853] lr: 1.000e-03, eta: 8:03:07, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9336, loss_cls: 0.5767, loss: 0.5767, grad_norm: 3.3949 2021-05-06 05:56:54,499 - mmaction - INFO - Epoch [24][1140/1853] lr: 1.000e-03, eta: 8:02:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9375, loss_cls: 0.5510, loss: 0.5510, grad_norm: 3.5827 2021-05-06 05:57:05,702 - mmaction - INFO - Epoch [24][1160/1853] lr: 1.000e-03, eta: 8:02:41, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9437, loss_cls: 0.5341, loss: 0.5341, grad_norm: 3.6408 2021-05-06 05:57:16,905 - mmaction - INFO - Epoch [24][1180/1853] lr: 1.000e-03, eta: 8:02:29, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9289, loss_cls: 0.5954, loss: 0.5954, grad_norm: 3.8575 2021-05-06 05:57:28,121 - mmaction - INFO - Epoch [24][1200/1853] lr: 1.000e-03, eta: 8:02:16, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8109, top5_acc: 0.9203, loss_cls: 0.6268, loss: 0.6268, grad_norm: 3.8971 2021-05-06 05:57:39,302 - mmaction - INFO - Epoch [24][1220/1853] lr: 1.000e-03, eta: 8:02:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9352, loss_cls: 0.5822, loss: 0.5822, grad_norm: 3.7700 2021-05-06 05:57:50,457 - mmaction - INFO - Epoch [24][1240/1853] lr: 1.000e-03, eta: 8:01:51, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8156, top5_acc: 0.9336, loss_cls: 0.5908, loss: 0.5908, grad_norm: 3.5793 2021-05-06 05:58:01,641 - mmaction - INFO - Epoch [24][1260/1853] lr: 1.000e-03, eta: 8:01:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9320, loss_cls: 0.5908, loss: 0.5908, grad_norm: 3.8584 2021-05-06 05:58:12,814 - mmaction - INFO - Epoch [24][1280/1853] lr: 1.000e-03, eta: 8:01:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9313, loss_cls: 0.5934, loss: 0.5934, grad_norm: 3.9022 2021-05-06 05:58:23,964 - mmaction - INFO - Epoch [24][1300/1853] lr: 1.000e-03, eta: 8:01:13, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9242, loss_cls: 0.5918, loss: 0.5918, grad_norm: 3.8209 2021-05-06 05:58:35,141 - mmaction - INFO - Epoch [24][1320/1853] lr: 1.000e-03, eta: 8:01:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9344, loss_cls: 0.5424, loss: 0.5424, grad_norm: 3.5470 2021-05-06 05:58:46,331 - mmaction - INFO - Epoch [24][1340/1853] lr: 1.000e-03, eta: 8:00:48, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8148, top5_acc: 0.9391, loss_cls: 0.6053, loss: 0.6053, grad_norm: 4.1496 2021-05-06 05:58:57,523 - mmaction - INFO - Epoch [24][1360/1853] lr: 1.000e-03, eta: 8:00:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9320, loss_cls: 0.5871, loss: 0.5871, grad_norm: 3.8153 2021-05-06 05:59:08,677 - mmaction - INFO - Epoch [24][1380/1853] lr: 1.000e-03, eta: 8:00:23, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9227, loss_cls: 0.6440, loss: 0.6440, grad_norm: 3.9242 2021-05-06 05:59:19,897 - mmaction - INFO - Epoch [24][1400/1853] lr: 1.000e-03, eta: 8:00:10, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9359, loss_cls: 0.5996, loss: 0.5996, grad_norm: 3.7356 2021-05-06 05:59:31,080 - mmaction - INFO - Epoch [24][1420/1853] lr: 1.000e-03, eta: 7:59:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9398, loss_cls: 0.5687, loss: 0.5687, grad_norm: 3.6545 2021-05-06 05:59:42,260 - mmaction - INFO - Epoch [24][1440/1853] lr: 1.000e-03, eta: 7:59:45, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9406, loss_cls: 0.5485, loss: 0.5485, grad_norm: 3.6792 2021-05-06 05:59:53,454 - mmaction - INFO - Epoch [24][1460/1853] lr: 1.000e-03, eta: 7:59:33, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9305, loss_cls: 0.5977, loss: 0.5977, grad_norm: 3.6185 2021-05-06 06:00:05,155 - mmaction - INFO - Epoch [24][1480/1853] lr: 1.000e-03, eta: 7:59:20, time: 0.585, data_time: 0.002, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9352, loss_cls: 0.5269, loss: 0.5269, grad_norm: 3.4980 2021-05-06 06:00:16,868 - mmaction - INFO - Epoch [24][1500/1853] lr: 1.000e-03, eta: 7:59:08, time: 0.585, data_time: 0.004, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9359, loss_cls: 0.5647, loss: 0.5647, grad_norm: 3.8279 2021-05-06 06:00:28,098 - mmaction - INFO - Epoch [24][1520/1853] lr: 1.000e-03, eta: 7:58:56, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9383, loss_cls: 0.6024, loss: 0.6024, grad_norm: 3.8885 2021-05-06 06:00:39,292 - mmaction - INFO - Epoch [24][1540/1853] lr: 1.000e-03, eta: 7:58:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9328, loss_cls: 0.5550, loss: 0.5550, grad_norm: 3.5680 2021-05-06 06:00:50,459 - mmaction - INFO - Epoch [24][1560/1853] lr: 1.000e-03, eta: 7:58:31, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9414, loss_cls: 0.5668, loss: 0.5668, grad_norm: 3.7799 2021-05-06 06:01:01,631 - mmaction - INFO - Epoch [24][1580/1853] lr: 1.000e-03, eta: 7:58:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8109, top5_acc: 0.9414, loss_cls: 0.6122, loss: 0.6122, grad_norm: 3.9449 2021-05-06 06:01:12,820 - mmaction - INFO - Epoch [24][1600/1853] lr: 1.000e-03, eta: 7:58:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9297, loss_cls: 0.6312, loss: 0.6312, grad_norm: 4.1373 2021-05-06 06:01:23,994 - mmaction - INFO - Epoch [24][1620/1853] lr: 1.000e-03, eta: 7:57:53, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9344, loss_cls: 0.5630, loss: 0.5630, grad_norm: 3.6348 2021-05-06 06:01:35,181 - mmaction - INFO - Epoch [24][1640/1853] lr: 1.000e-03, eta: 7:57:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9289, loss_cls: 0.6039, loss: 0.6039, grad_norm: 3.7038 2021-05-06 06:01:46,353 - mmaction - INFO - Epoch [24][1660/1853] lr: 1.000e-03, eta: 7:57:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9430, loss_cls: 0.5404, loss: 0.5404, grad_norm: 3.4583 2021-05-06 06:01:57,508 - mmaction - INFO - Epoch [24][1680/1853] lr: 1.000e-03, eta: 7:57:15, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9258, loss_cls: 0.6114, loss: 0.6114, grad_norm: 3.7503 2021-05-06 06:02:08,691 - mmaction - INFO - Epoch [24][1700/1853] lr: 1.000e-03, eta: 7:57:03, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9375, loss_cls: 0.5515, loss: 0.5515, grad_norm: 3.6710 2021-05-06 06:02:19,852 - mmaction - INFO - Epoch [24][1720/1853] lr: 1.000e-03, eta: 7:56:50, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9422, loss_cls: 0.5581, loss: 0.5581, grad_norm: 3.5965 2021-05-06 06:02:31,073 - mmaction - INFO - Epoch [24][1740/1853] lr: 1.000e-03, eta: 7:56:38, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9430, loss_cls: 0.5750, loss: 0.5750, grad_norm: 3.6188 2021-05-06 06:02:42,238 - mmaction - INFO - Epoch [24][1760/1853] lr: 1.000e-03, eta: 7:56:25, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9453, loss_cls: 0.5392, loss: 0.5392, grad_norm: 3.6494 2021-05-06 06:02:53,427 - mmaction - INFO - Epoch [24][1780/1853] lr: 1.000e-03, eta: 7:56:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9383, loss_cls: 0.5960, loss: 0.5960, grad_norm: 3.7685 2021-05-06 06:03:04,596 - mmaction - INFO - Epoch [24][1800/1853] lr: 1.000e-03, eta: 7:56:00, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9445, loss_cls: 0.5089, loss: 0.5089, grad_norm: 3.5156 2021-05-06 06:03:15,782 - mmaction - INFO - Epoch [24][1820/1853] lr: 1.000e-03, eta: 7:55:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9250, loss_cls: 0.5982, loss: 0.5982, grad_norm: 3.6144 2021-05-06 06:03:26,949 - mmaction - INFO - Epoch [24][1840/1853] lr: 1.000e-03, eta: 7:55:35, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9383, loss_cls: 0.5647, loss: 0.5647, grad_norm: 3.5850 2021-05-06 06:03:35,807 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-05-06 06:05:28,423 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 06:05:28,457 - mmaction - INFO - top1_acc 0.9604 top5_acc 0.9981 2021-05-06 06:05:28,457 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 06:05:28,467 - mmaction - INFO - mean_acc 0.9564 2021-05-06 06:05:29,175 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. 2021-05-06 06:05:29,175 - mmaction - INFO - Best top1_acc is 0.9604 at 24 epoch. 2021-05-06 06:05:29,178 - mmaction - INFO - Epoch(val) [24][1853] top1_acc: 0.9604, top5_acc: 0.9981, mean_class_accuracy: 0.9564 2021-05-06 06:06:52,349 - mmaction - INFO - Epoch [25][20/1853] lr: 1.000e-03, eta: 7:56:24, time: 4.158, data_time: 3.596, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9352, loss_cls: 0.5830, loss: 0.5830, grad_norm: 3.8161 2021-05-06 06:07:03,459 - mmaction - INFO - Epoch [25][40/1853] lr: 1.000e-03, eta: 7:56:11, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9336, loss_cls: 0.5673, loss: 0.5673, grad_norm: 3.6210 2021-05-06 06:07:14,600 - mmaction - INFO - Epoch [25][60/1853] lr: 1.000e-03, eta: 7:55:59, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9195, loss_cls: 0.6362, loss: 0.6362, grad_norm: 3.6961 2021-05-06 06:07:25,746 - mmaction - INFO - Epoch [25][80/1853] lr: 1.000e-03, eta: 7:55:46, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9344, loss_cls: 0.5908, loss: 0.5908, grad_norm: 3.9611 2021-05-06 06:07:36,910 - mmaction - INFO - Epoch [25][100/1853] lr: 1.000e-03, eta: 7:55:33, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.7969, top5_acc: 0.9250, loss_cls: 0.6767, loss: 0.6767, grad_norm: 4.3652 2021-05-06 06:07:48,073 - mmaction - INFO - Epoch [25][120/1853] lr: 1.000e-03, eta: 7:55:21, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8109, top5_acc: 0.9336, loss_cls: 0.6114, loss: 0.6114, grad_norm: 4.1532 2021-05-06 06:07:59,248 - mmaction - INFO - Epoch [25][140/1853] lr: 1.000e-03, eta: 7:55:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9422, loss_cls: 0.5572, loss: 0.5572, grad_norm: 3.7911 2021-05-06 06:08:10,387 - mmaction - INFO - Epoch [25][160/1853] lr: 1.000e-03, eta: 7:54:56, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8156, top5_acc: 0.9344, loss_cls: 0.6203, loss: 0.6203, grad_norm: 3.8650 2021-05-06 06:08:21,599 - mmaction - INFO - Epoch [25][180/1853] lr: 1.000e-03, eta: 7:54:43, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9297, loss_cls: 0.5773, loss: 0.5773, grad_norm: 3.7844 2021-05-06 06:08:32,774 - mmaction - INFO - Epoch [25][200/1853] lr: 1.000e-03, eta: 7:54:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9398, loss_cls: 0.5689, loss: 0.5689, grad_norm: 3.7054 2021-05-06 06:08:43,929 - mmaction - INFO - Epoch [25][220/1853] lr: 1.000e-03, eta: 7:54:18, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9367, loss_cls: 0.5876, loss: 0.5876, grad_norm: 3.9058 2021-05-06 06:08:55,107 - mmaction - INFO - Epoch [25][240/1853] lr: 1.000e-03, eta: 7:54:05, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9297, loss_cls: 0.5852, loss: 0.5852, grad_norm: 3.9278 2021-05-06 06:09:06,274 - mmaction - INFO - Epoch [25][260/1853] lr: 1.000e-03, eta: 7:53:53, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9203, loss_cls: 0.6305, loss: 0.6305, grad_norm: 3.7983 2021-05-06 06:09:17,449 - mmaction - INFO - Epoch [25][280/1853] lr: 1.000e-03, eta: 7:53:40, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9344, loss_cls: 0.5715, loss: 0.5715, grad_norm: 3.8332 2021-05-06 06:09:28,614 - mmaction - INFO - Epoch [25][300/1853] lr: 1.000e-03, eta: 7:53:27, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9445, loss_cls: 0.5476, loss: 0.5476, grad_norm: 3.6656 2021-05-06 06:09:39,815 - mmaction - INFO - Epoch [25][320/1853] lr: 1.000e-03, eta: 7:53:15, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8070, top5_acc: 0.9359, loss_cls: 0.6342, loss: 0.6342, grad_norm: 4.1832 2021-05-06 06:09:50,995 - mmaction - INFO - Epoch [25][340/1853] lr: 1.000e-03, eta: 7:53:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9414, loss_cls: 0.5324, loss: 0.5324, grad_norm: 3.6220 2021-05-06 06:10:02,174 - mmaction - INFO - Epoch [25][360/1853] lr: 1.000e-03, eta: 7:52:50, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9344, loss_cls: 0.5616, loss: 0.5616, grad_norm: 3.7166 2021-05-06 06:10:13,402 - mmaction - INFO - Epoch [25][380/1853] lr: 1.000e-03, eta: 7:52:37, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9445, loss_cls: 0.5421, loss: 0.5421, grad_norm: 3.6451 2021-05-06 06:10:24,567 - mmaction - INFO - Epoch [25][400/1853] lr: 1.000e-03, eta: 7:52:24, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9375, loss_cls: 0.5668, loss: 0.5668, grad_norm: 3.9168 2021-05-06 06:10:35,752 - mmaction - INFO - Epoch [25][420/1853] lr: 1.000e-03, eta: 7:52:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9320, loss_cls: 0.5554, loss: 0.5554, grad_norm: 3.5931 2021-05-06 06:10:46,925 - mmaction - INFO - Epoch [25][440/1853] lr: 1.000e-03, eta: 7:51:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9422, loss_cls: 0.5424, loss: 0.5424, grad_norm: 3.7342 2021-05-06 06:10:58,128 - mmaction - INFO - Epoch [25][460/1853] lr: 1.000e-03, eta: 7:51:47, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9320, loss_cls: 0.5608, loss: 0.5608, grad_norm: 3.7216 2021-05-06 06:11:09,328 - mmaction - INFO - Epoch [25][480/1853] lr: 1.000e-03, eta: 7:51:34, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9305, loss_cls: 0.5739, loss: 0.5739, grad_norm: 3.9942 2021-05-06 06:11:20,521 - mmaction - INFO - Epoch [25][500/1853] lr: 1.000e-03, eta: 7:51:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9320, loss_cls: 0.5240, loss: 0.5240, grad_norm: 3.4473 2021-05-06 06:11:31,678 - mmaction - INFO - Epoch [25][520/1853] lr: 1.000e-03, eta: 7:51:09, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8109, top5_acc: 0.9305, loss_cls: 0.6275, loss: 0.6275, grad_norm: 4.1304 2021-05-06 06:11:42,915 - mmaction - INFO - Epoch [25][540/1853] lr: 1.000e-03, eta: 7:50:56, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9453, loss_cls: 0.5623, loss: 0.5623, grad_norm: 3.7341 2021-05-06 06:11:54,142 - mmaction - INFO - Epoch [25][560/1853] lr: 1.000e-03, eta: 7:50:44, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9391, loss_cls: 0.5921, loss: 0.5921, grad_norm: 3.8046 2021-05-06 06:12:05,365 - mmaction - INFO - Epoch [25][580/1853] lr: 1.000e-03, eta: 7:50:31, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9359, loss_cls: 0.6100, loss: 0.6100, grad_norm: 3.8191 2021-05-06 06:12:16,546 - mmaction - INFO - Epoch [25][600/1853] lr: 1.000e-03, eta: 7:50:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9461, loss_cls: 0.5715, loss: 0.5715, grad_norm: 3.7415 2021-05-06 06:12:27,730 - mmaction - INFO - Epoch [25][620/1853] lr: 1.000e-03, eta: 7:50:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9375, loss_cls: 0.5496, loss: 0.5496, grad_norm: 3.3731 2021-05-06 06:12:38,890 - mmaction - INFO - Epoch [25][640/1853] lr: 1.000e-03, eta: 7:49:53, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9391, loss_cls: 0.5854, loss: 0.5854, grad_norm: 3.9678 2021-05-06 06:12:50,068 - mmaction - INFO - Epoch [25][660/1853] lr: 1.000e-03, eta: 7:49:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9391, loss_cls: 0.5688, loss: 0.5688, grad_norm: 3.8932 2021-05-06 06:13:01,255 - mmaction - INFO - Epoch [25][680/1853] lr: 1.000e-03, eta: 7:49:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9500, loss_cls: 0.5498, loss: 0.5498, grad_norm: 3.8573 2021-05-06 06:13:12,458 - mmaction - INFO - Epoch [25][700/1853] lr: 1.000e-03, eta: 7:49:16, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9336, loss_cls: 0.5624, loss: 0.5624, grad_norm: 3.8085 2021-05-06 06:13:23,660 - mmaction - INFO - Epoch [25][720/1853] lr: 1.000e-03, eta: 7:49:03, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9375, loss_cls: 0.5507, loss: 0.5507, grad_norm: 3.8358 2021-05-06 06:13:34,919 - mmaction - INFO - Epoch [25][740/1853] lr: 1.000e-03, eta: 7:48:51, time: 0.563, data_time: 0.002, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9313, loss_cls: 0.5753, loss: 0.5753, grad_norm: 3.6341 2021-05-06 06:13:46,081 - mmaction - INFO - Epoch [25][760/1853] lr: 1.000e-03, eta: 7:48:38, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9414, loss_cls: 0.5219, loss: 0.5219, grad_norm: 3.6683 2021-05-06 06:13:57,275 - mmaction - INFO - Epoch [25][780/1853] lr: 1.000e-03, eta: 7:48:26, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9398, loss_cls: 0.5692, loss: 0.5692, grad_norm: 3.6615 2021-05-06 06:14:08,473 - mmaction - INFO - Epoch [25][800/1853] lr: 1.000e-03, eta: 7:48:13, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9266, loss_cls: 0.5763, loss: 0.5763, grad_norm: 3.8434 2021-05-06 06:14:19,698 - mmaction - INFO - Epoch [25][820/1853] lr: 1.000e-03, eta: 7:48:01, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9398, loss_cls: 0.5365, loss: 0.5365, grad_norm: 3.8492 2021-05-06 06:14:30,860 - mmaction - INFO - Epoch [25][840/1853] lr: 1.000e-03, eta: 7:47:48, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9523, loss_cls: 0.5355, loss: 0.5355, grad_norm: 4.0092 2021-05-06 06:14:42,035 - mmaction - INFO - Epoch [25][860/1853] lr: 1.000e-03, eta: 7:47:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9422, loss_cls: 0.5281, loss: 0.5281, grad_norm: 3.7252 2021-05-06 06:14:53,216 - mmaction - INFO - Epoch [25][880/1853] lr: 1.000e-03, eta: 7:47:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9477, loss_cls: 0.5534, loss: 0.5534, grad_norm: 4.1352 2021-05-06 06:15:04,435 - mmaction - INFO - Epoch [25][900/1853] lr: 1.000e-03, eta: 7:47:10, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9430, loss_cls: 0.5679, loss: 0.5679, grad_norm: 4.0701 2021-05-06 06:15:15,670 - mmaction - INFO - Epoch [25][920/1853] lr: 1.000e-03, eta: 7:46:58, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8156, top5_acc: 0.9203, loss_cls: 0.6066, loss: 0.6066, grad_norm: 3.9304 2021-05-06 06:15:26,823 - mmaction - INFO - Epoch [25][940/1853] lr: 1.000e-03, eta: 7:46:45, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9359, loss_cls: 0.6021, loss: 0.6021, grad_norm: 4.0518 2021-05-06 06:15:38,005 - mmaction - INFO - Epoch [25][960/1853] lr: 1.000e-03, eta: 7:46:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9336, loss_cls: 0.5579, loss: 0.5579, grad_norm: 3.6476 2021-05-06 06:15:49,188 - mmaction - INFO - Epoch [25][980/1853] lr: 1.000e-03, eta: 7:46:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9391, loss_cls: 0.5406, loss: 0.5406, grad_norm: 3.5534 2021-05-06 06:16:00,340 - mmaction - INFO - Epoch [25][1000/1853] lr: 1.000e-03, eta: 7:46:07, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9461, loss_cls: 0.5187, loss: 0.5187, grad_norm: 3.4197 2021-05-06 06:16:11,507 - mmaction - INFO - Epoch [25][1020/1853] lr: 1.000e-03, eta: 7:45:55, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9414, loss_cls: 0.5711, loss: 0.5711, grad_norm: 3.8630 2021-05-06 06:16:22,696 - mmaction - INFO - Epoch [25][1040/1853] lr: 1.000e-03, eta: 7:45:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9305, loss_cls: 0.6059, loss: 0.6059, grad_norm: 3.9678 2021-05-06 06:16:33,930 - mmaction - INFO - Epoch [25][1060/1853] lr: 1.000e-03, eta: 7:45:30, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9430, loss_cls: 0.5534, loss: 0.5534, grad_norm: 3.6492 2021-05-06 06:16:45,121 - mmaction - INFO - Epoch [25][1080/1853] lr: 1.000e-03, eta: 7:45:17, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9422, loss_cls: 0.5481, loss: 0.5481, grad_norm: 3.8471 2021-05-06 06:16:56,314 - mmaction - INFO - Epoch [25][1100/1853] lr: 1.000e-03, eta: 7:45:05, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9414, loss_cls: 0.5201, loss: 0.5201, grad_norm: 3.6329 2021-05-06 06:17:07,489 - mmaction - INFO - Epoch [25][1120/1853] lr: 1.000e-03, eta: 7:44:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9500, loss_cls: 0.5537, loss: 0.5537, grad_norm: 3.8513 2021-05-06 06:17:18,701 - mmaction - INFO - Epoch [25][1140/1853] lr: 1.000e-03, eta: 7:44:40, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9313, loss_cls: 0.5817, loss: 0.5817, grad_norm: 3.8954 2021-05-06 06:17:29,906 - mmaction - INFO - Epoch [25][1160/1853] lr: 1.000e-03, eta: 7:44:27, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9336, loss_cls: 0.5624, loss: 0.5624, grad_norm: 3.9961 2021-05-06 06:17:41,087 - mmaction - INFO - Epoch [25][1180/1853] lr: 1.000e-03, eta: 7:44:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9336, loss_cls: 0.5572, loss: 0.5572, grad_norm: 3.7516 2021-05-06 06:17:52,245 - mmaction - INFO - Epoch [25][1200/1853] lr: 1.000e-03, eta: 7:44:02, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9320, loss_cls: 0.5942, loss: 0.5942, grad_norm: 3.9276 2021-05-06 06:18:03,421 - mmaction - INFO - Epoch [25][1220/1853] lr: 1.000e-03, eta: 7:43:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9250, loss_cls: 0.5996, loss: 0.5996, grad_norm: 3.9176 2021-05-06 06:18:14,605 - mmaction - INFO - Epoch [25][1240/1853] lr: 1.000e-03, eta: 7:43:37, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9437, loss_cls: 0.5607, loss: 0.5607, grad_norm: 3.8463 2021-05-06 06:18:25,768 - mmaction - INFO - Epoch [25][1260/1853] lr: 1.000e-03, eta: 7:43:24, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9258, loss_cls: 0.5978, loss: 0.5978, grad_norm: 3.9058 2021-05-06 06:18:37,014 - mmaction - INFO - Epoch [25][1280/1853] lr: 1.000e-03, eta: 7:43:12, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9383, loss_cls: 0.5449, loss: 0.5449, grad_norm: 3.7865 2021-05-06 06:18:48,206 - mmaction - INFO - Epoch [25][1300/1853] lr: 1.000e-03, eta: 7:42:59, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9398, loss_cls: 0.5082, loss: 0.5082, grad_norm: 3.6391 2021-05-06 06:18:59,436 - mmaction - INFO - Epoch [25][1320/1853] lr: 1.000e-03, eta: 7:42:47, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9406, loss_cls: 0.5584, loss: 0.5584, grad_norm: 4.0628 2021-05-06 06:19:10,624 - mmaction - INFO - Epoch [25][1340/1853] lr: 1.000e-03, eta: 7:42:34, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9328, loss_cls: 0.5431, loss: 0.5431, grad_norm: 4.0117 2021-05-06 06:19:21,809 - mmaction - INFO - Epoch [25][1360/1853] lr: 1.000e-03, eta: 7:42:22, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9430, loss_cls: 0.5505, loss: 0.5505, grad_norm: 3.8197 2021-05-06 06:19:33,017 - mmaction - INFO - Epoch [25][1380/1853] lr: 1.000e-03, eta: 7:42:09, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9367, loss_cls: 0.5788, loss: 0.5788, grad_norm: 3.9121 2021-05-06 06:19:44,227 - mmaction - INFO - Epoch [25][1400/1853] lr: 1.000e-03, eta: 7:41:57, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9328, loss_cls: 0.5728, loss: 0.5728, grad_norm: 4.0525 2021-05-06 06:19:55,441 - mmaction - INFO - Epoch [25][1420/1853] lr: 1.000e-03, eta: 7:41:44, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9398, loss_cls: 0.5382, loss: 0.5382, grad_norm: 4.1208 2021-05-06 06:20:06,641 - mmaction - INFO - Epoch [25][1440/1853] lr: 1.000e-03, eta: 7:41:32, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9258, loss_cls: 0.6044, loss: 0.6044, grad_norm: 4.1698 2021-05-06 06:20:17,875 - mmaction - INFO - Epoch [25][1460/1853] lr: 1.000e-03, eta: 7:41:19, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8195, top5_acc: 0.9328, loss_cls: 0.5949, loss: 0.5949, grad_norm: 3.8952 2021-05-06 06:20:29,036 - mmaction - INFO - Epoch [25][1480/1853] lr: 1.000e-03, eta: 7:41:07, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9281, loss_cls: 0.5855, loss: 0.5855, grad_norm: 3.6080 2021-05-06 06:20:40,199 - mmaction - INFO - Epoch [25][1500/1853] lr: 1.000e-03, eta: 7:40:54, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9297, loss_cls: 0.5878, loss: 0.5878, grad_norm: 4.0025 2021-05-06 06:20:51,359 - mmaction - INFO - Epoch [25][1520/1853] lr: 1.000e-03, eta: 7:40:42, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8156, top5_acc: 0.9289, loss_cls: 0.6491, loss: 0.6491, grad_norm: 4.2939 2021-05-06 06:21:02,535 - mmaction - INFO - Epoch [25][1540/1853] lr: 1.000e-03, eta: 7:40:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9320, loss_cls: 0.6086, loss: 0.6086, grad_norm: 3.7873 2021-05-06 06:21:13,747 - mmaction - INFO - Epoch [25][1560/1853] lr: 1.000e-03, eta: 7:40:17, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9477, loss_cls: 0.5201, loss: 0.5201, grad_norm: 3.5251 2021-05-06 06:21:24,934 - mmaction - INFO - Epoch [25][1580/1853] lr: 1.000e-03, eta: 7:40:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9313, loss_cls: 0.5836, loss: 0.5836, grad_norm: 3.9177 2021-05-06 06:21:36,114 - mmaction - INFO - Epoch [25][1600/1853] lr: 1.000e-03, eta: 7:39:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8070, top5_acc: 0.9313, loss_cls: 0.6181, loss: 0.6181, grad_norm: 3.9602 2021-05-06 06:21:47,323 - mmaction - INFO - Epoch [25][1620/1853] lr: 1.000e-03, eta: 7:39:39, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9500, loss_cls: 0.5322, loss: 0.5322, grad_norm: 3.9223 2021-05-06 06:21:58,566 - mmaction - INFO - Epoch [25][1640/1853] lr: 1.000e-03, eta: 7:39:27, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9336, loss_cls: 0.6143, loss: 0.6143, grad_norm: 4.1883 2021-05-06 06:22:09,755 - mmaction - INFO - Epoch [25][1660/1853] lr: 1.000e-03, eta: 7:39:14, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9328, loss_cls: 0.5739, loss: 0.5739, grad_norm: 3.8476 2021-05-06 06:22:20,958 - mmaction - INFO - Epoch [25][1680/1853] lr: 1.000e-03, eta: 7:39:02, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9492, loss_cls: 0.5177, loss: 0.5177, grad_norm: 3.7251 2021-05-06 06:22:32,141 - mmaction - INFO - Epoch [25][1700/1853] lr: 1.000e-03, eta: 7:38:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9313, loss_cls: 0.5811, loss: 0.5811, grad_norm: 4.2747 2021-05-06 06:22:43,317 - mmaction - INFO - Epoch [25][1720/1853] lr: 1.000e-03, eta: 7:38:37, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9445, loss_cls: 0.5573, loss: 0.5573, grad_norm: 3.8208 2021-05-06 06:22:54,520 - mmaction - INFO - Epoch [25][1740/1853] lr: 1.000e-03, eta: 7:38:24, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9305, loss_cls: 0.5510, loss: 0.5510, grad_norm: 3.8357 2021-05-06 06:23:05,703 - mmaction - INFO - Epoch [25][1760/1853] lr: 1.000e-03, eta: 7:38:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9313, loss_cls: 0.5722, loss: 0.5722, grad_norm: 3.9340 2021-05-06 06:23:16,871 - mmaction - INFO - Epoch [25][1780/1853] lr: 1.000e-03, eta: 7:37:59, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9391, loss_cls: 0.5649, loss: 0.5649, grad_norm: 3.9090 2021-05-06 06:23:28,069 - mmaction - INFO - Epoch [25][1800/1853] lr: 1.000e-03, eta: 7:37:47, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8156, top5_acc: 0.9313, loss_cls: 0.6058, loss: 0.6058, grad_norm: 4.0733 2021-05-06 06:23:39,342 - mmaction - INFO - Epoch [25][1820/1853] lr: 1.000e-03, eta: 7:37:34, time: 0.564, data_time: 0.002, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9445, loss_cls: 0.5690, loss: 0.5690, grad_norm: 4.1303 2021-05-06 06:23:50,554 - mmaction - INFO - Epoch [25][1840/1853] lr: 1.000e-03, eta: 7:37:22, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9305, loss_cls: 0.5783, loss: 0.5783, grad_norm: 3.8550 2021-05-06 06:23:59,007 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-05-06 06:25:28,263 - mmaction - INFO - Epoch [26][20/1853] lr: 1.000e-03, eta: 7:38:10, time: 4.389, data_time: 3.829, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9367, loss_cls: 0.5869, loss: 0.5869, grad_norm: 3.6406 2021-05-06 06:25:39,425 - mmaction - INFO - Epoch [26][40/1853] lr: 1.000e-03, eta: 7:37:58, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9406, loss_cls: 0.5421, loss: 0.5421, grad_norm: 3.6501 2021-05-06 06:25:50,578 - mmaction - INFO - Epoch [26][60/1853] lr: 1.000e-03, eta: 7:37:45, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9516, loss_cls: 0.5072, loss: 0.5072, grad_norm: 3.7408 2021-05-06 06:26:01,765 - mmaction - INFO - Epoch [26][80/1853] lr: 1.000e-03, eta: 7:37:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9414, loss_cls: 0.5979, loss: 0.5979, grad_norm: 4.0431 2021-05-06 06:26:12,917 - mmaction - INFO - Epoch [26][100/1853] lr: 1.000e-03, eta: 7:37:20, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9305, loss_cls: 0.5594, loss: 0.5594, grad_norm: 3.7020 2021-05-06 06:26:24,122 - mmaction - INFO - Epoch [26][120/1853] lr: 1.000e-03, eta: 7:37:07, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9281, loss_cls: 0.5866, loss: 0.5866, grad_norm: 3.9172 2021-05-06 06:26:35,322 - mmaction - INFO - Epoch [26][140/1853] lr: 1.000e-03, eta: 7:36:55, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9266, loss_cls: 0.5999, loss: 0.5999, grad_norm: 4.0416 2021-05-06 06:26:46,470 - mmaction - INFO - Epoch [26][160/1853] lr: 1.000e-03, eta: 7:36:42, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8172, top5_acc: 0.9320, loss_cls: 0.6009, loss: 0.6009, grad_norm: 4.1459 2021-05-06 06:26:57,641 - mmaction - INFO - Epoch [26][180/1853] lr: 1.000e-03, eta: 7:36:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9414, loss_cls: 0.5359, loss: 0.5359, grad_norm: 3.6234 2021-05-06 06:27:08,813 - mmaction - INFO - Epoch [26][200/1853] lr: 1.000e-03, eta: 7:36:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9492, loss_cls: 0.5252, loss: 0.5252, grad_norm: 3.7630 2021-05-06 06:27:20,008 - mmaction - INFO - Epoch [26][220/1853] lr: 1.000e-03, eta: 7:36:05, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9289, loss_cls: 0.6121, loss: 0.6121, grad_norm: 3.9127 2021-05-06 06:27:31,162 - mmaction - INFO - Epoch [26][240/1853] lr: 1.000e-03, eta: 7:35:52, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9422, loss_cls: 0.5544, loss: 0.5544, grad_norm: 3.7297 2021-05-06 06:27:42,347 - mmaction - INFO - Epoch [26][260/1853] lr: 1.000e-03, eta: 7:35:40, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9477, loss_cls: 0.5289, loss: 0.5289, grad_norm: 3.8629 2021-05-06 06:27:53,536 - mmaction - INFO - Epoch [26][280/1853] lr: 1.000e-03, eta: 7:35:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9344, loss_cls: 0.5339, loss: 0.5339, grad_norm: 3.7931 2021-05-06 06:28:04,707 - mmaction - INFO - Epoch [26][300/1853] lr: 1.000e-03, eta: 7:35:14, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9430, loss_cls: 0.5186, loss: 0.5186, grad_norm: 3.8073 2021-05-06 06:28:15,870 - mmaction - INFO - Epoch [26][320/1853] lr: 1.000e-03, eta: 7:35:02, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9367, loss_cls: 0.5560, loss: 0.5560, grad_norm: 4.0222 2021-05-06 06:28:27,044 - mmaction - INFO - Epoch [26][340/1853] lr: 1.000e-03, eta: 7:34:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9422, loss_cls: 0.5814, loss: 0.5814, grad_norm: 4.0028 2021-05-06 06:28:38,236 - mmaction - INFO - Epoch [26][360/1853] lr: 1.000e-03, eta: 7:34:37, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9344, loss_cls: 0.5707, loss: 0.5707, grad_norm: 4.0970 2021-05-06 06:28:49,411 - mmaction - INFO - Epoch [26][380/1853] lr: 1.000e-03, eta: 7:34:24, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9258, loss_cls: 0.5587, loss: 0.5587, grad_norm: 3.8712 2021-05-06 06:29:00,609 - mmaction - INFO - Epoch [26][400/1853] lr: 1.000e-03, eta: 7:34:12, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8164, top5_acc: 0.9313, loss_cls: 0.6060, loss: 0.6060, grad_norm: 4.1527 2021-05-06 06:29:11,797 - mmaction - INFO - Epoch [26][420/1853] lr: 1.000e-03, eta: 7:33:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9461, loss_cls: 0.5267, loss: 0.5267, grad_norm: 3.9379 2021-05-06 06:29:22,969 - mmaction - INFO - Epoch [26][440/1853] lr: 1.000e-03, eta: 7:33:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9336, loss_cls: 0.5687, loss: 0.5687, grad_norm: 3.8612 2021-05-06 06:29:34,118 - mmaction - INFO - Epoch [26][460/1853] lr: 1.000e-03, eta: 7:33:34, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9437, loss_cls: 0.5663, loss: 0.5663, grad_norm: 4.0284 2021-05-06 06:29:45,306 - mmaction - INFO - Epoch [26][480/1853] lr: 1.000e-03, eta: 7:33:22, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8094, top5_acc: 0.9250, loss_cls: 0.6150, loss: 0.6150, grad_norm: 3.8788 2021-05-06 06:29:56,469 - mmaction - INFO - Epoch [26][500/1853] lr: 1.000e-03, eta: 7:33:09, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9445, loss_cls: 0.5116, loss: 0.5116, grad_norm: 3.8134 2021-05-06 06:30:07,641 - mmaction - INFO - Epoch [26][520/1853] lr: 1.000e-03, eta: 7:32:56, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9445, loss_cls: 0.5443, loss: 0.5443, grad_norm: 3.9933 2021-05-06 06:30:18,802 - mmaction - INFO - Epoch [26][540/1853] lr: 1.000e-03, eta: 7:32:44, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9406, loss_cls: 0.5599, loss: 0.5599, grad_norm: 4.1407 2021-05-06 06:30:29,988 - mmaction - INFO - Epoch [26][560/1853] lr: 1.000e-03, eta: 7:32:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9430, loss_cls: 0.5384, loss: 0.5384, grad_norm: 3.8588 2021-05-06 06:30:41,166 - mmaction - INFO - Epoch [26][580/1853] lr: 1.000e-03, eta: 7:32:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9336, loss_cls: 0.5644, loss: 0.5644, grad_norm: 3.8530 2021-05-06 06:30:52,330 - mmaction - INFO - Epoch [26][600/1853] lr: 1.000e-03, eta: 7:32:06, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9367, loss_cls: 0.5577, loss: 0.5577, grad_norm: 4.0909 2021-05-06 06:31:03,528 - mmaction - INFO - Epoch [26][620/1853] lr: 1.000e-03, eta: 7:31:54, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9297, loss_cls: 0.6009, loss: 0.6009, grad_norm: 4.0038 2021-05-06 06:31:14,698 - mmaction - INFO - Epoch [26][640/1853] lr: 1.000e-03, eta: 7:31:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9336, loss_cls: 0.5769, loss: 0.5769, grad_norm: 3.9438 2021-05-06 06:31:25,854 - mmaction - INFO - Epoch [26][660/1853] lr: 1.000e-03, eta: 7:31:29, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8109, top5_acc: 0.9320, loss_cls: 0.6083, loss: 0.6083, grad_norm: 4.0997 2021-05-06 06:31:37,042 - mmaction - INFO - Epoch [26][680/1853] lr: 1.000e-03, eta: 7:31:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9367, loss_cls: 0.5793, loss: 0.5793, grad_norm: 3.8467 2021-05-06 06:31:48,225 - mmaction - INFO - Epoch [26][700/1853] lr: 1.000e-03, eta: 7:31:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9414, loss_cls: 0.5840, loss: 0.5840, grad_norm: 3.8297 2021-05-06 06:31:59,420 - mmaction - INFO - Epoch [26][720/1853] lr: 1.000e-03, eta: 7:30:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9375, loss_cls: 0.5293, loss: 0.5293, grad_norm: 3.9467 2021-05-06 06:32:10,596 - mmaction - INFO - Epoch [26][740/1853] lr: 1.000e-03, eta: 7:30:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9367, loss_cls: 0.6062, loss: 0.6062, grad_norm: 3.9610 2021-05-06 06:32:21,772 - mmaction - INFO - Epoch [26][760/1853] lr: 1.000e-03, eta: 7:30:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9492, loss_cls: 0.5821, loss: 0.5821, grad_norm: 4.1197 2021-05-06 06:32:32,960 - mmaction - INFO - Epoch [26][780/1853] lr: 1.000e-03, eta: 7:30:14, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9453, loss_cls: 0.4876, loss: 0.4876, grad_norm: 3.5861 2021-05-06 06:32:44,138 - mmaction - INFO - Epoch [26][800/1853] lr: 1.000e-03, eta: 7:30:01, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9391, loss_cls: 0.5793, loss: 0.5793, grad_norm: 3.9670 2021-05-06 06:32:55,341 - mmaction - INFO - Epoch [26][820/1853] lr: 1.000e-03, eta: 7:29:48, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9320, loss_cls: 0.5628, loss: 0.5628, grad_norm: 3.8294 2021-05-06 06:33:06,577 - mmaction - INFO - Epoch [26][840/1853] lr: 1.000e-03, eta: 7:29:36, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9383, loss_cls: 0.5562, loss: 0.5562, grad_norm: 3.9419 2021-05-06 06:33:17,744 - mmaction - INFO - Epoch [26][860/1853] lr: 1.000e-03, eta: 7:29:23, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9422, loss_cls: 0.5332, loss: 0.5332, grad_norm: 4.0249 2021-05-06 06:33:28,909 - mmaction - INFO - Epoch [26][880/1853] lr: 1.000e-03, eta: 7:29:11, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9375, loss_cls: 0.5428, loss: 0.5428, grad_norm: 3.9147 2021-05-06 06:33:40,405 - mmaction - INFO - Epoch [26][900/1853] lr: 1.000e-03, eta: 7:28:59, time: 0.575, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9328, loss_cls: 0.6012, loss: 0.6012, grad_norm: 4.2824 2021-05-06 06:33:51,623 - mmaction - INFO - Epoch [26][920/1853] lr: 1.000e-03, eta: 7:28:46, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8156, top5_acc: 0.9352, loss_cls: 0.6026, loss: 0.6026, grad_norm: 4.0222 2021-05-06 06:34:02,785 - mmaction - INFO - Epoch [26][940/1853] lr: 1.000e-03, eta: 7:28:34, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9383, loss_cls: 0.5937, loss: 0.5937, grad_norm: 3.9903 2021-05-06 06:34:13,973 - mmaction - INFO - Epoch [26][960/1853] lr: 1.000e-03, eta: 7:28:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9398, loss_cls: 0.5550, loss: 0.5550, grad_norm: 3.8353 2021-05-06 06:34:25,158 - mmaction - INFO - Epoch [26][980/1853] lr: 1.000e-03, eta: 7:28:09, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8156, top5_acc: 0.9250, loss_cls: 0.5998, loss: 0.5998, grad_norm: 3.8853 2021-05-06 06:34:36,380 - mmaction - INFO - Epoch [26][1000/1853] lr: 1.000e-03, eta: 7:27:56, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9359, loss_cls: 0.5541, loss: 0.5541, grad_norm: 3.9013 2021-05-06 06:34:47,535 - mmaction - INFO - Epoch [26][1020/1853] lr: 1.000e-03, eta: 7:27:44, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9328, loss_cls: 0.5732, loss: 0.5732, grad_norm: 3.7117 2021-05-06 06:34:58,733 - mmaction - INFO - Epoch [26][1040/1853] lr: 1.000e-03, eta: 7:27:31, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9437, loss_cls: 0.5138, loss: 0.5138, grad_norm: 3.6055 2021-05-06 06:35:09,896 - mmaction - INFO - Epoch [26][1060/1853] lr: 1.000e-03, eta: 7:27:19, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9414, loss_cls: 0.5441, loss: 0.5441, grad_norm: 4.2647 2021-05-06 06:35:21,083 - mmaction - INFO - Epoch [26][1080/1853] lr: 1.000e-03, eta: 7:27:06, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9367, loss_cls: 0.5402, loss: 0.5402, grad_norm: 3.7192 2021-05-06 06:35:32,250 - mmaction - INFO - Epoch [26][1100/1853] lr: 1.000e-03, eta: 7:26:54, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9383, loss_cls: 0.5571, loss: 0.5571, grad_norm: 4.0409 2021-05-06 06:35:43,436 - mmaction - INFO - Epoch [26][1120/1853] lr: 1.000e-03, eta: 7:26:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9375, loss_cls: 0.5744, loss: 0.5744, grad_norm: 4.1196 2021-05-06 06:35:54,611 - mmaction - INFO - Epoch [26][1140/1853] lr: 1.000e-03, eta: 7:26:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9477, loss_cls: 0.5467, loss: 0.5467, grad_norm: 3.8511 2021-05-06 06:36:05,792 - mmaction - INFO - Epoch [26][1160/1853] lr: 1.000e-03, eta: 7:26:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8164, top5_acc: 0.9383, loss_cls: 0.5793, loss: 0.5793, grad_norm: 4.0595 2021-05-06 06:36:16,988 - mmaction - INFO - Epoch [26][1180/1853] lr: 1.000e-03, eta: 7:26:04, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9313, loss_cls: 0.5921, loss: 0.5921, grad_norm: 3.8957 2021-05-06 06:36:28,135 - mmaction - INFO - Epoch [26][1200/1853] lr: 1.000e-03, eta: 7:25:51, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9359, loss_cls: 0.5918, loss: 0.5918, grad_norm: 3.9050 2021-05-06 06:36:39,312 - mmaction - INFO - Epoch [26][1220/1853] lr: 1.000e-03, eta: 7:25:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9437, loss_cls: 0.5574, loss: 0.5574, grad_norm: 3.9594 2021-05-06 06:36:50,503 - mmaction - INFO - Epoch [26][1240/1853] lr: 1.000e-03, eta: 7:25:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9461, loss_cls: 0.5069, loss: 0.5069, grad_norm: 4.0032 2021-05-06 06:37:01,681 - mmaction - INFO - Epoch [26][1260/1853] lr: 1.000e-03, eta: 7:25:14, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9359, loss_cls: 0.5884, loss: 0.5884, grad_norm: 4.4541 2021-05-06 06:37:12,858 - mmaction - INFO - Epoch [26][1280/1853] lr: 1.000e-03, eta: 7:25:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9367, loss_cls: 0.5633, loss: 0.5633, grad_norm: 4.0394 2021-05-06 06:37:24,040 - mmaction - INFO - Epoch [26][1300/1853] lr: 1.000e-03, eta: 7:24:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9422, loss_cls: 0.5731, loss: 0.5731, grad_norm: 3.9777 2021-05-06 06:37:35,222 - mmaction - INFO - Epoch [26][1320/1853] lr: 1.000e-03, eta: 7:24:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9445, loss_cls: 0.5285, loss: 0.5285, grad_norm: 3.8092 2021-05-06 06:37:46,392 - mmaction - INFO - Epoch [26][1340/1853] lr: 1.000e-03, eta: 7:24:24, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8039, top5_acc: 0.9195, loss_cls: 0.6648, loss: 0.6648, grad_norm: 4.0348 2021-05-06 06:37:57,576 - mmaction - INFO - Epoch [26][1360/1853] lr: 1.000e-03, eta: 7:24:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9461, loss_cls: 0.5070, loss: 0.5070, grad_norm: 3.5377 2021-05-06 06:38:08,766 - mmaction - INFO - Epoch [26][1380/1853] lr: 1.000e-03, eta: 7:23:59, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9437, loss_cls: 0.5401, loss: 0.5401, grad_norm: 4.0201 2021-05-06 06:38:19,943 - mmaction - INFO - Epoch [26][1400/1853] lr: 1.000e-03, eta: 7:23:46, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9391, loss_cls: 0.5362, loss: 0.5362, grad_norm: 4.0459 2021-05-06 06:38:31,089 - mmaction - INFO - Epoch [26][1420/1853] lr: 1.000e-03, eta: 7:23:34, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8133, top5_acc: 0.9367, loss_cls: 0.6355, loss: 0.6355, grad_norm: 4.2734 2021-05-06 06:38:42,284 - mmaction - INFO - Epoch [26][1440/1853] lr: 1.000e-03, eta: 7:23:21, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9406, loss_cls: 0.5844, loss: 0.5844, grad_norm: 4.1913 2021-05-06 06:38:53,462 - mmaction - INFO - Epoch [26][1460/1853] lr: 1.000e-03, eta: 7:23:09, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9359, loss_cls: 0.5863, loss: 0.5863, grad_norm: 3.9967 2021-05-06 06:39:04,612 - mmaction - INFO - Epoch [26][1480/1853] lr: 1.000e-03, eta: 7:22:56, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9398, loss_cls: 0.5787, loss: 0.5787, grad_norm: 3.8046 2021-05-06 06:39:15,793 - mmaction - INFO - Epoch [26][1500/1853] lr: 1.000e-03, eta: 7:22:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9352, loss_cls: 0.5707, loss: 0.5707, grad_norm: 3.7747 2021-05-06 06:39:26,958 - mmaction - INFO - Epoch [26][1520/1853] lr: 1.000e-03, eta: 7:22:31, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9305, loss_cls: 0.5726, loss: 0.5726, grad_norm: 3.7982 2021-05-06 06:39:38,134 - mmaction - INFO - Epoch [26][1540/1853] lr: 1.000e-03, eta: 7:22:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9297, loss_cls: 0.6124, loss: 0.6124, grad_norm: 3.9885 2021-05-06 06:39:49,324 - mmaction - INFO - Epoch [26][1560/1853] lr: 1.000e-03, eta: 7:22:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9391, loss_cls: 0.5604, loss: 0.5604, grad_norm: 3.8321 2021-05-06 06:40:00,504 - mmaction - INFO - Epoch [26][1580/1853] lr: 1.000e-03, eta: 7:21:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9414, loss_cls: 0.5298, loss: 0.5298, grad_norm: 3.8844 2021-05-06 06:40:11,686 - mmaction - INFO - Epoch [26][1600/1853] lr: 1.000e-03, eta: 7:21:41, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9398, loss_cls: 0.5790, loss: 0.5790, grad_norm: 4.1959 2021-05-06 06:40:22,886 - mmaction - INFO - Epoch [26][1620/1853] lr: 1.000e-03, eta: 7:21:29, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9320, loss_cls: 0.5617, loss: 0.5617, grad_norm: 3.9305 2021-05-06 06:40:34,086 - mmaction - INFO - Epoch [26][1640/1853] lr: 1.000e-03, eta: 7:21:16, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9359, loss_cls: 0.5517, loss: 0.5517, grad_norm: 4.0018 2021-05-06 06:40:45,244 - mmaction - INFO - Epoch [26][1660/1853] lr: 1.000e-03, eta: 7:21:04, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9437, loss_cls: 0.4977, loss: 0.4977, grad_norm: 3.8111 2021-05-06 06:40:56,393 - mmaction - INFO - Epoch [26][1680/1853] lr: 1.000e-03, eta: 7:20:51, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9258, loss_cls: 0.5810, loss: 0.5810, grad_norm: 3.6956 2021-05-06 06:41:07,569 - mmaction - INFO - Epoch [26][1700/1853] lr: 1.000e-03, eta: 7:20:39, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9383, loss_cls: 0.5485, loss: 0.5485, grad_norm: 3.7584 2021-05-06 06:41:18,755 - mmaction - INFO - Epoch [26][1720/1853] lr: 1.000e-03, eta: 7:20:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9469, loss_cls: 0.5267, loss: 0.5267, grad_norm: 4.0287 2021-05-06 06:41:29,904 - mmaction - INFO - Epoch [26][1740/1853] lr: 1.000e-03, eta: 7:20:14, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9375, loss_cls: 0.5553, loss: 0.5553, grad_norm: 3.8419 2021-05-06 06:41:41,118 - mmaction - INFO - Epoch [26][1760/1853] lr: 1.000e-03, eta: 7:20:02, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9461, loss_cls: 0.5373, loss: 0.5373, grad_norm: 3.7623 2021-05-06 06:41:52,283 - mmaction - INFO - Epoch [26][1780/1853] lr: 1.000e-03, eta: 7:19:49, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9375, loss_cls: 0.5571, loss: 0.5571, grad_norm: 3.9884 2021-05-06 06:42:03,456 - mmaction - INFO - Epoch [26][1800/1853] lr: 1.000e-03, eta: 7:19:37, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9328, loss_cls: 0.5864, loss: 0.5864, grad_norm: 4.2038 2021-05-06 06:42:14,649 - mmaction - INFO - Epoch [26][1820/1853] lr: 1.000e-03, eta: 7:19:24, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9344, loss_cls: 0.5435, loss: 0.5435, grad_norm: 3.9814 2021-05-06 06:42:25,832 - mmaction - INFO - Epoch [26][1840/1853] lr: 1.000e-03, eta: 7:19:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8148, top5_acc: 0.9313, loss_cls: 0.6073, loss: 0.6073, grad_norm: 4.2833 2021-05-06 06:42:34,200 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-05-06 06:44:04,905 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 06:44:04,936 - mmaction - INFO - top1_acc 0.9602 top5_acc 0.9980 2021-05-06 06:44:04,936 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 06:44:04,944 - mmaction - INFO - mean_acc 0.9566 2021-05-06 06:44:04,946 - mmaction - INFO - Epoch(val) [26][1853] top1_acc: 0.9602, top5_acc: 0.9980, mean_class_accuracy: 0.9566 2021-05-06 06:45:05,665 - mmaction - INFO - Epoch [27][20/1853] lr: 1.000e-03, eta: 7:19:30, time: 3.035, data_time: 2.473, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9422, loss_cls: 0.5447, loss: 0.5447, grad_norm: 4.0066 2021-05-06 06:45:16,798 - mmaction - INFO - Epoch [27][40/1853] lr: 1.000e-03, eta: 7:19:18, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9297, loss_cls: 0.5659, loss: 0.5659, grad_norm: 3.9619 2021-05-06 06:45:27,965 - mmaction - INFO - Epoch [27][60/1853] lr: 1.000e-03, eta: 7:19:05, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9422, loss_cls: 0.5222, loss: 0.5222, grad_norm: 4.0908 2021-05-06 06:45:39,093 - mmaction - INFO - Epoch [27][80/1853] lr: 1.000e-03, eta: 7:18:52, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9398, loss_cls: 0.5576, loss: 0.5576, grad_norm: 4.2009 2021-05-06 06:45:50,292 - mmaction - INFO - Epoch [27][100/1853] lr: 1.000e-03, eta: 7:18:40, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8156, top5_acc: 0.9391, loss_cls: 0.5924, loss: 0.5924, grad_norm: 4.3564 2021-05-06 06:46:01,461 - mmaction - INFO - Epoch [27][120/1853] lr: 1.000e-03, eta: 7:18:28, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9289, loss_cls: 0.5845, loss: 0.5845, grad_norm: 3.7578 2021-05-06 06:46:12,658 - mmaction - INFO - Epoch [27][140/1853] lr: 1.000e-03, eta: 7:18:15, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9461, loss_cls: 0.5618, loss: 0.5618, grad_norm: 4.0973 2021-05-06 06:46:23,799 - mmaction - INFO - Epoch [27][160/1853] lr: 1.000e-03, eta: 7:18:03, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8734, top5_acc: 0.9531, loss_cls: 0.4375, loss: 0.4375, grad_norm: 3.3406 2021-05-06 06:46:34,959 - mmaction - INFO - Epoch [27][180/1853] lr: 1.000e-03, eta: 7:17:50, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9375, loss_cls: 0.5205, loss: 0.5205, grad_norm: 4.0665 2021-05-06 06:46:46,168 - mmaction - INFO - Epoch [27][200/1853] lr: 1.000e-03, eta: 7:17:38, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9336, loss_cls: 0.6023, loss: 0.6023, grad_norm: 3.9584 2021-05-06 06:46:57,344 - mmaction - INFO - Epoch [27][220/1853] lr: 1.000e-03, eta: 7:17:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9344, loss_cls: 0.5614, loss: 0.5614, grad_norm: 3.9003 2021-05-06 06:47:08,505 - mmaction - INFO - Epoch [27][240/1853] lr: 1.000e-03, eta: 7:17:13, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9422, loss_cls: 0.5765, loss: 0.5765, grad_norm: 4.0669 2021-05-06 06:47:19,683 - mmaction - INFO - Epoch [27][260/1853] lr: 1.000e-03, eta: 7:17:00, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9313, loss_cls: 0.5984, loss: 0.5984, grad_norm: 4.0021 2021-05-06 06:47:30,866 - mmaction - INFO - Epoch [27][280/1853] lr: 1.000e-03, eta: 7:16:48, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9297, loss_cls: 0.5884, loss: 0.5884, grad_norm: 4.0118 2021-05-06 06:47:42,071 - mmaction - INFO - Epoch [27][300/1853] lr: 1.000e-03, eta: 7:16:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9344, loss_cls: 0.5869, loss: 0.5869, grad_norm: 4.3723 2021-05-06 06:47:53,273 - mmaction - INFO - Epoch [27][320/1853] lr: 1.000e-03, eta: 7:16:23, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9391, loss_cls: 0.5630, loss: 0.5630, grad_norm: 4.0553 2021-05-06 06:48:04,444 - mmaction - INFO - Epoch [27][340/1853] lr: 1.000e-03, eta: 7:16:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9297, loss_cls: 0.5889, loss: 0.5889, grad_norm: 3.7798 2021-05-06 06:48:15,618 - mmaction - INFO - Epoch [27][360/1853] lr: 1.000e-03, eta: 7:15:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9352, loss_cls: 0.5464, loss: 0.5464, grad_norm: 3.8113 2021-05-06 06:48:26,805 - mmaction - INFO - Epoch [27][380/1853] lr: 1.000e-03, eta: 7:15:45, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9359, loss_cls: 0.5407, loss: 0.5407, grad_norm: 3.8438 2021-05-06 06:48:38,002 - mmaction - INFO - Epoch [27][400/1853] lr: 1.000e-03, eta: 7:15:33, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9320, loss_cls: 0.5828, loss: 0.5828, grad_norm: 4.0397 2021-05-06 06:48:49,173 - mmaction - INFO - Epoch [27][420/1853] lr: 1.000e-03, eta: 7:15:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9297, loss_cls: 0.5866, loss: 0.5866, grad_norm: 3.9518 2021-05-06 06:49:00,369 - mmaction - INFO - Epoch [27][440/1853] lr: 1.000e-03, eta: 7:15:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9297, loss_cls: 0.5748, loss: 0.5748, grad_norm: 3.9670 2021-05-06 06:49:11,548 - mmaction - INFO - Epoch [27][460/1853] lr: 1.000e-03, eta: 7:14:55, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9336, loss_cls: 0.5956, loss: 0.5956, grad_norm: 4.0817 2021-05-06 06:49:22,765 - mmaction - INFO - Epoch [27][480/1853] lr: 1.000e-03, eta: 7:14:43, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9289, loss_cls: 0.5504, loss: 0.5504, grad_norm: 3.7517 2021-05-06 06:49:33,958 - mmaction - INFO - Epoch [27][500/1853] lr: 1.000e-03, eta: 7:14:30, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8148, top5_acc: 0.9297, loss_cls: 0.6092, loss: 0.6092, grad_norm: 3.9940 2021-05-06 06:49:45,132 - mmaction - INFO - Epoch [27][520/1853] lr: 1.000e-03, eta: 7:14:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9352, loss_cls: 0.5593, loss: 0.5593, grad_norm: 3.7549 2021-05-06 06:49:56,319 - mmaction - INFO - Epoch [27][540/1853] lr: 1.000e-03, eta: 7:14:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9406, loss_cls: 0.5778, loss: 0.5778, grad_norm: 4.0475 2021-05-06 06:50:07,489 - mmaction - INFO - Epoch [27][560/1853] lr: 1.000e-03, eta: 7:13:53, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9406, loss_cls: 0.5746, loss: 0.5746, grad_norm: 4.1471 2021-05-06 06:50:18,674 - mmaction - INFO - Epoch [27][580/1853] lr: 1.000e-03, eta: 7:13:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9359, loss_cls: 0.5377, loss: 0.5377, grad_norm: 3.8234 2021-05-06 06:50:29,852 - mmaction - INFO - Epoch [27][600/1853] lr: 1.000e-03, eta: 7:13:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8172, top5_acc: 0.9273, loss_cls: 0.6233, loss: 0.6233, grad_norm: 4.1584 2021-05-06 06:50:41,041 - mmaction - INFO - Epoch [27][620/1853] lr: 1.000e-03, eta: 7:13:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9422, loss_cls: 0.5645, loss: 0.5645, grad_norm: 4.2623 2021-05-06 06:50:52,239 - mmaction - INFO - Epoch [27][640/1853] lr: 1.000e-03, eta: 7:13:03, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9414, loss_cls: 0.5132, loss: 0.5132, grad_norm: 3.8444 2021-05-06 06:51:03,420 - mmaction - INFO - Epoch [27][660/1853] lr: 1.000e-03, eta: 7:12:51, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9344, loss_cls: 0.5686, loss: 0.5686, grad_norm: 4.2341 2021-05-06 06:51:14,598 - mmaction - INFO - Epoch [27][680/1853] lr: 1.000e-03, eta: 7:12:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8133, top5_acc: 0.9273, loss_cls: 0.6059, loss: 0.6059, grad_norm: 4.5731 2021-05-06 06:51:25,774 - mmaction - INFO - Epoch [27][700/1853] lr: 1.000e-03, eta: 7:12:26, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9289, loss_cls: 0.5609, loss: 0.5609, grad_norm: 3.8456 2021-05-06 06:51:36,930 - mmaction - INFO - Epoch [27][720/1853] lr: 1.000e-03, eta: 7:12:13, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8195, top5_acc: 0.9391, loss_cls: 0.5957, loss: 0.5957, grad_norm: 4.0654 2021-05-06 06:51:48,102 - mmaction - INFO - Epoch [27][740/1853] lr: 1.000e-03, eta: 7:12:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9344, loss_cls: 0.5952, loss: 0.5952, grad_norm: 4.0919 2021-05-06 06:51:59,323 - mmaction - INFO - Epoch [27][760/1853] lr: 1.000e-03, eta: 7:11:48, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9359, loss_cls: 0.5398, loss: 0.5398, grad_norm: 3.5904 2021-05-06 06:52:10,493 - mmaction - INFO - Epoch [27][780/1853] lr: 1.000e-03, eta: 7:11:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9352, loss_cls: 0.5558, loss: 0.5558, grad_norm: 3.8444 2021-05-06 06:52:21,695 - mmaction - INFO - Epoch [27][800/1853] lr: 1.000e-03, eta: 7:11:24, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9414, loss_cls: 0.5600, loss: 0.5600, grad_norm: 4.0948 2021-05-06 06:52:32,906 - mmaction - INFO - Epoch [27][820/1853] lr: 1.000e-03, eta: 7:11:11, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9328, loss_cls: 0.6086, loss: 0.6086, grad_norm: 4.0720 2021-05-06 06:52:44,098 - mmaction - INFO - Epoch [27][840/1853] lr: 1.000e-03, eta: 7:10:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9336, loss_cls: 0.5744, loss: 0.5744, grad_norm: 4.2098 2021-05-06 06:52:55,277 - mmaction - INFO - Epoch [27][860/1853] lr: 1.000e-03, eta: 7:10:46, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9297, loss_cls: 0.5762, loss: 0.5762, grad_norm: 3.9195 2021-05-06 06:53:06,452 - mmaction - INFO - Epoch [27][880/1853] lr: 1.000e-03, eta: 7:10:34, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9359, loss_cls: 0.6150, loss: 0.6150, grad_norm: 4.1366 2021-05-06 06:53:17,635 - mmaction - INFO - Epoch [27][900/1853] lr: 1.000e-03, eta: 7:10:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9383, loss_cls: 0.5841, loss: 0.5841, grad_norm: 4.0010 2021-05-06 06:53:28,826 - mmaction - INFO - Epoch [27][920/1853] lr: 1.000e-03, eta: 7:10:09, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9313, loss_cls: 0.5714, loss: 0.5714, grad_norm: 3.9623 2021-05-06 06:53:39,994 - mmaction - INFO - Epoch [27][940/1853] lr: 1.000e-03, eta: 7:09:56, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9328, loss_cls: 0.5682, loss: 0.5682, grad_norm: 4.2126 2021-05-06 06:53:51,188 - mmaction - INFO - Epoch [27][960/1853] lr: 1.000e-03, eta: 7:09:44, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8063, top5_acc: 0.9187, loss_cls: 0.6467, loss: 0.6467, grad_norm: 4.3520 2021-05-06 06:54:02,381 - mmaction - INFO - Epoch [27][980/1853] lr: 1.000e-03, eta: 7:09:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8617, top5_acc: 0.9445, loss_cls: 0.4942, loss: 0.4942, grad_norm: 3.7727 2021-05-06 06:54:13,536 - mmaction - INFO - Epoch [27][1000/1853] lr: 1.000e-03, eta: 7:09:19, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9445, loss_cls: 0.5275, loss: 0.5275, grad_norm: 4.1540 2021-05-06 06:54:24,722 - mmaction - INFO - Epoch [27][1020/1853] lr: 1.000e-03, eta: 7:09:07, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9375, loss_cls: 0.5344, loss: 0.5344, grad_norm: 3.9467 2021-05-06 06:54:35,922 - mmaction - INFO - Epoch [27][1040/1853] lr: 1.000e-03, eta: 7:08:54, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9375, loss_cls: 0.5784, loss: 0.5784, grad_norm: 4.1124 2021-05-06 06:54:47,087 - mmaction - INFO - Epoch [27][1060/1853] lr: 1.000e-03, eta: 7:08:42, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9383, loss_cls: 0.5753, loss: 0.5753, grad_norm: 3.9637 2021-05-06 06:54:58,279 - mmaction - INFO - Epoch [27][1080/1853] lr: 1.000e-03, eta: 7:08:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9297, loss_cls: 0.6258, loss: 0.6258, grad_norm: 4.3100 2021-05-06 06:55:09,452 - mmaction - INFO - Epoch [27][1100/1853] lr: 1.000e-03, eta: 7:08:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9437, loss_cls: 0.5384, loss: 0.5384, grad_norm: 3.8428 2021-05-06 06:55:20,643 - mmaction - INFO - Epoch [27][1120/1853] lr: 1.000e-03, eta: 7:08:04, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9391, loss_cls: 0.5492, loss: 0.5492, grad_norm: 3.9102 2021-05-06 06:55:31,800 - mmaction - INFO - Epoch [27][1140/1853] lr: 1.000e-03, eta: 7:07:52, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9422, loss_cls: 0.5684, loss: 0.5684, grad_norm: 4.0564 2021-05-06 06:55:42,979 - mmaction - INFO - Epoch [27][1160/1853] lr: 1.000e-03, eta: 7:07:40, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9367, loss_cls: 0.5546, loss: 0.5546, grad_norm: 4.0652 2021-05-06 06:55:54,172 - mmaction - INFO - Epoch [27][1180/1853] lr: 1.000e-03, eta: 7:07:27, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9344, loss_cls: 0.5731, loss: 0.5731, grad_norm: 4.1179 2021-05-06 06:56:05,350 - mmaction - INFO - Epoch [27][1200/1853] lr: 1.000e-03, eta: 7:07:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9344, loss_cls: 0.5268, loss: 0.5268, grad_norm: 3.7465 2021-05-06 06:56:16,521 - mmaction - INFO - Epoch [27][1220/1853] lr: 1.000e-03, eta: 7:07:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9305, loss_cls: 0.5916, loss: 0.5916, grad_norm: 4.4789 2021-05-06 06:56:27,681 - mmaction - INFO - Epoch [27][1240/1853] lr: 1.000e-03, eta: 7:06:50, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9359, loss_cls: 0.5783, loss: 0.5783, grad_norm: 4.0495 2021-05-06 06:56:38,873 - mmaction - INFO - Epoch [27][1260/1853] lr: 1.000e-03, eta: 7:06:37, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9469, loss_cls: 0.5034, loss: 0.5034, grad_norm: 4.0047 2021-05-06 06:56:50,063 - mmaction - INFO - Epoch [27][1280/1853] lr: 1.000e-03, eta: 7:06:25, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9391, loss_cls: 0.5597, loss: 0.5597, grad_norm: 4.2016 2021-05-06 06:57:01,244 - mmaction - INFO - Epoch [27][1300/1853] lr: 1.000e-03, eta: 7:06:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9328, loss_cls: 0.5818, loss: 0.5818, grad_norm: 4.2504 2021-05-06 06:57:12,426 - mmaction - INFO - Epoch [27][1320/1853] lr: 1.000e-03, eta: 7:06:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9328, loss_cls: 0.5663, loss: 0.5663, grad_norm: 3.9821 2021-05-06 06:57:23,601 - mmaction - INFO - Epoch [27][1340/1853] lr: 1.000e-03, eta: 7:05:48, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8039, top5_acc: 0.9305, loss_cls: 0.6215, loss: 0.6215, grad_norm: 4.3106 2021-05-06 06:57:34,770 - mmaction - INFO - Epoch [27][1360/1853] lr: 1.000e-03, eta: 7:05:35, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9328, loss_cls: 0.6033, loss: 0.6033, grad_norm: 3.8504 2021-05-06 06:57:45,986 - mmaction - INFO - Epoch [27][1380/1853] lr: 1.000e-03, eta: 7:05:23, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9375, loss_cls: 0.5777, loss: 0.5777, grad_norm: 3.8716 2021-05-06 06:57:57,131 - mmaction - INFO - Epoch [27][1400/1853] lr: 1.000e-03, eta: 7:05:10, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9352, loss_cls: 0.5588, loss: 0.5588, grad_norm: 3.7909 2021-05-06 06:58:08,302 - mmaction - INFO - Epoch [27][1420/1853] lr: 1.000e-03, eta: 7:04:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9391, loss_cls: 0.5808, loss: 0.5808, grad_norm: 4.2771 2021-05-06 06:58:19,464 - mmaction - INFO - Epoch [27][1440/1853] lr: 1.000e-03, eta: 7:04:46, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9352, loss_cls: 0.5408, loss: 0.5408, grad_norm: 3.7612 2021-05-06 06:58:30,659 - mmaction - INFO - Epoch [27][1460/1853] lr: 1.000e-03, eta: 7:04:33, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9469, loss_cls: 0.5499, loss: 0.5499, grad_norm: 4.3483 2021-05-06 06:58:41,840 - mmaction - INFO - Epoch [27][1480/1853] lr: 1.000e-03, eta: 7:04:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9352, loss_cls: 0.5834, loss: 0.5834, grad_norm: 4.0865 2021-05-06 06:58:53,017 - mmaction - INFO - Epoch [27][1500/1853] lr: 1.000e-03, eta: 7:04:08, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8000, top5_acc: 0.9297, loss_cls: 0.6531, loss: 0.6531, grad_norm: 4.4570 2021-05-06 06:59:04,207 - mmaction - INFO - Epoch [27][1520/1853] lr: 1.000e-03, eta: 7:03:56, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9367, loss_cls: 0.5709, loss: 0.5709, grad_norm: 3.8669 2021-05-06 06:59:15,399 - mmaction - INFO - Epoch [27][1540/1853] lr: 1.000e-03, eta: 7:03:43, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9437, loss_cls: 0.5607, loss: 0.5607, grad_norm: 4.2484 2021-05-06 06:59:26,587 - mmaction - INFO - Epoch [27][1560/1853] lr: 1.000e-03, eta: 7:03:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9367, loss_cls: 0.5754, loss: 0.5754, grad_norm: 3.8576 2021-05-06 06:59:37,748 - mmaction - INFO - Epoch [27][1580/1853] lr: 1.000e-03, eta: 7:03:19, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9414, loss_cls: 0.5730, loss: 0.5730, grad_norm: 4.1782 2021-05-06 06:59:48,983 - mmaction - INFO - Epoch [27][1600/1853] lr: 1.000e-03, eta: 7:03:06, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8148, top5_acc: 0.9344, loss_cls: 0.6145, loss: 0.6145, grad_norm: 4.3244 2021-05-06 07:00:00,154 - mmaction - INFO - Epoch [27][1620/1853] lr: 1.000e-03, eta: 7:02:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9445, loss_cls: 0.5005, loss: 0.5005, grad_norm: 3.6437 2021-05-06 07:00:11,352 - mmaction - INFO - Epoch [27][1640/1853] lr: 1.000e-03, eta: 7:02:41, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9367, loss_cls: 0.5608, loss: 0.5608, grad_norm: 3.8961 2021-05-06 07:00:22,524 - mmaction - INFO - Epoch [27][1660/1853] lr: 1.000e-03, eta: 7:02:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9414, loss_cls: 0.5608, loss: 0.5608, grad_norm: 3.8310 2021-05-06 07:00:33,728 - mmaction - INFO - Epoch [27][1680/1853] lr: 1.000e-03, eta: 7:02:17, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9398, loss_cls: 0.5255, loss: 0.5255, grad_norm: 4.0351 2021-05-06 07:00:44,884 - mmaction - INFO - Epoch [27][1700/1853] lr: 1.000e-03, eta: 7:02:04, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9359, loss_cls: 0.5634, loss: 0.5634, grad_norm: 4.0081 2021-05-06 07:00:56,070 - mmaction - INFO - Epoch [27][1720/1853] lr: 1.000e-03, eta: 7:01:52, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8172, top5_acc: 0.9398, loss_cls: 0.6132, loss: 0.6132, grad_norm: 4.3049 2021-05-06 07:01:07,265 - mmaction - INFO - Epoch [27][1740/1853] lr: 1.000e-03, eta: 7:01:39, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9305, loss_cls: 0.5644, loss: 0.5644, grad_norm: 3.9145 2021-05-06 07:01:18,451 - mmaction - INFO - Epoch [27][1760/1853] lr: 1.000e-03, eta: 7:01:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9289, loss_cls: 0.5995, loss: 0.5995, grad_norm: 4.0521 2021-05-06 07:01:29,615 - mmaction - INFO - Epoch [27][1780/1853] lr: 1.000e-03, eta: 7:01:15, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9445, loss_cls: 0.5560, loss: 0.5560, grad_norm: 4.1182 2021-05-06 07:01:40,793 - mmaction - INFO - Epoch [27][1800/1853] lr: 1.000e-03, eta: 7:01:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9367, loss_cls: 0.5688, loss: 0.5688, grad_norm: 4.0651 2021-05-06 07:01:51,965 - mmaction - INFO - Epoch [27][1820/1853] lr: 1.000e-03, eta: 7:00:50, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9203, loss_cls: 0.6122, loss: 0.6122, grad_norm: 4.0823 2021-05-06 07:02:03,186 - mmaction - INFO - Epoch [27][1840/1853] lr: 1.000e-03, eta: 7:00:37, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9422, loss_cls: 0.5404, loss: 0.5404, grad_norm: 3.6140 2021-05-06 07:02:11,544 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-05-06 07:03:21,892 - mmaction - INFO - Epoch [28][20/1853] lr: 1.000e-03, eta: 7:01:00, time: 3.480, data_time: 2.918, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9430, loss_cls: 0.5644, loss: 0.5644, grad_norm: 4.1403 2021-05-06 07:03:33,042 - mmaction - INFO - Epoch [28][40/1853] lr: 1.000e-03, eta: 7:00:48, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9352, loss_cls: 0.5515, loss: 0.5515, grad_norm: 4.0268 2021-05-06 07:03:44,160 - mmaction - INFO - Epoch [28][60/1853] lr: 1.000e-03, eta: 7:00:36, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9281, loss_cls: 0.5696, loss: 0.5696, grad_norm: 3.9697 2021-05-06 07:03:55,322 - mmaction - INFO - Epoch [28][80/1853] lr: 1.000e-03, eta: 7:00:23, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9305, loss_cls: 0.5543, loss: 0.5543, grad_norm: 3.5466 2021-05-06 07:04:06,458 - mmaction - INFO - Epoch [28][100/1853] lr: 1.000e-03, eta: 7:00:11, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9328, loss_cls: 0.5819, loss: 0.5819, grad_norm: 4.0097 2021-05-06 07:04:17,607 - mmaction - INFO - Epoch [28][120/1853] lr: 1.000e-03, eta: 6:59:58, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9437, loss_cls: 0.5095, loss: 0.5095, grad_norm: 3.9148 2021-05-06 07:04:28,766 - mmaction - INFO - Epoch [28][140/1853] lr: 1.000e-03, eta: 6:59:46, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9367, loss_cls: 0.5969, loss: 0.5969, grad_norm: 4.2475 2021-05-06 07:04:39,944 - mmaction - INFO - Epoch [28][160/1853] lr: 1.000e-03, eta: 6:59:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9406, loss_cls: 0.5530, loss: 0.5530, grad_norm: 3.8337 2021-05-06 07:04:51,103 - mmaction - INFO - Epoch [28][180/1853] lr: 1.000e-03, eta: 6:59:21, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9281, loss_cls: 0.6124, loss: 0.6124, grad_norm: 3.9407 2021-05-06 07:05:02,283 - mmaction - INFO - Epoch [28][200/1853] lr: 1.000e-03, eta: 6:59:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9367, loss_cls: 0.5332, loss: 0.5332, grad_norm: 3.9666 2021-05-06 07:05:13,450 - mmaction - INFO - Epoch [28][220/1853] lr: 1.000e-03, eta: 6:58:56, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9336, loss_cls: 0.5517, loss: 0.5517, grad_norm: 3.6500 2021-05-06 07:05:24,640 - mmaction - INFO - Epoch [28][240/1853] lr: 1.000e-03, eta: 6:58:44, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9383, loss_cls: 0.5618, loss: 0.5618, grad_norm: 4.0347 2021-05-06 07:05:35,841 - mmaction - INFO - Epoch [28][260/1853] lr: 1.000e-03, eta: 6:58:31, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9422, loss_cls: 0.5687, loss: 0.5687, grad_norm: 4.0732 2021-05-06 07:05:47,007 - mmaction - INFO - Epoch [28][280/1853] lr: 1.000e-03, eta: 6:58:19, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9391, loss_cls: 0.5576, loss: 0.5576, grad_norm: 4.2071 2021-05-06 07:05:58,176 - mmaction - INFO - Epoch [28][300/1853] lr: 1.000e-03, eta: 6:58:06, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9437, loss_cls: 0.5086, loss: 0.5086, grad_norm: 3.8315 2021-05-06 07:06:09,371 - mmaction - INFO - Epoch [28][320/1853] lr: 1.000e-03, eta: 6:57:54, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9328, loss_cls: 0.5497, loss: 0.5497, grad_norm: 3.8656 2021-05-06 07:06:20,579 - mmaction - INFO - Epoch [28][340/1853] lr: 1.000e-03, eta: 6:57:41, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9344, loss_cls: 0.5895, loss: 0.5895, grad_norm: 4.3027 2021-05-06 07:06:31,745 - mmaction - INFO - Epoch [28][360/1853] lr: 1.000e-03, eta: 6:57:29, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8102, top5_acc: 0.9320, loss_cls: 0.6164, loss: 0.6164, grad_norm: 4.7628 2021-05-06 07:06:42,938 - mmaction - INFO - Epoch [28][380/1853] lr: 1.000e-03, eta: 6:57:17, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9414, loss_cls: 0.5826, loss: 0.5826, grad_norm: 3.9906 2021-05-06 07:06:54,121 - mmaction - INFO - Epoch [28][400/1853] lr: 1.000e-03, eta: 6:57:04, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9422, loss_cls: 0.5112, loss: 0.5112, grad_norm: 3.5830 2021-05-06 07:07:05,289 - mmaction - INFO - Epoch [28][420/1853] lr: 1.000e-03, eta: 6:56:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9430, loss_cls: 0.5356, loss: 0.5356, grad_norm: 4.3083 2021-05-06 07:07:16,462 - mmaction - INFO - Epoch [28][440/1853] lr: 1.000e-03, eta: 6:56:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9313, loss_cls: 0.5978, loss: 0.5978, grad_norm: 4.0284 2021-05-06 07:07:27,635 - mmaction - INFO - Epoch [28][460/1853] lr: 1.000e-03, eta: 6:56:27, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9375, loss_cls: 0.5666, loss: 0.5666, grad_norm: 4.1224 2021-05-06 07:07:39,277 - mmaction - INFO - Epoch [28][480/1853] lr: 1.000e-03, eta: 6:56:15, time: 0.582, data_time: 0.002, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9422, loss_cls: 0.5280, loss: 0.5280, grad_norm: 3.9550 2021-05-06 07:07:50,471 - mmaction - INFO - Epoch [28][500/1853] lr: 1.000e-03, eta: 6:56:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9344, loss_cls: 0.5724, loss: 0.5724, grad_norm: 3.9658 2021-05-06 07:08:01,696 - mmaction - INFO - Epoch [28][520/1853] lr: 1.000e-03, eta: 6:55:50, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9383, loss_cls: 0.5642, loss: 0.5642, grad_norm: 4.0548 2021-05-06 07:08:12,856 - mmaction - INFO - Epoch [28][540/1853] lr: 1.000e-03, eta: 6:55:38, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9445, loss_cls: 0.5543, loss: 0.5543, grad_norm: 4.2657 2021-05-06 07:08:24,038 - mmaction - INFO - Epoch [28][560/1853] lr: 1.000e-03, eta: 6:55:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9469, loss_cls: 0.5262, loss: 0.5262, grad_norm: 4.1620 2021-05-06 07:08:35,204 - mmaction - INFO - Epoch [28][580/1853] lr: 1.000e-03, eta: 6:55:13, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8094, top5_acc: 0.9242, loss_cls: 0.6399, loss: 0.6399, grad_norm: 4.5033 2021-05-06 07:08:46,377 - mmaction - INFO - Epoch [28][600/1853] lr: 1.000e-03, eta: 6:55:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8078, top5_acc: 0.9320, loss_cls: 0.6244, loss: 0.6244, grad_norm: 4.3747 2021-05-06 07:08:57,573 - mmaction - INFO - Epoch [28][620/1853] lr: 1.000e-03, eta: 6:54:48, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9359, loss_cls: 0.5417, loss: 0.5417, grad_norm: 4.0065 2021-05-06 07:09:08,773 - mmaction - INFO - Epoch [28][640/1853] lr: 1.000e-03, eta: 6:54:36, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9336, loss_cls: 0.5987, loss: 0.5987, grad_norm: 4.3185 2021-05-06 07:09:19,938 - mmaction - INFO - Epoch [28][660/1853] lr: 1.000e-03, eta: 6:54:23, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9422, loss_cls: 0.5996, loss: 0.5996, grad_norm: 4.3087 2021-05-06 07:09:31,112 - mmaction - INFO - Epoch [28][680/1853] lr: 1.000e-03, eta: 6:54:11, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9461, loss_cls: 0.5055, loss: 0.5055, grad_norm: 3.9917 2021-05-06 07:09:42,338 - mmaction - INFO - Epoch [28][700/1853] lr: 1.000e-03, eta: 6:53:58, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9437, loss_cls: 0.5584, loss: 0.5584, grad_norm: 4.2069 2021-05-06 07:09:53,518 - mmaction - INFO - Epoch [28][720/1853] lr: 1.000e-03, eta: 6:53:46, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9391, loss_cls: 0.5555, loss: 0.5555, grad_norm: 4.0134 2021-05-06 07:10:04,692 - mmaction - INFO - Epoch [28][740/1853] lr: 1.000e-03, eta: 6:53:34, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9375, loss_cls: 0.5768, loss: 0.5768, grad_norm: 4.4784 2021-05-06 07:10:15,871 - mmaction - INFO - Epoch [28][760/1853] lr: 1.000e-03, eta: 6:53:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9430, loss_cls: 0.5297, loss: 0.5297, grad_norm: 3.9076 2021-05-06 07:10:27,060 - mmaction - INFO - Epoch [28][780/1853] lr: 1.000e-03, eta: 6:53:09, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9391, loss_cls: 0.5566, loss: 0.5566, grad_norm: 4.0163 2021-05-06 07:10:38,345 - mmaction - INFO - Epoch [28][800/1853] lr: 1.000e-03, eta: 6:52:56, time: 0.564, data_time: 0.002, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9320, loss_cls: 0.5682, loss: 0.5682, grad_norm: 4.1146 2021-05-06 07:10:49,540 - mmaction - INFO - Epoch [28][820/1853] lr: 1.000e-03, eta: 6:52:44, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9398, loss_cls: 0.5121, loss: 0.5121, grad_norm: 3.8874 2021-05-06 07:11:00,758 - mmaction - INFO - Epoch [28][840/1853] lr: 1.000e-03, eta: 6:52:32, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9398, loss_cls: 0.5415, loss: 0.5415, grad_norm: 4.1693 2021-05-06 07:11:11,944 - mmaction - INFO - Epoch [28][860/1853] lr: 1.000e-03, eta: 6:52:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9406, loss_cls: 0.5729, loss: 0.5729, grad_norm: 4.2701 2021-05-06 07:11:23,138 - mmaction - INFO - Epoch [28][880/1853] lr: 1.000e-03, eta: 6:52:07, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9328, loss_cls: 0.5672, loss: 0.5672, grad_norm: 3.9819 2021-05-06 07:11:34,459 - mmaction - INFO - Epoch [28][900/1853] lr: 1.000e-03, eta: 6:51:55, time: 0.567, data_time: 0.002, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9398, loss_cls: 0.5479, loss: 0.5479, grad_norm: 4.1254 2021-05-06 07:11:45,669 - mmaction - INFO - Epoch [28][920/1853] lr: 1.000e-03, eta: 6:51:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9305, loss_cls: 0.5599, loss: 0.5599, grad_norm: 3.8691 2021-05-06 07:11:56,849 - mmaction - INFO - Epoch [28][940/1853] lr: 1.000e-03, eta: 6:51:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9211, loss_cls: 0.5845, loss: 0.5845, grad_norm: 4.3417 2021-05-06 07:12:08,030 - mmaction - INFO - Epoch [28][960/1853] lr: 1.000e-03, eta: 6:51:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9336, loss_cls: 0.5610, loss: 0.5610, grad_norm: 4.1502 2021-05-06 07:12:19,261 - mmaction - INFO - Epoch [28][980/1853] lr: 1.000e-03, eta: 6:51:05, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9437, loss_cls: 0.5521, loss: 0.5521, grad_norm: 4.2356 2021-05-06 07:12:30,643 - mmaction - INFO - Epoch [28][1000/1853] lr: 1.000e-03, eta: 6:50:53, time: 0.570, data_time: 0.002, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9406, loss_cls: 0.5482, loss: 0.5482, grad_norm: 4.2273 2021-05-06 07:12:41,841 - mmaction - INFO - Epoch [28][1020/1853] lr: 1.000e-03, eta: 6:50:41, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9328, loss_cls: 0.5808, loss: 0.5808, grad_norm: 4.2003 2021-05-06 07:12:53,038 - mmaction - INFO - Epoch [28][1040/1853] lr: 1.000e-03, eta: 6:50:28, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9406, loss_cls: 0.5694, loss: 0.5694, grad_norm: 4.1779 2021-05-06 07:13:04,249 - mmaction - INFO - Epoch [28][1060/1853] lr: 1.000e-03, eta: 6:50:16, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9445, loss_cls: 0.5282, loss: 0.5282, grad_norm: 4.0802 2021-05-06 07:13:15,439 - mmaction - INFO - Epoch [28][1080/1853] lr: 1.000e-03, eta: 6:50:03, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9461, loss_cls: 0.5398, loss: 0.5398, grad_norm: 4.0038 2021-05-06 07:13:26,636 - mmaction - INFO - Epoch [28][1100/1853] lr: 1.000e-03, eta: 6:49:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9320, loss_cls: 0.5596, loss: 0.5596, grad_norm: 4.0651 2021-05-06 07:13:37,846 - mmaction - INFO - Epoch [28][1120/1853] lr: 1.000e-03, eta: 6:49:39, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9305, loss_cls: 0.5476, loss: 0.5476, grad_norm: 3.9995 2021-05-06 07:13:49,000 - mmaction - INFO - Epoch [28][1140/1853] lr: 1.000e-03, eta: 6:49:26, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9430, loss_cls: 0.5420, loss: 0.5420, grad_norm: 4.1623 2021-05-06 07:14:00,226 - mmaction - INFO - Epoch [28][1160/1853] lr: 1.000e-03, eta: 6:49:14, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9430, loss_cls: 0.5179, loss: 0.5179, grad_norm: 3.9859 2021-05-06 07:14:11,401 - mmaction - INFO - Epoch [28][1180/1853] lr: 1.000e-03, eta: 6:49:02, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9305, loss_cls: 0.5910, loss: 0.5910, grad_norm: 4.2725 2021-05-06 07:14:22,582 - mmaction - INFO - Epoch [28][1200/1853] lr: 1.000e-03, eta: 6:48:49, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9430, loss_cls: 0.5702, loss: 0.5702, grad_norm: 4.5638 2021-05-06 07:14:33,840 - mmaction - INFO - Epoch [28][1220/1853] lr: 1.000e-03, eta: 6:48:37, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9344, loss_cls: 0.5877, loss: 0.5877, grad_norm: 4.2210 2021-05-06 07:14:45,044 - mmaction - INFO - Epoch [28][1240/1853] lr: 1.000e-03, eta: 6:48:24, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8133, top5_acc: 0.9359, loss_cls: 0.6047, loss: 0.6047, grad_norm: 4.0935 2021-05-06 07:14:56,234 - mmaction - INFO - Epoch [28][1260/1853] lr: 1.000e-03, eta: 6:48:12, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8156, top5_acc: 0.9281, loss_cls: 0.6093, loss: 0.6093, grad_norm: 4.3748 2021-05-06 07:15:07,401 - mmaction - INFO - Epoch [28][1280/1853] lr: 1.000e-03, eta: 6:48:00, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8195, top5_acc: 0.9352, loss_cls: 0.5946, loss: 0.5946, grad_norm: 4.3300 2021-05-06 07:15:18,628 - mmaction - INFO - Epoch [28][1300/1853] lr: 1.000e-03, eta: 6:47:47, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9344, loss_cls: 0.5683, loss: 0.5683, grad_norm: 4.1917 2021-05-06 07:15:29,792 - mmaction - INFO - Epoch [28][1320/1853] lr: 1.000e-03, eta: 6:47:35, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9406, loss_cls: 0.5400, loss: 0.5400, grad_norm: 4.0100 2021-05-06 07:15:41,009 - mmaction - INFO - Epoch [28][1340/1853] lr: 1.000e-03, eta: 6:47:23, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8156, top5_acc: 0.9375, loss_cls: 0.5863, loss: 0.5863, grad_norm: 4.5057 2021-05-06 07:15:52,173 - mmaction - INFO - Epoch [28][1360/1853] lr: 1.000e-03, eta: 6:47:10, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9492, loss_cls: 0.5099, loss: 0.5099, grad_norm: 4.2265 2021-05-06 07:16:03,366 - mmaction - INFO - Epoch [28][1380/1853] lr: 1.000e-03, eta: 6:46:58, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9375, loss_cls: 0.5443, loss: 0.5443, grad_norm: 4.4311 2021-05-06 07:16:14,549 - mmaction - INFO - Epoch [28][1400/1853] lr: 1.000e-03, eta: 6:46:46, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9359, loss_cls: 0.5908, loss: 0.5908, grad_norm: 4.0405 2021-05-06 07:16:25,722 - mmaction - INFO - Epoch [28][1420/1853] lr: 1.000e-03, eta: 6:46:33, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9375, loss_cls: 0.5291, loss: 0.5291, grad_norm: 4.0900 2021-05-06 07:16:36,909 - mmaction - INFO - Epoch [28][1440/1853] lr: 1.000e-03, eta: 6:46:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9406, loss_cls: 0.4867, loss: 0.4867, grad_norm: 4.1192 2021-05-06 07:16:48,079 - mmaction - INFO - Epoch [28][1460/1853] lr: 1.000e-03, eta: 6:46:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9484, loss_cls: 0.5060, loss: 0.5060, grad_norm: 3.9569 2021-05-06 07:16:59,243 - mmaction - INFO - Epoch [28][1480/1853] lr: 1.000e-03, eta: 6:45:56, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9391, loss_cls: 0.5385, loss: 0.5385, grad_norm: 4.0738 2021-05-06 07:17:10,400 - mmaction - INFO - Epoch [28][1500/1853] lr: 1.000e-03, eta: 6:45:44, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9422, loss_cls: 0.5498, loss: 0.5498, grad_norm: 4.0733 2021-05-06 07:17:21,589 - mmaction - INFO - Epoch [28][1520/1853] lr: 1.000e-03, eta: 6:45:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9461, loss_cls: 0.5457, loss: 0.5457, grad_norm: 4.0248 2021-05-06 07:17:32,743 - mmaction - INFO - Epoch [28][1540/1853] lr: 1.000e-03, eta: 6:45:19, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9289, loss_cls: 0.5966, loss: 0.5966, grad_norm: 4.1416 2021-05-06 07:17:43,947 - mmaction - INFO - Epoch [28][1560/1853] lr: 1.000e-03, eta: 6:45:07, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9461, loss_cls: 0.5234, loss: 0.5234, grad_norm: 3.9533 2021-05-06 07:17:55,142 - mmaction - INFO - Epoch [28][1580/1853] lr: 1.000e-03, eta: 6:44:54, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9398, loss_cls: 0.5428, loss: 0.5428, grad_norm: 4.2674 2021-05-06 07:18:06,354 - mmaction - INFO - Epoch [28][1600/1853] lr: 1.000e-03, eta: 6:44:42, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9437, loss_cls: 0.5315, loss: 0.5315, grad_norm: 4.0454 2021-05-06 07:18:17,557 - mmaction - INFO - Epoch [28][1620/1853] lr: 1.000e-03, eta: 6:44:30, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9266, loss_cls: 0.5866, loss: 0.5866, grad_norm: 3.9019 2021-05-06 07:18:28,750 - mmaction - INFO - Epoch [28][1640/1853] lr: 1.000e-03, eta: 6:44:17, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9461, loss_cls: 0.5272, loss: 0.5272, grad_norm: 3.9574 2021-05-06 07:18:39,925 - mmaction - INFO - Epoch [28][1660/1853] lr: 1.000e-03, eta: 6:44:05, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8172, top5_acc: 0.9320, loss_cls: 0.6077, loss: 0.6077, grad_norm: 4.4176 2021-05-06 07:18:51,114 - mmaction - INFO - Epoch [28][1680/1853] lr: 1.000e-03, eta: 6:43:52, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8164, top5_acc: 0.9258, loss_cls: 0.6223, loss: 0.6223, grad_norm: 3.9981 2021-05-06 07:19:02,312 - mmaction - INFO - Epoch [28][1700/1853] lr: 1.000e-03, eta: 6:43:40, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9383, loss_cls: 0.5509, loss: 0.5509, grad_norm: 4.0309 2021-05-06 07:19:13,484 - mmaction - INFO - Epoch [28][1720/1853] lr: 1.000e-03, eta: 6:43:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9297, loss_cls: 0.5815, loss: 0.5815, grad_norm: 3.9596 2021-05-06 07:19:24,665 - mmaction - INFO - Epoch [28][1740/1853] lr: 1.000e-03, eta: 6:43:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9359, loss_cls: 0.5662, loss: 0.5662, grad_norm: 3.8861 2021-05-06 07:19:35,888 - mmaction - INFO - Epoch [28][1760/1853] lr: 1.000e-03, eta: 6:43:03, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9445, loss_cls: 0.5190, loss: 0.5190, grad_norm: 3.9808 2021-05-06 07:19:47,097 - mmaction - INFO - Epoch [28][1780/1853] lr: 1.000e-03, eta: 6:42:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9398, loss_cls: 0.5486, loss: 0.5486, grad_norm: 4.0989 2021-05-06 07:19:58,283 - mmaction - INFO - Epoch [28][1800/1853] lr: 1.000e-03, eta: 6:42:38, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9430, loss_cls: 0.5477, loss: 0.5477, grad_norm: 4.2600 2021-05-06 07:20:09,466 - mmaction - INFO - Epoch [28][1820/1853] lr: 1.000e-03, eta: 6:42:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9391, loss_cls: 0.5711, loss: 0.5711, grad_norm: 4.6296 2021-05-06 07:20:20,659 - mmaction - INFO - Epoch [28][1840/1853] lr: 1.000e-03, eta: 6:42:14, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9313, loss_cls: 0.5794, loss: 0.5794, grad_norm: 3.8104 2021-05-06 07:20:28,855 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-05-06 07:21:54,386 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 07:21:54,418 - mmaction - INFO - top1_acc 0.9608 top5_acc 0.9980 2021-05-06 07:21:54,418 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 07:21:54,426 - mmaction - INFO - mean_acc 0.9571 2021-05-06 07:21:55,597 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. 2021-05-06 07:21:55,598 - mmaction - INFO - Best top1_acc is 0.9608 at 28 epoch. 2021-05-06 07:21:55,602 - mmaction - INFO - Epoch(val) [28][1853] top1_acc: 0.9608, top5_acc: 0.9980, mean_class_accuracy: 0.9571 2021-05-06 07:22:55,660 - mmaction - INFO - Epoch [29][20/1853] lr: 1.000e-03, eta: 6:42:26, time: 3.002, data_time: 2.438, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9359, loss_cls: 0.5545, loss: 0.5545, grad_norm: 4.0484 2021-05-06 07:23:06,808 - mmaction - INFO - Epoch [29][40/1853] lr: 1.000e-03, eta: 6:42:14, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9391, loss_cls: 0.5399, loss: 0.5399, grad_norm: 4.0142 2021-05-06 07:23:17,960 - mmaction - INFO - Epoch [29][60/1853] lr: 1.000e-03, eta: 6:42:01, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9516, loss_cls: 0.5322, loss: 0.5322, grad_norm: 4.1095 2021-05-06 07:23:29,106 - mmaction - INFO - Epoch [29][80/1853] lr: 1.000e-03, eta: 6:41:49, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9367, loss_cls: 0.5635, loss: 0.5635, grad_norm: 3.8351 2021-05-06 07:23:40,275 - mmaction - INFO - Epoch [29][100/1853] lr: 1.000e-03, eta: 6:41:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9367, loss_cls: 0.5780, loss: 0.5780, grad_norm: 4.2830 2021-05-06 07:23:51,438 - mmaction - INFO - Epoch [29][120/1853] lr: 1.000e-03, eta: 6:41:24, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9367, loss_cls: 0.5374, loss: 0.5374, grad_norm: 3.9472 2021-05-06 07:24:02,614 - mmaction - INFO - Epoch [29][140/1853] lr: 1.000e-03, eta: 6:41:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9359, loss_cls: 0.5532, loss: 0.5532, grad_norm: 4.2085 2021-05-06 07:24:13,791 - mmaction - INFO - Epoch [29][160/1853] lr: 1.000e-03, eta: 6:40:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9430, loss_cls: 0.5456, loss: 0.5456, grad_norm: 3.7812 2021-05-06 07:24:24,963 - mmaction - INFO - Epoch [29][180/1853] lr: 1.000e-03, eta: 6:40:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9383, loss_cls: 0.5932, loss: 0.5932, grad_norm: 4.1739 2021-05-06 07:24:36,154 - mmaction - INFO - Epoch [29][200/1853] lr: 1.000e-03, eta: 6:40:34, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9469, loss_cls: 0.5510, loss: 0.5510, grad_norm: 4.2326 2021-05-06 07:24:47,325 - mmaction - INFO - Epoch [29][220/1853] lr: 1.000e-03, eta: 6:40:22, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9273, loss_cls: 0.6059, loss: 0.6059, grad_norm: 4.1338 2021-05-06 07:24:58,500 - mmaction - INFO - Epoch [29][240/1853] lr: 1.000e-03, eta: 6:40:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9437, loss_cls: 0.5462, loss: 0.5462, grad_norm: 4.2757 2021-05-06 07:25:09,724 - mmaction - INFO - Epoch [29][260/1853] lr: 1.000e-03, eta: 6:39:57, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9234, loss_cls: 0.6015, loss: 0.6015, grad_norm: 4.0141 2021-05-06 07:25:20,901 - mmaction - INFO - Epoch [29][280/1853] lr: 1.000e-03, eta: 6:39:45, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9453, loss_cls: 0.5285, loss: 0.5285, grad_norm: 3.8599 2021-05-06 07:25:32,087 - mmaction - INFO - Epoch [29][300/1853] lr: 1.000e-03, eta: 6:39:33, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9453, loss_cls: 0.5166, loss: 0.5166, grad_norm: 4.1789 2021-05-06 07:25:43,284 - mmaction - INFO - Epoch [29][320/1853] lr: 1.000e-03, eta: 6:39:20, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9391, loss_cls: 0.5871, loss: 0.5871, grad_norm: 4.7789 2021-05-06 07:25:54,492 - mmaction - INFO - Epoch [29][340/1853] lr: 1.000e-03, eta: 6:39:08, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9359, loss_cls: 0.5532, loss: 0.5532, grad_norm: 4.1447 2021-05-06 07:26:05,669 - mmaction - INFO - Epoch [29][360/1853] lr: 1.000e-03, eta: 6:38:56, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9375, loss_cls: 0.5691, loss: 0.5691, grad_norm: 4.6510 2021-05-06 07:26:16,864 - mmaction - INFO - Epoch [29][380/1853] lr: 1.000e-03, eta: 6:38:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9469, loss_cls: 0.5169, loss: 0.5169, grad_norm: 4.0156 2021-05-06 07:26:28,060 - mmaction - INFO - Epoch [29][400/1853] lr: 1.000e-03, eta: 6:38:31, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9320, loss_cls: 0.6001, loss: 0.6001, grad_norm: 4.1638 2021-05-06 07:26:39,244 - mmaction - INFO - Epoch [29][420/1853] lr: 1.000e-03, eta: 6:38:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9469, loss_cls: 0.5663, loss: 0.5663, grad_norm: 4.5949 2021-05-06 07:26:50,431 - mmaction - INFO - Epoch [29][440/1853] lr: 1.000e-03, eta: 6:38:06, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9375, loss_cls: 0.5529, loss: 0.5529, grad_norm: 4.2228 2021-05-06 07:27:01,617 - mmaction - INFO - Epoch [29][460/1853] lr: 1.000e-03, eta: 6:37:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9344, loss_cls: 0.5269, loss: 0.5269, grad_norm: 3.8215 2021-05-06 07:27:12,827 - mmaction - INFO - Epoch [29][480/1853] lr: 1.000e-03, eta: 6:37:41, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9383, loss_cls: 0.5854, loss: 0.5854, grad_norm: 4.2974 2021-05-06 07:27:24,038 - mmaction - INFO - Epoch [29][500/1853] lr: 1.000e-03, eta: 6:37:29, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9352, loss_cls: 0.5563, loss: 0.5563, grad_norm: 4.2969 2021-05-06 07:27:35,209 - mmaction - INFO - Epoch [29][520/1853] lr: 1.000e-03, eta: 6:37:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9437, loss_cls: 0.5511, loss: 0.5511, grad_norm: 4.3518 2021-05-06 07:27:46,396 - mmaction - INFO - Epoch [29][540/1853] lr: 1.000e-03, eta: 6:37:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9414, loss_cls: 0.5256, loss: 0.5256, grad_norm: 4.1875 2021-05-06 07:27:57,608 - mmaction - INFO - Epoch [29][560/1853] lr: 1.000e-03, eta: 6:36:52, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9391, loss_cls: 0.6044, loss: 0.6044, grad_norm: 4.4756 2021-05-06 07:28:08,793 - mmaction - INFO - Epoch [29][580/1853] lr: 1.000e-03, eta: 6:36:40, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9500, loss_cls: 0.4904, loss: 0.4904, grad_norm: 4.0505 2021-05-06 07:28:19,980 - mmaction - INFO - Epoch [29][600/1853] lr: 1.000e-03, eta: 6:36:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9375, loss_cls: 0.5724, loss: 0.5724, grad_norm: 4.2806 2021-05-06 07:28:31,173 - mmaction - INFO - Epoch [29][620/1853] lr: 1.000e-03, eta: 6:36:15, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9258, loss_cls: 0.5634, loss: 0.5634, grad_norm: 4.1629 2021-05-06 07:28:42,371 - mmaction - INFO - Epoch [29][640/1853] lr: 1.000e-03, eta: 6:36:03, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9375, loss_cls: 0.5425, loss: 0.5425, grad_norm: 3.9469 2021-05-06 07:28:53,544 - mmaction - INFO - Epoch [29][660/1853] lr: 1.000e-03, eta: 6:35:50, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9406, loss_cls: 0.5543, loss: 0.5543, grad_norm: 4.4573 2021-05-06 07:29:04,718 - mmaction - INFO - Epoch [29][680/1853] lr: 1.000e-03, eta: 6:35:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9461, loss_cls: 0.5049, loss: 0.5049, grad_norm: 3.9659 2021-05-06 07:29:15,934 - mmaction - INFO - Epoch [29][700/1853] lr: 1.000e-03, eta: 6:35:26, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9500, loss_cls: 0.5010, loss: 0.5010, grad_norm: 4.0094 2021-05-06 07:29:27,111 - mmaction - INFO - Epoch [29][720/1853] lr: 1.000e-03, eta: 6:35:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9437, loss_cls: 0.5768, loss: 0.5768, grad_norm: 4.3503 2021-05-06 07:29:38,276 - mmaction - INFO - Epoch [29][740/1853] lr: 1.000e-03, eta: 6:35:01, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9461, loss_cls: 0.5279, loss: 0.5279, grad_norm: 4.1768 2021-05-06 07:29:49,483 - mmaction - INFO - Epoch [29][760/1853] lr: 1.000e-03, eta: 6:34:49, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9391, loss_cls: 0.5431, loss: 0.5431, grad_norm: 4.0004 2021-05-06 07:30:00,680 - mmaction - INFO - Epoch [29][780/1853] lr: 1.000e-03, eta: 6:34:36, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9477, loss_cls: 0.5100, loss: 0.5100, grad_norm: 4.2077 2021-05-06 07:30:11,871 - mmaction - INFO - Epoch [29][800/1853] lr: 1.000e-03, eta: 6:34:24, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9391, loss_cls: 0.5258, loss: 0.5258, grad_norm: 4.2730 2021-05-06 07:30:23,052 - mmaction - INFO - Epoch [29][820/1853] lr: 1.000e-03, eta: 6:34:12, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9398, loss_cls: 0.5352, loss: 0.5352, grad_norm: 4.2296 2021-05-06 07:30:34,262 - mmaction - INFO - Epoch [29][840/1853] lr: 1.000e-03, eta: 6:33:59, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9461, loss_cls: 0.5707, loss: 0.5707, grad_norm: 4.5716 2021-05-06 07:30:45,487 - mmaction - INFO - Epoch [29][860/1853] lr: 1.000e-03, eta: 6:33:47, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9305, loss_cls: 0.5694, loss: 0.5694, grad_norm: 4.0194 2021-05-06 07:30:56,727 - mmaction - INFO - Epoch [29][880/1853] lr: 1.000e-03, eta: 6:33:35, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9359, loss_cls: 0.5879, loss: 0.5879, grad_norm: 4.2945 2021-05-06 07:31:07,934 - mmaction - INFO - Epoch [29][900/1853] lr: 1.000e-03, eta: 6:33:22, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9375, loss_cls: 0.5269, loss: 0.5269, grad_norm: 4.1910 2021-05-06 07:31:19,140 - mmaction - INFO - Epoch [29][920/1853] lr: 1.000e-03, eta: 6:33:10, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9289, loss_cls: 0.6141, loss: 0.6141, grad_norm: 4.4745 2021-05-06 07:31:30,352 - mmaction - INFO - Epoch [29][940/1853] lr: 1.000e-03, eta: 6:32:58, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9289, loss_cls: 0.5579, loss: 0.5579, grad_norm: 3.9056 2021-05-06 07:31:41,531 - mmaction - INFO - Epoch [29][960/1853] lr: 1.000e-03, eta: 6:32:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9344, loss_cls: 0.5858, loss: 0.5858, grad_norm: 4.2860 2021-05-06 07:31:52,729 - mmaction - INFO - Epoch [29][980/1853] lr: 1.000e-03, eta: 6:32:33, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9367, loss_cls: 0.5702, loss: 0.5702, grad_norm: 4.5637 2021-05-06 07:32:03,959 - mmaction - INFO - Epoch [29][1000/1853] lr: 1.000e-03, eta: 6:32:21, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8156, top5_acc: 0.9430, loss_cls: 0.5972, loss: 0.5972, grad_norm: 4.4203 2021-05-06 07:32:15,133 - mmaction - INFO - Epoch [29][1020/1853] lr: 1.000e-03, eta: 6:32:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9313, loss_cls: 0.5822, loss: 0.5822, grad_norm: 4.3391 2021-05-06 07:32:26,350 - mmaction - INFO - Epoch [29][1040/1853] lr: 1.000e-03, eta: 6:31:56, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9352, loss_cls: 0.5900, loss: 0.5900, grad_norm: 4.2292 2021-05-06 07:32:37,574 - mmaction - INFO - Epoch [29][1060/1853] lr: 1.000e-03, eta: 6:31:44, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9367, loss_cls: 0.5434, loss: 0.5434, grad_norm: 4.0912 2021-05-06 07:32:48,759 - mmaction - INFO - Epoch [29][1080/1853] lr: 1.000e-03, eta: 6:31:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9313, loss_cls: 0.5911, loss: 0.5911, grad_norm: 4.4269 2021-05-06 07:32:59,927 - mmaction - INFO - Epoch [29][1100/1853] lr: 1.000e-03, eta: 6:31:19, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9344, loss_cls: 0.5726, loss: 0.5726, grad_norm: 4.0971 2021-05-06 07:33:11,127 - mmaction - INFO - Epoch [29][1120/1853] lr: 1.000e-03, eta: 6:31:07, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9383, loss_cls: 0.5893, loss: 0.5893, grad_norm: 4.4145 2021-05-06 07:33:22,301 - mmaction - INFO - Epoch [29][1140/1853] lr: 1.000e-03, eta: 6:30:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9367, loss_cls: 0.5734, loss: 0.5734, grad_norm: 4.3290 2021-05-06 07:33:33,513 - mmaction - INFO - Epoch [29][1160/1853] lr: 1.000e-03, eta: 6:30:42, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9336, loss_cls: 0.5504, loss: 0.5504, grad_norm: 4.4201 2021-05-06 07:33:44,690 - mmaction - INFO - Epoch [29][1180/1853] lr: 1.000e-03, eta: 6:30:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8109, top5_acc: 0.9266, loss_cls: 0.6180, loss: 0.6180, grad_norm: 4.6336 2021-05-06 07:33:55,862 - mmaction - INFO - Epoch [29][1200/1853] lr: 1.000e-03, eta: 6:30:18, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9344, loss_cls: 0.5663, loss: 0.5663, grad_norm: 4.2503 2021-05-06 07:34:07,056 - mmaction - INFO - Epoch [29][1220/1853] lr: 1.000e-03, eta: 6:30:05, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9375, loss_cls: 0.5459, loss: 0.5459, grad_norm: 3.9804 2021-05-06 07:34:18,239 - mmaction - INFO - Epoch [29][1240/1853] lr: 1.000e-03, eta: 6:29:53, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9414, loss_cls: 0.5472, loss: 0.5472, grad_norm: 4.1745 2021-05-06 07:34:29,411 - mmaction - INFO - Epoch [29][1260/1853] lr: 1.000e-03, eta: 6:29:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9406, loss_cls: 0.5404, loss: 0.5404, grad_norm: 4.5434 2021-05-06 07:34:40,607 - mmaction - INFO - Epoch [29][1280/1853] lr: 1.000e-03, eta: 6:29:28, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9328, loss_cls: 0.5681, loss: 0.5681, grad_norm: 4.2110 2021-05-06 07:34:51,821 - mmaction - INFO - Epoch [29][1300/1853] lr: 1.000e-03, eta: 6:29:16, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9492, loss_cls: 0.5461, loss: 0.5461, grad_norm: 4.2470 2021-05-06 07:35:03,012 - mmaction - INFO - Epoch [29][1320/1853] lr: 1.000e-03, eta: 6:29:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9219, loss_cls: 0.6227, loss: 0.6227, grad_norm: 4.3290 2021-05-06 07:35:14,237 - mmaction - INFO - Epoch [29][1340/1853] lr: 1.000e-03, eta: 6:28:51, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9406, loss_cls: 0.5305, loss: 0.5305, grad_norm: 3.8838 2021-05-06 07:35:25,422 - mmaction - INFO - Epoch [29][1360/1853] lr: 1.000e-03, eta: 6:28:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9344, loss_cls: 0.5917, loss: 0.5917, grad_norm: 4.3702 2021-05-06 07:35:36,607 - mmaction - INFO - Epoch [29][1380/1853] lr: 1.000e-03, eta: 6:28:27, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9422, loss_cls: 0.5079, loss: 0.5079, grad_norm: 4.0766 2021-05-06 07:35:47,826 - mmaction - INFO - Epoch [29][1400/1853] lr: 1.000e-03, eta: 6:28:14, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9398, loss_cls: 0.5237, loss: 0.5237, grad_norm: 3.8748 2021-05-06 07:35:59,004 - mmaction - INFO - Epoch [29][1420/1853] lr: 1.000e-03, eta: 6:28:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9406, loss_cls: 0.5478, loss: 0.5478, grad_norm: 4.2045 2021-05-06 07:36:10,242 - mmaction - INFO - Epoch [29][1440/1853] lr: 1.000e-03, eta: 6:27:50, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9414, loss_cls: 0.5359, loss: 0.5359, grad_norm: 4.1861 2021-05-06 07:36:21,470 - mmaction - INFO - Epoch [29][1460/1853] lr: 1.000e-03, eta: 6:27:38, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9508, loss_cls: 0.5086, loss: 0.5086, grad_norm: 4.0079 2021-05-06 07:36:32,678 - mmaction - INFO - Epoch [29][1480/1853] lr: 1.000e-03, eta: 6:27:25, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9305, loss_cls: 0.5950, loss: 0.5950, grad_norm: 4.3378 2021-05-06 07:36:43,876 - mmaction - INFO - Epoch [29][1500/1853] lr: 1.000e-03, eta: 6:27:13, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9461, loss_cls: 0.5273, loss: 0.5273, grad_norm: 4.3297 2021-05-06 07:36:55,055 - mmaction - INFO - Epoch [29][1520/1853] lr: 1.000e-03, eta: 6:27:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9430, loss_cls: 0.5404, loss: 0.5404, grad_norm: 4.3099 2021-05-06 07:37:06,226 - mmaction - INFO - Epoch [29][1540/1853] lr: 1.000e-03, eta: 6:26:48, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9320, loss_cls: 0.5409, loss: 0.5409, grad_norm: 4.0879 2021-05-06 07:37:17,415 - mmaction - INFO - Epoch [29][1560/1853] lr: 1.000e-03, eta: 6:26:36, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9320, loss_cls: 0.5642, loss: 0.5642, grad_norm: 4.4172 2021-05-06 07:37:28,620 - mmaction - INFO - Epoch [29][1580/1853] lr: 1.000e-03, eta: 6:26:24, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9359, loss_cls: 0.5711, loss: 0.5711, grad_norm: 4.5852 2021-05-06 07:37:39,852 - mmaction - INFO - Epoch [29][1600/1853] lr: 1.000e-03, eta: 6:26:11, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9461, loss_cls: 0.5149, loss: 0.5149, grad_norm: 3.9615 2021-05-06 07:37:51,073 - mmaction - INFO - Epoch [29][1620/1853] lr: 1.000e-03, eta: 6:25:59, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9336, loss_cls: 0.5815, loss: 0.5815, grad_norm: 4.2562 2021-05-06 07:38:02,265 - mmaction - INFO - Epoch [29][1640/1853] lr: 1.000e-03, eta: 6:25:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8195, top5_acc: 0.9180, loss_cls: 0.6353, loss: 0.6353, grad_norm: 4.4146 2021-05-06 07:38:13,492 - mmaction - INFO - Epoch [29][1660/1853] lr: 1.000e-03, eta: 6:25:35, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9398, loss_cls: 0.5450, loss: 0.5450, grad_norm: 4.1878 2021-05-06 07:38:24,722 - mmaction - INFO - Epoch [29][1680/1853] lr: 1.000e-03, eta: 6:25:22, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9398, loss_cls: 0.5250, loss: 0.5250, grad_norm: 3.8114 2021-05-06 07:38:35,930 - mmaction - INFO - Epoch [29][1700/1853] lr: 1.000e-03, eta: 6:25:10, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9352, loss_cls: 0.5908, loss: 0.5908, grad_norm: 4.4985 2021-05-06 07:38:47,130 - mmaction - INFO - Epoch [29][1720/1853] lr: 1.000e-03, eta: 6:24:58, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9258, loss_cls: 0.6063, loss: 0.6063, grad_norm: 4.4694 2021-05-06 07:38:58,337 - mmaction - INFO - Epoch [29][1740/1853] lr: 1.000e-03, eta: 6:24:45, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9305, loss_cls: 0.6052, loss: 0.6052, grad_norm: 4.6459 2021-05-06 07:39:09,532 - mmaction - INFO - Epoch [29][1760/1853] lr: 1.000e-03, eta: 6:24:33, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9406, loss_cls: 0.5497, loss: 0.5497, grad_norm: 4.2074 2021-05-06 07:39:20,782 - mmaction - INFO - Epoch [29][1780/1853] lr: 1.000e-03, eta: 6:24:21, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9406, loss_cls: 0.5478, loss: 0.5478, grad_norm: 4.3676 2021-05-06 07:39:31,975 - mmaction - INFO - Epoch [29][1800/1853] lr: 1.000e-03, eta: 6:24:09, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9328, loss_cls: 0.5635, loss: 0.5635, grad_norm: 4.1692 2021-05-06 07:39:43,139 - mmaction - INFO - Epoch [29][1820/1853] lr: 1.000e-03, eta: 6:23:56, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9445, loss_cls: 0.5262, loss: 0.5262, grad_norm: 4.0916 2021-05-06 07:39:54,334 - mmaction - INFO - Epoch [29][1840/1853] lr: 1.000e-03, eta: 6:23:44, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9367, loss_cls: 0.5104, loss: 0.5104, grad_norm: 3.9931 2021-05-06 07:40:02,806 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-05-06 07:41:33,258 - mmaction - INFO - Epoch [30][20/1853] lr: 1.000e-03, eta: 6:24:15, time: 4.457, data_time: 3.895, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9406, loss_cls: 0.5675, loss: 0.5675, grad_norm: 4.2976 2021-05-06 07:41:44,487 - mmaction - INFO - Epoch [30][40/1853] lr: 1.000e-03, eta: 6:24:03, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9484, loss_cls: 0.5189, loss: 0.5189, grad_norm: 4.3718 2021-05-06 07:41:55,613 - mmaction - INFO - Epoch [30][60/1853] lr: 1.000e-03, eta: 6:23:50, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.8617, top5_acc: 0.9469, loss_cls: 0.4739, loss: 0.4739, grad_norm: 3.8044 2021-05-06 07:42:06,816 - mmaction - INFO - Epoch [30][80/1853] lr: 1.000e-03, eta: 6:23:38, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9445, loss_cls: 0.5468, loss: 0.5468, grad_norm: 4.2182 2021-05-06 07:42:17,973 - mmaction - INFO - Epoch [30][100/1853] lr: 1.000e-03, eta: 6:23:25, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9359, loss_cls: 0.5642, loss: 0.5642, grad_norm: 4.3193 2021-05-06 07:42:29,131 - mmaction - INFO - Epoch [30][120/1853] lr: 1.000e-03, eta: 6:23:13, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9320, loss_cls: 0.5887, loss: 0.5887, grad_norm: 4.4068 2021-05-06 07:42:40,290 - mmaction - INFO - Epoch [30][140/1853] lr: 1.000e-03, eta: 6:23:01, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9430, loss_cls: 0.5156, loss: 0.5156, grad_norm: 4.2788 2021-05-06 07:42:51,470 - mmaction - INFO - Epoch [30][160/1853] lr: 1.000e-03, eta: 6:22:48, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9383, loss_cls: 0.5225, loss: 0.5225, grad_norm: 4.2925 2021-05-06 07:43:02,636 - mmaction - INFO - Epoch [30][180/1853] lr: 1.000e-03, eta: 6:22:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9469, loss_cls: 0.5046, loss: 0.5046, grad_norm: 4.2182 2021-05-06 07:43:13,804 - mmaction - INFO - Epoch [30][200/1853] lr: 1.000e-03, eta: 6:22:24, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9375, loss_cls: 0.5546, loss: 0.5546, grad_norm: 4.2015 2021-05-06 07:43:24,983 - mmaction - INFO - Epoch [30][220/1853] lr: 1.000e-03, eta: 6:22:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9391, loss_cls: 0.5524, loss: 0.5524, grad_norm: 4.3410 2021-05-06 07:43:36,148 - mmaction - INFO - Epoch [30][240/1853] lr: 1.000e-03, eta: 6:21:59, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9227, loss_cls: 0.6049, loss: 0.6049, grad_norm: 4.2636 2021-05-06 07:43:47,350 - mmaction - INFO - Epoch [30][260/1853] lr: 1.000e-03, eta: 6:21:47, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9477, loss_cls: 0.5250, loss: 0.5250, grad_norm: 3.9341 2021-05-06 07:43:58,533 - mmaction - INFO - Epoch [30][280/1853] lr: 1.000e-03, eta: 6:21:34, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9359, loss_cls: 0.5512, loss: 0.5512, grad_norm: 4.0921 2021-05-06 07:44:09,733 - mmaction - INFO - Epoch [30][300/1853] lr: 1.000e-03, eta: 6:21:22, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9445, loss_cls: 0.5372, loss: 0.5372, grad_norm: 3.9649 2021-05-06 07:44:20,931 - mmaction - INFO - Epoch [30][320/1853] lr: 1.000e-03, eta: 6:21:10, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9430, loss_cls: 0.5315, loss: 0.5315, grad_norm: 4.1294 2021-05-06 07:44:32,156 - mmaction - INFO - Epoch [30][340/1853] lr: 1.000e-03, eta: 6:20:57, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9437, loss_cls: 0.5367, loss: 0.5367, grad_norm: 4.3012 2021-05-06 07:44:43,346 - mmaction - INFO - Epoch [30][360/1853] lr: 1.000e-03, eta: 6:20:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9437, loss_cls: 0.5208, loss: 0.5208, grad_norm: 3.9870 2021-05-06 07:44:54,541 - mmaction - INFO - Epoch [30][380/1853] lr: 1.000e-03, eta: 6:20:33, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9383, loss_cls: 0.5585, loss: 0.5585, grad_norm: 4.4025 2021-05-06 07:45:05,717 - mmaction - INFO - Epoch [30][400/1853] lr: 1.000e-03, eta: 6:20:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9273, loss_cls: 0.5941, loss: 0.5941, grad_norm: 4.1048 2021-05-06 07:45:16,907 - mmaction - INFO - Epoch [30][420/1853] lr: 1.000e-03, eta: 6:20:08, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9336, loss_cls: 0.6008, loss: 0.6008, grad_norm: 4.4786 2021-05-06 07:45:28,136 - mmaction - INFO - Epoch [30][440/1853] lr: 1.000e-03, eta: 6:19:56, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9437, loss_cls: 0.5395, loss: 0.5395, grad_norm: 3.9517 2021-05-06 07:45:39,340 - mmaction - INFO - Epoch [30][460/1853] lr: 1.000e-03, eta: 6:19:44, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9352, loss_cls: 0.5741, loss: 0.5741, grad_norm: 4.4024 2021-05-06 07:45:50,547 - mmaction - INFO - Epoch [30][480/1853] lr: 1.000e-03, eta: 6:19:31, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9383, loss_cls: 0.5245, loss: 0.5245, grad_norm: 3.9113 2021-05-06 07:46:01,728 - mmaction - INFO - Epoch [30][500/1853] lr: 1.000e-03, eta: 6:19:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9352, loss_cls: 0.5852, loss: 0.5852, grad_norm: 4.3183 2021-05-06 07:46:12,921 - mmaction - INFO - Epoch [30][520/1853] lr: 1.000e-03, eta: 6:19:07, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9320, loss_cls: 0.5707, loss: 0.5707, grad_norm: 4.4103 2021-05-06 07:46:24,181 - mmaction - INFO - Epoch [30][540/1853] lr: 1.000e-03, eta: 6:18:54, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9344, loss_cls: 0.5761, loss: 0.5761, grad_norm: 4.2816 2021-05-06 07:46:35,386 - mmaction - INFO - Epoch [30][560/1853] lr: 1.000e-03, eta: 6:18:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9258, loss_cls: 0.6003, loss: 0.6003, grad_norm: 4.6037 2021-05-06 07:46:46,578 - mmaction - INFO - Epoch [30][580/1853] lr: 1.000e-03, eta: 6:18:30, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9461, loss_cls: 0.5413, loss: 0.5413, grad_norm: 4.0451 2021-05-06 07:46:57,762 - mmaction - INFO - Epoch [30][600/1853] lr: 1.000e-03, eta: 6:18:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9359, loss_cls: 0.5425, loss: 0.5425, grad_norm: 3.9166 2021-05-06 07:47:08,959 - mmaction - INFO - Epoch [30][620/1853] lr: 1.000e-03, eta: 6:18:05, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9477, loss_cls: 0.5078, loss: 0.5078, grad_norm: 4.2575 2021-05-06 07:47:20,122 - mmaction - INFO - Epoch [30][640/1853] lr: 1.000e-03, eta: 6:17:53, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9508, loss_cls: 0.4789, loss: 0.4789, grad_norm: 4.1991 2021-05-06 07:47:31,339 - mmaction - INFO - Epoch [30][660/1853] lr: 1.000e-03, eta: 6:17:40, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9328, loss_cls: 0.5894, loss: 0.5894, grad_norm: 4.5564 2021-05-06 07:47:42,530 - mmaction - INFO - Epoch [30][680/1853] lr: 1.000e-03, eta: 6:17:28, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9375, loss_cls: 0.5651, loss: 0.5651, grad_norm: 4.3620 2021-05-06 07:47:53,725 - mmaction - INFO - Epoch [30][700/1853] lr: 1.000e-03, eta: 6:17:16, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9242, loss_cls: 0.6190, loss: 0.6190, grad_norm: 4.2988 2021-05-06 07:48:04,933 - mmaction - INFO - Epoch [30][720/1853] lr: 1.000e-03, eta: 6:17:04, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9359, loss_cls: 0.5519, loss: 0.5519, grad_norm: 3.8379 2021-05-06 07:48:16,123 - mmaction - INFO - Epoch [30][740/1853] lr: 1.000e-03, eta: 6:16:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9469, loss_cls: 0.5229, loss: 0.5229, grad_norm: 4.3196 2021-05-06 07:48:27,310 - mmaction - INFO - Epoch [30][760/1853] lr: 1.000e-03, eta: 6:16:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9414, loss_cls: 0.5447, loss: 0.5447, grad_norm: 4.0223 2021-05-06 07:48:38,484 - mmaction - INFO - Epoch [30][780/1853] lr: 1.000e-03, eta: 6:16:27, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9445, loss_cls: 0.5415, loss: 0.5415, grad_norm: 4.2610 2021-05-06 07:48:49,704 - mmaction - INFO - Epoch [30][800/1853] lr: 1.000e-03, eta: 6:16:14, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9367, loss_cls: 0.5666, loss: 0.5666, grad_norm: 4.2386 2021-05-06 07:49:00,896 - mmaction - INFO - Epoch [30][820/1853] lr: 1.000e-03, eta: 6:16:02, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9414, loss_cls: 0.5501, loss: 0.5501, grad_norm: 4.5621 2021-05-06 07:49:12,093 - mmaction - INFO - Epoch [30][840/1853] lr: 1.000e-03, eta: 6:15:50, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9445, loss_cls: 0.5338, loss: 0.5338, grad_norm: 4.3247 2021-05-06 07:49:23,274 - mmaction - INFO - Epoch [30][860/1853] lr: 1.000e-03, eta: 6:15:37, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9383, loss_cls: 0.5581, loss: 0.5581, grad_norm: 4.4364 2021-05-06 07:49:34,484 - mmaction - INFO - Epoch [30][880/1853] lr: 1.000e-03, eta: 6:15:25, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9344, loss_cls: 0.5402, loss: 0.5402, grad_norm: 4.3075 2021-05-06 07:49:45,713 - mmaction - INFO - Epoch [30][900/1853] lr: 1.000e-03, eta: 6:15:13, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9445, loss_cls: 0.5420, loss: 0.5420, grad_norm: 4.3552 2021-05-06 07:49:56,901 - mmaction - INFO - Epoch [30][920/1853] lr: 1.000e-03, eta: 6:15:01, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9437, loss_cls: 0.5766, loss: 0.5766, grad_norm: 4.2936 2021-05-06 07:50:08,101 - mmaction - INFO - Epoch [30][940/1853] lr: 1.000e-03, eta: 6:14:48, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9437, loss_cls: 0.5010, loss: 0.5010, grad_norm: 4.0898 2021-05-06 07:50:19,282 - mmaction - INFO - Epoch [30][960/1853] lr: 1.000e-03, eta: 6:14:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9453, loss_cls: 0.5052, loss: 0.5052, grad_norm: 3.8806 2021-05-06 07:50:30,483 - mmaction - INFO - Epoch [30][980/1853] lr: 1.000e-03, eta: 6:14:24, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9375, loss_cls: 0.5804, loss: 0.5804, grad_norm: 4.3254 2021-05-06 07:50:41,687 - mmaction - INFO - Epoch [30][1000/1853] lr: 1.000e-03, eta: 6:14:11, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9484, loss_cls: 0.5346, loss: 0.5346, grad_norm: 4.3203 2021-05-06 07:50:52,876 - mmaction - INFO - Epoch [30][1020/1853] lr: 1.000e-03, eta: 6:13:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9328, loss_cls: 0.5812, loss: 0.5812, grad_norm: 4.7220 2021-05-06 07:51:04,075 - mmaction - INFO - Epoch [30][1040/1853] lr: 1.000e-03, eta: 6:13:47, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9305, loss_cls: 0.6099, loss: 0.6099, grad_norm: 4.5001 2021-05-06 07:51:15,255 - mmaction - INFO - Epoch [30][1060/1853] lr: 1.000e-03, eta: 6:13:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9422, loss_cls: 0.5322, loss: 0.5322, grad_norm: 4.2916 2021-05-06 07:51:26,470 - mmaction - INFO - Epoch [30][1080/1853] lr: 1.000e-03, eta: 6:13:22, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9430, loss_cls: 0.5266, loss: 0.5266, grad_norm: 4.1964 2021-05-06 07:51:37,692 - mmaction - INFO - Epoch [30][1100/1853] lr: 1.000e-03, eta: 6:13:10, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9383, loss_cls: 0.4944, loss: 0.4944, grad_norm: 3.8763 2021-05-06 07:51:48,881 - mmaction - INFO - Epoch [30][1120/1853] lr: 1.000e-03, eta: 6:12:58, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9328, loss_cls: 0.5730, loss: 0.5730, grad_norm: 4.3724 2021-05-06 07:52:00,077 - mmaction - INFO - Epoch [30][1140/1853] lr: 1.000e-03, eta: 6:12:45, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9437, loss_cls: 0.5186, loss: 0.5186, grad_norm: 3.7606 2021-05-06 07:52:11,300 - mmaction - INFO - Epoch [30][1160/1853] lr: 1.000e-03, eta: 6:12:33, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9305, loss_cls: 0.5380, loss: 0.5380, grad_norm: 3.8267 2021-05-06 07:52:22,492 - mmaction - INFO - Epoch [30][1180/1853] lr: 1.000e-03, eta: 6:12:21, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9469, loss_cls: 0.5416, loss: 0.5416, grad_norm: 4.4335 2021-05-06 07:52:33,703 - mmaction - INFO - Epoch [30][1200/1853] lr: 1.000e-03, eta: 6:12:09, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9398, loss_cls: 0.5358, loss: 0.5358, grad_norm: 4.1761 2021-05-06 07:52:44,910 - mmaction - INFO - Epoch [30][1220/1853] lr: 1.000e-03, eta: 6:11:56, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9398, loss_cls: 0.5639, loss: 0.5639, grad_norm: 4.4048 2021-05-06 07:52:56,105 - mmaction - INFO - Epoch [30][1240/1853] lr: 1.000e-03, eta: 6:11:44, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9414, loss_cls: 0.5328, loss: 0.5328, grad_norm: 4.3240 2021-05-06 07:53:07,344 - mmaction - INFO - Epoch [30][1260/1853] lr: 1.000e-03, eta: 6:11:32, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9469, loss_cls: 0.5170, loss: 0.5170, grad_norm: 4.3592 2021-05-06 07:53:18,543 - mmaction - INFO - Epoch [30][1280/1853] lr: 1.000e-03, eta: 6:11:19, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9437, loss_cls: 0.5151, loss: 0.5151, grad_norm: 4.1217 2021-05-06 07:53:29,769 - mmaction - INFO - Epoch [30][1300/1853] lr: 1.000e-03, eta: 6:11:07, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8195, top5_acc: 0.9305, loss_cls: 0.6101, loss: 0.6101, grad_norm: 4.9682 2021-05-06 07:53:40,935 - mmaction - INFO - Epoch [30][1320/1853] lr: 1.000e-03, eta: 6:10:55, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9477, loss_cls: 0.5264, loss: 0.5264, grad_norm: 3.9852 2021-05-06 07:53:52,125 - mmaction - INFO - Epoch [30][1340/1853] lr: 1.000e-03, eta: 6:10:43, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9352, loss_cls: 0.5748, loss: 0.5748, grad_norm: 4.6288 2021-05-06 07:54:03,305 - mmaction - INFO - Epoch [30][1360/1853] lr: 1.000e-03, eta: 6:10:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9437, loss_cls: 0.5364, loss: 0.5364, grad_norm: 4.0557 2021-05-06 07:54:14,494 - mmaction - INFO - Epoch [30][1380/1853] lr: 1.000e-03, eta: 6:10:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9281, loss_cls: 0.6149, loss: 0.6149, grad_norm: 4.6114 2021-05-06 07:54:25,709 - mmaction - INFO - Epoch [30][1400/1853] lr: 1.000e-03, eta: 6:10:06, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9477, loss_cls: 0.5454, loss: 0.5454, grad_norm: 4.4283 2021-05-06 07:54:36,915 - mmaction - INFO - Epoch [30][1420/1853] lr: 1.000e-03, eta: 6:09:54, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9445, loss_cls: 0.5501, loss: 0.5501, grad_norm: 4.0669 2021-05-06 07:54:48,128 - mmaction - INFO - Epoch [30][1440/1853] lr: 1.000e-03, eta: 6:09:41, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9453, loss_cls: 0.5553, loss: 0.5553, grad_norm: 4.2642 2021-05-06 07:54:59,359 - mmaction - INFO - Epoch [30][1460/1853] lr: 1.000e-03, eta: 6:09:29, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9375, loss_cls: 0.5830, loss: 0.5830, grad_norm: 4.4904 2021-05-06 07:55:10,544 - mmaction - INFO - Epoch [30][1480/1853] lr: 1.000e-03, eta: 6:09:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9187, loss_cls: 0.6091, loss: 0.6091, grad_norm: 4.5348 2021-05-06 07:55:21,758 - mmaction - INFO - Epoch [30][1500/1853] lr: 1.000e-03, eta: 6:09:04, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9305, loss_cls: 0.5413, loss: 0.5413, grad_norm: 3.7974 2021-05-06 07:55:32,949 - mmaction - INFO - Epoch [30][1520/1853] lr: 1.000e-03, eta: 6:08:52, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9336, loss_cls: 0.5956, loss: 0.5956, grad_norm: 4.4747 2021-05-06 07:55:44,170 - mmaction - INFO - Epoch [30][1540/1853] lr: 1.000e-03, eta: 6:08:40, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9375, loss_cls: 0.5459, loss: 0.5459, grad_norm: 4.1196 2021-05-06 07:55:55,361 - mmaction - INFO - Epoch [30][1560/1853] lr: 1.000e-03, eta: 6:08:28, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9430, loss_cls: 0.5069, loss: 0.5069, grad_norm: 4.0765 2021-05-06 07:56:06,573 - mmaction - INFO - Epoch [30][1580/1853] lr: 1.000e-03, eta: 6:08:15, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9367, loss_cls: 0.6141, loss: 0.6141, grad_norm: 4.7340 2021-05-06 07:56:17,786 - mmaction - INFO - Epoch [30][1600/1853] lr: 1.000e-03, eta: 6:08:03, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9437, loss_cls: 0.5382, loss: 0.5382, grad_norm: 4.3823 2021-05-06 07:56:28,997 - mmaction - INFO - Epoch [30][1620/1853] lr: 1.000e-03, eta: 6:07:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9328, loss_cls: 0.5767, loss: 0.5767, grad_norm: 4.4741 2021-05-06 07:56:40,198 - mmaction - INFO - Epoch [30][1640/1853] lr: 1.000e-03, eta: 6:07:39, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9344, loss_cls: 0.5618, loss: 0.5618, grad_norm: 4.3055 2021-05-06 07:56:51,390 - mmaction - INFO - Epoch [30][1660/1853] lr: 1.000e-03, eta: 6:07:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8125, top5_acc: 0.9297, loss_cls: 0.6037, loss: 0.6037, grad_norm: 4.2812 2021-05-06 07:57:02,561 - mmaction - INFO - Epoch [30][1680/1853] lr: 1.000e-03, eta: 6:07:14, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9414, loss_cls: 0.4899, loss: 0.4899, grad_norm: 3.6908 2021-05-06 07:57:13,772 - mmaction - INFO - Epoch [30][1700/1853] lr: 1.000e-03, eta: 6:07:02, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9500, loss_cls: 0.4860, loss: 0.4860, grad_norm: 4.4976 2021-05-06 07:57:24,955 - mmaction - INFO - Epoch [30][1720/1853] lr: 1.000e-03, eta: 6:06:50, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9344, loss_cls: 0.5579, loss: 0.5579, grad_norm: 4.2024 2021-05-06 07:57:36,162 - mmaction - INFO - Epoch [30][1740/1853] lr: 1.000e-03, eta: 6:06:37, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9430, loss_cls: 0.4951, loss: 0.4951, grad_norm: 4.1320 2021-05-06 07:57:47,377 - mmaction - INFO - Epoch [30][1760/1853] lr: 1.000e-03, eta: 6:06:25, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9367, loss_cls: 0.5628, loss: 0.5628, grad_norm: 4.4004 2021-05-06 07:57:58,567 - mmaction - INFO - Epoch [30][1780/1853] lr: 1.000e-03, eta: 6:06:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9391, loss_cls: 0.5488, loss: 0.5488, grad_norm: 4.0398 2021-05-06 07:58:09,785 - mmaction - INFO - Epoch [30][1800/1853] lr: 1.000e-03, eta: 6:06:00, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9398, loss_cls: 0.5804, loss: 0.5804, grad_norm: 4.3199 2021-05-06 07:58:20,979 - mmaction - INFO - Epoch [30][1820/1853] lr: 1.000e-03, eta: 6:05:48, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8133, top5_acc: 0.9344, loss_cls: 0.5978, loss: 0.5978, grad_norm: 4.4586 2021-05-06 07:58:32,179 - mmaction - INFO - Epoch [30][1840/1853] lr: 1.000e-03, eta: 6:05:36, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9367, loss_cls: 0.5659, loss: 0.5659, grad_norm: 4.0995 2021-05-06 07:58:40,626 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-05-06 08:00:30,949 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 08:00:30,979 - mmaction - INFO - top1_acc 0.9609 top5_acc 0.9978 2021-05-06 08:00:30,979 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 08:00:30,987 - mmaction - INFO - mean_acc 0.9566 2021-05-06 08:00:31,644 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. 2021-05-06 08:00:31,644 - mmaction - INFO - Best top1_acc is 0.9609 at 30 epoch. 2021-05-06 08:00:31,647 - mmaction - INFO - Epoch(val) [30][1853] top1_acc: 0.9609, top5_acc: 0.9978, mean_class_accuracy: 0.9566 2021-05-06 08:02:02,445 - mmaction - INFO - Epoch [31][20/1853] lr: 1.000e-03, eta: 6:06:04, time: 4.539, data_time: 3.973, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9508, loss_cls: 0.5391, loss: 0.5391, grad_norm: 4.2595 2021-05-06 08:02:13,638 - mmaction - INFO - Epoch [31][40/1853] lr: 1.000e-03, eta: 6:05:52, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9313, loss_cls: 0.5801, loss: 0.5801, grad_norm: 4.4921 2021-05-06 08:02:24,783 - mmaction - INFO - Epoch [31][60/1853] lr: 1.000e-03, eta: 6:05:39, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9313, loss_cls: 0.5644, loss: 0.5644, grad_norm: 4.4417 2021-05-06 08:02:35,965 - mmaction - INFO - Epoch [31][80/1853] lr: 1.000e-03, eta: 6:05:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9367, loss_cls: 0.5690, loss: 0.5690, grad_norm: 4.2402 2021-05-06 08:02:47,111 - mmaction - INFO - Epoch [31][100/1853] lr: 1.000e-03, eta: 6:05:15, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9281, loss_cls: 0.5744, loss: 0.5744, grad_norm: 4.4030 2021-05-06 08:02:58,282 - mmaction - INFO - Epoch [31][120/1853] lr: 1.000e-03, eta: 6:05:02, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9406, loss_cls: 0.5397, loss: 0.5397, grad_norm: 4.1194 2021-05-06 08:03:09,456 - mmaction - INFO - Epoch [31][140/1853] lr: 1.000e-03, eta: 6:04:50, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9367, loss_cls: 0.5651, loss: 0.5651, grad_norm: 4.5524 2021-05-06 08:03:20,609 - mmaction - INFO - Epoch [31][160/1853] lr: 1.000e-03, eta: 6:04:38, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9445, loss_cls: 0.5474, loss: 0.5474, grad_norm: 4.3417 2021-05-06 08:03:31,830 - mmaction - INFO - Epoch [31][180/1853] lr: 1.000e-03, eta: 6:04:25, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9414, loss_cls: 0.5180, loss: 0.5180, grad_norm: 4.2723 2021-05-06 08:03:42,991 - mmaction - INFO - Epoch [31][200/1853] lr: 1.000e-03, eta: 6:04:13, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9297, loss_cls: 0.6062, loss: 0.6062, grad_norm: 4.5737 2021-05-06 08:03:54,169 - mmaction - INFO - Epoch [31][220/1853] lr: 1.000e-03, eta: 6:04:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9344, loss_cls: 0.5849, loss: 0.5849, grad_norm: 4.4939 2021-05-06 08:04:05,351 - mmaction - INFO - Epoch [31][240/1853] lr: 1.000e-03, eta: 6:03:48, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8195, top5_acc: 0.9273, loss_cls: 0.6121, loss: 0.6121, grad_norm: 4.1892 2021-05-06 08:04:16,505 - mmaction - INFO - Epoch [31][260/1853] lr: 1.000e-03, eta: 6:03:36, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9437, loss_cls: 0.4844, loss: 0.4844, grad_norm: 4.1577 2021-05-06 08:04:27,704 - mmaction - INFO - Epoch [31][280/1853] lr: 1.000e-03, eta: 6:03:24, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9320, loss_cls: 0.5717, loss: 0.5717, grad_norm: 4.1613 2021-05-06 08:04:38,862 - mmaction - INFO - Epoch [31][300/1853] lr: 1.000e-03, eta: 6:03:12, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9414, loss_cls: 0.5426, loss: 0.5426, grad_norm: 4.4770 2021-05-06 08:04:50,014 - mmaction - INFO - Epoch [31][320/1853] lr: 1.000e-03, eta: 6:02:59, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9352, loss_cls: 0.5653, loss: 0.5653, grad_norm: 4.4093 2021-05-06 08:05:01,198 - mmaction - INFO - Epoch [31][340/1853] lr: 1.000e-03, eta: 6:02:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9453, loss_cls: 0.5222, loss: 0.5222, grad_norm: 4.4082 2021-05-06 08:05:12,393 - mmaction - INFO - Epoch [31][360/1853] lr: 1.000e-03, eta: 6:02:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9305, loss_cls: 0.6041, loss: 0.6041, grad_norm: 4.4612 2021-05-06 08:05:23,602 - mmaction - INFO - Epoch [31][380/1853] lr: 1.000e-03, eta: 6:02:22, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9430, loss_cls: 0.5495, loss: 0.5495, grad_norm: 4.1587 2021-05-06 08:05:34,763 - mmaction - INFO - Epoch [31][400/1853] lr: 1.000e-03, eta: 6:02:10, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8094, top5_acc: 0.9398, loss_cls: 0.6131, loss: 0.6131, grad_norm: 4.6564 2021-05-06 08:05:45,953 - mmaction - INFO - Epoch [31][420/1853] lr: 1.000e-03, eta: 6:01:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9492, loss_cls: 0.5255, loss: 0.5255, grad_norm: 4.2243 2021-05-06 08:05:57,155 - mmaction - INFO - Epoch [31][440/1853] lr: 1.000e-03, eta: 6:01:45, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9406, loss_cls: 0.5657, loss: 0.5657, grad_norm: 4.1648 2021-05-06 08:06:08,342 - mmaction - INFO - Epoch [31][460/1853] lr: 1.000e-03, eta: 6:01:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9383, loss_cls: 0.5634, loss: 0.5634, grad_norm: 4.3270 2021-05-06 08:06:19,553 - mmaction - INFO - Epoch [31][480/1853] lr: 1.000e-03, eta: 6:01:21, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9250, loss_cls: 0.5876, loss: 0.5876, grad_norm: 4.3122 2021-05-06 08:06:30,734 - mmaction - INFO - Epoch [31][500/1853] lr: 1.000e-03, eta: 6:01:09, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9391, loss_cls: 0.5481, loss: 0.5481, grad_norm: 4.2291 2021-05-06 08:06:41,904 - mmaction - INFO - Epoch [31][520/1853] lr: 1.000e-03, eta: 6:00:56, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8148, top5_acc: 0.9305, loss_cls: 0.6182, loss: 0.6182, grad_norm: 4.1219 2021-05-06 08:06:53,138 - mmaction - INFO - Epoch [31][540/1853] lr: 1.000e-03, eta: 6:00:44, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9352, loss_cls: 0.5912, loss: 0.5912, grad_norm: 4.2969 2021-05-06 08:07:04,305 - mmaction - INFO - Epoch [31][560/1853] lr: 1.000e-03, eta: 6:00:32, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9383, loss_cls: 0.5398, loss: 0.5398, grad_norm: 4.1776 2021-05-06 08:07:15,472 - mmaction - INFO - Epoch [31][580/1853] lr: 1.000e-03, eta: 6:00:19, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9406, loss_cls: 0.5661, loss: 0.5661, grad_norm: 4.1599 2021-05-06 08:07:26,665 - mmaction - INFO - Epoch [31][600/1853] lr: 1.000e-03, eta: 6:00:07, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9437, loss_cls: 0.5526, loss: 0.5526, grad_norm: 4.5522 2021-05-06 08:07:37,855 - mmaction - INFO - Epoch [31][620/1853] lr: 1.000e-03, eta: 5:59:55, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9391, loss_cls: 0.5448, loss: 0.5448, grad_norm: 4.2589 2021-05-06 08:07:49,054 - mmaction - INFO - Epoch [31][640/1853] lr: 1.000e-03, eta: 5:59:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9570, loss_cls: 0.4722, loss: 0.4722, grad_norm: 4.2507 2021-05-06 08:08:00,224 - mmaction - INFO - Epoch [31][660/1853] lr: 1.000e-03, eta: 5:59:30, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9383, loss_cls: 0.5478, loss: 0.5478, grad_norm: 4.4314 2021-05-06 08:08:11,423 - mmaction - INFO - Epoch [31][680/1853] lr: 1.000e-03, eta: 5:59:18, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9352, loss_cls: 0.5348, loss: 0.5348, grad_norm: 4.7119 2021-05-06 08:08:22,631 - mmaction - INFO - Epoch [31][700/1853] lr: 1.000e-03, eta: 5:59:06, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9383, loss_cls: 0.5687, loss: 0.5687, grad_norm: 4.2750 2021-05-06 08:08:33,875 - mmaction - INFO - Epoch [31][720/1853] lr: 1.000e-03, eta: 5:58:54, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9344, loss_cls: 0.5621, loss: 0.5621, grad_norm: 4.4247 2021-05-06 08:08:45,076 - mmaction - INFO - Epoch [31][740/1853] lr: 1.000e-03, eta: 5:58:41, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9328, loss_cls: 0.5928, loss: 0.5928, grad_norm: 4.4393 2021-05-06 08:08:56,267 - mmaction - INFO - Epoch [31][760/1853] lr: 1.000e-03, eta: 5:58:29, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9367, loss_cls: 0.5773, loss: 0.5773, grad_norm: 4.5374 2021-05-06 08:09:07,427 - mmaction - INFO - Epoch [31][780/1853] lr: 1.000e-03, eta: 5:58:17, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9437, loss_cls: 0.5569, loss: 0.5569, grad_norm: 4.5563 2021-05-06 08:09:18,618 - mmaction - INFO - Epoch [31][800/1853] lr: 1.000e-03, eta: 5:58:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9344, loss_cls: 0.5540, loss: 0.5540, grad_norm: 4.4555 2021-05-06 08:09:29,786 - mmaction - INFO - Epoch [31][820/1853] lr: 1.000e-03, eta: 5:57:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9328, loss_cls: 0.5946, loss: 0.5946, grad_norm: 4.7342 2021-05-06 08:09:40,963 - mmaction - INFO - Epoch [31][840/1853] lr: 1.000e-03, eta: 5:57:40, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9461, loss_cls: 0.5719, loss: 0.5719, grad_norm: 4.6882 2021-05-06 08:09:52,146 - mmaction - INFO - Epoch [31][860/1853] lr: 1.000e-03, eta: 5:57:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9414, loss_cls: 0.5327, loss: 0.5327, grad_norm: 4.1289 2021-05-06 08:10:03,339 - mmaction - INFO - Epoch [31][880/1853] lr: 1.000e-03, eta: 5:57:15, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9328, loss_cls: 0.6026, loss: 0.6026, grad_norm: 4.5664 2021-05-06 08:10:14,523 - mmaction - INFO - Epoch [31][900/1853] lr: 1.000e-03, eta: 5:57:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9344, loss_cls: 0.5569, loss: 0.5569, grad_norm: 4.1547 2021-05-06 08:10:25,703 - mmaction - INFO - Epoch [31][920/1853] lr: 1.000e-03, eta: 5:56:51, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9437, loss_cls: 0.5610, loss: 0.5610, grad_norm: 4.1701 2021-05-06 08:10:36,874 - mmaction - INFO - Epoch [31][940/1853] lr: 1.000e-03, eta: 5:56:38, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9508, loss_cls: 0.5251, loss: 0.5251, grad_norm: 4.5162 2021-05-06 08:10:48,058 - mmaction - INFO - Epoch [31][960/1853] lr: 1.000e-03, eta: 5:56:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9430, loss_cls: 0.5528, loss: 0.5528, grad_norm: 4.2555 2021-05-06 08:10:59,287 - mmaction - INFO - Epoch [31][980/1853] lr: 1.000e-03, eta: 5:56:14, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9313, loss_cls: 0.5549, loss: 0.5549, grad_norm: 4.4426 2021-05-06 08:11:10,465 - mmaction - INFO - Epoch [31][1000/1853] lr: 1.000e-03, eta: 5:56:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9437, loss_cls: 0.5209, loss: 0.5209, grad_norm: 4.3878 2021-05-06 08:11:21,635 - mmaction - INFO - Epoch [31][1020/1853] lr: 1.000e-03, eta: 5:55:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9406, loss_cls: 0.5185, loss: 0.5185, grad_norm: 4.0223 2021-05-06 08:11:32,799 - mmaction - INFO - Epoch [31][1040/1853] lr: 1.000e-03, eta: 5:55:37, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9383, loss_cls: 0.5737, loss: 0.5737, grad_norm: 4.3448 2021-05-06 08:11:43,984 - mmaction - INFO - Epoch [31][1060/1853] lr: 1.000e-03, eta: 5:55:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9359, loss_cls: 0.5539, loss: 0.5539, grad_norm: 4.1485 2021-05-06 08:11:55,219 - mmaction - INFO - Epoch [31][1080/1853] lr: 1.000e-03, eta: 5:55:13, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9453, loss_cls: 0.5381, loss: 0.5381, grad_norm: 4.5029 2021-05-06 08:12:06,417 - mmaction - INFO - Epoch [31][1100/1853] lr: 1.000e-03, eta: 5:55:00, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9383, loss_cls: 0.5603, loss: 0.5603, grad_norm: 4.3166 2021-05-06 08:12:17,620 - mmaction - INFO - Epoch [31][1120/1853] lr: 1.000e-03, eta: 5:54:48, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9383, loss_cls: 0.5619, loss: 0.5619, grad_norm: 4.2250 2021-05-06 08:12:28,818 - mmaction - INFO - Epoch [31][1140/1853] lr: 1.000e-03, eta: 5:54:36, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9391, loss_cls: 0.4989, loss: 0.4989, grad_norm: 4.2887 2021-05-06 08:12:40,079 - mmaction - INFO - Epoch [31][1160/1853] lr: 1.000e-03, eta: 5:54:24, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9313, loss_cls: 0.5764, loss: 0.5764, grad_norm: 4.3542 2021-05-06 08:12:51,250 - mmaction - INFO - Epoch [31][1180/1853] lr: 1.000e-03, eta: 5:54:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9266, loss_cls: 0.5807, loss: 0.5807, grad_norm: 4.5359 2021-05-06 08:13:02,428 - mmaction - INFO - Epoch [31][1200/1853] lr: 1.000e-03, eta: 5:53:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9406, loss_cls: 0.4964, loss: 0.4964, grad_norm: 3.9709 2021-05-06 08:13:13,600 - mmaction - INFO - Epoch [31][1220/1853] lr: 1.000e-03, eta: 5:53:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9469, loss_cls: 0.5076, loss: 0.5076, grad_norm: 4.3529 2021-05-06 08:13:24,770 - mmaction - INFO - Epoch [31][1240/1853] lr: 1.000e-03, eta: 5:53:35, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9367, loss_cls: 0.5801, loss: 0.5801, grad_norm: 4.3959 2021-05-06 08:13:36,000 - mmaction - INFO - Epoch [31][1260/1853] lr: 1.000e-03, eta: 5:53:22, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9414, loss_cls: 0.5542, loss: 0.5542, grad_norm: 4.2684 2021-05-06 08:13:47,160 - mmaction - INFO - Epoch [31][1280/1853] lr: 1.000e-03, eta: 5:53:10, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9266, loss_cls: 0.5917, loss: 0.5917, grad_norm: 4.5736 2021-05-06 08:13:58,350 - mmaction - INFO - Epoch [31][1300/1853] lr: 1.000e-03, eta: 5:52:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9344, loss_cls: 0.6016, loss: 0.6016, grad_norm: 4.4622 2021-05-06 08:14:09,557 - mmaction - INFO - Epoch [31][1320/1853] lr: 1.000e-03, eta: 5:52:46, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9336, loss_cls: 0.6182, loss: 0.6182, grad_norm: 4.3917 2021-05-06 08:14:20,759 - mmaction - INFO - Epoch [31][1340/1853] lr: 1.000e-03, eta: 5:52:33, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9477, loss_cls: 0.5079, loss: 0.5079, grad_norm: 4.5429 2021-05-06 08:14:31,920 - mmaction - INFO - Epoch [31][1360/1853] lr: 1.000e-03, eta: 5:52:21, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9359, loss_cls: 0.5769, loss: 0.5769, grad_norm: 4.1784 2021-05-06 08:14:43,094 - mmaction - INFO - Epoch [31][1380/1853] lr: 1.000e-03, eta: 5:52:09, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9320, loss_cls: 0.5439, loss: 0.5439, grad_norm: 3.8611 2021-05-06 08:14:54,261 - mmaction - INFO - Epoch [31][1400/1853] lr: 1.000e-03, eta: 5:51:56, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9477, loss_cls: 0.5159, loss: 0.5159, grad_norm: 4.5222 2021-05-06 08:15:05,430 - mmaction - INFO - Epoch [31][1420/1853] lr: 1.000e-03, eta: 5:51:44, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9352, loss_cls: 0.5931, loss: 0.5931, grad_norm: 4.2005 2021-05-06 08:15:16,618 - mmaction - INFO - Epoch [31][1440/1853] lr: 1.000e-03, eta: 5:51:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9344, loss_cls: 0.5537, loss: 0.5537, grad_norm: 4.2792 2021-05-06 08:15:27,802 - mmaction - INFO - Epoch [31][1460/1853] lr: 1.000e-03, eta: 5:51:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9352, loss_cls: 0.5736, loss: 0.5736, grad_norm: 4.3888 2021-05-06 08:15:39,199 - mmaction - INFO - Epoch [31][1480/1853] lr: 1.000e-03, eta: 5:51:08, time: 0.570, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9414, loss_cls: 0.5427, loss: 0.5427, grad_norm: 4.5158 2021-05-06 08:15:50,371 - mmaction - INFO - Epoch [31][1500/1853] lr: 1.000e-03, eta: 5:50:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9328, loss_cls: 0.5557, loss: 0.5557, grad_norm: 4.2225 2021-05-06 08:16:01,583 - mmaction - INFO - Epoch [31][1520/1853] lr: 1.000e-03, eta: 5:50:43, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9547, loss_cls: 0.5099, loss: 0.5099, grad_norm: 4.4211 2021-05-06 08:16:12,770 - mmaction - INFO - Epoch [31][1540/1853] lr: 1.000e-03, eta: 5:50:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8117, top5_acc: 0.9250, loss_cls: 0.6119, loss: 0.6119, grad_norm: 4.1478 2021-05-06 08:16:23,938 - mmaction - INFO - Epoch [31][1560/1853] lr: 1.000e-03, eta: 5:50:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9484, loss_cls: 0.5044, loss: 0.5044, grad_norm: 4.2306 2021-05-06 08:16:35,127 - mmaction - INFO - Epoch [31][1580/1853] lr: 1.000e-03, eta: 5:50:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9398, loss_cls: 0.5427, loss: 0.5427, grad_norm: 4.2348 2021-05-06 08:16:46,291 - mmaction - INFO - Epoch [31][1600/1853] lr: 1.000e-03, eta: 5:49:54, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9273, loss_cls: 0.5719, loss: 0.5719, grad_norm: 4.0912 2021-05-06 08:16:57,492 - mmaction - INFO - Epoch [31][1620/1853] lr: 1.000e-03, eta: 5:49:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9453, loss_cls: 0.5411, loss: 0.5411, grad_norm: 4.4063 2021-05-06 08:17:08,699 - mmaction - INFO - Epoch [31][1640/1853] lr: 1.000e-03, eta: 5:49:30, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9195, loss_cls: 0.6033, loss: 0.6033, grad_norm: 4.3598 2021-05-06 08:17:19,849 - mmaction - INFO - Epoch [31][1660/1853] lr: 1.000e-03, eta: 5:49:17, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9344, loss_cls: 0.5812, loss: 0.5812, grad_norm: 4.0898 2021-05-06 08:17:31,009 - mmaction - INFO - Epoch [31][1680/1853] lr: 1.000e-03, eta: 5:49:05, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9398, loss_cls: 0.5856, loss: 0.5856, grad_norm: 4.6284 2021-05-06 08:17:42,201 - mmaction - INFO - Epoch [31][1700/1853] lr: 1.000e-03, eta: 5:48:53, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9359, loss_cls: 0.5578, loss: 0.5578, grad_norm: 4.1473 2021-05-06 08:17:53,412 - mmaction - INFO - Epoch [31][1720/1853] lr: 1.000e-03, eta: 5:48:41, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9305, loss_cls: 0.6010, loss: 0.6010, grad_norm: 4.6156 2021-05-06 08:18:04,599 - mmaction - INFO - Epoch [31][1740/1853] lr: 1.000e-03, eta: 5:48:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9266, loss_cls: 0.5841, loss: 0.5841, grad_norm: 4.3028 2021-05-06 08:18:15,790 - mmaction - INFO - Epoch [31][1760/1853] lr: 1.000e-03, eta: 5:48:16, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9367, loss_cls: 0.5799, loss: 0.5799, grad_norm: 4.2130 2021-05-06 08:18:26,979 - mmaction - INFO - Epoch [31][1780/1853] lr: 1.000e-03, eta: 5:48:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9484, loss_cls: 0.5142, loss: 0.5142, grad_norm: 4.0561 2021-05-06 08:18:38,252 - mmaction - INFO - Epoch [31][1800/1853] lr: 1.000e-03, eta: 5:47:52, time: 0.564, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9375, loss_cls: 0.5485, loss: 0.5485, grad_norm: 4.7370 2021-05-06 08:18:49,409 - mmaction - INFO - Epoch [31][1820/1853] lr: 1.000e-03, eta: 5:47:39, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9422, loss_cls: 0.5433, loss: 0.5433, grad_norm: 4.3166 2021-05-06 08:19:00,609 - mmaction - INFO - Epoch [31][1840/1853] lr: 1.000e-03, eta: 5:47:27, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9328, loss_cls: 0.5701, loss: 0.5701, grad_norm: 4.6989 2021-05-06 08:19:08,930 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-05-06 08:20:40,340 - mmaction - INFO - Epoch [32][20/1853] lr: 1.000e-03, eta: 5:47:51, time: 4.515, data_time: 3.952, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9289, loss_cls: 0.5792, loss: 0.5792, grad_norm: 4.3260 2021-05-06 08:20:51,531 - mmaction - INFO - Epoch [32][40/1853] lr: 1.000e-03, eta: 5:47:39, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9398, loss_cls: 0.5308, loss: 0.5308, grad_norm: 4.2147 2021-05-06 08:21:02,690 - mmaction - INFO - Epoch [32][60/1853] lr: 1.000e-03, eta: 5:47:26, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9414, loss_cls: 0.5801, loss: 0.5801, grad_norm: 4.3871 2021-05-06 08:21:13,845 - mmaction - INFO - Epoch [32][80/1853] lr: 1.000e-03, eta: 5:47:14, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9320, loss_cls: 0.5605, loss: 0.5605, grad_norm: 4.5661 2021-05-06 08:21:25,027 - mmaction - INFO - Epoch [32][100/1853] lr: 1.000e-03, eta: 5:47:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9469, loss_cls: 0.4957, loss: 0.4957, grad_norm: 4.0773 2021-05-06 08:21:36,153 - mmaction - INFO - Epoch [32][120/1853] lr: 1.000e-03, eta: 5:46:50, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9336, loss_cls: 0.5568, loss: 0.5568, grad_norm: 4.3136 2021-05-06 08:21:47,297 - mmaction - INFO - Epoch [32][140/1853] lr: 1.000e-03, eta: 5:46:37, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9391, loss_cls: 0.5493, loss: 0.5493, grad_norm: 4.3097 2021-05-06 08:21:58,457 - mmaction - INFO - Epoch [32][160/1853] lr: 1.000e-03, eta: 5:46:25, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9461, loss_cls: 0.5293, loss: 0.5293, grad_norm: 3.9631 2021-05-06 08:22:09,648 - mmaction - INFO - Epoch [32][180/1853] lr: 1.000e-03, eta: 5:46:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9445, loss_cls: 0.5080, loss: 0.5080, grad_norm: 3.9586 2021-05-06 08:22:20,817 - mmaction - INFO - Epoch [32][200/1853] lr: 1.000e-03, eta: 5:46:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9383, loss_cls: 0.5113, loss: 0.5113, grad_norm: 4.1205 2021-05-06 08:22:31,967 - mmaction - INFO - Epoch [32][220/1853] lr: 1.000e-03, eta: 5:45:48, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9406, loss_cls: 0.5435, loss: 0.5435, grad_norm: 4.3540 2021-05-06 08:22:43,139 - mmaction - INFO - Epoch [32][240/1853] lr: 1.000e-03, eta: 5:45:36, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9500, loss_cls: 0.5484, loss: 0.5484, grad_norm: 4.2542 2021-05-06 08:22:54,329 - mmaction - INFO - Epoch [32][260/1853] lr: 1.000e-03, eta: 5:45:24, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9375, loss_cls: 0.5519, loss: 0.5519, grad_norm: 4.3968 2021-05-06 08:23:05,488 - mmaction - INFO - Epoch [32][280/1853] lr: 1.000e-03, eta: 5:45:11, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9273, loss_cls: 0.5766, loss: 0.5766, grad_norm: 4.1961 2021-05-06 08:23:16,672 - mmaction - INFO - Epoch [32][300/1853] lr: 1.000e-03, eta: 5:44:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9320, loss_cls: 0.5869, loss: 0.5869, grad_norm: 4.1544 2021-05-06 08:23:27,854 - mmaction - INFO - Epoch [32][320/1853] lr: 1.000e-03, eta: 5:44:47, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9344, loss_cls: 0.5830, loss: 0.5830, grad_norm: 4.3985 2021-05-06 08:23:39,209 - mmaction - INFO - Epoch [32][340/1853] lr: 1.000e-03, eta: 5:44:35, time: 0.568, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9430, loss_cls: 0.5020, loss: 0.5020, grad_norm: 3.8105 2021-05-06 08:23:50,408 - mmaction - INFO - Epoch [32][360/1853] lr: 1.000e-03, eta: 5:44:22, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9313, loss_cls: 0.5730, loss: 0.5730, grad_norm: 4.4543 2021-05-06 08:24:01,597 - mmaction - INFO - Epoch [32][380/1853] lr: 1.000e-03, eta: 5:44:10, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9367, loss_cls: 0.5519, loss: 0.5519, grad_norm: 4.1647 2021-05-06 08:24:12,802 - mmaction - INFO - Epoch [32][400/1853] lr: 1.000e-03, eta: 5:43:58, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9406, loss_cls: 0.5222, loss: 0.5222, grad_norm: 4.2069 2021-05-06 08:24:24,019 - mmaction - INFO - Epoch [32][420/1853] lr: 1.000e-03, eta: 5:43:46, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9461, loss_cls: 0.4985, loss: 0.4985, grad_norm: 4.0296 2021-05-06 08:24:35,222 - mmaction - INFO - Epoch [32][440/1853] lr: 1.000e-03, eta: 5:43:33, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9406, loss_cls: 0.5619, loss: 0.5619, grad_norm: 4.5455 2021-05-06 08:24:46,428 - mmaction - INFO - Epoch [32][460/1853] lr: 1.000e-03, eta: 5:43:21, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9453, loss_cls: 0.5339, loss: 0.5339, grad_norm: 4.6160 2021-05-06 08:24:57,590 - mmaction - INFO - Epoch [32][480/1853] lr: 1.000e-03, eta: 5:43:09, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9437, loss_cls: 0.5417, loss: 0.5417, grad_norm: 4.4137 2021-05-06 08:25:08,798 - mmaction - INFO - Epoch [32][500/1853] lr: 1.000e-03, eta: 5:42:57, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9328, loss_cls: 0.5600, loss: 0.5600, grad_norm: 4.3458 2021-05-06 08:25:19,956 - mmaction - INFO - Epoch [32][520/1853] lr: 1.000e-03, eta: 5:42:44, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9336, loss_cls: 0.5698, loss: 0.5698, grad_norm: 4.3555 2021-05-06 08:25:31,173 - mmaction - INFO - Epoch [32][540/1853] lr: 1.000e-03, eta: 5:42:32, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9320, loss_cls: 0.5964, loss: 0.5964, grad_norm: 4.5428 2021-05-06 08:25:42,380 - mmaction - INFO - Epoch [32][560/1853] lr: 1.000e-03, eta: 5:42:20, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9203, loss_cls: 0.6074, loss: 0.6074, grad_norm: 4.8356 2021-05-06 08:25:53,576 - mmaction - INFO - Epoch [32][580/1853] lr: 1.000e-03, eta: 5:42:08, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9359, loss_cls: 0.5897, loss: 0.5897, grad_norm: 4.3087 2021-05-06 08:26:04,750 - mmaction - INFO - Epoch [32][600/1853] lr: 1.000e-03, eta: 5:41:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9414, loss_cls: 0.5434, loss: 0.5434, grad_norm: 4.7100 2021-05-06 08:26:15,963 - mmaction - INFO - Epoch [32][620/1853] lr: 1.000e-03, eta: 5:41:43, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9297, loss_cls: 0.5759, loss: 0.5759, grad_norm: 4.5090 2021-05-06 08:26:27,159 - mmaction - INFO - Epoch [32][640/1853] lr: 1.000e-03, eta: 5:41:31, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9477, loss_cls: 0.5124, loss: 0.5124, grad_norm: 4.3968 2021-05-06 08:26:38,352 - mmaction - INFO - Epoch [32][660/1853] lr: 1.000e-03, eta: 5:41:19, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9313, loss_cls: 0.6102, loss: 0.6102, grad_norm: 4.6214 2021-05-06 08:26:49,528 - mmaction - INFO - Epoch [32][680/1853] lr: 1.000e-03, eta: 5:41:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9437, loss_cls: 0.5714, loss: 0.5714, grad_norm: 4.4383 2021-05-06 08:27:00,689 - mmaction - INFO - Epoch [32][700/1853] lr: 1.000e-03, eta: 5:40:54, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9508, loss_cls: 0.4842, loss: 0.4842, grad_norm: 4.1384 2021-05-06 08:27:11,910 - mmaction - INFO - Epoch [32][720/1853] lr: 1.000e-03, eta: 5:40:42, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9406, loss_cls: 0.5163, loss: 0.5163, grad_norm: 4.3529 2021-05-06 08:27:23,077 - mmaction - INFO - Epoch [32][740/1853] lr: 1.000e-03, eta: 5:40:30, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9313, loss_cls: 0.5914, loss: 0.5914, grad_norm: 4.6345 2021-05-06 08:27:34,307 - mmaction - INFO - Epoch [32][760/1853] lr: 1.000e-03, eta: 5:40:17, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9437, loss_cls: 0.5122, loss: 0.5122, grad_norm: 4.3103 2021-05-06 08:27:45,504 - mmaction - INFO - Epoch [32][780/1853] lr: 1.000e-03, eta: 5:40:05, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9391, loss_cls: 0.5427, loss: 0.5427, grad_norm: 4.2000 2021-05-06 08:27:56,702 - mmaction - INFO - Epoch [32][800/1853] lr: 1.000e-03, eta: 5:39:53, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9414, loss_cls: 0.5308, loss: 0.5308, grad_norm: 4.1002 2021-05-06 08:28:07,905 - mmaction - INFO - Epoch [32][820/1853] lr: 1.000e-03, eta: 5:39:41, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9367, loss_cls: 0.5159, loss: 0.5159, grad_norm: 3.9285 2021-05-06 08:28:19,085 - mmaction - INFO - Epoch [32][840/1853] lr: 1.000e-03, eta: 5:39:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8641, top5_acc: 0.9547, loss_cls: 0.4694, loss: 0.4694, grad_norm: 4.1892 2021-05-06 08:28:30,277 - mmaction - INFO - Epoch [32][860/1853] lr: 1.000e-03, eta: 5:39:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9336, loss_cls: 0.5504, loss: 0.5504, grad_norm: 4.4345 2021-05-06 08:28:41,481 - mmaction - INFO - Epoch [32][880/1853] lr: 1.000e-03, eta: 5:39:04, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9266, loss_cls: 0.5708, loss: 0.5708, grad_norm: 4.3039 2021-05-06 08:28:52,689 - mmaction - INFO - Epoch [32][900/1853] lr: 1.000e-03, eta: 5:38:52, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9328, loss_cls: 0.5856, loss: 0.5856, grad_norm: 4.7987 2021-05-06 08:29:03,902 - mmaction - INFO - Epoch [32][920/1853] lr: 1.000e-03, eta: 5:38:39, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9289, loss_cls: 0.6188, loss: 0.6188, grad_norm: 4.4817 2021-05-06 08:29:15,100 - mmaction - INFO - Epoch [32][940/1853] lr: 1.000e-03, eta: 5:38:27, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9523, loss_cls: 0.5321, loss: 0.5321, grad_norm: 4.4885 2021-05-06 08:29:26,332 - mmaction - INFO - Epoch [32][960/1853] lr: 1.000e-03, eta: 5:38:15, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9461, loss_cls: 0.5487, loss: 0.5487, grad_norm: 4.6500 2021-05-06 08:29:37,519 - mmaction - INFO - Epoch [32][980/1853] lr: 1.000e-03, eta: 5:38:03, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9320, loss_cls: 0.5589, loss: 0.5589, grad_norm: 4.0801 2021-05-06 08:29:48,727 - mmaction - INFO - Epoch [32][1000/1853] lr: 1.000e-03, eta: 5:37:50, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9391, loss_cls: 0.5339, loss: 0.5339, grad_norm: 4.1353 2021-05-06 08:29:59,950 - mmaction - INFO - Epoch [32][1020/1853] lr: 1.000e-03, eta: 5:37:38, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9422, loss_cls: 0.5323, loss: 0.5323, grad_norm: 4.5896 2021-05-06 08:30:11,169 - mmaction - INFO - Epoch [32][1040/1853] lr: 1.000e-03, eta: 5:37:26, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9406, loss_cls: 0.5281, loss: 0.5281, grad_norm: 4.2745 2021-05-06 08:30:22,371 - mmaction - INFO - Epoch [32][1060/1853] lr: 1.000e-03, eta: 5:37:14, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9375, loss_cls: 0.5719, loss: 0.5719, grad_norm: 4.3454 2021-05-06 08:30:33,606 - mmaction - INFO - Epoch [32][1080/1853] lr: 1.000e-03, eta: 5:37:02, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9375, loss_cls: 0.5430, loss: 0.5430, grad_norm: 4.3556 2021-05-06 08:30:44,823 - mmaction - INFO - Epoch [32][1100/1853] lr: 1.000e-03, eta: 5:36:49, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9414, loss_cls: 0.5269, loss: 0.5269, grad_norm: 4.2243 2021-05-06 08:30:56,026 - mmaction - INFO - Epoch [32][1120/1853] lr: 1.000e-03, eta: 5:36:37, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9492, loss_cls: 0.4957, loss: 0.4957, grad_norm: 4.2673 2021-05-06 08:31:07,269 - mmaction - INFO - Epoch [32][1140/1853] lr: 1.000e-03, eta: 5:36:25, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9461, loss_cls: 0.5131, loss: 0.5131, grad_norm: 4.2888 2021-05-06 08:31:18,511 - mmaction - INFO - Epoch [32][1160/1853] lr: 1.000e-03, eta: 5:36:13, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9430, loss_cls: 0.5661, loss: 0.5661, grad_norm: 4.7677 2021-05-06 08:31:29,715 - mmaction - INFO - Epoch [32][1180/1853] lr: 1.000e-03, eta: 5:36:00, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9266, loss_cls: 0.5713, loss: 0.5713, grad_norm: 4.3291 2021-05-06 08:31:40,872 - mmaction - INFO - Epoch [32][1200/1853] lr: 1.000e-03, eta: 5:35:48, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9352, loss_cls: 0.5239, loss: 0.5239, grad_norm: 4.0208 2021-05-06 08:31:52,054 - mmaction - INFO - Epoch [32][1220/1853] lr: 1.000e-03, eta: 5:35:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9531, loss_cls: 0.5360, loss: 0.5360, grad_norm: 4.7319 2021-05-06 08:32:03,250 - mmaction - INFO - Epoch [32][1240/1853] lr: 1.000e-03, eta: 5:35:24, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9336, loss_cls: 0.5741, loss: 0.5741, grad_norm: 4.6191 2021-05-06 08:32:14,452 - mmaction - INFO - Epoch [32][1260/1853] lr: 1.000e-03, eta: 5:35:12, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9414, loss_cls: 0.5535, loss: 0.5535, grad_norm: 4.5608 2021-05-06 08:32:25,627 - mmaction - INFO - Epoch [32][1280/1853] lr: 1.000e-03, eta: 5:34:59, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9305, loss_cls: 0.5464, loss: 0.5464, grad_norm: 4.1714 2021-05-06 08:32:36,807 - mmaction - INFO - Epoch [32][1300/1853] lr: 1.000e-03, eta: 5:34:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9359, loss_cls: 0.5718, loss: 0.5718, grad_norm: 4.6947 2021-05-06 08:32:47,985 - mmaction - INFO - Epoch [32][1320/1853] lr: 1.000e-03, eta: 5:34:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9437, loss_cls: 0.5097, loss: 0.5097, grad_norm: 4.2500 2021-05-06 08:32:59,167 - mmaction - INFO - Epoch [32][1340/1853] lr: 1.000e-03, eta: 5:34:23, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9461, loss_cls: 0.5231, loss: 0.5231, grad_norm: 4.1497 2021-05-06 08:33:10,351 - mmaction - INFO - Epoch [32][1360/1853] lr: 1.000e-03, eta: 5:34:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9352, loss_cls: 0.5640, loss: 0.5640, grad_norm: 4.5308 2021-05-06 08:33:21,507 - mmaction - INFO - Epoch [32][1380/1853] lr: 1.000e-03, eta: 5:33:58, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9477, loss_cls: 0.5224, loss: 0.5224, grad_norm: 4.7919 2021-05-06 08:33:32,692 - mmaction - INFO - Epoch [32][1400/1853] lr: 1.000e-03, eta: 5:33:46, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9391, loss_cls: 0.5517, loss: 0.5517, grad_norm: 4.4209 2021-05-06 08:33:43,902 - mmaction - INFO - Epoch [32][1420/1853] lr: 1.000e-03, eta: 5:33:34, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9297, loss_cls: 0.6131, loss: 0.6131, grad_norm: 4.4131 2021-05-06 08:33:55,088 - mmaction - INFO - Epoch [32][1440/1853] lr: 1.000e-03, eta: 5:33:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9477, loss_cls: 0.5240, loss: 0.5240, grad_norm: 4.7639 2021-05-06 08:34:06,274 - mmaction - INFO - Epoch [32][1460/1853] lr: 1.000e-03, eta: 5:33:09, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9406, loss_cls: 0.5127, loss: 0.5127, grad_norm: 4.3509 2021-05-06 08:34:17,483 - mmaction - INFO - Epoch [32][1480/1853] lr: 1.000e-03, eta: 5:32:57, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9367, loss_cls: 0.5619, loss: 0.5619, grad_norm: 4.7163 2021-05-06 08:34:28,688 - mmaction - INFO - Epoch [32][1500/1853] lr: 1.000e-03, eta: 5:32:45, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9375, loss_cls: 0.5449, loss: 0.5449, grad_norm: 4.2520 2021-05-06 08:34:39,868 - mmaction - INFO - Epoch [32][1520/1853] lr: 1.000e-03, eta: 5:32:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9383, loss_cls: 0.5227, loss: 0.5227, grad_norm: 4.0596 2021-05-06 08:34:51,061 - mmaction - INFO - Epoch [32][1540/1853] lr: 1.000e-03, eta: 5:32:20, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9445, loss_cls: 0.4987, loss: 0.4987, grad_norm: 4.0584 2021-05-06 08:35:02,240 - mmaction - INFO - Epoch [32][1560/1853] lr: 1.000e-03, eta: 5:32:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9414, loss_cls: 0.4876, loss: 0.4876, grad_norm: 3.9227 2021-05-06 08:35:13,445 - mmaction - INFO - Epoch [32][1580/1853] lr: 1.000e-03, eta: 5:31:56, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9383, loss_cls: 0.5096, loss: 0.5096, grad_norm: 4.2113 2021-05-06 08:35:24,646 - mmaction - INFO - Epoch [32][1600/1853] lr: 1.000e-03, eta: 5:31:44, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9406, loss_cls: 0.5424, loss: 0.5424, grad_norm: 4.3208 2021-05-06 08:35:35,836 - mmaction - INFO - Epoch [32][1620/1853] lr: 1.000e-03, eta: 5:31:31, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8109, top5_acc: 0.9328, loss_cls: 0.6165, loss: 0.6165, grad_norm: 4.6801 2021-05-06 08:35:47,052 - mmaction - INFO - Epoch [32][1640/1853] lr: 1.000e-03, eta: 5:31:19, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9383, loss_cls: 0.5367, loss: 0.5367, grad_norm: 4.1017 2021-05-06 08:35:58,279 - mmaction - INFO - Epoch [32][1660/1853] lr: 1.000e-03, eta: 5:31:07, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9391, loss_cls: 0.5570, loss: 0.5570, grad_norm: 4.2633 2021-05-06 08:36:09,471 - mmaction - INFO - Epoch [32][1680/1853] lr: 1.000e-03, eta: 5:30:55, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9313, loss_cls: 0.5922, loss: 0.5922, grad_norm: 4.2770 2021-05-06 08:36:20,660 - mmaction - INFO - Epoch [32][1700/1853] lr: 1.000e-03, eta: 5:30:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9500, loss_cls: 0.5119, loss: 0.5119, grad_norm: 4.2610 2021-05-06 08:36:31,854 - mmaction - INFO - Epoch [32][1720/1853] lr: 1.000e-03, eta: 5:30:30, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9344, loss_cls: 0.5678, loss: 0.5678, grad_norm: 4.4511 2021-05-06 08:36:43,051 - mmaction - INFO - Epoch [32][1740/1853] lr: 1.000e-03, eta: 5:30:18, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9437, loss_cls: 0.5420, loss: 0.5420, grad_norm: 4.6450 2021-05-06 08:36:54,231 - mmaction - INFO - Epoch [32][1760/1853] lr: 1.000e-03, eta: 5:30:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9414, loss_cls: 0.5174, loss: 0.5174, grad_norm: 4.3962 2021-05-06 08:37:05,428 - mmaction - INFO - Epoch [32][1780/1853] lr: 1.000e-03, eta: 5:29:54, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9273, loss_cls: 0.6135, loss: 0.6135, grad_norm: 4.5476 2021-05-06 08:37:16,640 - mmaction - INFO - Epoch [32][1800/1853] lr: 1.000e-03, eta: 5:29:42, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9414, loss_cls: 0.5803, loss: 0.5803, grad_norm: 4.8782 2021-05-06 08:37:27,830 - mmaction - INFO - Epoch [32][1820/1853] lr: 1.000e-03, eta: 5:29:29, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9406, loss_cls: 0.5260, loss: 0.5260, grad_norm: 4.4118 2021-05-06 08:37:39,003 - mmaction - INFO - Epoch [32][1840/1853] lr: 1.000e-03, eta: 5:29:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9437, loss_cls: 0.5505, loss: 0.5505, grad_norm: 4.3772 2021-05-06 08:37:47,350 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-05-06 08:39:16,963 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 08:39:16,996 - mmaction - INFO - top1_acc 0.9612 top5_acc 0.9982 2021-05-06 08:39:16,996 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 08:39:17,003 - mmaction - INFO - mean_acc 0.9572 2021-05-06 08:39:18,330 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. 2021-05-06 08:39:18,331 - mmaction - INFO - Best top1_acc is 0.9612 at 32 epoch. 2021-05-06 08:39:18,335 - mmaction - INFO - Epoch(val) [32][1853] top1_acc: 0.9612, top5_acc: 0.9982, mean_class_accuracy: 0.9572 2021-05-06 08:40:21,390 - mmaction - INFO - Epoch [33][20/1853] lr: 1.000e-03, eta: 5:29:22, time: 3.152, data_time: 2.587, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9383, loss_cls: 0.5584, loss: 0.5584, grad_norm: 4.3183 2021-05-06 08:40:32,522 - mmaction - INFO - Epoch [33][40/1853] lr: 1.000e-03, eta: 5:29:10, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9484, loss_cls: 0.5287, loss: 0.5287, grad_norm: 4.2407 2021-05-06 08:40:43,653 - mmaction - INFO - Epoch [33][60/1853] lr: 1.000e-03, eta: 5:28:58, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9437, loss_cls: 0.5497, loss: 0.5497, grad_norm: 4.2879 2021-05-06 08:40:54,799 - mmaction - INFO - Epoch [33][80/1853] lr: 1.000e-03, eta: 5:28:45, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9289, loss_cls: 0.6087, loss: 0.6087, grad_norm: 4.9661 2021-05-06 08:41:05,947 - mmaction - INFO - Epoch [33][100/1853] lr: 1.000e-03, eta: 5:28:33, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9445, loss_cls: 0.5219, loss: 0.5219, grad_norm: 4.4702 2021-05-06 08:41:17,134 - mmaction - INFO - Epoch [33][120/1853] lr: 1.000e-03, eta: 5:28:21, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9414, loss_cls: 0.5589, loss: 0.5589, grad_norm: 4.6204 2021-05-06 08:41:28,271 - mmaction - INFO - Epoch [33][140/1853] lr: 1.000e-03, eta: 5:28:09, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9547, loss_cls: 0.4923, loss: 0.4923, grad_norm: 4.3695 2021-05-06 08:41:39,463 - mmaction - INFO - Epoch [33][160/1853] lr: 1.000e-03, eta: 5:27:56, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8195, top5_acc: 0.9375, loss_cls: 0.5900, loss: 0.5900, grad_norm: 4.8689 2021-05-06 08:41:50,625 - mmaction - INFO - Epoch [33][180/1853] lr: 1.000e-03, eta: 5:27:44, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9437, loss_cls: 0.5579, loss: 0.5579, grad_norm: 4.5815 2021-05-06 08:42:01,768 - mmaction - INFO - Epoch [33][200/1853] lr: 1.000e-03, eta: 5:27:32, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9453, loss_cls: 0.5539, loss: 0.5539, grad_norm: 4.6805 2021-05-06 08:42:12,924 - mmaction - INFO - Epoch [33][220/1853] lr: 1.000e-03, eta: 5:27:20, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9328, loss_cls: 0.6156, loss: 0.6156, grad_norm: 4.7195 2021-05-06 08:42:24,114 - mmaction - INFO - Epoch [33][240/1853] lr: 1.000e-03, eta: 5:27:07, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9383, loss_cls: 0.5821, loss: 0.5821, grad_norm: 4.5537 2021-05-06 08:42:35,283 - mmaction - INFO - Epoch [33][260/1853] lr: 1.000e-03, eta: 5:26:55, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9398, loss_cls: 0.5058, loss: 0.5058, grad_norm: 4.1635 2021-05-06 08:42:46,483 - mmaction - INFO - Epoch [33][280/1853] lr: 1.000e-03, eta: 5:26:43, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8148, top5_acc: 0.9266, loss_cls: 0.6089, loss: 0.6089, grad_norm: 4.6525 2021-05-06 08:42:57,662 - mmaction - INFO - Epoch [33][300/1853] lr: 1.000e-03, eta: 5:26:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9391, loss_cls: 0.5675, loss: 0.5675, grad_norm: 4.4658 2021-05-06 08:43:08,877 - mmaction - INFO - Epoch [33][320/1853] lr: 1.000e-03, eta: 5:26:18, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9469, loss_cls: 0.5512, loss: 0.5512, grad_norm: 4.3504 2021-05-06 08:43:20,081 - mmaction - INFO - Epoch [33][340/1853] lr: 1.000e-03, eta: 5:26:06, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9383, loss_cls: 0.5585, loss: 0.5585, grad_norm: 4.4970 2021-05-06 08:43:31,259 - mmaction - INFO - Epoch [33][360/1853] lr: 1.000e-03, eta: 5:25:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9461, loss_cls: 0.4894, loss: 0.4894, grad_norm: 4.2857 2021-05-06 08:43:42,456 - mmaction - INFO - Epoch [33][380/1853] lr: 1.000e-03, eta: 5:25:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9352, loss_cls: 0.5962, loss: 0.5962, grad_norm: 4.5427 2021-05-06 08:43:53,640 - mmaction - INFO - Epoch [33][400/1853] lr: 1.000e-03, eta: 5:25:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9430, loss_cls: 0.5380, loss: 0.5380, grad_norm: 4.2290 2021-05-06 08:44:04,820 - mmaction - INFO - Epoch [33][420/1853] lr: 1.000e-03, eta: 5:25:17, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9477, loss_cls: 0.5361, loss: 0.5361, grad_norm: 4.3692 2021-05-06 08:44:16,005 - mmaction - INFO - Epoch [33][440/1853] lr: 1.000e-03, eta: 5:25:05, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9383, loss_cls: 0.5346, loss: 0.5346, grad_norm: 4.2980 2021-05-06 08:44:27,177 - mmaction - INFO - Epoch [33][460/1853] lr: 1.000e-03, eta: 5:24:53, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9375, loss_cls: 0.5485, loss: 0.5485, grad_norm: 4.4502 2021-05-06 08:44:38,392 - mmaction - INFO - Epoch [33][480/1853] lr: 1.000e-03, eta: 5:24:41, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9375, loss_cls: 0.5049, loss: 0.5049, grad_norm: 4.3278 2021-05-06 08:44:49,578 - mmaction - INFO - Epoch [33][500/1853] lr: 1.000e-03, eta: 5:24:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9234, loss_cls: 0.5770, loss: 0.5770, grad_norm: 4.1554 2021-05-06 08:45:00,763 - mmaction - INFO - Epoch [33][520/1853] lr: 1.000e-03, eta: 5:24:16, time: 0.559, data_time: 0.000, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9406, loss_cls: 0.5317, loss: 0.5317, grad_norm: 4.4469 2021-05-06 08:45:11,936 - mmaction - INFO - Epoch [33][540/1853] lr: 1.000e-03, eta: 5:24:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9477, loss_cls: 0.5402, loss: 0.5402, grad_norm: 4.3166 2021-05-06 08:45:23,174 - mmaction - INFO - Epoch [33][560/1853] lr: 1.000e-03, eta: 5:23:52, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9477, loss_cls: 0.4964, loss: 0.4964, grad_norm: 4.3315 2021-05-06 08:45:34,355 - mmaction - INFO - Epoch [33][580/1853] lr: 1.000e-03, eta: 5:23:40, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8133, top5_acc: 0.9359, loss_cls: 0.6013, loss: 0.6013, grad_norm: 4.9038 2021-05-06 08:45:45,580 - mmaction - INFO - Epoch [33][600/1853] lr: 1.000e-03, eta: 5:23:27, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9414, loss_cls: 0.5476, loss: 0.5476, grad_norm: 4.3264 2021-05-06 08:45:56,785 - mmaction - INFO - Epoch [33][620/1853] lr: 1.000e-03, eta: 5:23:15, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9289, loss_cls: 0.5512, loss: 0.5512, grad_norm: 4.6150 2021-05-06 08:46:07,974 - mmaction - INFO - Epoch [33][640/1853] lr: 1.000e-03, eta: 5:23:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9508, loss_cls: 0.4757, loss: 0.4757, grad_norm: 4.1546 2021-05-06 08:46:19,158 - mmaction - INFO - Epoch [33][660/1853] lr: 1.000e-03, eta: 5:22:51, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9359, loss_cls: 0.5444, loss: 0.5444, grad_norm: 4.2250 2021-05-06 08:46:30,355 - mmaction - INFO - Epoch [33][680/1853] lr: 1.000e-03, eta: 5:22:39, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9273, loss_cls: 0.5566, loss: 0.5566, grad_norm: 4.2887 2021-05-06 08:46:41,542 - mmaction - INFO - Epoch [33][700/1853] lr: 1.000e-03, eta: 5:22:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9359, loss_cls: 0.5315, loss: 0.5315, grad_norm: 4.2909 2021-05-06 08:46:52,728 - mmaction - INFO - Epoch [33][720/1853] lr: 1.000e-03, eta: 5:22:14, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9359, loss_cls: 0.5497, loss: 0.5497, grad_norm: 4.3194 2021-05-06 08:47:03,910 - mmaction - INFO - Epoch [33][740/1853] lr: 1.000e-03, eta: 5:22:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9367, loss_cls: 0.5522, loss: 0.5522, grad_norm: 4.3480 2021-05-06 08:47:15,094 - mmaction - INFO - Epoch [33][760/1853] lr: 1.000e-03, eta: 5:21:50, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9437, loss_cls: 0.5109, loss: 0.5109, grad_norm: 4.5339 2021-05-06 08:47:26,302 - mmaction - INFO - Epoch [33][780/1853] lr: 1.000e-03, eta: 5:21:38, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9477, loss_cls: 0.4964, loss: 0.4964, grad_norm: 4.2903 2021-05-06 08:47:37,486 - mmaction - INFO - Epoch [33][800/1853] lr: 1.000e-03, eta: 5:21:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9328, loss_cls: 0.5782, loss: 0.5782, grad_norm: 4.8733 2021-05-06 08:47:48,672 - mmaction - INFO - Epoch [33][820/1853] lr: 1.000e-03, eta: 5:21:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9383, loss_cls: 0.5609, loss: 0.5609, grad_norm: 4.4807 2021-05-06 08:47:59,884 - mmaction - INFO - Epoch [33][840/1853] lr: 1.000e-03, eta: 5:21:01, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9367, loss_cls: 0.5737, loss: 0.5737, grad_norm: 4.7623 2021-05-06 08:48:11,055 - mmaction - INFO - Epoch [33][860/1853] lr: 1.000e-03, eta: 5:20:49, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9391, loss_cls: 0.5179, loss: 0.5179, grad_norm: 4.1100 2021-05-06 08:48:22,223 - mmaction - INFO - Epoch [33][880/1853] lr: 1.000e-03, eta: 5:20:37, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9344, loss_cls: 0.5996, loss: 0.5996, grad_norm: 4.7432 2021-05-06 08:48:33,450 - mmaction - INFO - Epoch [33][900/1853] lr: 1.000e-03, eta: 5:20:24, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9383, loss_cls: 0.5207, loss: 0.5207, grad_norm: 3.8300 2021-05-06 08:48:44,639 - mmaction - INFO - Epoch [33][920/1853] lr: 1.000e-03, eta: 5:20:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9367, loss_cls: 0.5170, loss: 0.5170, grad_norm: 4.1123 2021-05-06 08:48:55,823 - mmaction - INFO - Epoch [33][940/1853] lr: 1.000e-03, eta: 5:20:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9336, loss_cls: 0.5946, loss: 0.5946, grad_norm: 4.4458 2021-05-06 08:49:06,988 - mmaction - INFO - Epoch [33][960/1853] lr: 1.000e-03, eta: 5:19:48, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8648, top5_acc: 0.9570, loss_cls: 0.4561, loss: 0.4561, grad_norm: 4.0567 2021-05-06 08:49:18,188 - mmaction - INFO - Epoch [33][980/1853] lr: 1.000e-03, eta: 5:19:36, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9453, loss_cls: 0.5807, loss: 0.5807, grad_norm: 4.5109 2021-05-06 08:49:29,833 - mmaction - INFO - Epoch [33][1000/1853] lr: 1.000e-03, eta: 5:19:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9406, loss_cls: 0.5766, loss: 0.5766, grad_norm: 4.7076 2021-05-06 08:49:41,028 - mmaction - INFO - Epoch [33][1020/1853] lr: 1.000e-03, eta: 5:19:11, time: 0.583, data_time: 0.025, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9391, loss_cls: 0.5756, loss: 0.5756, grad_norm: 4.4333 2021-05-06 08:49:52,182 - mmaction - INFO - Epoch [33][1040/1853] lr: 1.000e-03, eta: 5:18:59, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9375, loss_cls: 0.5296, loss: 0.5296, grad_norm: 4.4065 2021-05-06 08:50:03,394 - mmaction - INFO - Epoch [33][1060/1853] lr: 1.000e-03, eta: 5:18:47, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9453, loss_cls: 0.5322, loss: 0.5322, grad_norm: 4.4027 2021-05-06 08:50:14,588 - mmaction - INFO - Epoch [33][1080/1853] lr: 1.000e-03, eta: 5:18:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9383, loss_cls: 0.5146, loss: 0.5146, grad_norm: 4.0396 2021-05-06 08:50:25,780 - mmaction - INFO - Epoch [33][1100/1853] lr: 1.000e-03, eta: 5:18:23, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9461, loss_cls: 0.5344, loss: 0.5344, grad_norm: 4.4139 2021-05-06 08:50:36,959 - mmaction - INFO - Epoch [33][1120/1853] lr: 1.000e-03, eta: 5:18:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9445, loss_cls: 0.5188, loss: 0.5188, grad_norm: 4.2349 2021-05-06 08:50:48,176 - mmaction - INFO - Epoch [33][1140/1853] lr: 1.000e-03, eta: 5:17:58, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9406, loss_cls: 0.5171, loss: 0.5171, grad_norm: 4.5015 2021-05-06 08:50:59,339 - mmaction - INFO - Epoch [33][1160/1853] lr: 1.000e-03, eta: 5:17:46, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9305, loss_cls: 0.5698, loss: 0.5698, grad_norm: 4.4638 2021-05-06 08:51:10,503 - mmaction - INFO - Epoch [33][1180/1853] lr: 1.000e-03, eta: 5:17:34, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9398, loss_cls: 0.5104, loss: 0.5104, grad_norm: 3.9145 2021-05-06 08:51:21,696 - mmaction - INFO - Epoch [33][1200/1853] lr: 1.000e-03, eta: 5:17:22, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9375, loss_cls: 0.5606, loss: 0.5606, grad_norm: 4.2935 2021-05-06 08:51:32,853 - mmaction - INFO - Epoch [33][1220/1853] lr: 1.000e-03, eta: 5:17:09, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9523, loss_cls: 0.5056, loss: 0.5056, grad_norm: 3.9800 2021-05-06 08:51:44,042 - mmaction - INFO - Epoch [33][1240/1853] lr: 1.000e-03, eta: 5:16:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9398, loss_cls: 0.5218, loss: 0.5218, grad_norm: 4.5871 2021-05-06 08:51:55,245 - mmaction - INFO - Epoch [33][1260/1853] lr: 1.000e-03, eta: 5:16:45, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9383, loss_cls: 0.5125, loss: 0.5125, grad_norm: 4.2908 2021-05-06 08:52:06,453 - mmaction - INFO - Epoch [33][1280/1853] lr: 1.000e-03, eta: 5:16:33, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9406, loss_cls: 0.5863, loss: 0.5863, grad_norm: 4.6282 2021-05-06 08:52:17,676 - mmaction - INFO - Epoch [33][1300/1853] lr: 1.000e-03, eta: 5:16:21, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9422, loss_cls: 0.4937, loss: 0.4937, grad_norm: 4.1889 2021-05-06 08:52:28,858 - mmaction - INFO - Epoch [33][1320/1853] lr: 1.000e-03, eta: 5:16:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9367, loss_cls: 0.5613, loss: 0.5613, grad_norm: 4.2482 2021-05-06 08:52:40,054 - mmaction - INFO - Epoch [33][1340/1853] lr: 1.000e-03, eta: 5:15:56, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9492, loss_cls: 0.5213, loss: 0.5213, grad_norm: 4.2402 2021-05-06 08:52:51,232 - mmaction - INFO - Epoch [33][1360/1853] lr: 1.000e-03, eta: 5:15:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9391, loss_cls: 0.5600, loss: 0.5600, grad_norm: 4.4835 2021-05-06 08:53:02,432 - mmaction - INFO - Epoch [33][1380/1853] lr: 1.000e-03, eta: 5:15:32, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9289, loss_cls: 0.5600, loss: 0.5600, grad_norm: 4.6168 2021-05-06 08:53:13,654 - mmaction - INFO - Epoch [33][1400/1853] lr: 1.000e-03, eta: 5:15:20, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9445, loss_cls: 0.5466, loss: 0.5466, grad_norm: 4.8511 2021-05-06 08:53:24,854 - mmaction - INFO - Epoch [33][1420/1853] lr: 1.000e-03, eta: 5:15:08, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9383, loss_cls: 0.5305, loss: 0.5305, grad_norm: 4.3443 2021-05-06 08:53:36,033 - mmaction - INFO - Epoch [33][1440/1853] lr: 1.000e-03, eta: 5:14:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9352, loss_cls: 0.5314, loss: 0.5314, grad_norm: 4.6764 2021-05-06 08:53:47,232 - mmaction - INFO - Epoch [33][1460/1853] lr: 1.000e-03, eta: 5:14:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9344, loss_cls: 0.5549, loss: 0.5549, grad_norm: 4.7031 2021-05-06 08:53:58,476 - mmaction - INFO - Epoch [33][1480/1853] lr: 1.000e-03, eta: 5:14:31, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9430, loss_cls: 0.5557, loss: 0.5557, grad_norm: 4.5797 2021-05-06 08:54:09,684 - mmaction - INFO - Epoch [33][1500/1853] lr: 1.000e-03, eta: 5:14:19, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9406, loss_cls: 0.5479, loss: 0.5479, grad_norm: 4.6934 2021-05-06 08:54:20,911 - mmaction - INFO - Epoch [33][1520/1853] lr: 1.000e-03, eta: 5:14:07, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9313, loss_cls: 0.5261, loss: 0.5261, grad_norm: 4.1993 2021-05-06 08:54:32,096 - mmaction - INFO - Epoch [33][1540/1853] lr: 1.000e-03, eta: 5:13:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9477, loss_cls: 0.4986, loss: 0.4986, grad_norm: 4.3014 2021-05-06 08:54:43,306 - mmaction - INFO - Epoch [33][1560/1853] lr: 1.000e-03, eta: 5:13:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9414, loss_cls: 0.5369, loss: 0.5369, grad_norm: 4.5655 2021-05-06 08:54:54,532 - mmaction - INFO - Epoch [33][1580/1853] lr: 1.000e-03, eta: 5:13:30, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9437, loss_cls: 0.5187, loss: 0.5187, grad_norm: 4.4360 2021-05-06 08:55:05,761 - mmaction - INFO - Epoch [33][1600/1853] lr: 1.000e-03, eta: 5:13:18, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9437, loss_cls: 0.5100, loss: 0.5100, grad_norm: 4.3702 2021-05-06 08:55:16,938 - mmaction - INFO - Epoch [33][1620/1853] lr: 1.000e-03, eta: 5:13:06, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9383, loss_cls: 0.5439, loss: 0.5439, grad_norm: 4.5381 2021-05-06 08:55:28,132 - mmaction - INFO - Epoch [33][1640/1853] lr: 1.000e-03, eta: 5:12:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9344, loss_cls: 0.5607, loss: 0.5607, grad_norm: 4.8142 2021-05-06 08:55:39,817 - mmaction - INFO - Epoch [33][1660/1853] lr: 1.000e-03, eta: 5:12:42, time: 0.584, data_time: 0.002, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9531, loss_cls: 0.4817, loss: 0.4817, grad_norm: 4.4901 2021-05-06 08:55:51,012 - mmaction - INFO - Epoch [33][1680/1853] lr: 1.000e-03, eta: 5:12:30, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9367, loss_cls: 0.5413, loss: 0.5413, grad_norm: 4.5679 2021-05-06 08:56:02,197 - mmaction - INFO - Epoch [33][1700/1853] lr: 1.000e-03, eta: 5:12:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9367, loss_cls: 0.5723, loss: 0.5723, grad_norm: 4.4558 2021-05-06 08:56:13,424 - mmaction - INFO - Epoch [33][1720/1853] lr: 1.000e-03, eta: 5:12:05, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9508, loss_cls: 0.4722, loss: 0.4722, grad_norm: 4.4048 2021-05-06 08:56:24,615 - mmaction - INFO - Epoch [33][1740/1853] lr: 1.000e-03, eta: 5:11:53, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9461, loss_cls: 0.5111, loss: 0.5111, grad_norm: 4.1341 2021-05-06 08:56:35,846 - mmaction - INFO - Epoch [33][1760/1853] lr: 1.000e-03, eta: 5:11:41, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9461, loss_cls: 0.5784, loss: 0.5784, grad_norm: 4.7943 2021-05-06 08:56:47,043 - mmaction - INFO - Epoch [33][1780/1853] lr: 1.000e-03, eta: 5:11:29, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9391, loss_cls: 0.5536, loss: 0.5536, grad_norm: 4.8850 2021-05-06 08:56:58,261 - mmaction - INFO - Epoch [33][1800/1853] lr: 1.000e-03, eta: 5:11:17, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9477, loss_cls: 0.5186, loss: 0.5186, grad_norm: 4.7640 2021-05-06 08:57:09,461 - mmaction - INFO - Epoch [33][1820/1853] lr: 1.000e-03, eta: 5:11:04, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9414, loss_cls: 0.5306, loss: 0.5306, grad_norm: 4.3446 2021-05-06 08:57:20,686 - mmaction - INFO - Epoch [33][1840/1853] lr: 1.000e-03, eta: 5:10:52, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9430, loss_cls: 0.5214, loss: 0.5214, grad_norm: 4.2179 2021-05-06 08:57:29,209 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-05-06 08:59:00,400 - mmaction - INFO - Epoch [34][20/1853] lr: 1.000e-03, eta: 5:11:09, time: 4.489, data_time: 3.928, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9414, loss_cls: 0.5493, loss: 0.5493, grad_norm: 4.5234 2021-05-06 08:59:11,622 - mmaction - INFO - Epoch [34][40/1853] lr: 1.000e-03, eta: 5:10:57, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9320, loss_cls: 0.5632, loss: 0.5632, grad_norm: 4.5568 2021-05-06 08:59:22,780 - mmaction - INFO - Epoch [34][60/1853] lr: 1.000e-03, eta: 5:10:44, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9461, loss_cls: 0.5295, loss: 0.5295, grad_norm: 4.5418 2021-05-06 08:59:33,963 - mmaction - INFO - Epoch [34][80/1853] lr: 1.000e-03, eta: 5:10:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9406, loss_cls: 0.5430, loss: 0.5430, grad_norm: 4.2673 2021-05-06 08:59:45,126 - mmaction - INFO - Epoch [34][100/1853] lr: 1.000e-03, eta: 5:10:20, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9359, loss_cls: 0.5784, loss: 0.5784, grad_norm: 4.3902 2021-05-06 08:59:56,276 - mmaction - INFO - Epoch [34][120/1853] lr: 1.000e-03, eta: 5:10:08, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9367, loss_cls: 0.5213, loss: 0.5213, grad_norm: 3.9496 2021-05-06 09:00:07,482 - mmaction - INFO - Epoch [34][140/1853] lr: 1.000e-03, eta: 5:09:56, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9453, loss_cls: 0.5338, loss: 0.5338, grad_norm: 4.7293 2021-05-06 09:00:18,647 - mmaction - INFO - Epoch [34][160/1853] lr: 1.000e-03, eta: 5:09:43, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9477, loss_cls: 0.4762, loss: 0.4762, grad_norm: 4.3155 2021-05-06 09:00:30,307 - mmaction - INFO - Epoch [34][180/1853] lr: 1.000e-03, eta: 5:09:31, time: 0.583, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9437, loss_cls: 0.5072, loss: 0.5072, grad_norm: 4.4787 2021-05-06 09:00:41,458 - mmaction - INFO - Epoch [34][200/1853] lr: 1.000e-03, eta: 5:09:19, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9375, loss_cls: 0.5382, loss: 0.5382, grad_norm: 4.4503 2021-05-06 09:00:52,629 - mmaction - INFO - Epoch [34][220/1853] lr: 1.000e-03, eta: 5:09:07, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9492, loss_cls: 0.5104, loss: 0.5104, grad_norm: 4.7166 2021-05-06 09:01:03,826 - mmaction - INFO - Epoch [34][240/1853] lr: 1.000e-03, eta: 5:08:55, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9437, loss_cls: 0.5536, loss: 0.5536, grad_norm: 4.6930 2021-05-06 09:01:15,030 - mmaction - INFO - Epoch [34][260/1853] lr: 1.000e-03, eta: 5:08:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8164, top5_acc: 0.9258, loss_cls: 0.6047, loss: 0.6047, grad_norm: 4.7389 2021-05-06 09:01:26,203 - mmaction - INFO - Epoch [34][280/1853] lr: 1.000e-03, eta: 5:08:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9367, loss_cls: 0.5553, loss: 0.5553, grad_norm: 4.5967 2021-05-06 09:01:37,392 - mmaction - INFO - Epoch [34][300/1853] lr: 1.000e-03, eta: 5:08:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9352, loss_cls: 0.5663, loss: 0.5663, grad_norm: 4.4352 2021-05-06 09:01:48,589 - mmaction - INFO - Epoch [34][320/1853] lr: 1.000e-03, eta: 5:08:06, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9445, loss_cls: 0.4991, loss: 0.4991, grad_norm: 4.2127 2021-05-06 09:01:59,781 - mmaction - INFO - Epoch [34][340/1853] lr: 1.000e-03, eta: 5:07:54, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9383, loss_cls: 0.5617, loss: 0.5617, grad_norm: 4.8303 2021-05-06 09:02:11,026 - mmaction - INFO - Epoch [34][360/1853] lr: 1.000e-03, eta: 5:07:42, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9547, loss_cls: 0.4980, loss: 0.4980, grad_norm: 4.3519 2021-05-06 09:02:22,238 - mmaction - INFO - Epoch [34][380/1853] lr: 1.000e-03, eta: 5:07:30, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9398, loss_cls: 0.5552, loss: 0.5552, grad_norm: 4.6992 2021-05-06 09:02:33,412 - mmaction - INFO - Epoch [34][400/1853] lr: 1.000e-03, eta: 5:07:17, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9352, loss_cls: 0.5249, loss: 0.5249, grad_norm: 4.4328 2021-05-06 09:02:44,606 - mmaction - INFO - Epoch [34][420/1853] lr: 1.000e-03, eta: 5:07:05, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9469, loss_cls: 0.5308, loss: 0.5308, grad_norm: 4.3963 2021-05-06 09:02:55,822 - mmaction - INFO - Epoch [34][440/1853] lr: 1.000e-03, eta: 5:06:53, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9352, loss_cls: 0.5720, loss: 0.5720, grad_norm: 4.3370 2021-05-06 09:03:07,031 - mmaction - INFO - Epoch [34][460/1853] lr: 1.000e-03, eta: 5:06:41, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9453, loss_cls: 0.5201, loss: 0.5201, grad_norm: 4.1657 2021-05-06 09:03:18,208 - mmaction - INFO - Epoch [34][480/1853] lr: 1.000e-03, eta: 5:06:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9391, loss_cls: 0.5301, loss: 0.5301, grad_norm: 4.2197 2021-05-06 09:03:29,416 - mmaction - INFO - Epoch [34][500/1853] lr: 1.000e-03, eta: 5:06:16, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9273, loss_cls: 0.5764, loss: 0.5764, grad_norm: 4.3668 2021-05-06 09:03:40,633 - mmaction - INFO - Epoch [34][520/1853] lr: 1.000e-03, eta: 5:06:04, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9352, loss_cls: 0.5436, loss: 0.5436, grad_norm: 4.4282 2021-05-06 09:03:51,868 - mmaction - INFO - Epoch [34][540/1853] lr: 1.000e-03, eta: 5:05:52, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9305, loss_cls: 0.5550, loss: 0.5550, grad_norm: 4.3312 2021-05-06 09:04:03,076 - mmaction - INFO - Epoch [34][560/1853] lr: 1.000e-03, eta: 5:05:40, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8195, top5_acc: 0.9336, loss_cls: 0.6022, loss: 0.6022, grad_norm: 4.6464 2021-05-06 09:04:14,259 - mmaction - INFO - Epoch [34][580/1853] lr: 1.000e-03, eta: 5:05:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9437, loss_cls: 0.5130, loss: 0.5130, grad_norm: 4.4230 2021-05-06 09:04:25,450 - mmaction - INFO - Epoch [34][600/1853] lr: 1.000e-03, eta: 5:05:15, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9437, loss_cls: 0.5311, loss: 0.5311, grad_norm: 4.4815 2021-05-06 09:04:36,659 - mmaction - INFO - Epoch [34][620/1853] lr: 1.000e-03, eta: 5:05:03, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9430, loss_cls: 0.5406, loss: 0.5406, grad_norm: 4.7816 2021-05-06 09:04:47,850 - mmaction - INFO - Epoch [34][640/1853] lr: 1.000e-03, eta: 5:04:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9492, loss_cls: 0.5319, loss: 0.5319, grad_norm: 4.3771 2021-05-06 09:04:59,023 - mmaction - INFO - Epoch [34][660/1853] lr: 1.000e-03, eta: 5:04:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9273, loss_cls: 0.5617, loss: 0.5617, grad_norm: 4.2367 2021-05-06 09:05:10,192 - mmaction - INFO - Epoch [34][680/1853] lr: 1.000e-03, eta: 5:04:27, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9391, loss_cls: 0.5384, loss: 0.5384, grad_norm: 4.5100 2021-05-06 09:05:21,369 - mmaction - INFO - Epoch [34][700/1853] lr: 1.000e-03, eta: 5:04:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9477, loss_cls: 0.5192, loss: 0.5192, grad_norm: 4.1357 2021-05-06 09:05:32,606 - mmaction - INFO - Epoch [34][720/1853] lr: 1.000e-03, eta: 5:04:02, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9422, loss_cls: 0.5138, loss: 0.5138, grad_norm: 4.3057 2021-05-06 09:05:43,839 - mmaction - INFO - Epoch [34][740/1853] lr: 1.000e-03, eta: 5:03:50, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9328, loss_cls: 0.5896, loss: 0.5896, grad_norm: 4.6372 2021-05-06 09:05:55,041 - mmaction - INFO - Epoch [34][760/1853] lr: 1.000e-03, eta: 5:03:38, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9430, loss_cls: 0.4919, loss: 0.4919, grad_norm: 4.1101 2021-05-06 09:06:06,303 - mmaction - INFO - Epoch [34][780/1853] lr: 1.000e-03, eta: 5:03:26, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9391, loss_cls: 0.5431, loss: 0.5431, grad_norm: 4.4109 2021-05-06 09:06:17,497 - mmaction - INFO - Epoch [34][800/1853] lr: 1.000e-03, eta: 5:03:14, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9398, loss_cls: 0.5236, loss: 0.5236, grad_norm: 4.3140 2021-05-06 09:06:28,679 - mmaction - INFO - Epoch [34][820/1853] lr: 1.000e-03, eta: 5:03:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9422, loss_cls: 0.5622, loss: 0.5622, grad_norm: 4.6628 2021-05-06 09:06:39,868 - mmaction - INFO - Epoch [34][840/1853] lr: 1.000e-03, eta: 5:02:49, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9273, loss_cls: 0.6053, loss: 0.6053, grad_norm: 4.8998 2021-05-06 09:06:51,049 - mmaction - INFO - Epoch [34][860/1853] lr: 1.000e-03, eta: 5:02:37, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9422, loss_cls: 0.5814, loss: 0.5814, grad_norm: 4.6505 2021-05-06 09:07:02,223 - mmaction - INFO - Epoch [34][880/1853] lr: 1.000e-03, eta: 5:02:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9453, loss_cls: 0.5345, loss: 0.5345, grad_norm: 4.1412 2021-05-06 09:07:13,482 - mmaction - INFO - Epoch [34][900/1853] lr: 1.000e-03, eta: 5:02:13, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9359, loss_cls: 0.5495, loss: 0.5495, grad_norm: 4.4000 2021-05-06 09:07:24,682 - mmaction - INFO - Epoch [34][920/1853] lr: 1.000e-03, eta: 5:02:01, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9273, loss_cls: 0.5879, loss: 0.5879, grad_norm: 4.5806 2021-05-06 09:07:35,861 - mmaction - INFO - Epoch [34][940/1853] lr: 1.000e-03, eta: 5:01:48, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9352, loss_cls: 0.5765, loss: 0.5765, grad_norm: 4.5755 2021-05-06 09:07:47,036 - mmaction - INFO - Epoch [34][960/1853] lr: 1.000e-03, eta: 5:01:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9445, loss_cls: 0.5301, loss: 0.5301, grad_norm: 4.2155 2021-05-06 09:07:58,229 - mmaction - INFO - Epoch [34][980/1853] lr: 1.000e-03, eta: 5:01:24, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9398, loss_cls: 0.5288, loss: 0.5288, grad_norm: 4.4016 2021-05-06 09:08:09,431 - mmaction - INFO - Epoch [34][1000/1853] lr: 1.000e-03, eta: 5:01:12, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9383, loss_cls: 0.5460, loss: 0.5460, grad_norm: 4.5424 2021-05-06 09:08:20,624 - mmaction - INFO - Epoch [34][1020/1853] lr: 1.000e-03, eta: 5:01:00, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9266, loss_cls: 0.5734, loss: 0.5734, grad_norm: 4.5785 2021-05-06 09:08:31,825 - mmaction - INFO - Epoch [34][1040/1853] lr: 1.000e-03, eta: 5:00:48, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9453, loss_cls: 0.4997, loss: 0.4997, grad_norm: 4.1877 2021-05-06 09:08:43,019 - mmaction - INFO - Epoch [34][1060/1853] lr: 1.000e-03, eta: 5:00:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9367, loss_cls: 0.5345, loss: 0.5345, grad_norm: 4.3961 2021-05-06 09:08:54,211 - mmaction - INFO - Epoch [34][1080/1853] lr: 1.000e-03, eta: 5:00:23, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9406, loss_cls: 0.5336, loss: 0.5336, grad_norm: 4.4620 2021-05-06 09:09:05,472 - mmaction - INFO - Epoch [34][1100/1853] lr: 1.000e-03, eta: 5:00:11, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9375, loss_cls: 0.5352, loss: 0.5352, grad_norm: 4.4056 2021-05-06 09:09:16,656 - mmaction - INFO - Epoch [34][1120/1853] lr: 1.000e-03, eta: 4:59:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9445, loss_cls: 0.5304, loss: 0.5304, grad_norm: 4.5806 2021-05-06 09:09:27,843 - mmaction - INFO - Epoch [34][1140/1853] lr: 1.000e-03, eta: 4:59:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9383, loss_cls: 0.5922, loss: 0.5922, grad_norm: 4.6064 2021-05-06 09:09:39,066 - mmaction - INFO - Epoch [34][1160/1853] lr: 1.000e-03, eta: 4:59:35, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8617, top5_acc: 0.9508, loss_cls: 0.4864, loss: 0.4864, grad_norm: 4.3639 2021-05-06 09:09:50,265 - mmaction - INFO - Epoch [34][1180/1853] lr: 1.000e-03, eta: 4:59:22, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9375, loss_cls: 0.5502, loss: 0.5502, grad_norm: 4.3763 2021-05-06 09:10:01,454 - mmaction - INFO - Epoch [34][1200/1853] lr: 1.000e-03, eta: 4:59:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9398, loss_cls: 0.5215, loss: 0.5215, grad_norm: 4.6120 2021-05-06 09:10:12,673 - mmaction - INFO - Epoch [34][1220/1853] lr: 1.000e-03, eta: 4:58:58, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8164, top5_acc: 0.9313, loss_cls: 0.6151, loss: 0.6151, grad_norm: 4.6653 2021-05-06 09:10:23,874 - mmaction - INFO - Epoch [34][1240/1853] lr: 1.000e-03, eta: 4:58:46, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9484, loss_cls: 0.4915, loss: 0.4915, grad_norm: 4.0674 2021-05-06 09:10:35,075 - mmaction - INFO - Epoch [34][1260/1853] lr: 1.000e-03, eta: 4:58:34, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9500, loss_cls: 0.5034, loss: 0.5034, grad_norm: 4.3625 2021-05-06 09:10:46,297 - mmaction - INFO - Epoch [34][1280/1853] lr: 1.000e-03, eta: 4:58:22, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9289, loss_cls: 0.5686, loss: 0.5686, grad_norm: 4.6040 2021-05-06 09:10:57,491 - mmaction - INFO - Epoch [34][1300/1853] lr: 1.000e-03, eta: 4:58:09, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9414, loss_cls: 0.5071, loss: 0.5071, grad_norm: 4.2734 2021-05-06 09:11:08,694 - mmaction - INFO - Epoch [34][1320/1853] lr: 1.000e-03, eta: 4:57:57, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9445, loss_cls: 0.5238, loss: 0.5238, grad_norm: 4.6742 2021-05-06 09:11:19,860 - mmaction - INFO - Epoch [34][1340/1853] lr: 1.000e-03, eta: 4:57:45, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9359, loss_cls: 0.5871, loss: 0.5871, grad_norm: 4.7954 2021-05-06 09:11:31,057 - mmaction - INFO - Epoch [34][1360/1853] lr: 1.000e-03, eta: 4:57:33, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9289, loss_cls: 0.5824, loss: 0.5824, grad_norm: 4.5064 2021-05-06 09:11:42,272 - mmaction - INFO - Epoch [34][1380/1853] lr: 1.000e-03, eta: 4:57:21, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9180, loss_cls: 0.6100, loss: 0.6100, grad_norm: 4.3845 2021-05-06 09:11:53,478 - mmaction - INFO - Epoch [34][1400/1853] lr: 1.000e-03, eta: 4:57:09, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9383, loss_cls: 0.5378, loss: 0.5378, grad_norm: 4.3537 2021-05-06 09:12:04,725 - mmaction - INFO - Epoch [34][1420/1853] lr: 1.000e-03, eta: 4:56:57, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9367, loss_cls: 0.6101, loss: 0.6101, grad_norm: 4.8286 2021-05-06 09:12:15,912 - mmaction - INFO - Epoch [34][1440/1853] lr: 1.000e-03, eta: 4:56:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9336, loss_cls: 0.5646, loss: 0.5646, grad_norm: 4.6034 2021-05-06 09:12:27,127 - mmaction - INFO - Epoch [34][1460/1853] lr: 1.000e-03, eta: 4:56:32, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9375, loss_cls: 0.5483, loss: 0.5483, grad_norm: 4.4643 2021-05-06 09:12:38,322 - mmaction - INFO - Epoch [34][1480/1853] lr: 1.000e-03, eta: 4:56:20, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9352, loss_cls: 0.5970, loss: 0.5970, grad_norm: 4.6375 2021-05-06 09:12:49,523 - mmaction - INFO - Epoch [34][1500/1853] lr: 1.000e-03, eta: 4:56:08, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9336, loss_cls: 0.6004, loss: 0.6004, grad_norm: 4.7202 2021-05-06 09:13:00,723 - mmaction - INFO - Epoch [34][1520/1853] lr: 1.000e-03, eta: 4:55:56, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9344, loss_cls: 0.5407, loss: 0.5407, grad_norm: 4.6917 2021-05-06 09:13:11,899 - mmaction - INFO - Epoch [34][1540/1853] lr: 1.000e-03, eta: 4:55:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9352, loss_cls: 0.5508, loss: 0.5508, grad_norm: 4.2888 2021-05-06 09:13:23,129 - mmaction - INFO - Epoch [34][1560/1853] lr: 1.000e-03, eta: 4:55:31, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9367, loss_cls: 0.5723, loss: 0.5723, grad_norm: 4.8855 2021-05-06 09:13:34,341 - mmaction - INFO - Epoch [34][1580/1853] lr: 1.000e-03, eta: 4:55:19, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9469, loss_cls: 0.5450, loss: 0.5450, grad_norm: 4.4358 2021-05-06 09:13:45,543 - mmaction - INFO - Epoch [34][1600/1853] lr: 1.000e-03, eta: 4:55:07, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9359, loss_cls: 0.5235, loss: 0.5235, grad_norm: 4.3739 2021-05-06 09:13:56,762 - mmaction - INFO - Epoch [34][1620/1853] lr: 1.000e-03, eta: 4:54:55, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9391, loss_cls: 0.5549, loss: 0.5549, grad_norm: 4.6632 2021-05-06 09:14:07,969 - mmaction - INFO - Epoch [34][1640/1853] lr: 1.000e-03, eta: 4:54:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9359, loss_cls: 0.5618, loss: 0.5618, grad_norm: 4.5226 2021-05-06 09:14:19,167 - mmaction - INFO - Epoch [34][1660/1853] lr: 1.000e-03, eta: 4:54:31, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9305, loss_cls: 0.5376, loss: 0.5376, grad_norm: 4.3987 2021-05-06 09:14:30,379 - mmaction - INFO - Epoch [34][1680/1853] lr: 1.000e-03, eta: 4:54:19, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9375, loss_cls: 0.5605, loss: 0.5605, grad_norm: 4.4572 2021-05-06 09:14:41,622 - mmaction - INFO - Epoch [34][1700/1853] lr: 1.000e-03, eta: 4:54:06, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9453, loss_cls: 0.5315, loss: 0.5315, grad_norm: 4.5792 2021-05-06 09:14:52,843 - mmaction - INFO - Epoch [34][1720/1853] lr: 1.000e-03, eta: 4:53:54, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9445, loss_cls: 0.4941, loss: 0.4941, grad_norm: 4.4811 2021-05-06 09:15:04,065 - mmaction - INFO - Epoch [34][1740/1853] lr: 1.000e-03, eta: 4:53:42, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9422, loss_cls: 0.5659, loss: 0.5659, grad_norm: 4.3416 2021-05-06 09:15:15,237 - mmaction - INFO - Epoch [34][1760/1853] lr: 1.000e-03, eta: 4:53:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9297, loss_cls: 0.5499, loss: 0.5499, grad_norm: 4.6202 2021-05-06 09:15:26,431 - mmaction - INFO - Epoch [34][1780/1853] lr: 1.000e-03, eta: 4:53:18, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9414, loss_cls: 0.5154, loss: 0.5154, grad_norm: 4.6024 2021-05-06 09:15:37,636 - mmaction - INFO - Epoch [34][1800/1853] lr: 1.000e-03, eta: 4:53:06, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9469, loss_cls: 0.4795, loss: 0.4795, grad_norm: 4.3032 2021-05-06 09:15:48,865 - mmaction - INFO - Epoch [34][1820/1853] lr: 1.000e-03, eta: 4:52:54, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9305, loss_cls: 0.5705, loss: 0.5705, grad_norm: 4.6308 2021-05-06 09:16:00,062 - mmaction - INFO - Epoch [34][1840/1853] lr: 1.000e-03, eta: 4:52:41, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8602, top5_acc: 0.9555, loss_cls: 0.4809, loss: 0.4809, grad_norm: 4.6310 2021-05-06 09:16:08,398 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-05-06 09:17:57,524 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 09:17:57,554 - mmaction - INFO - top1_acc 0.9606 top5_acc 0.9980 2021-05-06 09:17:57,554 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 09:17:57,562 - mmaction - INFO - mean_acc 0.9567 2021-05-06 09:17:57,564 - mmaction - INFO - Epoch(val) [34][1853] top1_acc: 0.9606, top5_acc: 0.9980, mean_class_accuracy: 0.9567 2021-05-06 09:19:27,479 - mmaction - INFO - Epoch [35][20/1853] lr: 1.000e-03, eta: 4:52:55, time: 4.495, data_time: 3.931, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9406, loss_cls: 0.5530, loss: 0.5530, grad_norm: 4.3888 2021-05-06 09:19:38,669 - mmaction - INFO - Epoch [35][40/1853] lr: 1.000e-03, eta: 4:52:43, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9602, loss_cls: 0.5026, loss: 0.5026, grad_norm: 4.6125 2021-05-06 09:19:49,806 - mmaction - INFO - Epoch [35][60/1853] lr: 1.000e-03, eta: 4:52:31, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9398, loss_cls: 0.5303, loss: 0.5303, grad_norm: 4.6465 2021-05-06 09:20:00,979 - mmaction - INFO - Epoch [35][80/1853] lr: 1.000e-03, eta: 4:52:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9422, loss_cls: 0.5063, loss: 0.5063, grad_norm: 4.4970 2021-05-06 09:20:12,122 - mmaction - INFO - Epoch [35][100/1853] lr: 1.000e-03, eta: 4:52:06, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9219, loss_cls: 0.5603, loss: 0.5603, grad_norm: 4.4106 2021-05-06 09:20:23,310 - mmaction - INFO - Epoch [35][120/1853] lr: 1.000e-03, eta: 4:51:54, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9469, loss_cls: 0.5093, loss: 0.5093, grad_norm: 4.7052 2021-05-06 09:20:34,498 - mmaction - INFO - Epoch [35][140/1853] lr: 1.000e-03, eta: 4:51:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9391, loss_cls: 0.5372, loss: 0.5372, grad_norm: 4.3840 2021-05-06 09:20:45,671 - mmaction - INFO - Epoch [35][160/1853] lr: 1.000e-03, eta: 4:51:30, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9391, loss_cls: 0.5401, loss: 0.5401, grad_norm: 4.6399 2021-05-06 09:20:56,858 - mmaction - INFO - Epoch [35][180/1853] lr: 1.000e-03, eta: 4:51:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9422, loss_cls: 0.5296, loss: 0.5296, grad_norm: 4.3622 2021-05-06 09:21:08,032 - mmaction - INFO - Epoch [35][200/1853] lr: 1.000e-03, eta: 4:51:05, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9328, loss_cls: 0.5966, loss: 0.5966, grad_norm: 4.4562 2021-05-06 09:21:19,244 - mmaction - INFO - Epoch [35][220/1853] lr: 1.000e-03, eta: 4:50:53, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9313, loss_cls: 0.5685, loss: 0.5685, grad_norm: 4.4182 2021-05-06 09:21:30,427 - mmaction - INFO - Epoch [35][240/1853] lr: 1.000e-03, eta: 4:50:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9398, loss_cls: 0.5648, loss: 0.5648, grad_norm: 4.6498 2021-05-06 09:21:41,614 - mmaction - INFO - Epoch [35][260/1853] lr: 1.000e-03, eta: 4:50:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9414, loss_cls: 0.5694, loss: 0.5694, grad_norm: 4.6501 2021-05-06 09:21:52,784 - mmaction - INFO - Epoch [35][280/1853] lr: 1.000e-03, eta: 4:50:17, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9453, loss_cls: 0.4807, loss: 0.4807, grad_norm: 4.0331 2021-05-06 09:22:03,980 - mmaction - INFO - Epoch [35][300/1853] lr: 1.000e-03, eta: 4:50:04, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9375, loss_cls: 0.5696, loss: 0.5696, grad_norm: 4.5567 2021-05-06 09:22:15,169 - mmaction - INFO - Epoch [35][320/1853] lr: 1.000e-03, eta: 4:49:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9391, loss_cls: 0.5527, loss: 0.5527, grad_norm: 4.7646 2021-05-06 09:22:26,357 - mmaction - INFO - Epoch [35][340/1853] lr: 1.000e-03, eta: 4:49:40, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9414, loss_cls: 0.5392, loss: 0.5392, grad_norm: 4.5245 2021-05-06 09:22:37,563 - mmaction - INFO - Epoch [35][360/1853] lr: 1.000e-03, eta: 4:49:28, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9344, loss_cls: 0.5503, loss: 0.5503, grad_norm: 4.4259 2021-05-06 09:22:48,744 - mmaction - INFO - Epoch [35][380/1853] lr: 1.000e-03, eta: 4:49:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9406, loss_cls: 0.5312, loss: 0.5312, grad_norm: 4.6242 2021-05-06 09:22:59,927 - mmaction - INFO - Epoch [35][400/1853] lr: 1.000e-03, eta: 4:49:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9422, loss_cls: 0.5561, loss: 0.5561, grad_norm: 4.7885 2021-05-06 09:23:11,119 - mmaction - INFO - Epoch [35][420/1853] lr: 1.000e-03, eta: 4:48:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9367, loss_cls: 0.5934, loss: 0.5934, grad_norm: 4.9499 2021-05-06 09:23:22,342 - mmaction - INFO - Epoch [35][440/1853] lr: 1.000e-03, eta: 4:48:39, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9242, loss_cls: 0.5753, loss: 0.5753, grad_norm: 4.5380 2021-05-06 09:23:33,575 - mmaction - INFO - Epoch [35][460/1853] lr: 1.000e-03, eta: 4:48:27, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9391, loss_cls: 0.5517, loss: 0.5517, grad_norm: 4.5489 2021-05-06 09:23:44,777 - mmaction - INFO - Epoch [35][480/1853] lr: 1.000e-03, eta: 4:48:15, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9469, loss_cls: 0.5129, loss: 0.5129, grad_norm: 4.1871 2021-05-06 09:23:55,973 - mmaction - INFO - Epoch [35][500/1853] lr: 1.000e-03, eta: 4:48:03, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9367, loss_cls: 0.5398, loss: 0.5398, grad_norm: 4.6146 2021-05-06 09:24:07,159 - mmaction - INFO - Epoch [35][520/1853] lr: 1.000e-03, eta: 4:47:51, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9414, loss_cls: 0.5266, loss: 0.5266, grad_norm: 4.6494 2021-05-06 09:24:18,379 - mmaction - INFO - Epoch [35][540/1853] lr: 1.000e-03, eta: 4:47:38, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9281, loss_cls: 0.5938, loss: 0.5938, grad_norm: 5.1308 2021-05-06 09:24:29,566 - mmaction - INFO - Epoch [35][560/1853] lr: 1.000e-03, eta: 4:47:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9391, loss_cls: 0.5441, loss: 0.5441, grad_norm: 4.6298 2021-05-06 09:24:40,754 - mmaction - INFO - Epoch [35][580/1853] lr: 1.000e-03, eta: 4:47:14, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9352, loss_cls: 0.4953, loss: 0.4953, grad_norm: 4.1828 2021-05-06 09:24:51,927 - mmaction - INFO - Epoch [35][600/1853] lr: 1.000e-03, eta: 4:47:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9461, loss_cls: 0.5483, loss: 0.5483, grad_norm: 4.9833 2021-05-06 09:25:03,144 - mmaction - INFO - Epoch [35][620/1853] lr: 1.000e-03, eta: 4:46:50, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9375, loss_cls: 0.5666, loss: 0.5666, grad_norm: 4.6773 2021-05-06 09:25:14,313 - mmaction - INFO - Epoch [35][640/1853] lr: 1.000e-03, eta: 4:46:38, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9430, loss_cls: 0.5521, loss: 0.5521, grad_norm: 4.5323 2021-05-06 09:25:25,476 - mmaction - INFO - Epoch [35][660/1853] lr: 1.000e-03, eta: 4:46:25, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9445, loss_cls: 0.5503, loss: 0.5503, grad_norm: 4.6211 2021-05-06 09:25:36,662 - mmaction - INFO - Epoch [35][680/1853] lr: 1.000e-03, eta: 4:46:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9359, loss_cls: 0.5515, loss: 0.5515, grad_norm: 4.6335 2021-05-06 09:25:47,818 - mmaction - INFO - Epoch [35][700/1853] lr: 1.000e-03, eta: 4:46:01, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9375, loss_cls: 0.5718, loss: 0.5718, grad_norm: 4.6231 2021-05-06 09:25:59,028 - mmaction - INFO - Epoch [35][720/1853] lr: 1.000e-03, eta: 4:45:49, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9398, loss_cls: 0.5525, loss: 0.5525, grad_norm: 4.5976 2021-05-06 09:26:10,191 - mmaction - INFO - Epoch [35][740/1853] lr: 1.000e-03, eta: 4:45:37, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9398, loss_cls: 0.5268, loss: 0.5268, grad_norm: 4.5572 2021-05-06 09:26:21,379 - mmaction - INFO - Epoch [35][760/1853] lr: 1.000e-03, eta: 4:45:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9398, loss_cls: 0.5484, loss: 0.5484, grad_norm: 4.9645 2021-05-06 09:26:32,572 - mmaction - INFO - Epoch [35][780/1853] lr: 1.000e-03, eta: 4:45:13, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9375, loss_cls: 0.5626, loss: 0.5626, grad_norm: 4.8914 2021-05-06 09:26:43,747 - mmaction - INFO - Epoch [35][800/1853] lr: 1.000e-03, eta: 4:45:00, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9437, loss_cls: 0.5315, loss: 0.5315, grad_norm: 4.6472 2021-05-06 09:26:54,931 - mmaction - INFO - Epoch [35][820/1853] lr: 1.000e-03, eta: 4:44:48, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9422, loss_cls: 0.5149, loss: 0.5149, grad_norm: 4.5289 2021-05-06 09:27:06,112 - mmaction - INFO - Epoch [35][840/1853] lr: 1.000e-03, eta: 4:44:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9563, loss_cls: 0.4914, loss: 0.4914, grad_norm: 4.5535 2021-05-06 09:27:17,299 - mmaction - INFO - Epoch [35][860/1853] lr: 1.000e-03, eta: 4:44:24, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9352, loss_cls: 0.5569, loss: 0.5569, grad_norm: 4.5043 2021-05-06 09:27:28,484 - mmaction - INFO - Epoch [35][880/1853] lr: 1.000e-03, eta: 4:44:12, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9484, loss_cls: 0.4815, loss: 0.4815, grad_norm: 4.6441 2021-05-06 09:27:40,358 - mmaction - INFO - Epoch [35][900/1853] lr: 1.000e-03, eta: 4:44:00, time: 0.594, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9445, loss_cls: 0.5079, loss: 0.5079, grad_norm: 4.4619 2021-05-06 09:27:51,527 - mmaction - INFO - Epoch [35][920/1853] lr: 1.000e-03, eta: 4:43:48, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9445, loss_cls: 0.5141, loss: 0.5141, grad_norm: 4.1943 2021-05-06 09:28:02,713 - mmaction - INFO - Epoch [35][940/1853] lr: 1.000e-03, eta: 4:43:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9359, loss_cls: 0.5360, loss: 0.5360, grad_norm: 4.5619 2021-05-06 09:28:13,880 - mmaction - INFO - Epoch [35][960/1853] lr: 1.000e-03, eta: 4:43:23, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9430, loss_cls: 0.5171, loss: 0.5171, grad_norm: 4.8530 2021-05-06 09:28:25,059 - mmaction - INFO - Epoch [35][980/1853] lr: 1.000e-03, eta: 4:43:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9453, loss_cls: 0.5200, loss: 0.5200, grad_norm: 4.8051 2021-05-06 09:28:36,374 - mmaction - INFO - Epoch [35][1000/1853] lr: 1.000e-03, eta: 4:42:59, time: 0.566, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9258, loss_cls: 0.5618, loss: 0.5618, grad_norm: 4.6428 2021-05-06 09:28:47,545 - mmaction - INFO - Epoch [35][1020/1853] lr: 1.000e-03, eta: 4:42:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9414, loss_cls: 0.5236, loss: 0.5236, grad_norm: 4.6590 2021-05-06 09:28:58,728 - mmaction - INFO - Epoch [35][1040/1853] lr: 1.000e-03, eta: 4:42:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9328, loss_cls: 0.5681, loss: 0.5681, grad_norm: 4.9360 2021-05-06 09:29:09,924 - mmaction - INFO - Epoch [35][1060/1853] lr: 1.000e-03, eta: 4:42:23, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9352, loss_cls: 0.5541, loss: 0.5541, grad_norm: 4.7503 2021-05-06 09:29:21,134 - mmaction - INFO - Epoch [35][1080/1853] lr: 1.000e-03, eta: 4:42:11, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9437, loss_cls: 0.5102, loss: 0.5102, grad_norm: 4.6448 2021-05-06 09:29:32,279 - mmaction - INFO - Epoch [35][1100/1853] lr: 1.000e-03, eta: 4:41:58, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8594, top5_acc: 0.9555, loss_cls: 0.4641, loss: 0.4641, grad_norm: 4.5456 2021-05-06 09:29:43,474 - mmaction - INFO - Epoch [35][1120/1853] lr: 1.000e-03, eta: 4:41:46, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9297, loss_cls: 0.5622, loss: 0.5622, grad_norm: 4.2164 2021-05-06 09:29:54,687 - mmaction - INFO - Epoch [35][1140/1853] lr: 1.000e-03, eta: 4:41:34, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9406, loss_cls: 0.5281, loss: 0.5281, grad_norm: 4.5017 2021-05-06 09:30:05,863 - mmaction - INFO - Epoch [35][1160/1853] lr: 1.000e-03, eta: 4:41:22, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9320, loss_cls: 0.5744, loss: 0.5744, grad_norm: 4.3832 2021-05-06 09:30:17,093 - mmaction - INFO - Epoch [35][1180/1853] lr: 1.000e-03, eta: 4:41:10, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9328, loss_cls: 0.5697, loss: 0.5697, grad_norm: 4.8095 2021-05-06 09:30:28,315 - mmaction - INFO - Epoch [35][1200/1853] lr: 1.000e-03, eta: 4:40:58, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9453, loss_cls: 0.5309, loss: 0.5309, grad_norm: 4.3562 2021-05-06 09:30:39,489 - mmaction - INFO - Epoch [35][1220/1853] lr: 1.000e-03, eta: 4:40:46, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9219, loss_cls: 0.6018, loss: 0.6018, grad_norm: 4.5480 2021-05-06 09:30:50,670 - mmaction - INFO - Epoch [35][1240/1853] lr: 1.000e-03, eta: 4:40:33, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9383, loss_cls: 0.5179, loss: 0.5179, grad_norm: 4.5494 2021-05-06 09:31:01,853 - mmaction - INFO - Epoch [35][1260/1853] lr: 1.000e-03, eta: 4:40:21, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9320, loss_cls: 0.5745, loss: 0.5745, grad_norm: 4.6975 2021-05-06 09:31:13,046 - mmaction - INFO - Epoch [35][1280/1853] lr: 1.000e-03, eta: 4:40:09, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9297, loss_cls: 0.6026, loss: 0.6026, grad_norm: 5.0392 2021-05-06 09:31:24,229 - mmaction - INFO - Epoch [35][1300/1853] lr: 1.000e-03, eta: 4:39:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9289, loss_cls: 0.5491, loss: 0.5491, grad_norm: 4.7660 2021-05-06 09:31:35,445 - mmaction - INFO - Epoch [35][1320/1853] lr: 1.000e-03, eta: 4:39:45, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9469, loss_cls: 0.4930, loss: 0.4930, grad_norm: 4.5852 2021-05-06 09:31:46,631 - mmaction - INFO - Epoch [35][1340/1853] lr: 1.000e-03, eta: 4:39:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9437, loss_cls: 0.5018, loss: 0.5018, grad_norm: 4.5155 2021-05-06 09:31:57,807 - mmaction - INFO - Epoch [35][1360/1853] lr: 1.000e-03, eta: 4:39:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9328, loss_cls: 0.5850, loss: 0.5850, grad_norm: 4.7399 2021-05-06 09:32:09,027 - mmaction - INFO - Epoch [35][1380/1853] lr: 1.000e-03, eta: 4:39:08, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9461, loss_cls: 0.5111, loss: 0.5111, grad_norm: 4.4745 2021-05-06 09:32:20,197 - mmaction - INFO - Epoch [35][1400/1853] lr: 1.000e-03, eta: 4:38:56, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9437, loss_cls: 0.5478, loss: 0.5478, grad_norm: 4.8849 2021-05-06 09:32:31,409 - mmaction - INFO - Epoch [35][1420/1853] lr: 1.000e-03, eta: 4:38:44, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9430, loss_cls: 0.5311, loss: 0.5311, grad_norm: 4.7417 2021-05-06 09:32:42,595 - mmaction - INFO - Epoch [35][1440/1853] lr: 1.000e-03, eta: 4:38:32, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9313, loss_cls: 0.5395, loss: 0.5395, grad_norm: 4.4317 2021-05-06 09:32:53,818 - mmaction - INFO - Epoch [35][1460/1853] lr: 1.000e-03, eta: 4:38:20, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9414, loss_cls: 0.5261, loss: 0.5261, grad_norm: 4.4407 2021-05-06 09:33:05,001 - mmaction - INFO - Epoch [35][1480/1853] lr: 1.000e-03, eta: 4:38:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9437, loss_cls: 0.5187, loss: 0.5187, grad_norm: 4.5674 2021-05-06 09:33:16,193 - mmaction - INFO - Epoch [35][1500/1853] lr: 1.000e-03, eta: 4:37:56, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9375, loss_cls: 0.5497, loss: 0.5497, grad_norm: 4.6715 2021-05-06 09:33:27,427 - mmaction - INFO - Epoch [35][1520/1853] lr: 1.000e-03, eta: 4:37:43, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9437, loss_cls: 0.5128, loss: 0.5128, grad_norm: 4.2701 2021-05-06 09:33:38,629 - mmaction - INFO - Epoch [35][1540/1853] lr: 1.000e-03, eta: 4:37:31, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9430, loss_cls: 0.5153, loss: 0.5153, grad_norm: 4.3828 2021-05-06 09:33:49,807 - mmaction - INFO - Epoch [35][1560/1853] lr: 1.000e-03, eta: 4:37:19, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9313, loss_cls: 0.5364, loss: 0.5364, grad_norm: 4.4877 2021-05-06 09:34:01,022 - mmaction - INFO - Epoch [35][1580/1853] lr: 1.000e-03, eta: 4:37:07, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8164, top5_acc: 0.9187, loss_cls: 0.6273, loss: 0.6273, grad_norm: 4.8705 2021-05-06 09:34:12,229 - mmaction - INFO - Epoch [35][1600/1853] lr: 1.000e-03, eta: 4:36:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9469, loss_cls: 0.4948, loss: 0.4948, grad_norm: 4.4361 2021-05-06 09:34:23,418 - mmaction - INFO - Epoch [35][1620/1853] lr: 1.000e-03, eta: 4:36:43, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9297, loss_cls: 0.5783, loss: 0.5783, grad_norm: 4.6737 2021-05-06 09:34:34,616 - mmaction - INFO - Epoch [35][1640/1853] lr: 1.000e-03, eta: 4:36:31, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9461, loss_cls: 0.4990, loss: 0.4990, grad_norm: 4.3074 2021-05-06 09:34:45,764 - mmaction - INFO - Epoch [35][1660/1853] lr: 1.000e-03, eta: 4:36:19, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9359, loss_cls: 0.5447, loss: 0.5447, grad_norm: 4.2941 2021-05-06 09:34:56,953 - mmaction - INFO - Epoch [35][1680/1853] lr: 1.000e-03, eta: 4:36:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9398, loss_cls: 0.5536, loss: 0.5536, grad_norm: 4.6170 2021-05-06 09:35:08,126 - mmaction - INFO - Epoch [35][1700/1853] lr: 1.000e-03, eta: 4:35:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9414, loss_cls: 0.5217, loss: 0.5217, grad_norm: 4.3792 2021-05-06 09:35:19,298 - mmaction - INFO - Epoch [35][1720/1853] lr: 1.000e-03, eta: 4:35:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9461, loss_cls: 0.5166, loss: 0.5166, grad_norm: 4.7612 2021-05-06 09:35:30,479 - mmaction - INFO - Epoch [35][1740/1853] lr: 1.000e-03, eta: 4:35:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9484, loss_cls: 0.5158, loss: 0.5158, grad_norm: 4.3781 2021-05-06 09:35:41,668 - mmaction - INFO - Epoch [35][1760/1853] lr: 1.000e-03, eta: 4:35:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9359, loss_cls: 0.5500, loss: 0.5500, grad_norm: 4.5534 2021-05-06 09:35:52,895 - mmaction - INFO - Epoch [35][1780/1853] lr: 1.000e-03, eta: 4:35:06, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9445, loss_cls: 0.5402, loss: 0.5402, grad_norm: 4.6847 2021-05-06 09:36:04,068 - mmaction - INFO - Epoch [35][1800/1853] lr: 1.000e-03, eta: 4:34:54, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9484, loss_cls: 0.5028, loss: 0.5028, grad_norm: 4.3623 2021-05-06 09:36:15,255 - mmaction - INFO - Epoch [35][1820/1853] lr: 1.000e-03, eta: 4:34:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9383, loss_cls: 0.5571, loss: 0.5571, grad_norm: 4.4971 2021-05-06 09:36:26,406 - mmaction - INFO - Epoch [35][1840/1853] lr: 1.000e-03, eta: 4:34:29, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9242, loss_cls: 0.6182, loss: 0.6182, grad_norm: 5.1709 2021-05-06 09:36:34,683 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-05-06 09:37:51,157 - mmaction - INFO - Epoch [36][20/1853] lr: 1.000e-03, eta: 4:34:33, time: 3.730, data_time: 3.160, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9445, loss_cls: 0.5122, loss: 0.5122, grad_norm: 4.3752 2021-05-06 09:38:02,311 - mmaction - INFO - Epoch [36][40/1853] lr: 1.000e-03, eta: 4:34:21, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9336, loss_cls: 0.5876, loss: 0.5876, grad_norm: 4.9434 2021-05-06 09:38:13,463 - mmaction - INFO - Epoch [36][60/1853] lr: 1.000e-03, eta: 4:34:09, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9461, loss_cls: 0.5287, loss: 0.5287, grad_norm: 4.3787 2021-05-06 09:38:24,658 - mmaction - INFO - Epoch [36][80/1853] lr: 1.000e-03, eta: 4:33:57, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9297, loss_cls: 0.5355, loss: 0.5355, grad_norm: 4.1349 2021-05-06 09:38:35,816 - mmaction - INFO - Epoch [36][100/1853] lr: 1.000e-03, eta: 4:33:45, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9406, loss_cls: 0.5376, loss: 0.5376, grad_norm: 4.3448 2021-05-06 09:38:46,983 - mmaction - INFO - Epoch [36][120/1853] lr: 1.000e-03, eta: 4:33:33, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9430, loss_cls: 0.5162, loss: 0.5162, grad_norm: 4.9263 2021-05-06 09:38:58,159 - mmaction - INFO - Epoch [36][140/1853] lr: 1.000e-03, eta: 4:33:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9359, loss_cls: 0.5302, loss: 0.5302, grad_norm: 4.4656 2021-05-06 09:39:09,344 - mmaction - INFO - Epoch [36][160/1853] lr: 1.000e-03, eta: 4:33:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9414, loss_cls: 0.5464, loss: 0.5464, grad_norm: 4.9050 2021-05-06 09:39:20,540 - mmaction - INFO - Epoch [36][180/1853] lr: 1.000e-03, eta: 4:32:56, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9352, loss_cls: 0.5398, loss: 0.5398, grad_norm: 4.7301 2021-05-06 09:39:31,736 - mmaction - INFO - Epoch [36][200/1853] lr: 1.000e-03, eta: 4:32:44, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9430, loss_cls: 0.4910, loss: 0.4910, grad_norm: 4.2423 2021-05-06 09:39:42,929 - mmaction - INFO - Epoch [36][220/1853] lr: 1.000e-03, eta: 4:32:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9383, loss_cls: 0.5314, loss: 0.5314, grad_norm: 4.3727 2021-05-06 09:39:54,107 - mmaction - INFO - Epoch [36][240/1853] lr: 1.000e-03, eta: 4:32:20, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9430, loss_cls: 0.5201, loss: 0.5201, grad_norm: 4.8408 2021-05-06 09:40:05,290 - mmaction - INFO - Epoch [36][260/1853] lr: 1.000e-03, eta: 4:32:08, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9422, loss_cls: 0.5504, loss: 0.5504, grad_norm: 4.9277 2021-05-06 09:40:16,494 - mmaction - INFO - Epoch [36][280/1853] lr: 1.000e-03, eta: 4:31:55, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9508, loss_cls: 0.5175, loss: 0.5175, grad_norm: 4.8978 2021-05-06 09:40:27,655 - mmaction - INFO - Epoch [36][300/1853] lr: 1.000e-03, eta: 4:31:43, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9406, loss_cls: 0.5272, loss: 0.5272, grad_norm: 4.4581 2021-05-06 09:40:38,851 - mmaction - INFO - Epoch [36][320/1853] lr: 1.000e-03, eta: 4:31:31, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9367, loss_cls: 0.5009, loss: 0.5009, grad_norm: 4.3380 2021-05-06 09:40:50,061 - mmaction - INFO - Epoch [36][340/1853] lr: 1.000e-03, eta: 4:31:19, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9484, loss_cls: 0.4904, loss: 0.4904, grad_norm: 4.5514 2021-05-06 09:41:01,220 - mmaction - INFO - Epoch [36][360/1853] lr: 1.000e-03, eta: 4:31:07, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9414, loss_cls: 0.5400, loss: 0.5400, grad_norm: 4.2052 2021-05-06 09:41:12,412 - mmaction - INFO - Epoch [36][380/1853] lr: 1.000e-03, eta: 4:30:55, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9422, loss_cls: 0.5132, loss: 0.5132, grad_norm: 4.6792 2021-05-06 09:41:23,600 - mmaction - INFO - Epoch [36][400/1853] lr: 1.000e-03, eta: 4:30:43, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9453, loss_cls: 0.4920, loss: 0.4920, grad_norm: 4.6838 2021-05-06 09:41:34,766 - mmaction - INFO - Epoch [36][420/1853] lr: 1.000e-03, eta: 4:30:30, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9414, loss_cls: 0.5015, loss: 0.5015, grad_norm: 4.3088 2021-05-06 09:41:45,985 - mmaction - INFO - Epoch [36][440/1853] lr: 1.000e-03, eta: 4:30:18, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9461, loss_cls: 0.5265, loss: 0.5265, grad_norm: 4.8399 2021-05-06 09:41:57,157 - mmaction - INFO - Epoch [36][460/1853] lr: 1.000e-03, eta: 4:30:06, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9430, loss_cls: 0.5124, loss: 0.5124, grad_norm: 4.9548 2021-05-06 09:42:08,331 - mmaction - INFO - Epoch [36][480/1853] lr: 1.000e-03, eta: 4:29:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9414, loss_cls: 0.5411, loss: 0.5411, grad_norm: 4.8702 2021-05-06 09:42:19,486 - mmaction - INFO - Epoch [36][500/1853] lr: 1.000e-03, eta: 4:29:42, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9406, loss_cls: 0.5662, loss: 0.5662, grad_norm: 5.1639 2021-05-06 09:42:30,666 - mmaction - INFO - Epoch [36][520/1853] lr: 1.000e-03, eta: 4:29:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9633, loss_cls: 0.4862, loss: 0.4862, grad_norm: 4.4797 2021-05-06 09:42:41,842 - mmaction - INFO - Epoch [36][540/1853] lr: 1.000e-03, eta: 4:29:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8172, top5_acc: 0.9359, loss_cls: 0.5900, loss: 0.5900, grad_norm: 4.9489 2021-05-06 09:42:53,056 - mmaction - INFO - Epoch [36][560/1853] lr: 1.000e-03, eta: 4:29:05, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9469, loss_cls: 0.4772, loss: 0.4772, grad_norm: 4.2665 2021-05-06 09:43:04,267 - mmaction - INFO - Epoch [36][580/1853] lr: 1.000e-03, eta: 4:28:53, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9406, loss_cls: 0.5526, loss: 0.5526, grad_norm: 4.6449 2021-05-06 09:43:15,448 - mmaction - INFO - Epoch [36][600/1853] lr: 1.000e-03, eta: 4:28:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9445, loss_cls: 0.5336, loss: 0.5336, grad_norm: 4.4888 2021-05-06 09:43:26,661 - mmaction - INFO - Epoch [36][620/1853] lr: 1.000e-03, eta: 4:28:29, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9336, loss_cls: 0.5373, loss: 0.5373, grad_norm: 4.5901 2021-05-06 09:43:38,096 - mmaction - INFO - Epoch [36][640/1853] lr: 1.000e-03, eta: 4:28:17, time: 0.572, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9344, loss_cls: 0.5685, loss: 0.5685, grad_norm: 5.1246 2021-05-06 09:43:49,305 - mmaction - INFO - Epoch [36][660/1853] lr: 1.000e-03, eta: 4:28:05, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9406, loss_cls: 0.5594, loss: 0.5594, grad_norm: 4.8156 2021-05-06 09:44:00,480 - mmaction - INFO - Epoch [36][680/1853] lr: 1.000e-03, eta: 4:27:53, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9430, loss_cls: 0.5316, loss: 0.5316, grad_norm: 4.7846 2021-05-06 09:44:11,653 - mmaction - INFO - Epoch [36][700/1853] lr: 1.000e-03, eta: 4:27:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9297, loss_cls: 0.5584, loss: 0.5584, grad_norm: 4.6348 2021-05-06 09:44:22,828 - mmaction - INFO - Epoch [36][720/1853] lr: 1.000e-03, eta: 4:27:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9367, loss_cls: 0.5504, loss: 0.5504, grad_norm: 4.5071 2021-05-06 09:44:34,019 - mmaction - INFO - Epoch [36][740/1853] lr: 1.000e-03, eta: 4:27:16, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9437, loss_cls: 0.5471, loss: 0.5471, grad_norm: 4.8633 2021-05-06 09:44:45,246 - mmaction - INFO - Epoch [36][760/1853] lr: 1.000e-03, eta: 4:27:04, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9414, loss_cls: 0.5167, loss: 0.5167, grad_norm: 4.0910 2021-05-06 09:44:56,422 - mmaction - INFO - Epoch [36][780/1853] lr: 1.000e-03, eta: 4:26:52, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9406, loss_cls: 0.5311, loss: 0.5311, grad_norm: 4.4424 2021-05-06 09:45:07,620 - mmaction - INFO - Epoch [36][800/1853] lr: 1.000e-03, eta: 4:26:40, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9430, loss_cls: 0.4990, loss: 0.4990, grad_norm: 4.2381 2021-05-06 09:45:18,794 - mmaction - INFO - Epoch [36][820/1853] lr: 1.000e-03, eta: 4:26:28, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9375, loss_cls: 0.5614, loss: 0.5614, grad_norm: 4.7020 2021-05-06 09:45:29,971 - mmaction - INFO - Epoch [36][840/1853] lr: 1.000e-03, eta: 4:26:16, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9477, loss_cls: 0.5130, loss: 0.5130, grad_norm: 4.7706 2021-05-06 09:45:41,155 - mmaction - INFO - Epoch [36][860/1853] lr: 1.000e-03, eta: 4:26:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9328, loss_cls: 0.5527, loss: 0.5527, grad_norm: 4.6373 2021-05-06 09:45:52,321 - mmaction - INFO - Epoch [36][880/1853] lr: 1.000e-03, eta: 4:25:51, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9437, loss_cls: 0.5085, loss: 0.5085, grad_norm: 4.5864 2021-05-06 09:46:03,530 - mmaction - INFO - Epoch [36][900/1853] lr: 1.000e-03, eta: 4:25:39, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9328, loss_cls: 0.5588, loss: 0.5588, grad_norm: 4.6422 2021-05-06 09:46:14,718 - mmaction - INFO - Epoch [36][920/1853] lr: 1.000e-03, eta: 4:25:27, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9328, loss_cls: 0.5554, loss: 0.5554, grad_norm: 4.4039 2021-05-06 09:46:25,913 - mmaction - INFO - Epoch [36][940/1853] lr: 1.000e-03, eta: 4:25:15, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9445, loss_cls: 0.5201, loss: 0.5201, grad_norm: 4.1066 2021-05-06 09:46:37,178 - mmaction - INFO - Epoch [36][960/1853] lr: 1.000e-03, eta: 4:25:03, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9328, loss_cls: 0.5456, loss: 0.5456, grad_norm: 4.5657 2021-05-06 09:46:48,395 - mmaction - INFO - Epoch [36][980/1853] lr: 1.000e-03, eta: 4:24:51, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9352, loss_cls: 0.5545, loss: 0.5545, grad_norm: 4.3416 2021-05-06 09:46:59,582 - mmaction - INFO - Epoch [36][1000/1853] lr: 1.000e-03, eta: 4:24:39, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9430, loss_cls: 0.5678, loss: 0.5678, grad_norm: 4.6497 2021-05-06 09:47:10,751 - mmaction - INFO - Epoch [36][1020/1853] lr: 1.000e-03, eta: 4:24:27, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9492, loss_cls: 0.4970, loss: 0.4970, grad_norm: 4.5854 2021-05-06 09:47:21,958 - mmaction - INFO - Epoch [36][1040/1853] lr: 1.000e-03, eta: 4:24:14, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9422, loss_cls: 0.5473, loss: 0.5473, grad_norm: 4.7500 2021-05-06 09:47:33,152 - mmaction - INFO - Epoch [36][1060/1853] lr: 1.000e-03, eta: 4:24:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9445, loss_cls: 0.4840, loss: 0.4840, grad_norm: 4.2786 2021-05-06 09:47:44,339 - mmaction - INFO - Epoch [36][1080/1853] lr: 1.000e-03, eta: 4:23:50, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9359, loss_cls: 0.5994, loss: 0.5994, grad_norm: 5.0086 2021-05-06 09:47:55,536 - mmaction - INFO - Epoch [36][1100/1853] lr: 1.000e-03, eta: 4:23:38, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9391, loss_cls: 0.5351, loss: 0.5351, grad_norm: 4.4088 2021-05-06 09:48:06,719 - mmaction - INFO - Epoch [36][1120/1853] lr: 1.000e-03, eta: 4:23:26, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9461, loss_cls: 0.5107, loss: 0.5107, grad_norm: 4.5901 2021-05-06 09:48:17,918 - mmaction - INFO - Epoch [36][1140/1853] lr: 1.000e-03, eta: 4:23:14, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9344, loss_cls: 0.5761, loss: 0.5761, grad_norm: 4.8230 2021-05-06 09:48:29,104 - mmaction - INFO - Epoch [36][1160/1853] lr: 1.000e-03, eta: 4:23:02, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9398, loss_cls: 0.5236, loss: 0.5236, grad_norm: 4.3346 2021-05-06 09:48:40,291 - mmaction - INFO - Epoch [36][1180/1853] lr: 1.000e-03, eta: 4:22:50, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9500, loss_cls: 0.5514, loss: 0.5514, grad_norm: 4.6402 2021-05-06 09:48:51,473 - mmaction - INFO - Epoch [36][1200/1853] lr: 1.000e-03, eta: 4:22:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9437, loss_cls: 0.5273, loss: 0.5273, grad_norm: 4.4033 2021-05-06 09:49:02,646 - mmaction - INFO - Epoch [36][1220/1853] lr: 1.000e-03, eta: 4:22:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9430, loss_cls: 0.5051, loss: 0.5051, grad_norm: 4.5887 2021-05-06 09:49:13,829 - mmaction - INFO - Epoch [36][1240/1853] lr: 1.000e-03, eta: 4:22:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9297, loss_cls: 0.5950, loss: 0.5950, grad_norm: 4.6663 2021-05-06 09:49:25,015 - mmaction - INFO - Epoch [36][1260/1853] lr: 1.000e-03, eta: 4:22:01, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9414, loss_cls: 0.5841, loss: 0.5841, grad_norm: 4.9997 2021-05-06 09:49:36,215 - mmaction - INFO - Epoch [36][1280/1853] lr: 1.000e-03, eta: 4:21:49, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9375, loss_cls: 0.5521, loss: 0.5521, grad_norm: 4.6820 2021-05-06 09:49:47,385 - mmaction - INFO - Epoch [36][1300/1853] lr: 1.000e-03, eta: 4:21:37, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9359, loss_cls: 0.5599, loss: 0.5599, grad_norm: 4.8669 2021-05-06 09:49:58,553 - mmaction - INFO - Epoch [36][1320/1853] lr: 1.000e-03, eta: 4:21:25, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9328, loss_cls: 0.5669, loss: 0.5669, grad_norm: 5.0585 2021-05-06 09:50:09,744 - mmaction - INFO - Epoch [36][1340/1853] lr: 1.000e-03, eta: 4:21:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9391, loss_cls: 0.5739, loss: 0.5739, grad_norm: 4.6703 2021-05-06 09:50:20,914 - mmaction - INFO - Epoch [36][1360/1853] lr: 1.000e-03, eta: 4:21:01, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9336, loss_cls: 0.5687, loss: 0.5687, grad_norm: 4.4728 2021-05-06 09:50:32,286 - mmaction - INFO - Epoch [36][1380/1853] lr: 1.000e-03, eta: 4:20:49, time: 0.569, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9406, loss_cls: 0.5477, loss: 0.5477, grad_norm: 4.3728 2021-05-06 09:50:43,523 - mmaction - INFO - Epoch [36][1400/1853] lr: 1.000e-03, eta: 4:20:36, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9359, loss_cls: 0.5405, loss: 0.5405, grad_norm: 4.2235 2021-05-06 09:50:54,703 - mmaction - INFO - Epoch [36][1420/1853] lr: 1.000e-03, eta: 4:20:24, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9320, loss_cls: 0.5536, loss: 0.5536, grad_norm: 4.6147 2021-05-06 09:51:05,873 - mmaction - INFO - Epoch [36][1440/1853] lr: 1.000e-03, eta: 4:20:12, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9320, loss_cls: 0.5981, loss: 0.5981, grad_norm: 4.8176 2021-05-06 09:51:17,057 - mmaction - INFO - Epoch [36][1460/1853] lr: 1.000e-03, eta: 4:20:00, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9352, loss_cls: 0.5754, loss: 0.5754, grad_norm: 4.5498 2021-05-06 09:51:28,202 - mmaction - INFO - Epoch [36][1480/1853] lr: 1.000e-03, eta: 4:19:48, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9484, loss_cls: 0.5256, loss: 0.5256, grad_norm: 4.3195 2021-05-06 09:51:39,388 - mmaction - INFO - Epoch [36][1500/1853] lr: 1.000e-03, eta: 4:19:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9344, loss_cls: 0.5487, loss: 0.5487, grad_norm: 4.6308 2021-05-06 09:51:50,559 - mmaction - INFO - Epoch [36][1520/1853] lr: 1.000e-03, eta: 4:19:24, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8211, top5_acc: 0.9281, loss_cls: 0.5772, loss: 0.5772, grad_norm: 4.5202 2021-05-06 09:52:01,735 - mmaction - INFO - Epoch [36][1540/1853] lr: 1.000e-03, eta: 4:19:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9344, loss_cls: 0.5361, loss: 0.5361, grad_norm: 4.5952 2021-05-06 09:52:12,977 - mmaction - INFO - Epoch [36][1560/1853] lr: 1.000e-03, eta: 4:19:00, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8172, top5_acc: 0.9375, loss_cls: 0.5965, loss: 0.5965, grad_norm: 5.1365 2021-05-06 09:52:24,189 - mmaction - INFO - Epoch [36][1580/1853] lr: 1.000e-03, eta: 4:18:47, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9297, loss_cls: 0.5816, loss: 0.5816, grad_norm: 4.3530 2021-05-06 09:52:35,378 - mmaction - INFO - Epoch [36][1600/1853] lr: 1.000e-03, eta: 4:18:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9391, loss_cls: 0.5609, loss: 0.5609, grad_norm: 4.5619 2021-05-06 09:52:46,581 - mmaction - INFO - Epoch [36][1620/1853] lr: 1.000e-03, eta: 4:18:23, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9414, loss_cls: 0.5083, loss: 0.5083, grad_norm: 4.5390 2021-05-06 09:52:57,749 - mmaction - INFO - Epoch [36][1640/1853] lr: 1.000e-03, eta: 4:18:11, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9492, loss_cls: 0.5147, loss: 0.5147, grad_norm: 4.6350 2021-05-06 09:53:08,938 - mmaction - INFO - Epoch [36][1660/1853] lr: 1.000e-03, eta: 4:17:59, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9352, loss_cls: 0.5232, loss: 0.5232, grad_norm: 4.6530 2021-05-06 09:53:20,155 - mmaction - INFO - Epoch [36][1680/1853] lr: 1.000e-03, eta: 4:17:47, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9281, loss_cls: 0.5611, loss: 0.5611, grad_norm: 5.0658 2021-05-06 09:53:31,312 - mmaction - INFO - Epoch [36][1700/1853] lr: 1.000e-03, eta: 4:17:35, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9406, loss_cls: 0.5040, loss: 0.5040, grad_norm: 4.4377 2021-05-06 09:53:42,487 - mmaction - INFO - Epoch [36][1720/1853] lr: 1.000e-03, eta: 4:17:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9344, loss_cls: 0.5391, loss: 0.5391, grad_norm: 4.8886 2021-05-06 09:53:53,673 - mmaction - INFO - Epoch [36][1740/1853] lr: 1.000e-03, eta: 4:17:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9367, loss_cls: 0.5447, loss: 0.5447, grad_norm: 4.7357 2021-05-06 09:54:04,851 - mmaction - INFO - Epoch [36][1760/1853] lr: 1.000e-03, eta: 4:16:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9516, loss_cls: 0.5250, loss: 0.5250, grad_norm: 5.3840 2021-05-06 09:54:16,046 - mmaction - INFO - Epoch [36][1780/1853] lr: 1.000e-03, eta: 4:16:46, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9516, loss_cls: 0.5485, loss: 0.5485, grad_norm: 5.2538 2021-05-06 09:54:27,238 - mmaction - INFO - Epoch [36][1800/1853] lr: 1.000e-03, eta: 4:16:34, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9344, loss_cls: 0.5458, loss: 0.5458, grad_norm: 4.8776 2021-05-06 09:54:38,426 - mmaction - INFO - Epoch [36][1820/1853] lr: 1.000e-03, eta: 4:16:22, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9344, loss_cls: 0.6052, loss: 0.6052, grad_norm: 5.2477 2021-05-06 09:54:49,620 - mmaction - INFO - Epoch [36][1840/1853] lr: 1.000e-03, eta: 4:16:10, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9391, loss_cls: 0.5243, loss: 0.5243, grad_norm: 4.2240 2021-05-06 09:54:57,807 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-05-06 09:56:36,620 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 09:56:36,652 - mmaction - INFO - top1_acc 0.9623 top5_acc 0.9984 2021-05-06 09:56:36,652 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 09:56:36,660 - mmaction - INFO - mean_acc 0.9577 2021-05-06 09:56:37,823 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. 2021-05-06 09:56:37,823 - mmaction - INFO - Best top1_acc is 0.9623 at 36 epoch. 2021-05-06 09:56:37,826 - mmaction - INFO - Epoch(val) [36][1853] top1_acc: 0.9623, top5_acc: 0.9984, mean_class_accuracy: 0.9577 2021-05-06 09:57:44,345 - mmaction - INFO - Epoch [37][20/1853] lr: 1.000e-03, eta: 4:16:09, time: 3.325, data_time: 2.762, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9422, loss_cls: 0.5354, loss: 0.5354, grad_norm: 4.5202 2021-05-06 09:57:55,464 - mmaction - INFO - Epoch [37][40/1853] lr: 1.000e-03, eta: 4:15:57, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9328, loss_cls: 0.5379, loss: 0.5379, grad_norm: 4.3719 2021-05-06 09:58:06,624 - mmaction - INFO - Epoch [37][60/1853] lr: 1.000e-03, eta: 4:15:45, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9336, loss_cls: 0.5535, loss: 0.5535, grad_norm: 4.2826 2021-05-06 09:58:17,777 - mmaction - INFO - Epoch [37][80/1853] lr: 1.000e-03, eta: 4:15:32, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9453, loss_cls: 0.5524, loss: 0.5524, grad_norm: 4.6438 2021-05-06 09:58:28,940 - mmaction - INFO - Epoch [37][100/1853] lr: 1.000e-03, eta: 4:15:20, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9430, loss_cls: 0.5122, loss: 0.5122, grad_norm: 4.4918 2021-05-06 09:58:40,107 - mmaction - INFO - Epoch [37][120/1853] lr: 1.000e-03, eta: 4:15:08, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9211, loss_cls: 0.5654, loss: 0.5654, grad_norm: 4.7139 2021-05-06 09:58:51,284 - mmaction - INFO - Epoch [37][140/1853] lr: 1.000e-03, eta: 4:14:56, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9250, loss_cls: 0.6078, loss: 0.6078, grad_norm: 4.7842 2021-05-06 09:59:02,427 - mmaction - INFO - Epoch [37][160/1853] lr: 1.000e-03, eta: 4:14:44, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9375, loss_cls: 0.5438, loss: 0.5438, grad_norm: 4.7264 2021-05-06 09:59:13,611 - mmaction - INFO - Epoch [37][180/1853] lr: 1.000e-03, eta: 4:14:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9414, loss_cls: 0.4900, loss: 0.4900, grad_norm: 4.5671 2021-05-06 09:59:24,798 - mmaction - INFO - Epoch [37][200/1853] lr: 1.000e-03, eta: 4:14:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9406, loss_cls: 0.5376, loss: 0.5376, grad_norm: 4.6199 2021-05-06 09:59:36,356 - mmaction - INFO - Epoch [37][220/1853] lr: 1.000e-03, eta: 4:14:08, time: 0.578, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9305, loss_cls: 0.5920, loss: 0.5920, grad_norm: 4.6624 2021-05-06 09:59:47,567 - mmaction - INFO - Epoch [37][240/1853] lr: 1.000e-03, eta: 4:13:56, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9375, loss_cls: 0.5263, loss: 0.5263, grad_norm: 4.4978 2021-05-06 09:59:58,745 - mmaction - INFO - Epoch [37][260/1853] lr: 1.000e-03, eta: 4:13:44, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9422, loss_cls: 0.5026, loss: 0.5026, grad_norm: 4.0263 2021-05-06 10:00:10,223 - mmaction - INFO - Epoch [37][280/1853] lr: 1.000e-03, eta: 4:13:32, time: 0.574, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9344, loss_cls: 0.5472, loss: 0.5472, grad_norm: 4.6280 2021-05-06 10:00:21,391 - mmaction - INFO - Epoch [37][300/1853] lr: 1.000e-03, eta: 4:13:19, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9469, loss_cls: 0.5098, loss: 0.5098, grad_norm: 4.4835 2021-05-06 10:00:32,596 - mmaction - INFO - Epoch [37][320/1853] lr: 1.000e-03, eta: 4:13:07, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9414, loss_cls: 0.5080, loss: 0.5080, grad_norm: 4.6221 2021-05-06 10:00:43,768 - mmaction - INFO - Epoch [37][340/1853] lr: 1.000e-03, eta: 4:12:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9375, loss_cls: 0.5292, loss: 0.5292, grad_norm: 4.9102 2021-05-06 10:00:54,984 - mmaction - INFO - Epoch [37][360/1853] lr: 1.000e-03, eta: 4:12:43, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9445, loss_cls: 0.5677, loss: 0.5677, grad_norm: 4.6391 2021-05-06 10:01:06,147 - mmaction - INFO - Epoch [37][380/1853] lr: 1.000e-03, eta: 4:12:31, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9484, loss_cls: 0.5153, loss: 0.5153, grad_norm: 4.5631 2021-05-06 10:01:17,310 - mmaction - INFO - Epoch [37][400/1853] lr: 1.000e-03, eta: 4:12:19, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9469, loss_cls: 0.5462, loss: 0.5462, grad_norm: 4.5732 2021-05-06 10:01:28,483 - mmaction - INFO - Epoch [37][420/1853] lr: 1.000e-03, eta: 4:12:07, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9336, loss_cls: 0.5754, loss: 0.5754, grad_norm: 4.5320 2021-05-06 10:01:39,645 - mmaction - INFO - Epoch [37][440/1853] lr: 1.000e-03, eta: 4:11:55, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9516, loss_cls: 0.5188, loss: 0.5188, grad_norm: 4.6250 2021-05-06 10:01:50,862 - mmaction - INFO - Epoch [37][460/1853] lr: 1.000e-03, eta: 4:11:43, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9461, loss_cls: 0.4940, loss: 0.4940, grad_norm: 4.6358 2021-05-06 10:02:02,025 - mmaction - INFO - Epoch [37][480/1853] lr: 1.000e-03, eta: 4:11:30, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9484, loss_cls: 0.5441, loss: 0.5441, grad_norm: 4.6891 2021-05-06 10:02:13,239 - mmaction - INFO - Epoch [37][500/1853] lr: 1.000e-03, eta: 4:11:18, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9437, loss_cls: 0.5202, loss: 0.5202, grad_norm: 4.6684 2021-05-06 10:02:24,442 - mmaction - INFO - Epoch [37][520/1853] lr: 1.000e-03, eta: 4:11:06, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9328, loss_cls: 0.5967, loss: 0.5967, grad_norm: 5.0863 2021-05-06 10:02:35,612 - mmaction - INFO - Epoch [37][540/1853] lr: 1.000e-03, eta: 4:10:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9273, loss_cls: 0.5890, loss: 0.5890, grad_norm: 4.6368 2021-05-06 10:02:46,785 - mmaction - INFO - Epoch [37][560/1853] lr: 1.000e-03, eta: 4:10:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8133, top5_acc: 0.9289, loss_cls: 0.6208, loss: 0.6208, grad_norm: 4.7225 2021-05-06 10:02:57,951 - mmaction - INFO - Epoch [37][580/1853] lr: 1.000e-03, eta: 4:10:30, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9422, loss_cls: 0.5535, loss: 0.5535, grad_norm: 4.4796 2021-05-06 10:03:09,121 - mmaction - INFO - Epoch [37][600/1853] lr: 1.000e-03, eta: 4:10:18, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9422, loss_cls: 0.4995, loss: 0.4995, grad_norm: 4.3752 2021-05-06 10:03:20,303 - mmaction - INFO - Epoch [37][620/1853] lr: 1.000e-03, eta: 4:10:06, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9391, loss_cls: 0.5720, loss: 0.5720, grad_norm: 4.8228 2021-05-06 10:03:31,508 - mmaction - INFO - Epoch [37][640/1853] lr: 1.000e-03, eta: 4:09:54, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9555, loss_cls: 0.4675, loss: 0.4675, grad_norm: 4.2882 2021-05-06 10:03:42,663 - mmaction - INFO - Epoch [37][660/1853] lr: 1.000e-03, eta: 4:09:41, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8602, top5_acc: 0.9453, loss_cls: 0.4791, loss: 0.4791, grad_norm: 4.7054 2021-05-06 10:03:53,874 - mmaction - INFO - Epoch [37][680/1853] lr: 1.000e-03, eta: 4:09:29, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9391, loss_cls: 0.5433, loss: 0.5433, grad_norm: 4.8537 2021-05-06 10:04:05,109 - mmaction - INFO - Epoch [37][700/1853] lr: 1.000e-03, eta: 4:09:17, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9320, loss_cls: 0.5716, loss: 0.5716, grad_norm: 4.8558 2021-05-06 10:04:16,294 - mmaction - INFO - Epoch [37][720/1853] lr: 1.000e-03, eta: 4:09:05, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9398, loss_cls: 0.5561, loss: 0.5561, grad_norm: 4.6720 2021-05-06 10:04:27,444 - mmaction - INFO - Epoch [37][740/1853] lr: 1.000e-03, eta: 4:08:53, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9422, loss_cls: 0.4932, loss: 0.4932, grad_norm: 4.4302 2021-05-06 10:04:38,651 - mmaction - INFO - Epoch [37][760/1853] lr: 1.000e-03, eta: 4:08:41, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9211, loss_cls: 0.5893, loss: 0.5893, grad_norm: 4.6402 2021-05-06 10:04:49,813 - mmaction - INFO - Epoch [37][780/1853] lr: 1.000e-03, eta: 4:08:29, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9383, loss_cls: 0.5183, loss: 0.5183, grad_norm: 4.5295 2021-05-06 10:05:00,970 - mmaction - INFO - Epoch [37][800/1853] lr: 1.000e-03, eta: 4:08:17, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9461, loss_cls: 0.5299, loss: 0.5299, grad_norm: 4.7476 2021-05-06 10:05:12,167 - mmaction - INFO - Epoch [37][820/1853] lr: 1.000e-03, eta: 4:08:05, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9391, loss_cls: 0.5251, loss: 0.5251, grad_norm: 4.7120 2021-05-06 10:05:23,365 - mmaction - INFO - Epoch [37][840/1853] lr: 1.000e-03, eta: 4:07:53, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9547, loss_cls: 0.4922, loss: 0.4922, grad_norm: 4.7666 2021-05-06 10:05:34,528 - mmaction - INFO - Epoch [37][860/1853] lr: 1.000e-03, eta: 4:07:40, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9383, loss_cls: 0.5281, loss: 0.5281, grad_norm: 4.5543 2021-05-06 10:05:45,780 - mmaction - INFO - Epoch [37][880/1853] lr: 1.000e-03, eta: 4:07:28, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9375, loss_cls: 0.5432, loss: 0.5432, grad_norm: 4.5500 2021-05-06 10:05:57,012 - mmaction - INFO - Epoch [37][900/1853] lr: 1.000e-03, eta: 4:07:16, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9352, loss_cls: 0.5205, loss: 0.5205, grad_norm: 4.3544 2021-05-06 10:06:08,201 - mmaction - INFO - Epoch [37][920/1853] lr: 1.000e-03, eta: 4:07:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9461, loss_cls: 0.5332, loss: 0.5332, grad_norm: 4.7501 2021-05-06 10:06:19,354 - mmaction - INFO - Epoch [37][940/1853] lr: 1.000e-03, eta: 4:06:52, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9328, loss_cls: 0.6114, loss: 0.6114, grad_norm: 5.1789 2021-05-06 10:06:30,537 - mmaction - INFO - Epoch [37][960/1853] lr: 1.000e-03, eta: 4:06:40, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9383, loss_cls: 0.5180, loss: 0.5180, grad_norm: 4.5537 2021-05-06 10:06:41,718 - mmaction - INFO - Epoch [37][980/1853] lr: 1.000e-03, eta: 4:06:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9398, loss_cls: 0.5579, loss: 0.5579, grad_norm: 4.7577 2021-05-06 10:06:52,957 - mmaction - INFO - Epoch [37][1000/1853] lr: 1.000e-03, eta: 4:06:16, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9414, loss_cls: 0.5388, loss: 0.5388, grad_norm: 4.8069 2021-05-06 10:07:04,119 - mmaction - INFO - Epoch [37][1020/1853] lr: 1.000e-03, eta: 4:06:04, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9320, loss_cls: 0.6010, loss: 0.6010, grad_norm: 4.8227 2021-05-06 10:07:15,305 - mmaction - INFO - Epoch [37][1040/1853] lr: 1.000e-03, eta: 4:05:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9523, loss_cls: 0.4773, loss: 0.4773, grad_norm: 4.2262 2021-05-06 10:07:26,516 - mmaction - INFO - Epoch [37][1060/1853] lr: 1.000e-03, eta: 4:05:40, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9437, loss_cls: 0.5058, loss: 0.5058, grad_norm: 4.6103 2021-05-06 10:07:37,685 - mmaction - INFO - Epoch [37][1080/1853] lr: 1.000e-03, eta: 4:05:27, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8602, top5_acc: 0.9461, loss_cls: 0.4941, loss: 0.4941, grad_norm: 4.2578 2021-05-06 10:07:48,877 - mmaction - INFO - Epoch [37][1100/1853] lr: 1.000e-03, eta: 4:05:15, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9305, loss_cls: 0.5655, loss: 0.5655, grad_norm: 4.7418 2021-05-06 10:08:00,055 - mmaction - INFO - Epoch [37][1120/1853] lr: 1.000e-03, eta: 4:05:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9406, loss_cls: 0.5470, loss: 0.5470, grad_norm: 4.7452 2021-05-06 10:08:11,231 - mmaction - INFO - Epoch [37][1140/1853] lr: 1.000e-03, eta: 4:04:51, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9398, loss_cls: 0.5014, loss: 0.5014, grad_norm: 4.0615 2021-05-06 10:08:22,380 - mmaction - INFO - Epoch [37][1160/1853] lr: 1.000e-03, eta: 4:04:39, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9422, loss_cls: 0.5192, loss: 0.5192, grad_norm: 4.5366 2021-05-06 10:08:33,591 - mmaction - INFO - Epoch [37][1180/1853] lr: 1.000e-03, eta: 4:04:27, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9289, loss_cls: 0.5896, loss: 0.5896, grad_norm: 4.7798 2021-05-06 10:08:44,797 - mmaction - INFO - Epoch [37][1200/1853] lr: 1.000e-03, eta: 4:04:15, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9328, loss_cls: 0.5623, loss: 0.5623, grad_norm: 4.3454 2021-05-06 10:08:56,009 - mmaction - INFO - Epoch [37][1220/1853] lr: 1.000e-03, eta: 4:04:03, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9367, loss_cls: 0.5581, loss: 0.5581, grad_norm: 4.6053 2021-05-06 10:09:07,211 - mmaction - INFO - Epoch [37][1240/1853] lr: 1.000e-03, eta: 4:03:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9477, loss_cls: 0.4876, loss: 0.4876, grad_norm: 4.4153 2021-05-06 10:09:18,445 - mmaction - INFO - Epoch [37][1260/1853] lr: 1.000e-03, eta: 4:03:39, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9328, loss_cls: 0.5448, loss: 0.5448, grad_norm: 4.6484 2021-05-06 10:09:29,664 - mmaction - INFO - Epoch [37][1280/1853] lr: 1.000e-03, eta: 4:03:27, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9445, loss_cls: 0.5395, loss: 0.5395, grad_norm: 4.8622 2021-05-06 10:09:40,830 - mmaction - INFO - Epoch [37][1300/1853] lr: 1.000e-03, eta: 4:03:15, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9445, loss_cls: 0.4853, loss: 0.4853, grad_norm: 4.7592 2021-05-06 10:09:52,032 - mmaction - INFO - Epoch [37][1320/1853] lr: 1.000e-03, eta: 4:03:02, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9437, loss_cls: 0.4990, loss: 0.4990, grad_norm: 4.5699 2021-05-06 10:10:03,220 - mmaction - INFO - Epoch [37][1340/1853] lr: 1.000e-03, eta: 4:02:50, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9406, loss_cls: 0.5482, loss: 0.5482, grad_norm: 4.8368 2021-05-06 10:10:14,416 - mmaction - INFO - Epoch [37][1360/1853] lr: 1.000e-03, eta: 4:02:38, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9430, loss_cls: 0.5323, loss: 0.5323, grad_norm: 4.9858 2021-05-06 10:10:25,577 - mmaction - INFO - Epoch [37][1380/1853] lr: 1.000e-03, eta: 4:02:26, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8594, top5_acc: 0.9375, loss_cls: 0.5146, loss: 0.5146, grad_norm: 4.5434 2021-05-06 10:10:36,738 - mmaction - INFO - Epoch [37][1400/1853] lr: 1.000e-03, eta: 4:02:14, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9313, loss_cls: 0.5707, loss: 0.5707, grad_norm: 4.5810 2021-05-06 10:10:47,950 - mmaction - INFO - Epoch [37][1420/1853] lr: 1.000e-03, eta: 4:02:02, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9352, loss_cls: 0.5686, loss: 0.5686, grad_norm: 4.7940 2021-05-06 10:10:59,100 - mmaction - INFO - Epoch [37][1440/1853] lr: 1.000e-03, eta: 4:01:50, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9375, loss_cls: 0.5508, loss: 0.5508, grad_norm: 4.7935 2021-05-06 10:11:10,299 - mmaction - INFO - Epoch [37][1460/1853] lr: 1.000e-03, eta: 4:01:38, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9375, loss_cls: 0.5404, loss: 0.5404, grad_norm: 4.7349 2021-05-06 10:11:21,434 - mmaction - INFO - Epoch [37][1480/1853] lr: 1.000e-03, eta: 4:01:26, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9469, loss_cls: 0.4774, loss: 0.4774, grad_norm: 4.3355 2021-05-06 10:11:32,642 - mmaction - INFO - Epoch [37][1500/1853] lr: 1.000e-03, eta: 4:01:14, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9484, loss_cls: 0.5650, loss: 0.5650, grad_norm: 4.8984 2021-05-06 10:11:43,807 - mmaction - INFO - Epoch [37][1520/1853] lr: 1.000e-03, eta: 4:01:02, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9391, loss_cls: 0.5631, loss: 0.5631, grad_norm: 4.6695 2021-05-06 10:11:55,004 - mmaction - INFO - Epoch [37][1540/1853] lr: 1.000e-03, eta: 4:00:50, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9461, loss_cls: 0.5398, loss: 0.5398, grad_norm: 4.6669 2021-05-06 10:12:06,171 - mmaction - INFO - Epoch [37][1560/1853] lr: 1.000e-03, eta: 4:00:37, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9289, loss_cls: 0.5695, loss: 0.5695, grad_norm: 4.8808 2021-05-06 10:12:17,324 - mmaction - INFO - Epoch [37][1580/1853] lr: 1.000e-03, eta: 4:00:25, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9359, loss_cls: 0.5448, loss: 0.5448, grad_norm: 4.8366 2021-05-06 10:12:28,527 - mmaction - INFO - Epoch [37][1600/1853] lr: 1.000e-03, eta: 4:00:13, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9352, loss_cls: 0.5630, loss: 0.5630, grad_norm: 4.6150 2021-05-06 10:12:39,680 - mmaction - INFO - Epoch [37][1620/1853] lr: 1.000e-03, eta: 4:00:01, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9445, loss_cls: 0.5317, loss: 0.5317, grad_norm: 4.7452 2021-05-06 10:12:50,877 - mmaction - INFO - Epoch [37][1640/1853] lr: 1.000e-03, eta: 3:59:49, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9437, loss_cls: 0.5176, loss: 0.5176, grad_norm: 4.8310 2021-05-06 10:13:02,030 - mmaction - INFO - Epoch [37][1660/1853] lr: 1.000e-03, eta: 3:59:37, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9414, loss_cls: 0.5290, loss: 0.5290, grad_norm: 4.8309 2021-05-06 10:13:13,206 - mmaction - INFO - Epoch [37][1680/1853] lr: 1.000e-03, eta: 3:59:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9313, loss_cls: 0.6001, loss: 0.6001, grad_norm: 4.8772 2021-05-06 10:13:24,385 - mmaction - INFO - Epoch [37][1700/1853] lr: 1.000e-03, eta: 3:59:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8703, top5_acc: 0.9539, loss_cls: 0.4537, loss: 0.4537, grad_norm: 4.8906 2021-05-06 10:13:35,537 - mmaction - INFO - Epoch [37][1720/1853] lr: 1.000e-03, eta: 3:59:01, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9367, loss_cls: 0.5722, loss: 0.5722, grad_norm: 4.9838 2021-05-06 10:13:46,782 - mmaction - INFO - Epoch [37][1740/1853] lr: 1.000e-03, eta: 3:58:49, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9437, loss_cls: 0.5499, loss: 0.5499, grad_norm: 5.1099 2021-05-06 10:13:57,927 - mmaction - INFO - Epoch [37][1760/1853] lr: 1.000e-03, eta: 3:58:37, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9414, loss_cls: 0.5106, loss: 0.5106, grad_norm: 4.3608 2021-05-06 10:14:09,108 - mmaction - INFO - Epoch [37][1780/1853] lr: 1.000e-03, eta: 3:58:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9406, loss_cls: 0.5843, loss: 0.5843, grad_norm: 4.9688 2021-05-06 10:14:20,273 - mmaction - INFO - Epoch [37][1800/1853] lr: 1.000e-03, eta: 3:58:13, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9398, loss_cls: 0.5695, loss: 0.5695, grad_norm: 4.9644 2021-05-06 10:14:31,441 - mmaction - INFO - Epoch [37][1820/1853] lr: 1.000e-03, eta: 3:58:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9359, loss_cls: 0.5435, loss: 0.5435, grad_norm: 5.3105 2021-05-06 10:14:42,628 - mmaction - INFO - Epoch [37][1840/1853] lr: 1.000e-03, eta: 3:57:48, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9391, loss_cls: 0.5332, loss: 0.5332, grad_norm: 4.8311 2021-05-06 10:14:50,977 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-05-06 10:16:28,441 - mmaction - INFO - Epoch [38][20/1853] lr: 1.000e-03, eta: 3:57:56, time: 4.834, data_time: 4.253, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9570, loss_cls: 0.4749, loss: 0.4749, grad_norm: 4.6015 2021-05-06 10:16:39,774 - mmaction - INFO - Epoch [38][40/1853] lr: 1.000e-03, eta: 3:57:44, time: 0.567, data_time: 0.002, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9203, loss_cls: 0.6174, loss: 0.6174, grad_norm: 4.9707 2021-05-06 10:16:50,907 - mmaction - INFO - Epoch [38][60/1853] lr: 1.000e-03, eta: 3:57:32, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9281, loss_cls: 0.5708, loss: 0.5708, grad_norm: 4.6626 2021-05-06 10:17:02,051 - mmaction - INFO - Epoch [38][80/1853] lr: 1.000e-03, eta: 3:57:20, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9297, loss_cls: 0.5766, loss: 0.5766, grad_norm: 4.6388 2021-05-06 10:17:13,241 - mmaction - INFO - Epoch [38][100/1853] lr: 1.000e-03, eta: 3:57:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9414, loss_cls: 0.5305, loss: 0.5305, grad_norm: 4.7440 2021-05-06 10:17:24,418 - mmaction - INFO - Epoch [38][120/1853] lr: 1.000e-03, eta: 3:56:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9359, loss_cls: 0.5207, loss: 0.5207, grad_norm: 4.5273 2021-05-06 10:17:35,568 - mmaction - INFO - Epoch [38][140/1853] lr: 1.000e-03, eta: 3:56:43, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9422, loss_cls: 0.5415, loss: 0.5415, grad_norm: 4.8486 2021-05-06 10:17:46,754 - mmaction - INFO - Epoch [38][160/1853] lr: 1.000e-03, eta: 3:56:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9328, loss_cls: 0.5597, loss: 0.5597, grad_norm: 4.8686 2021-05-06 10:17:57,960 - mmaction - INFO - Epoch [38][180/1853] lr: 1.000e-03, eta: 3:56:19, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9375, loss_cls: 0.5657, loss: 0.5657, grad_norm: 4.7963 2021-05-06 10:18:09,147 - mmaction - INFO - Epoch [38][200/1853] lr: 1.000e-03, eta: 3:56:07, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9344, loss_cls: 0.5845, loss: 0.5845, grad_norm: 4.5911 2021-05-06 10:18:20,372 - mmaction - INFO - Epoch [38][220/1853] lr: 1.000e-03, eta: 3:55:55, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9437, loss_cls: 0.5183, loss: 0.5183, grad_norm: 4.5288 2021-05-06 10:18:31,562 - mmaction - INFO - Epoch [38][240/1853] lr: 1.000e-03, eta: 3:55:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9328, loss_cls: 0.5867, loss: 0.5867, grad_norm: 5.1361 2021-05-06 10:18:42,734 - mmaction - INFO - Epoch [38][260/1853] lr: 1.000e-03, eta: 3:55:31, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9398, loss_cls: 0.5633, loss: 0.5633, grad_norm: 5.0535 2021-05-06 10:18:53,956 - mmaction - INFO - Epoch [38][280/1853] lr: 1.000e-03, eta: 3:55:19, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9375, loss_cls: 0.5255, loss: 0.5255, grad_norm: 4.6233 2021-05-06 10:19:05,156 - mmaction - INFO - Epoch [38][300/1853] lr: 1.000e-03, eta: 3:55:07, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9289, loss_cls: 0.5648, loss: 0.5648, grad_norm: 4.6109 2021-05-06 10:19:16,346 - mmaction - INFO - Epoch [38][320/1853] lr: 1.000e-03, eta: 3:54:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9398, loss_cls: 0.5365, loss: 0.5365, grad_norm: 4.6954 2021-05-06 10:19:27,537 - mmaction - INFO - Epoch [38][340/1853] lr: 1.000e-03, eta: 3:54:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9367, loss_cls: 0.5800, loss: 0.5800, grad_norm: 5.1207 2021-05-06 10:19:38,739 - mmaction - INFO - Epoch [38][360/1853] lr: 1.000e-03, eta: 3:54:30, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9352, loss_cls: 0.5340, loss: 0.5340, grad_norm: 4.6911 2021-05-06 10:19:49,963 - mmaction - INFO - Epoch [38][380/1853] lr: 1.000e-03, eta: 3:54:18, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9414, loss_cls: 0.5144, loss: 0.5144, grad_norm: 4.6272 2021-05-06 10:20:01,134 - mmaction - INFO - Epoch [38][400/1853] lr: 1.000e-03, eta: 3:54:06, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9555, loss_cls: 0.5005, loss: 0.5005, grad_norm: 4.8423 2021-05-06 10:20:12,312 - mmaction - INFO - Epoch [38][420/1853] lr: 1.000e-03, eta: 3:53:54, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9469, loss_cls: 0.4960, loss: 0.4960, grad_norm: 4.7728 2021-05-06 10:20:23,492 - mmaction - INFO - Epoch [38][440/1853] lr: 1.000e-03, eta: 3:53:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9477, loss_cls: 0.4872, loss: 0.4872, grad_norm: 4.5633 2021-05-06 10:20:34,681 - mmaction - INFO - Epoch [38][460/1853] lr: 1.000e-03, eta: 3:53:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9383, loss_cls: 0.5410, loss: 0.5410, grad_norm: 4.9231 2021-05-06 10:20:45,876 - mmaction - INFO - Epoch [38][480/1853] lr: 1.000e-03, eta: 3:53:18, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9422, loss_cls: 0.5243, loss: 0.5243, grad_norm: 4.9306 2021-05-06 10:20:57,054 - mmaction - INFO - Epoch [38][500/1853] lr: 1.000e-03, eta: 3:53:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9445, loss_cls: 0.5187, loss: 0.5187, grad_norm: 4.8857 2021-05-06 10:21:08,303 - mmaction - INFO - Epoch [38][520/1853] lr: 1.000e-03, eta: 3:52:54, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8617, top5_acc: 0.9422, loss_cls: 0.4958, loss: 0.4958, grad_norm: 4.5965 2021-05-06 10:21:19,507 - mmaction - INFO - Epoch [38][540/1853] lr: 1.000e-03, eta: 3:52:42, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9445, loss_cls: 0.5523, loss: 0.5523, grad_norm: 5.2186 2021-05-06 10:21:30,674 - mmaction - INFO - Epoch [38][560/1853] lr: 1.000e-03, eta: 3:52:29, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9477, loss_cls: 0.5229, loss: 0.5229, grad_norm: 5.0218 2021-05-06 10:21:41,833 - mmaction - INFO - Epoch [38][580/1853] lr: 1.000e-03, eta: 3:52:17, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9375, loss_cls: 0.5428, loss: 0.5428, grad_norm: 4.7156 2021-05-06 10:21:53,015 - mmaction - INFO - Epoch [38][600/1853] lr: 1.000e-03, eta: 3:52:05, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9453, loss_cls: 0.5233, loss: 0.5233, grad_norm: 4.9548 2021-05-06 10:22:04,193 - mmaction - INFO - Epoch [38][620/1853] lr: 1.000e-03, eta: 3:51:53, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9367, loss_cls: 0.5113, loss: 0.5113, grad_norm: 4.7048 2021-05-06 10:22:15,347 - mmaction - INFO - Epoch [38][640/1853] lr: 1.000e-03, eta: 3:51:41, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9352, loss_cls: 0.5453, loss: 0.5453, grad_norm: 4.4621 2021-05-06 10:22:26,541 - mmaction - INFO - Epoch [38][660/1853] lr: 1.000e-03, eta: 3:51:29, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9508, loss_cls: 0.4914, loss: 0.4914, grad_norm: 4.6622 2021-05-06 10:22:37,690 - mmaction - INFO - Epoch [38][680/1853] lr: 1.000e-03, eta: 3:51:17, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9328, loss_cls: 0.5702, loss: 0.5702, grad_norm: 5.2879 2021-05-06 10:22:48,874 - mmaction - INFO - Epoch [38][700/1853] lr: 1.000e-03, eta: 3:51:05, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9383, loss_cls: 0.5349, loss: 0.5349, grad_norm: 4.5435 2021-05-06 10:23:00,062 - mmaction - INFO - Epoch [38][720/1853] lr: 1.000e-03, eta: 3:50:53, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9477, loss_cls: 0.5209, loss: 0.5209, grad_norm: 5.1080 2021-05-06 10:23:11,291 - mmaction - INFO - Epoch [38][740/1853] lr: 1.000e-03, eta: 3:50:41, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9422, loss_cls: 0.5138, loss: 0.5138, grad_norm: 4.4614 2021-05-06 10:23:22,489 - mmaction - INFO - Epoch [38][760/1853] lr: 1.000e-03, eta: 3:50:29, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9359, loss_cls: 0.5473, loss: 0.5473, grad_norm: 4.5944 2021-05-06 10:23:33,705 - mmaction - INFO - Epoch [38][780/1853] lr: 1.000e-03, eta: 3:50:17, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9320, loss_cls: 0.5391, loss: 0.5391, grad_norm: 4.7966 2021-05-06 10:23:44,957 - mmaction - INFO - Epoch [38][800/1853] lr: 1.000e-03, eta: 3:50:04, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9453, loss_cls: 0.4927, loss: 0.4927, grad_norm: 4.4147 2021-05-06 10:23:56,134 - mmaction - INFO - Epoch [38][820/1853] lr: 1.000e-03, eta: 3:49:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9477, loss_cls: 0.5074, loss: 0.5074, grad_norm: 4.7888 2021-05-06 10:24:07,347 - mmaction - INFO - Epoch [38][840/1853] lr: 1.000e-03, eta: 3:49:40, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9469, loss_cls: 0.5185, loss: 0.5185, grad_norm: 4.7939 2021-05-06 10:24:18,570 - mmaction - INFO - Epoch [38][860/1853] lr: 1.000e-03, eta: 3:49:28, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9430, loss_cls: 0.5329, loss: 0.5329, grad_norm: 4.9174 2021-05-06 10:24:29,758 - mmaction - INFO - Epoch [38][880/1853] lr: 1.000e-03, eta: 3:49:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9336, loss_cls: 0.5481, loss: 0.5481, grad_norm: 5.0372 2021-05-06 10:24:40,959 - mmaction - INFO - Epoch [38][900/1853] lr: 1.000e-03, eta: 3:49:04, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9500, loss_cls: 0.4838, loss: 0.4838, grad_norm: 4.5479 2021-05-06 10:24:52,142 - mmaction - INFO - Epoch [38][920/1853] lr: 1.000e-03, eta: 3:48:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9398, loss_cls: 0.5491, loss: 0.5491, grad_norm: 5.0217 2021-05-06 10:25:03,323 - mmaction - INFO - Epoch [38][940/1853] lr: 1.000e-03, eta: 3:48:40, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9305, loss_cls: 0.5792, loss: 0.5792, grad_norm: 4.9150 2021-05-06 10:25:14,530 - mmaction - INFO - Epoch [38][960/1853] lr: 1.000e-03, eta: 3:48:28, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9422, loss_cls: 0.5155, loss: 0.5155, grad_norm: 4.8103 2021-05-06 10:25:25,702 - mmaction - INFO - Epoch [38][980/1853] lr: 1.000e-03, eta: 3:48:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9398, loss_cls: 0.5510, loss: 0.5510, grad_norm: 4.7624 2021-05-06 10:25:36,860 - mmaction - INFO - Epoch [38][1000/1853] lr: 1.000e-03, eta: 3:48:04, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9422, loss_cls: 0.4945, loss: 0.4945, grad_norm: 4.4633 2021-05-06 10:25:48,047 - mmaction - INFO - Epoch [38][1020/1853] lr: 1.000e-03, eta: 3:47:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9523, loss_cls: 0.4872, loss: 0.4872, grad_norm: 4.8587 2021-05-06 10:25:59,238 - mmaction - INFO - Epoch [38][1040/1853] lr: 1.000e-03, eta: 3:47:40, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9266, loss_cls: 0.6196, loss: 0.6196, grad_norm: 5.3524 2021-05-06 10:26:10,464 - mmaction - INFO - Epoch [38][1060/1853] lr: 1.000e-03, eta: 3:47:27, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9516, loss_cls: 0.4940, loss: 0.4940, grad_norm: 4.6467 2021-05-06 10:26:21,655 - mmaction - INFO - Epoch [38][1080/1853] lr: 1.000e-03, eta: 3:47:15, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9422, loss_cls: 0.5148, loss: 0.5148, grad_norm: 4.3780 2021-05-06 10:26:32,860 - mmaction - INFO - Epoch [38][1100/1853] lr: 1.000e-03, eta: 3:47:03, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9430, loss_cls: 0.5238, loss: 0.5238, grad_norm: 4.6117 2021-05-06 10:26:44,058 - mmaction - INFO - Epoch [38][1120/1853] lr: 1.000e-03, eta: 3:46:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9445, loss_cls: 0.5183, loss: 0.5183, grad_norm: 5.0046 2021-05-06 10:26:55,243 - mmaction - INFO - Epoch [38][1140/1853] lr: 1.000e-03, eta: 3:46:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9453, loss_cls: 0.5170, loss: 0.5170, grad_norm: 4.9016 2021-05-06 10:27:06,458 - mmaction - INFO - Epoch [38][1160/1853] lr: 1.000e-03, eta: 3:46:27, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9453, loss_cls: 0.4961, loss: 0.4961, grad_norm: 4.6991 2021-05-06 10:27:17,618 - mmaction - INFO - Epoch [38][1180/1853] lr: 1.000e-03, eta: 3:46:15, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9391, loss_cls: 0.5111, loss: 0.5111, grad_norm: 4.6702 2021-05-06 10:27:28,795 - mmaction - INFO - Epoch [38][1200/1853] lr: 1.000e-03, eta: 3:46:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9422, loss_cls: 0.5236, loss: 0.5236, grad_norm: 5.1111 2021-05-06 10:27:40,019 - mmaction - INFO - Epoch [38][1220/1853] lr: 1.000e-03, eta: 3:45:51, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9422, loss_cls: 0.5156, loss: 0.5156, grad_norm: 4.9090 2021-05-06 10:27:51,212 - mmaction - INFO - Epoch [38][1240/1853] lr: 1.000e-03, eta: 3:45:39, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9437, loss_cls: 0.5175, loss: 0.5175, grad_norm: 4.8585 2021-05-06 10:28:02,414 - mmaction - INFO - Epoch [38][1260/1853] lr: 1.000e-03, eta: 3:45:27, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9477, loss_cls: 0.5079, loss: 0.5079, grad_norm: 4.7670 2021-05-06 10:28:13,597 - mmaction - INFO - Epoch [38][1280/1853] lr: 1.000e-03, eta: 3:45:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9367, loss_cls: 0.5805, loss: 0.5805, grad_norm: 5.2735 2021-05-06 10:28:24,802 - mmaction - INFO - Epoch [38][1300/1853] lr: 1.000e-03, eta: 3:45:03, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9383, loss_cls: 0.5023, loss: 0.5023, grad_norm: 4.8351 2021-05-06 10:28:35,991 - mmaction - INFO - Epoch [38][1320/1853] lr: 1.000e-03, eta: 3:44:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9430, loss_cls: 0.5152, loss: 0.5152, grad_norm: 4.8314 2021-05-06 10:28:47,185 - mmaction - INFO - Epoch [38][1340/1853] lr: 1.000e-03, eta: 3:44:39, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9414, loss_cls: 0.5133, loss: 0.5133, grad_norm: 4.5858 2021-05-06 10:28:58,366 - mmaction - INFO - Epoch [38][1360/1853] lr: 1.000e-03, eta: 3:44:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9523, loss_cls: 0.5079, loss: 0.5079, grad_norm: 4.6702 2021-05-06 10:29:09,523 - mmaction - INFO - Epoch [38][1380/1853] lr: 1.000e-03, eta: 3:44:14, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8609, top5_acc: 0.9578, loss_cls: 0.4583, loss: 0.4583, grad_norm: 4.4990 2021-05-06 10:29:20,712 - mmaction - INFO - Epoch [38][1400/1853] lr: 1.000e-03, eta: 3:44:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9414, loss_cls: 0.5539, loss: 0.5539, grad_norm: 4.8638 2021-05-06 10:29:31,900 - mmaction - INFO - Epoch [38][1420/1853] lr: 1.000e-03, eta: 3:43:50, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9406, loss_cls: 0.5435, loss: 0.5435, grad_norm: 4.6321 2021-05-06 10:29:43,108 - mmaction - INFO - Epoch [38][1440/1853] lr: 1.000e-03, eta: 3:43:38, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9461, loss_cls: 0.4979, loss: 0.4979, grad_norm: 4.8643 2021-05-06 10:29:54,286 - mmaction - INFO - Epoch [38][1460/1853] lr: 1.000e-03, eta: 3:43:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9477, loss_cls: 0.5077, loss: 0.5077, grad_norm: 4.7819 2021-05-06 10:30:05,479 - mmaction - INFO - Epoch [38][1480/1853] lr: 1.000e-03, eta: 3:43:14, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9437, loss_cls: 0.5224, loss: 0.5224, grad_norm: 4.8539 2021-05-06 10:30:16,662 - mmaction - INFO - Epoch [38][1500/1853] lr: 1.000e-03, eta: 3:43:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9469, loss_cls: 0.5658, loss: 0.5658, grad_norm: 5.3309 2021-05-06 10:30:27,874 - mmaction - INFO - Epoch [38][1520/1853] lr: 1.000e-03, eta: 3:42:50, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9422, loss_cls: 0.5358, loss: 0.5358, grad_norm: 4.6623 2021-05-06 10:30:39,069 - mmaction - INFO - Epoch [38][1540/1853] lr: 1.000e-03, eta: 3:42:38, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9430, loss_cls: 0.5341, loss: 0.5341, grad_norm: 4.9921 2021-05-06 10:30:50,308 - mmaction - INFO - Epoch [38][1560/1853] lr: 1.000e-03, eta: 3:42:26, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9422, loss_cls: 0.5536, loss: 0.5536, grad_norm: 4.8078 2021-05-06 10:31:01,479 - mmaction - INFO - Epoch [38][1580/1853] lr: 1.000e-03, eta: 3:42:14, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9359, loss_cls: 0.5317, loss: 0.5317, grad_norm: 4.4520 2021-05-06 10:31:12,710 - mmaction - INFO - Epoch [38][1600/1853] lr: 1.000e-03, eta: 3:42:02, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9336, loss_cls: 0.5516, loss: 0.5516, grad_norm: 4.4885 2021-05-06 10:31:23,938 - mmaction - INFO - Epoch [38][1620/1853] lr: 1.000e-03, eta: 3:41:50, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9359, loss_cls: 0.5342, loss: 0.5342, grad_norm: 4.7481 2021-05-06 10:31:35,097 - mmaction - INFO - Epoch [38][1640/1853] lr: 1.000e-03, eta: 3:41:38, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9406, loss_cls: 0.5585, loss: 0.5585, grad_norm: 5.2611 2021-05-06 10:31:46,284 - mmaction - INFO - Epoch [38][1660/1853] lr: 1.000e-03, eta: 3:41:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9375, loss_cls: 0.5565, loss: 0.5565, grad_norm: 5.0699 2021-05-06 10:31:57,493 - mmaction - INFO - Epoch [38][1680/1853] lr: 1.000e-03, eta: 3:41:14, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9359, loss_cls: 0.5624, loss: 0.5624, grad_norm: 4.8303 2021-05-06 10:32:08,659 - mmaction - INFO - Epoch [38][1700/1853] lr: 1.000e-03, eta: 3:41:01, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9367, loss_cls: 0.5458, loss: 0.5458, grad_norm: 4.7814 2021-05-06 10:32:19,856 - mmaction - INFO - Epoch [38][1720/1853] lr: 1.000e-03, eta: 3:40:49, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9414, loss_cls: 0.5507, loss: 0.5507, grad_norm: 4.9714 2021-05-06 10:32:31,067 - mmaction - INFO - Epoch [38][1740/1853] lr: 1.000e-03, eta: 3:40:37, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9422, loss_cls: 0.5577, loss: 0.5577, grad_norm: 5.3128 2021-05-06 10:32:42,260 - mmaction - INFO - Epoch [38][1760/1853] lr: 1.000e-03, eta: 3:40:25, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9375, loss_cls: 0.5195, loss: 0.5195, grad_norm: 4.5015 2021-05-06 10:32:53,464 - mmaction - INFO - Epoch [38][1780/1853] lr: 1.000e-03, eta: 3:40:13, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9516, loss_cls: 0.5374, loss: 0.5374, grad_norm: 4.8635 2021-05-06 10:33:04,737 - mmaction - INFO - Epoch [38][1800/1853] lr: 1.000e-03, eta: 3:40:01, time: 0.564, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9414, loss_cls: 0.5289, loss: 0.5289, grad_norm: 4.7731 2021-05-06 10:33:15,950 - mmaction - INFO - Epoch [38][1820/1853] lr: 1.000e-03, eta: 3:39:49, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9336, loss_cls: 0.5738, loss: 0.5738, grad_norm: 4.9718 2021-05-06 10:33:27,159 - mmaction - INFO - Epoch [38][1840/1853] lr: 1.000e-03, eta: 3:39:37, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9344, loss_cls: 0.5311, loss: 0.5311, grad_norm: 4.6209 2021-05-06 10:33:35,626 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-05-06 10:35:26,502 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 10:35:26,532 - mmaction - INFO - top1_acc 0.9614 top5_acc 0.9984 2021-05-06 10:35:26,532 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 10:35:26,540 - mmaction - INFO - mean_acc 0.9579 2021-05-06 10:35:26,542 - mmaction - INFO - Epoch(val) [38][1853] top1_acc: 0.9614, top5_acc: 0.9984, mean_class_accuracy: 0.9579 2021-05-06 10:36:58,014 - mmaction - INFO - Epoch [39][20/1853] lr: 1.000e-03, eta: 3:39:40, time: 4.573, data_time: 4.013, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9297, loss_cls: 0.5777, loss: 0.5777, grad_norm: 4.7873 2021-05-06 10:37:09,217 - mmaction - INFO - Epoch [39][40/1853] lr: 1.000e-03, eta: 3:39:28, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9344, loss_cls: 0.5414, loss: 0.5414, grad_norm: 4.6414 2021-05-06 10:37:20,358 - mmaction - INFO - Epoch [39][60/1853] lr: 1.000e-03, eta: 3:39:16, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9367, loss_cls: 0.5806, loss: 0.5806, grad_norm: 4.6648 2021-05-06 10:37:31,529 - mmaction - INFO - Epoch [39][80/1853] lr: 1.000e-03, eta: 3:39:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9320, loss_cls: 0.5324, loss: 0.5324, grad_norm: 4.3432 2021-05-06 10:37:42,687 - mmaction - INFO - Epoch [39][100/1853] lr: 1.000e-03, eta: 3:38:52, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9367, loss_cls: 0.5658, loss: 0.5658, grad_norm: 4.8694 2021-05-06 10:37:53,877 - mmaction - INFO - Epoch [39][120/1853] lr: 1.000e-03, eta: 3:38:40, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9414, loss_cls: 0.5226, loss: 0.5226, grad_norm: 4.4439 2021-05-06 10:38:05,018 - mmaction - INFO - Epoch [39][140/1853] lr: 1.000e-03, eta: 3:38:28, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9398, loss_cls: 0.5799, loss: 0.5799, grad_norm: 4.9508 2021-05-06 10:38:16,207 - mmaction - INFO - Epoch [39][160/1853] lr: 1.000e-03, eta: 3:38:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8102, top5_acc: 0.9305, loss_cls: 0.5974, loss: 0.5974, grad_norm: 5.1178 2021-05-06 10:38:27,387 - mmaction - INFO - Epoch [39][180/1853] lr: 1.000e-03, eta: 3:38:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9430, loss_cls: 0.4901, loss: 0.4901, grad_norm: 4.5770 2021-05-06 10:38:38,575 - mmaction - INFO - Epoch [39][200/1853] lr: 1.000e-03, eta: 3:37:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9313, loss_cls: 0.5842, loss: 0.5842, grad_norm: 4.9913 2021-05-06 10:38:49,757 - mmaction - INFO - Epoch [39][220/1853] lr: 1.000e-03, eta: 3:37:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9422, loss_cls: 0.5071, loss: 0.5071, grad_norm: 4.9761 2021-05-06 10:39:00,973 - mmaction - INFO - Epoch [39][240/1853] lr: 1.000e-03, eta: 3:37:27, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9320, loss_cls: 0.5640, loss: 0.5640, grad_norm: 4.9392 2021-05-06 10:39:12,147 - mmaction - INFO - Epoch [39][260/1853] lr: 1.000e-03, eta: 3:37:15, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9359, loss_cls: 0.5881, loss: 0.5881, grad_norm: 4.8154 2021-05-06 10:39:23,323 - mmaction - INFO - Epoch [39][280/1853] lr: 1.000e-03, eta: 3:37:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9437, loss_cls: 0.5347, loss: 0.5347, grad_norm: 4.5915 2021-05-06 10:39:34,511 - mmaction - INFO - Epoch [39][300/1853] lr: 1.000e-03, eta: 3:36:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9461, loss_cls: 0.5147, loss: 0.5147, grad_norm: 4.8114 2021-05-06 10:39:45,713 - mmaction - INFO - Epoch [39][320/1853] lr: 1.000e-03, eta: 3:36:39, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9375, loss_cls: 0.5166, loss: 0.5166, grad_norm: 5.3213 2021-05-06 10:39:56,911 - mmaction - INFO - Epoch [39][340/1853] lr: 1.000e-03, eta: 3:36:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8617, top5_acc: 0.9477, loss_cls: 0.4875, loss: 0.4875, grad_norm: 4.7406 2021-05-06 10:40:08,095 - mmaction - INFO - Epoch [39][360/1853] lr: 1.000e-03, eta: 3:36:15, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9391, loss_cls: 0.5534, loss: 0.5534, grad_norm: 4.9880 2021-05-06 10:40:19,297 - mmaction - INFO - Epoch [39][380/1853] lr: 1.000e-03, eta: 3:36:03, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9336, loss_cls: 0.5647, loss: 0.5647, grad_norm: 4.6863 2021-05-06 10:40:30,499 - mmaction - INFO - Epoch [39][400/1853] lr: 1.000e-03, eta: 3:35:51, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9422, loss_cls: 0.5267, loss: 0.5267, grad_norm: 4.9087 2021-05-06 10:40:41,719 - mmaction - INFO - Epoch [39][420/1853] lr: 1.000e-03, eta: 3:35:39, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9344, loss_cls: 0.5458, loss: 0.5458, grad_norm: 4.9558 2021-05-06 10:40:52,974 - mmaction - INFO - Epoch [39][440/1853] lr: 1.000e-03, eta: 3:35:27, time: 0.563, data_time: 0.002, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9430, loss_cls: 0.5098, loss: 0.5098, grad_norm: 4.8249 2021-05-06 10:41:04,160 - mmaction - INFO - Epoch [39][460/1853] lr: 1.000e-03, eta: 3:35:15, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9484, loss_cls: 0.5424, loss: 0.5424, grad_norm: 5.1124 2021-05-06 10:41:15,350 - mmaction - INFO - Epoch [39][480/1853] lr: 1.000e-03, eta: 3:35:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9484, loss_cls: 0.5099, loss: 0.5099, grad_norm: 4.9849 2021-05-06 10:41:26,549 - mmaction - INFO - Epoch [39][500/1853] lr: 1.000e-03, eta: 3:34:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9422, loss_cls: 0.5253, loss: 0.5253, grad_norm: 4.6584 2021-05-06 10:41:37,767 - mmaction - INFO - Epoch [39][520/1853] lr: 1.000e-03, eta: 3:34:38, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9516, loss_cls: 0.5200, loss: 0.5200, grad_norm: 5.0518 2021-05-06 10:41:48,961 - mmaction - INFO - Epoch [39][540/1853] lr: 1.000e-03, eta: 3:34:26, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9414, loss_cls: 0.5249, loss: 0.5249, grad_norm: 5.1977 2021-05-06 10:42:00,167 - mmaction - INFO - Epoch [39][560/1853] lr: 1.000e-03, eta: 3:34:14, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9492, loss_cls: 0.4898, loss: 0.4898, grad_norm: 4.7622 2021-05-06 10:42:11,334 - mmaction - INFO - Epoch [39][580/1853] lr: 1.000e-03, eta: 3:34:02, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9352, loss_cls: 0.5997, loss: 0.5997, grad_norm: 4.9851 2021-05-06 10:42:22,518 - mmaction - INFO - Epoch [39][600/1853] lr: 1.000e-03, eta: 3:33:50, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9344, loss_cls: 0.5554, loss: 0.5554, grad_norm: 4.9410 2021-05-06 10:42:33,743 - mmaction - INFO - Epoch [39][620/1853] lr: 1.000e-03, eta: 3:33:38, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9227, loss_cls: 0.5951, loss: 0.5951, grad_norm: 4.8251 2021-05-06 10:42:44,912 - mmaction - INFO - Epoch [39][640/1853] lr: 1.000e-03, eta: 3:33:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9398, loss_cls: 0.5485, loss: 0.5485, grad_norm: 4.6337 2021-05-06 10:42:56,098 - mmaction - INFO - Epoch [39][660/1853] lr: 1.000e-03, eta: 3:33:14, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9367, loss_cls: 0.5307, loss: 0.5307, grad_norm: 4.9221 2021-05-06 10:43:07,292 - mmaction - INFO - Epoch [39][680/1853] lr: 1.000e-03, eta: 3:33:02, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9406, loss_cls: 0.5181, loss: 0.5181, grad_norm: 4.1544 2021-05-06 10:43:18,497 - mmaction - INFO - Epoch [39][700/1853] lr: 1.000e-03, eta: 3:32:50, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9367, loss_cls: 0.5231, loss: 0.5231, grad_norm: 4.8868 2021-05-06 10:43:29,679 - mmaction - INFO - Epoch [39][720/1853] lr: 1.000e-03, eta: 3:32:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9445, loss_cls: 0.5024, loss: 0.5024, grad_norm: 5.0937 2021-05-06 10:43:40,852 - mmaction - INFO - Epoch [39][740/1853] lr: 1.000e-03, eta: 3:32:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9477, loss_cls: 0.4970, loss: 0.4970, grad_norm: 4.5376 2021-05-06 10:43:52,028 - mmaction - INFO - Epoch [39][760/1853] lr: 1.000e-03, eta: 3:32:14, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9555, loss_cls: 0.4519, loss: 0.4519, grad_norm: 4.4552 2021-05-06 10:44:03,221 - mmaction - INFO - Epoch [39][780/1853] lr: 1.000e-03, eta: 3:32:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9398, loss_cls: 0.5050, loss: 0.5050, grad_norm: 4.6686 2021-05-06 10:44:14,418 - mmaction - INFO - Epoch [39][800/1853] lr: 1.000e-03, eta: 3:31:50, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9437, loss_cls: 0.4991, loss: 0.4991, grad_norm: 4.8092 2021-05-06 10:44:25,606 - mmaction - INFO - Epoch [39][820/1853] lr: 1.000e-03, eta: 3:31:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9273, loss_cls: 0.5627, loss: 0.5627, grad_norm: 4.8180 2021-05-06 10:44:36,802 - mmaction - INFO - Epoch [39][840/1853] lr: 1.000e-03, eta: 3:31:25, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9406, loss_cls: 0.5048, loss: 0.5048, grad_norm: 4.6440 2021-05-06 10:44:47,979 - mmaction - INFO - Epoch [39][860/1853] lr: 1.000e-03, eta: 3:31:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9320, loss_cls: 0.6100, loss: 0.6100, grad_norm: 5.4662 2021-05-06 10:44:59,185 - mmaction - INFO - Epoch [39][880/1853] lr: 1.000e-03, eta: 3:31:01, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9273, loss_cls: 0.5965, loss: 0.5965, grad_norm: 4.9183 2021-05-06 10:45:10,399 - mmaction - INFO - Epoch [39][900/1853] lr: 1.000e-03, eta: 3:30:49, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9414, loss_cls: 0.5574, loss: 0.5574, grad_norm: 5.3733 2021-05-06 10:45:21,626 - mmaction - INFO - Epoch [39][920/1853] lr: 1.000e-03, eta: 3:30:37, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9367, loss_cls: 0.5779, loss: 0.5779, grad_norm: 5.1311 2021-05-06 10:45:32,882 - mmaction - INFO - Epoch [39][940/1853] lr: 1.000e-03, eta: 3:30:25, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9305, loss_cls: 0.5854, loss: 0.5854, grad_norm: 4.8944 2021-05-06 10:45:44,083 - mmaction - INFO - Epoch [39][960/1853] lr: 1.000e-03, eta: 3:30:13, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9328, loss_cls: 0.5589, loss: 0.5589, grad_norm: 4.5509 2021-05-06 10:45:55,294 - mmaction - INFO - Epoch [39][980/1853] lr: 1.000e-03, eta: 3:30:01, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9336, loss_cls: 0.5447, loss: 0.5447, grad_norm: 4.6573 2021-05-06 10:46:06,498 - mmaction - INFO - Epoch [39][1000/1853] lr: 1.000e-03, eta: 3:29:49, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9430, loss_cls: 0.5110, loss: 0.5110, grad_norm: 4.9638 2021-05-06 10:46:17,698 - mmaction - INFO - Epoch [39][1020/1853] lr: 1.000e-03, eta: 3:29:37, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9383, loss_cls: 0.5652, loss: 0.5652, grad_norm: 4.9686 2021-05-06 10:46:28,884 - mmaction - INFO - Epoch [39][1040/1853] lr: 1.000e-03, eta: 3:29:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9383, loss_cls: 0.5400, loss: 0.5400, grad_norm: 4.5926 2021-05-06 10:46:40,065 - mmaction - INFO - Epoch [39][1060/1853] lr: 1.000e-03, eta: 3:29:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8602, top5_acc: 0.9547, loss_cls: 0.4722, loss: 0.4722, grad_norm: 4.4029 2021-05-06 10:46:51,259 - mmaction - INFO - Epoch [39][1080/1853] lr: 1.000e-03, eta: 3:29:01, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9406, loss_cls: 0.5558, loss: 0.5558, grad_norm: 5.0084 2021-05-06 10:47:02,480 - mmaction - INFO - Epoch [39][1100/1853] lr: 1.000e-03, eta: 3:28:49, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9344, loss_cls: 0.5347, loss: 0.5347, grad_norm: 4.9295 2021-05-06 10:47:13,676 - mmaction - INFO - Epoch [39][1120/1853] lr: 1.000e-03, eta: 3:28:37, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9359, loss_cls: 0.5751, loss: 0.5751, grad_norm: 5.2656 2021-05-06 10:47:24,844 - mmaction - INFO - Epoch [39][1140/1853] lr: 1.000e-03, eta: 3:28:25, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9375, loss_cls: 0.5720, loss: 0.5720, grad_norm: 5.1591 2021-05-06 10:47:36,055 - mmaction - INFO - Epoch [39][1160/1853] lr: 1.000e-03, eta: 3:28:13, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9422, loss_cls: 0.4934, loss: 0.4934, grad_norm: 4.4168 2021-05-06 10:47:47,228 - mmaction - INFO - Epoch [39][1180/1853] lr: 1.000e-03, eta: 3:28:01, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9453, loss_cls: 0.5469, loss: 0.5469, grad_norm: 5.0548 2021-05-06 10:47:58,416 - mmaction - INFO - Epoch [39][1200/1853] lr: 1.000e-03, eta: 3:27:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9313, loss_cls: 0.5522, loss: 0.5522, grad_norm: 4.8174 2021-05-06 10:48:09,593 - mmaction - INFO - Epoch [39][1220/1853] lr: 1.000e-03, eta: 3:27:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9336, loss_cls: 0.5740, loss: 0.5740, grad_norm: 4.8053 2021-05-06 10:48:20,817 - mmaction - INFO - Epoch [39][1240/1853] lr: 1.000e-03, eta: 3:27:24, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9437, loss_cls: 0.5252, loss: 0.5252, grad_norm: 5.0530 2021-05-06 10:48:31,998 - mmaction - INFO - Epoch [39][1260/1853] lr: 1.000e-03, eta: 3:27:12, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9320, loss_cls: 0.5793, loss: 0.5793, grad_norm: 4.8375 2021-05-06 10:48:43,236 - mmaction - INFO - Epoch [39][1280/1853] lr: 1.000e-03, eta: 3:27:00, time: 0.563, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9500, loss_cls: 0.5351, loss: 0.5351, grad_norm: 5.1318 2021-05-06 10:48:54,455 - mmaction - INFO - Epoch [39][1300/1853] lr: 1.000e-03, eta: 3:26:48, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9453, loss_cls: 0.5106, loss: 0.5106, grad_norm: 4.6978 2021-05-06 10:49:05,674 - mmaction - INFO - Epoch [39][1320/1853] lr: 1.000e-03, eta: 3:26:36, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9313, loss_cls: 0.5515, loss: 0.5515, grad_norm: 5.0863 2021-05-06 10:49:16,871 - mmaction - INFO - Epoch [39][1340/1853] lr: 1.000e-03, eta: 3:26:24, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9383, loss_cls: 0.5656, loss: 0.5656, grad_norm: 5.1385 2021-05-06 10:49:28,085 - mmaction - INFO - Epoch [39][1360/1853] lr: 1.000e-03, eta: 3:26:12, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9461, loss_cls: 0.5271, loss: 0.5271, grad_norm: 4.9992 2021-05-06 10:49:39,258 - mmaction - INFO - Epoch [39][1380/1853] lr: 1.000e-03, eta: 3:26:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9484, loss_cls: 0.5187, loss: 0.5187, grad_norm: 4.5392 2021-05-06 10:49:50,448 - mmaction - INFO - Epoch [39][1400/1853] lr: 1.000e-03, eta: 3:25:48, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9453, loss_cls: 0.5055, loss: 0.5055, grad_norm: 4.7023 2021-05-06 10:50:01,654 - mmaction - INFO - Epoch [39][1420/1853] lr: 1.000e-03, eta: 3:25:36, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9383, loss_cls: 0.5327, loss: 0.5327, grad_norm: 4.7128 2021-05-06 10:50:12,838 - mmaction - INFO - Epoch [39][1440/1853] lr: 1.000e-03, eta: 3:25:24, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9375, loss_cls: 0.5450, loss: 0.5450, grad_norm: 4.7302 2021-05-06 10:50:24,065 - mmaction - INFO - Epoch [39][1460/1853] lr: 1.000e-03, eta: 3:25:12, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9398, loss_cls: 0.5555, loss: 0.5555, grad_norm: 4.9660 2021-05-06 10:50:35,249 - mmaction - INFO - Epoch [39][1480/1853] lr: 1.000e-03, eta: 3:25:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9430, loss_cls: 0.5116, loss: 0.5116, grad_norm: 4.7066 2021-05-06 10:50:46,452 - mmaction - INFO - Epoch [39][1500/1853] lr: 1.000e-03, eta: 3:24:48, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9367, loss_cls: 0.5383, loss: 0.5383, grad_norm: 4.6628 2021-05-06 10:50:57,628 - mmaction - INFO - Epoch [39][1520/1853] lr: 1.000e-03, eta: 3:24:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9398, loss_cls: 0.5626, loss: 0.5626, grad_norm: 5.4145 2021-05-06 10:51:08,815 - mmaction - INFO - Epoch [39][1540/1853] lr: 1.000e-03, eta: 3:24:24, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9414, loss_cls: 0.5247, loss: 0.5247, grad_norm: 4.9182 2021-05-06 10:51:20,006 - mmaction - INFO - Epoch [39][1560/1853] lr: 1.000e-03, eta: 3:24:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9414, loss_cls: 0.5435, loss: 0.5435, grad_norm: 4.9333 2021-05-06 10:51:31,187 - mmaction - INFO - Epoch [39][1580/1853] lr: 1.000e-03, eta: 3:24:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9414, loss_cls: 0.5003, loss: 0.5003, grad_norm: 4.9195 2021-05-06 10:51:42,432 - mmaction - INFO - Epoch [39][1600/1853] lr: 1.000e-03, eta: 3:23:48, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9430, loss_cls: 0.5119, loss: 0.5119, grad_norm: 4.7331 2021-05-06 10:51:53,643 - mmaction - INFO - Epoch [39][1620/1853] lr: 1.000e-03, eta: 3:23:36, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9391, loss_cls: 0.5128, loss: 0.5128, grad_norm: 4.7840 2021-05-06 10:52:04,901 - mmaction - INFO - Epoch [39][1640/1853] lr: 1.000e-03, eta: 3:23:24, time: 0.564, data_time: 0.002, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9336, loss_cls: 0.5542, loss: 0.5542, grad_norm: 4.7583 2021-05-06 10:52:16,076 - mmaction - INFO - Epoch [39][1660/1853] lr: 1.000e-03, eta: 3:23:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9414, loss_cls: 0.5053, loss: 0.5053, grad_norm: 4.6073 2021-05-06 10:52:27,248 - mmaction - INFO - Epoch [39][1680/1853] lr: 1.000e-03, eta: 3:23:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9445, loss_cls: 0.5222, loss: 0.5222, grad_norm: 4.6881 2021-05-06 10:52:38,447 - mmaction - INFO - Epoch [39][1700/1853] lr: 1.000e-03, eta: 3:22:48, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9414, loss_cls: 0.5623, loss: 0.5623, grad_norm: 5.0512 2021-05-06 10:52:49,595 - mmaction - INFO - Epoch [39][1720/1853] lr: 1.000e-03, eta: 3:22:35, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9547, loss_cls: 0.5080, loss: 0.5080, grad_norm: 4.7986 2021-05-06 10:53:00,806 - mmaction - INFO - Epoch [39][1740/1853] lr: 1.000e-03, eta: 3:22:23, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9414, loss_cls: 0.5261, loss: 0.5261, grad_norm: 4.5712 2021-05-06 10:53:12,001 - mmaction - INFO - Epoch [39][1760/1853] lr: 1.000e-03, eta: 3:22:11, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9453, loss_cls: 0.5276, loss: 0.5276, grad_norm: 5.1207 2021-05-06 10:53:23,195 - mmaction - INFO - Epoch [39][1780/1853] lr: 1.000e-03, eta: 3:21:59, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9445, loss_cls: 0.5308, loss: 0.5308, grad_norm: 4.6686 2021-05-06 10:53:34,428 - mmaction - INFO - Epoch [39][1800/1853] lr: 1.000e-03, eta: 3:21:47, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9313, loss_cls: 0.5850, loss: 0.5850, grad_norm: 5.3369 2021-05-06 10:53:45,612 - mmaction - INFO - Epoch [39][1820/1853] lr: 1.000e-03, eta: 3:21:35, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9445, loss_cls: 0.5293, loss: 0.5293, grad_norm: 4.9054 2021-05-06 10:53:56,803 - mmaction - INFO - Epoch [39][1840/1853] lr: 1.000e-03, eta: 3:21:23, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9437, loss_cls: 0.4795, loss: 0.4795, grad_norm: 4.8420 2021-05-06 10:54:05,118 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-05-06 10:55:36,923 - mmaction - INFO - Epoch [40][20/1853] lr: 1.000e-03, eta: 3:21:24, time: 4.554, data_time: 3.992, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9383, loss_cls: 0.5517, loss: 0.5517, grad_norm: 5.3319 2021-05-06 10:55:48,097 - mmaction - INFO - Epoch [40][40/1853] lr: 1.000e-03, eta: 3:21:12, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9414, loss_cls: 0.5530, loss: 0.5530, grad_norm: 4.9909 2021-05-06 10:55:59,280 - mmaction - INFO - Epoch [40][60/1853] lr: 1.000e-03, eta: 3:21:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9461, loss_cls: 0.5639, loss: 0.5639, grad_norm: 5.0212 2021-05-06 10:56:10,420 - mmaction - INFO - Epoch [40][80/1853] lr: 1.000e-03, eta: 3:20:48, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9352, loss_cls: 0.5419, loss: 0.5419, grad_norm: 4.8403 2021-05-06 10:56:21,626 - mmaction - INFO - Epoch [40][100/1853] lr: 1.000e-03, eta: 3:20:36, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9406, loss_cls: 0.5101, loss: 0.5101, grad_norm: 4.8562 2021-05-06 10:56:32,773 - mmaction - INFO - Epoch [40][120/1853] lr: 1.000e-03, eta: 3:20:24, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9430, loss_cls: 0.5054, loss: 0.5054, grad_norm: 4.4751 2021-05-06 10:56:43,941 - mmaction - INFO - Epoch [40][140/1853] lr: 1.000e-03, eta: 3:20:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9430, loss_cls: 0.5588, loss: 0.5588, grad_norm: 5.3200 2021-05-06 10:56:55,135 - mmaction - INFO - Epoch [40][160/1853] lr: 1.000e-03, eta: 3:19:59, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9359, loss_cls: 0.5697, loss: 0.5697, grad_norm: 5.0440 2021-05-06 10:57:06,309 - mmaction - INFO - Epoch [40][180/1853] lr: 1.000e-03, eta: 3:19:47, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9406, loss_cls: 0.5278, loss: 0.5278, grad_norm: 4.8619 2021-05-06 10:57:17,512 - mmaction - INFO - Epoch [40][200/1853] lr: 1.000e-03, eta: 3:19:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9422, loss_cls: 0.5206, loss: 0.5206, grad_norm: 4.7356 2021-05-06 10:57:28,699 - mmaction - INFO - Epoch [40][220/1853] lr: 1.000e-03, eta: 3:19:23, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9469, loss_cls: 0.5078, loss: 0.5078, grad_norm: 5.2347 2021-05-06 10:57:39,866 - mmaction - INFO - Epoch [40][240/1853] lr: 1.000e-03, eta: 3:19:11, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9320, loss_cls: 0.5581, loss: 0.5581, grad_norm: 4.8459 2021-05-06 10:57:51,040 - mmaction - INFO - Epoch [40][260/1853] lr: 1.000e-03, eta: 3:18:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9461, loss_cls: 0.5002, loss: 0.5002, grad_norm: 4.5248 2021-05-06 10:58:02,226 - mmaction - INFO - Epoch [40][280/1853] lr: 1.000e-03, eta: 3:18:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9484, loss_cls: 0.4889, loss: 0.4889, grad_norm: 4.7277 2021-05-06 10:58:13,409 - mmaction - INFO - Epoch [40][300/1853] lr: 1.000e-03, eta: 3:18:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9297, loss_cls: 0.5740, loss: 0.5740, grad_norm: 5.3254 2021-05-06 10:58:24,605 - mmaction - INFO - Epoch [40][320/1853] lr: 1.000e-03, eta: 3:18:23, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9297, loss_cls: 0.5796, loss: 0.5796, grad_norm: 4.9904 2021-05-06 10:58:35,789 - mmaction - INFO - Epoch [40][340/1853] lr: 1.000e-03, eta: 3:18:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9453, loss_cls: 0.5017, loss: 0.5017, grad_norm: 4.5627 2021-05-06 10:58:47,000 - mmaction - INFO - Epoch [40][360/1853] lr: 1.000e-03, eta: 3:17:59, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9398, loss_cls: 0.5261, loss: 0.5261, grad_norm: 5.0011 2021-05-06 10:58:58,223 - mmaction - INFO - Epoch [40][380/1853] lr: 1.000e-03, eta: 3:17:47, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9344, loss_cls: 0.5410, loss: 0.5410, grad_norm: 4.8515 2021-05-06 10:59:09,390 - mmaction - INFO - Epoch [40][400/1853] lr: 1.000e-03, eta: 3:17:35, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9437, loss_cls: 0.5633, loss: 0.5633, grad_norm: 5.6292 2021-05-06 10:59:20,592 - mmaction - INFO - Epoch [40][420/1853] lr: 1.000e-03, eta: 3:17:23, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9352, loss_cls: 0.5691, loss: 0.5691, grad_norm: 5.2961 2021-05-06 10:59:31,779 - mmaction - INFO - Epoch [40][440/1853] lr: 1.000e-03, eta: 3:17:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9414, loss_cls: 0.5290, loss: 0.5290, grad_norm: 4.7987 2021-05-06 10:59:43,017 - mmaction - INFO - Epoch [40][460/1853] lr: 1.000e-03, eta: 3:16:59, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9437, loss_cls: 0.5299, loss: 0.5299, grad_norm: 4.8663 2021-05-06 10:59:54,243 - mmaction - INFO - Epoch [40][480/1853] lr: 1.000e-03, eta: 3:16:47, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9398, loss_cls: 0.5388, loss: 0.5388, grad_norm: 4.9815 2021-05-06 11:00:05,418 - mmaction - INFO - Epoch [40][500/1853] lr: 1.000e-03, eta: 3:16:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9469, loss_cls: 0.5461, loss: 0.5461, grad_norm: 5.0966 2021-05-06 11:00:16,617 - mmaction - INFO - Epoch [40][520/1853] lr: 1.000e-03, eta: 3:16:22, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9484, loss_cls: 0.5037, loss: 0.5037, grad_norm: 4.8375 2021-05-06 11:00:27,845 - mmaction - INFO - Epoch [40][540/1853] lr: 1.000e-03, eta: 3:16:10, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9430, loss_cls: 0.5162, loss: 0.5162, grad_norm: 4.7238 2021-05-06 11:00:39,037 - mmaction - INFO - Epoch [40][560/1853] lr: 1.000e-03, eta: 3:15:58, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8234, top5_acc: 0.9453, loss_cls: 0.5752, loss: 0.5752, grad_norm: 5.2780 2021-05-06 11:00:50,234 - mmaction - INFO - Epoch [40][580/1853] lr: 1.000e-03, eta: 3:15:46, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9445, loss_cls: 0.5147, loss: 0.5147, grad_norm: 4.5102 2021-05-06 11:01:01,422 - mmaction - INFO - Epoch [40][600/1853] lr: 1.000e-03, eta: 3:15:34, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8273, top5_acc: 0.9422, loss_cls: 0.5523, loss: 0.5523, grad_norm: 5.0770 2021-05-06 11:01:12,592 - mmaction - INFO - Epoch [40][620/1853] lr: 1.000e-03, eta: 3:15:22, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9359, loss_cls: 0.5318, loss: 0.5318, grad_norm: 4.6531 2021-05-06 11:01:23,758 - mmaction - INFO - Epoch [40][640/1853] lr: 1.000e-03, eta: 3:15:10, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9437, loss_cls: 0.4976, loss: 0.4976, grad_norm: 4.7865 2021-05-06 11:01:34,951 - mmaction - INFO - Epoch [40][660/1853] lr: 1.000e-03, eta: 3:14:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8711, top5_acc: 0.9422, loss_cls: 0.4778, loss: 0.4778, grad_norm: 4.9892 2021-05-06 11:01:46,181 - mmaction - INFO - Epoch [40][680/1853] lr: 1.000e-03, eta: 3:14:46, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9336, loss_cls: 0.5746, loss: 0.5746, grad_norm: 5.5749 2021-05-06 11:01:57,361 - mmaction - INFO - Epoch [40][700/1853] lr: 1.000e-03, eta: 3:14:34, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8711, top5_acc: 0.9563, loss_cls: 0.4347, loss: 0.4347, grad_norm: 4.2419 2021-05-06 11:02:08,561 - mmaction - INFO - Epoch [40][720/1853] lr: 1.000e-03, eta: 3:14:22, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9367, loss_cls: 0.5614, loss: 0.5614, grad_norm: 5.0182 2021-05-06 11:02:19,775 - mmaction - INFO - Epoch [40][740/1853] lr: 1.000e-03, eta: 3:14:10, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9375, loss_cls: 0.5436, loss: 0.5436, grad_norm: 5.0261 2021-05-06 11:02:31,192 - mmaction - INFO - Epoch [40][760/1853] lr: 1.000e-03, eta: 3:13:58, time: 0.571, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9484, loss_cls: 0.5117, loss: 0.5117, grad_norm: 4.7316 2021-05-06 11:02:42,405 - mmaction - INFO - Epoch [40][780/1853] lr: 1.000e-03, eta: 3:13:46, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9500, loss_cls: 0.5252, loss: 0.5252, grad_norm: 5.2397 2021-05-06 11:02:53,585 - mmaction - INFO - Epoch [40][800/1853] lr: 1.000e-03, eta: 3:13:34, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9391, loss_cls: 0.5584, loss: 0.5584, grad_norm: 5.0379 2021-05-06 11:03:04,757 - mmaction - INFO - Epoch [40][820/1853] lr: 1.000e-03, eta: 3:13:22, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9406, loss_cls: 0.5551, loss: 0.5551, grad_norm: 5.1753 2021-05-06 11:03:15,941 - mmaction - INFO - Epoch [40][840/1853] lr: 1.000e-03, eta: 3:13:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8617, top5_acc: 0.9594, loss_cls: 0.4514, loss: 0.4514, grad_norm: 4.9266 2021-05-06 11:03:27,100 - mmaction - INFO - Epoch [40][860/1853] lr: 1.000e-03, eta: 3:12:58, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9250, loss_cls: 0.5568, loss: 0.5568, grad_norm: 4.9413 2021-05-06 11:03:38,307 - mmaction - INFO - Epoch [40][880/1853] lr: 1.000e-03, eta: 3:12:46, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9430, loss_cls: 0.5401, loss: 0.5401, grad_norm: 5.1692 2021-05-06 11:03:49,520 - mmaction - INFO - Epoch [40][900/1853] lr: 1.000e-03, eta: 3:12:34, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9359, loss_cls: 0.5535, loss: 0.5535, grad_norm: 4.9559 2021-05-06 11:04:00,708 - mmaction - INFO - Epoch [40][920/1853] lr: 1.000e-03, eta: 3:12:22, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9273, loss_cls: 0.5692, loss: 0.5692, grad_norm: 4.8386 2021-05-06 11:04:11,901 - mmaction - INFO - Epoch [40][940/1853] lr: 1.000e-03, eta: 3:12:10, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9359, loss_cls: 0.4984, loss: 0.4984, grad_norm: 4.8163 2021-05-06 11:04:23,103 - mmaction - INFO - Epoch [40][960/1853] lr: 1.000e-03, eta: 3:11:58, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9375, loss_cls: 0.5714, loss: 0.5714, grad_norm: 5.2890 2021-05-06 11:04:34,336 - mmaction - INFO - Epoch [40][980/1853] lr: 1.000e-03, eta: 3:11:46, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9383, loss_cls: 0.5045, loss: 0.5045, grad_norm: 4.5032 2021-05-06 11:04:45,535 - mmaction - INFO - Epoch [40][1000/1853] lr: 1.000e-03, eta: 3:11:34, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9383, loss_cls: 0.5539, loss: 0.5539, grad_norm: 5.2680 2021-05-06 11:04:56,738 - mmaction - INFO - Epoch [40][1020/1853] lr: 1.000e-03, eta: 3:11:22, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9211, loss_cls: 0.5795, loss: 0.5795, grad_norm: 5.0218 2021-05-06 11:05:07,900 - mmaction - INFO - Epoch [40][1040/1853] lr: 1.000e-03, eta: 3:11:09, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9328, loss_cls: 0.5075, loss: 0.5075, grad_norm: 4.2459 2021-05-06 11:05:19,064 - mmaction - INFO - Epoch [40][1060/1853] lr: 1.000e-03, eta: 3:10:57, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9398, loss_cls: 0.5343, loss: 0.5343, grad_norm: 4.7516 2021-05-06 11:05:30,255 - mmaction - INFO - Epoch [40][1080/1853] lr: 1.000e-03, eta: 3:10:45, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9391, loss_cls: 0.5195, loss: 0.5195, grad_norm: 4.9810 2021-05-06 11:05:41,442 - mmaction - INFO - Epoch [40][1100/1853] lr: 1.000e-03, eta: 3:10:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9359, loss_cls: 0.5505, loss: 0.5505, grad_norm: 5.1130 2021-05-06 11:05:52,644 - mmaction - INFO - Epoch [40][1120/1853] lr: 1.000e-03, eta: 3:10:21, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9406, loss_cls: 0.5052, loss: 0.5052, grad_norm: 4.7001 2021-05-06 11:06:03,820 - mmaction - INFO - Epoch [40][1140/1853] lr: 1.000e-03, eta: 3:10:09, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9445, loss_cls: 0.5314, loss: 0.5314, grad_norm: 5.2316 2021-05-06 11:06:15,007 - mmaction - INFO - Epoch [40][1160/1853] lr: 1.000e-03, eta: 3:09:57, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9516, loss_cls: 0.4967, loss: 0.4967, grad_norm: 4.7488 2021-05-06 11:06:26,193 - mmaction - INFO - Epoch [40][1180/1853] lr: 1.000e-03, eta: 3:09:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8242, top5_acc: 0.9328, loss_cls: 0.5711, loss: 0.5711, grad_norm: 5.1695 2021-05-06 11:06:37,387 - mmaction - INFO - Epoch [40][1200/1853] lr: 1.000e-03, eta: 3:09:33, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9422, loss_cls: 0.5065, loss: 0.5065, grad_norm: 4.9090 2021-05-06 11:06:48,583 - mmaction - INFO - Epoch [40][1220/1853] lr: 1.000e-03, eta: 3:09:21, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9422, loss_cls: 0.5464, loss: 0.5464, grad_norm: 4.9876 2021-05-06 11:06:59,806 - mmaction - INFO - Epoch [40][1240/1853] lr: 1.000e-03, eta: 3:09:09, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9328, loss_cls: 0.5462, loss: 0.5462, grad_norm: 5.2072 2021-05-06 11:07:10,991 - mmaction - INFO - Epoch [40][1260/1853] lr: 1.000e-03, eta: 3:08:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9398, loss_cls: 0.5309, loss: 0.5309, grad_norm: 4.7141 2021-05-06 11:07:22,219 - mmaction - INFO - Epoch [40][1280/1853] lr: 1.000e-03, eta: 3:08:45, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9398, loss_cls: 0.5585, loss: 0.5585, grad_norm: 4.3197 2021-05-06 11:07:33,382 - mmaction - INFO - Epoch [40][1300/1853] lr: 1.000e-03, eta: 3:08:33, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9336, loss_cls: 0.5821, loss: 0.5821, grad_norm: 5.3518 2021-05-06 11:07:44,609 - mmaction - INFO - Epoch [40][1320/1853] lr: 1.000e-03, eta: 3:08:21, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9430, loss_cls: 0.4985, loss: 0.4985, grad_norm: 4.8632 2021-05-06 11:07:55,827 - mmaction - INFO - Epoch [40][1340/1853] lr: 1.000e-03, eta: 3:08:09, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9437, loss_cls: 0.5089, loss: 0.5089, grad_norm: 4.9712 2021-05-06 11:08:07,011 - mmaction - INFO - Epoch [40][1360/1853] lr: 1.000e-03, eta: 3:07:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9398, loss_cls: 0.5099, loss: 0.5099, grad_norm: 4.4639 2021-05-06 11:08:18,230 - mmaction - INFO - Epoch [40][1380/1853] lr: 1.000e-03, eta: 3:07:45, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9352, loss_cls: 0.5545, loss: 0.5545, grad_norm: 4.8223 2021-05-06 11:08:29,715 - mmaction - INFO - Epoch [40][1400/1853] lr: 1.000e-03, eta: 3:07:33, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9398, loss_cls: 0.5311, loss: 0.5311, grad_norm: 5.3691 2021-05-06 11:08:40,894 - mmaction - INFO - Epoch [40][1420/1853] lr: 1.000e-03, eta: 3:07:21, time: 0.574, data_time: 0.016, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9422, loss_cls: 0.5209, loss: 0.5209, grad_norm: 4.9607 2021-05-06 11:08:52,129 - mmaction - INFO - Epoch [40][1440/1853] lr: 1.000e-03, eta: 3:07:09, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9477, loss_cls: 0.5189, loss: 0.5189, grad_norm: 4.7686 2021-05-06 11:09:03,340 - mmaction - INFO - Epoch [40][1460/1853] lr: 1.000e-03, eta: 3:06:57, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9430, loss_cls: 0.5069, loss: 0.5069, grad_norm: 4.7213 2021-05-06 11:09:14,522 - mmaction - INFO - Epoch [40][1480/1853] lr: 1.000e-03, eta: 3:06:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9320, loss_cls: 0.5567, loss: 0.5567, grad_norm: 5.1319 2021-05-06 11:09:25,706 - mmaction - INFO - Epoch [40][1500/1853] lr: 1.000e-03, eta: 3:06:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9414, loss_cls: 0.5324, loss: 0.5324, grad_norm: 5.1654 2021-05-06 11:09:36,927 - mmaction - INFO - Epoch [40][1520/1853] lr: 1.000e-03, eta: 3:06:21, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9539, loss_cls: 0.5357, loss: 0.5357, grad_norm: 4.9550 2021-05-06 11:09:48,126 - mmaction - INFO - Epoch [40][1540/1853] lr: 1.000e-03, eta: 3:06:09, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9367, loss_cls: 0.5098, loss: 0.5098, grad_norm: 4.7550 2021-05-06 11:09:59,344 - mmaction - INFO - Epoch [40][1560/1853] lr: 1.000e-03, eta: 3:05:57, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9406, loss_cls: 0.5393, loss: 0.5393, grad_norm: 5.1075 2021-05-06 11:10:10,509 - mmaction - INFO - Epoch [40][1580/1853] lr: 1.000e-03, eta: 3:05:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9477, loss_cls: 0.4674, loss: 0.4674, grad_norm: 4.6399 2021-05-06 11:10:21,687 - mmaction - INFO - Epoch [40][1600/1853] lr: 1.000e-03, eta: 3:05:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9289, loss_cls: 0.5493, loss: 0.5493, grad_norm: 5.0240 2021-05-06 11:10:32,877 - mmaction - INFO - Epoch [40][1620/1853] lr: 1.000e-03, eta: 3:05:21, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9461, loss_cls: 0.5220, loss: 0.5220, grad_norm: 4.8868 2021-05-06 11:10:44,059 - mmaction - INFO - Epoch [40][1640/1853] lr: 1.000e-03, eta: 3:05:09, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9359, loss_cls: 0.5091, loss: 0.5091, grad_norm: 5.0281 2021-05-06 11:10:55,270 - mmaction - INFO - Epoch [40][1660/1853] lr: 1.000e-03, eta: 3:04:57, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9414, loss_cls: 0.5048, loss: 0.5048, grad_norm: 4.8545 2021-05-06 11:11:06,425 - mmaction - INFO - Epoch [40][1680/1853] lr: 1.000e-03, eta: 3:04:45, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9367, loss_cls: 0.5656, loss: 0.5656, grad_norm: 5.1375 2021-05-06 11:11:17,600 - mmaction - INFO - Epoch [40][1700/1853] lr: 1.000e-03, eta: 3:04:33, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9344, loss_cls: 0.5321, loss: 0.5321, grad_norm: 4.6628 2021-05-06 11:11:28,751 - mmaction - INFO - Epoch [40][1720/1853] lr: 1.000e-03, eta: 3:04:21, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9367, loss_cls: 0.5229, loss: 0.5229, grad_norm: 4.8036 2021-05-06 11:11:39,913 - mmaction - INFO - Epoch [40][1740/1853] lr: 1.000e-03, eta: 3:04:09, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8297, top5_acc: 0.9375, loss_cls: 0.5514, loss: 0.5514, grad_norm: 4.6760 2021-05-06 11:11:51,094 - mmaction - INFO - Epoch [40][1760/1853] lr: 1.000e-03, eta: 3:03:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9539, loss_cls: 0.4726, loss: 0.4726, grad_norm: 4.9571 2021-05-06 11:12:02,317 - mmaction - INFO - Epoch [40][1780/1853] lr: 1.000e-03, eta: 3:03:45, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9336, loss_cls: 0.5429, loss: 0.5429, grad_norm: 4.9899 2021-05-06 11:12:13,492 - mmaction - INFO - Epoch [40][1800/1853] lr: 1.000e-03, eta: 3:03:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9313, loss_cls: 0.5390, loss: 0.5390, grad_norm: 5.1039 2021-05-06 11:12:24,712 - mmaction - INFO - Epoch [40][1820/1853] lr: 1.000e-03, eta: 3:03:21, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9406, loss_cls: 0.4949, loss: 0.4949, grad_norm: 4.5813 2021-05-06 11:12:35,926 - mmaction - INFO - Epoch [40][1840/1853] lr: 1.000e-03, eta: 3:03:08, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9445, loss_cls: 0.5356, loss: 0.5356, grad_norm: 4.9382 2021-05-06 11:12:44,276 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-05-06 11:14:29,504 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 11:14:29,533 - mmaction - INFO - top1_acc 0.9629 top5_acc 0.9982 2021-05-06 11:14:29,534 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 11:14:29,542 - mmaction - INFO - mean_acc 0.9587 2021-05-06 11:14:30,201 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. 2021-05-06 11:14:30,201 - mmaction - INFO - Best top1_acc is 0.9629 at 40 epoch. 2021-05-06 11:14:30,204 - mmaction - INFO - Epoch(val) [40][1853] top1_acc: 0.9629, top5_acc: 0.9982, mean_class_accuracy: 0.9587 2021-05-06 11:15:51,158 - mmaction - INFO - Epoch [41][20/1853] lr: 1.000e-04, eta: 3:03:04, time: 4.047, data_time: 3.483, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9453, loss_cls: 0.5546, loss: 0.5546, grad_norm: 5.2313 2021-05-06 11:16:02,291 - mmaction - INFO - Epoch [41][40/1853] lr: 1.000e-04, eta: 3:02:52, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9422, loss_cls: 0.5061, loss: 0.5061, grad_norm: 4.9937 2021-05-06 11:16:13,428 - mmaction - INFO - Epoch [41][60/1853] lr: 1.000e-04, eta: 3:02:40, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9492, loss_cls: 0.5033, loss: 0.5033, grad_norm: 4.9754 2021-05-06 11:16:24,595 - mmaction - INFO - Epoch [41][80/1853] lr: 1.000e-04, eta: 3:02:28, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9406, loss_cls: 0.5455, loss: 0.5455, grad_norm: 4.8689 2021-05-06 11:16:35,776 - mmaction - INFO - Epoch [41][100/1853] lr: 1.000e-04, eta: 3:02:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8617, top5_acc: 0.9477, loss_cls: 0.5026, loss: 0.5026, grad_norm: 4.6375 2021-05-06 11:16:46,904 - mmaction - INFO - Epoch [41][120/1853] lr: 1.000e-04, eta: 3:02:04, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8672, top5_acc: 0.9477, loss_cls: 0.4596, loss: 0.4596, grad_norm: 4.8270 2021-05-06 11:16:58,099 - mmaction - INFO - Epoch [41][140/1853] lr: 1.000e-04, eta: 3:01:52, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9336, loss_cls: 0.5181, loss: 0.5181, grad_norm: 4.7941 2021-05-06 11:17:09,257 - mmaction - INFO - Epoch [41][160/1853] lr: 1.000e-04, eta: 3:01:40, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9469, loss_cls: 0.5218, loss: 0.5218, grad_norm: 5.0601 2021-05-06 11:17:20,462 - mmaction - INFO - Epoch [41][180/1853] lr: 1.000e-04, eta: 3:01:28, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9500, loss_cls: 0.5480, loss: 0.5480, grad_norm: 5.1864 2021-05-06 11:17:31,637 - mmaction - INFO - Epoch [41][200/1853] lr: 1.000e-04, eta: 3:01:16, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9398, loss_cls: 0.5324, loss: 0.5324, grad_norm: 4.8145 2021-05-06 11:17:42,809 - mmaction - INFO - Epoch [41][220/1853] lr: 1.000e-04, eta: 3:01:04, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9437, loss_cls: 0.5151, loss: 0.5151, grad_norm: 4.7770 2021-05-06 11:17:53,972 - mmaction - INFO - Epoch [41][240/1853] lr: 1.000e-04, eta: 3:00:52, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9469, loss_cls: 0.4973, loss: 0.4973, grad_norm: 4.9174 2021-05-06 11:18:05,154 - mmaction - INFO - Epoch [41][260/1853] lr: 1.000e-04, eta: 3:00:40, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9406, loss_cls: 0.5233, loss: 0.5233, grad_norm: 4.7802 2021-05-06 11:18:16,356 - mmaction - INFO - Epoch [41][280/1853] lr: 1.000e-04, eta: 3:00:28, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9492, loss_cls: 0.4654, loss: 0.4654, grad_norm: 4.5685 2021-05-06 11:18:27,537 - mmaction - INFO - Epoch [41][300/1853] lr: 1.000e-04, eta: 3:00:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9352, loss_cls: 0.5576, loss: 0.5576, grad_norm: 5.2248 2021-05-06 11:18:38,733 - mmaction - INFO - Epoch [41][320/1853] lr: 1.000e-04, eta: 3:00:04, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8594, top5_acc: 0.9500, loss_cls: 0.4584, loss: 0.4584, grad_norm: 4.9014 2021-05-06 11:18:49,932 - mmaction - INFO - Epoch [41][340/1853] lr: 1.000e-04, eta: 2:59:52, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9375, loss_cls: 0.5406, loss: 0.5406, grad_norm: 4.8056 2021-05-06 11:19:01,158 - mmaction - INFO - Epoch [41][360/1853] lr: 1.000e-04, eta: 2:59:40, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9453, loss_cls: 0.4991, loss: 0.4991, grad_norm: 4.9220 2021-05-06 11:19:12,330 - mmaction - INFO - Epoch [41][380/1853] lr: 1.000e-04, eta: 2:59:28, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9484, loss_cls: 0.4898, loss: 0.4898, grad_norm: 4.5547 2021-05-06 11:19:23,521 - mmaction - INFO - Epoch [41][400/1853] lr: 1.000e-04, eta: 2:59:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9391, loss_cls: 0.5331, loss: 0.5331, grad_norm: 4.9840 2021-05-06 11:19:34,694 - mmaction - INFO - Epoch [41][420/1853] lr: 1.000e-04, eta: 2:59:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9406, loss_cls: 0.5069, loss: 0.5069, grad_norm: 5.0318 2021-05-06 11:19:45,873 - mmaction - INFO - Epoch [41][440/1853] lr: 1.000e-04, eta: 2:58:51, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9445, loss_cls: 0.5296, loss: 0.5296, grad_norm: 5.1572 2021-05-06 11:19:57,063 - mmaction - INFO - Epoch [41][460/1853] lr: 1.000e-04, eta: 2:58:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8719, top5_acc: 0.9430, loss_cls: 0.4533, loss: 0.4533, grad_norm: 4.3512 2021-05-06 11:20:08,245 - mmaction - INFO - Epoch [41][480/1853] lr: 1.000e-04, eta: 2:58:27, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9477, loss_cls: 0.5339, loss: 0.5339, grad_norm: 5.1970 2021-05-06 11:20:19,446 - mmaction - INFO - Epoch [41][500/1853] lr: 1.000e-04, eta: 2:58:15, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9406, loss_cls: 0.5356, loss: 0.5356, grad_norm: 4.7403 2021-05-06 11:20:30,621 - mmaction - INFO - Epoch [41][520/1853] lr: 1.000e-04, eta: 2:58:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9484, loss_cls: 0.5184, loss: 0.5184, grad_norm: 5.0008 2021-05-06 11:20:41,822 - mmaction - INFO - Epoch [41][540/1853] lr: 1.000e-04, eta: 2:57:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9313, loss_cls: 0.5527, loss: 0.5527, grad_norm: 4.9665 2021-05-06 11:20:52,991 - mmaction - INFO - Epoch [41][560/1853] lr: 1.000e-04, eta: 2:57:39, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9453, loss_cls: 0.4872, loss: 0.4872, grad_norm: 4.9749 2021-05-06 11:21:04,189 - mmaction - INFO - Epoch [41][580/1853] lr: 1.000e-04, eta: 2:57:27, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9500, loss_cls: 0.5121, loss: 0.5121, grad_norm: 5.1808 2021-05-06 11:21:15,357 - mmaction - INFO - Epoch [41][600/1853] lr: 1.000e-04, eta: 2:57:15, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9461, loss_cls: 0.5140, loss: 0.5140, grad_norm: 4.8056 2021-05-06 11:21:26,534 - mmaction - INFO - Epoch [41][620/1853] lr: 1.000e-04, eta: 2:57:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9539, loss_cls: 0.4860, loss: 0.4860, grad_norm: 4.7322 2021-05-06 11:21:37,736 - mmaction - INFO - Epoch [41][640/1853] lr: 1.000e-04, eta: 2:56:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9445, loss_cls: 0.5147, loss: 0.5147, grad_norm: 5.1924 2021-05-06 11:21:48,937 - mmaction - INFO - Epoch [41][660/1853] lr: 1.000e-04, eta: 2:56:39, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9484, loss_cls: 0.5093, loss: 0.5093, grad_norm: 4.8724 2021-05-06 11:22:00,117 - mmaction - INFO - Epoch [41][680/1853] lr: 1.000e-04, eta: 2:56:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9477, loss_cls: 0.4794, loss: 0.4794, grad_norm: 4.7514 2021-05-06 11:22:11,305 - mmaction - INFO - Epoch [41][700/1853] lr: 1.000e-04, eta: 2:56:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9320, loss_cls: 0.5558, loss: 0.5558, grad_norm: 4.9876 2021-05-06 11:22:22,519 - mmaction - INFO - Epoch [41][720/1853] lr: 1.000e-04, eta: 2:56:03, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9406, loss_cls: 0.4867, loss: 0.4867, grad_norm: 4.8081 2021-05-06 11:22:33,749 - mmaction - INFO - Epoch [41][740/1853] lr: 1.000e-04, eta: 2:55:51, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9430, loss_cls: 0.5248, loss: 0.5248, grad_norm: 4.9578 2021-05-06 11:22:44,982 - mmaction - INFO - Epoch [41][760/1853] lr: 1.000e-04, eta: 2:55:39, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9398, loss_cls: 0.4871, loss: 0.4871, grad_norm: 4.6221 2021-05-06 11:22:56,169 - mmaction - INFO - Epoch [41][780/1853] lr: 1.000e-04, eta: 2:55:27, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9352, loss_cls: 0.5342, loss: 0.5342, grad_norm: 5.1072 2021-05-06 11:23:07,380 - mmaction - INFO - Epoch [41][800/1853] lr: 1.000e-04, eta: 2:55:15, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9508, loss_cls: 0.4766, loss: 0.4766, grad_norm: 4.8220 2021-05-06 11:23:18,566 - mmaction - INFO - Epoch [41][820/1853] lr: 1.000e-04, eta: 2:55:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9469, loss_cls: 0.4990, loss: 0.4990, grad_norm: 4.9472 2021-05-06 11:23:29,742 - mmaction - INFO - Epoch [41][840/1853] lr: 1.000e-04, eta: 2:54:51, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9352, loss_cls: 0.5388, loss: 0.5388, grad_norm: 4.7384 2021-05-06 11:23:40,998 - mmaction - INFO - Epoch [41][860/1853] lr: 1.000e-04, eta: 2:54:39, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9297, loss_cls: 0.5295, loss: 0.5295, grad_norm: 4.8007 2021-05-06 11:23:52,194 - mmaction - INFO - Epoch [41][880/1853] lr: 1.000e-04, eta: 2:54:27, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9445, loss_cls: 0.5345, loss: 0.5345, grad_norm: 4.6940 2021-05-06 11:24:03,401 - mmaction - INFO - Epoch [41][900/1853] lr: 1.000e-04, eta: 2:54:15, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9367, loss_cls: 0.5359, loss: 0.5359, grad_norm: 4.9692 2021-05-06 11:24:14,604 - mmaction - INFO - Epoch [41][920/1853] lr: 1.000e-04, eta: 2:54:03, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9453, loss_cls: 0.4760, loss: 0.4760, grad_norm: 4.4755 2021-05-06 11:24:25,778 - mmaction - INFO - Epoch [41][940/1853] lr: 1.000e-04, eta: 2:53:51, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9484, loss_cls: 0.4895, loss: 0.4895, grad_norm: 4.7360 2021-05-06 11:24:36,973 - mmaction - INFO - Epoch [41][960/1853] lr: 1.000e-04, eta: 2:53:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9445, loss_cls: 0.5107, loss: 0.5107, grad_norm: 4.5709 2021-05-06 11:24:48,169 - mmaction - INFO - Epoch [41][980/1853] lr: 1.000e-04, eta: 2:53:27, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9516, loss_cls: 0.4882, loss: 0.4882, grad_norm: 5.0763 2021-05-06 11:24:59,368 - mmaction - INFO - Epoch [41][1000/1853] lr: 1.000e-04, eta: 2:53:15, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9430, loss_cls: 0.4950, loss: 0.4950, grad_norm: 4.7100 2021-05-06 11:25:10,575 - mmaction - INFO - Epoch [41][1020/1853] lr: 1.000e-04, eta: 2:53:03, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8250, top5_acc: 0.9383, loss_cls: 0.5444, loss: 0.5444, grad_norm: 5.2824 2021-05-06 11:25:21,783 - mmaction - INFO - Epoch [41][1040/1853] lr: 1.000e-04, eta: 2:52:51, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9367, loss_cls: 0.5240, loss: 0.5240, grad_norm: 4.9936 2021-05-06 11:25:32,958 - mmaction - INFO - Epoch [41][1060/1853] lr: 1.000e-04, eta: 2:52:39, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9406, loss_cls: 0.5159, loss: 0.5159, grad_norm: 4.9929 2021-05-06 11:25:44,228 - mmaction - INFO - Epoch [41][1080/1853] lr: 1.000e-04, eta: 2:52:27, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9430, loss_cls: 0.5509, loss: 0.5509, grad_norm: 5.1496 2021-05-06 11:25:55,419 - mmaction - INFO - Epoch [41][1100/1853] lr: 1.000e-04, eta: 2:52:15, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9391, loss_cls: 0.5111, loss: 0.5111, grad_norm: 4.4836 2021-05-06 11:26:06,613 - mmaction - INFO - Epoch [41][1120/1853] lr: 1.000e-04, eta: 2:52:03, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9453, loss_cls: 0.4924, loss: 0.4924, grad_norm: 4.9239 2021-05-06 11:26:17,808 - mmaction - INFO - Epoch [41][1140/1853] lr: 1.000e-04, eta: 2:51:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9477, loss_cls: 0.4940, loss: 0.4940, grad_norm: 4.6213 2021-05-06 11:26:29,016 - mmaction - INFO - Epoch [41][1160/1853] lr: 1.000e-04, eta: 2:51:39, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9422, loss_cls: 0.4835, loss: 0.4835, grad_norm: 4.8912 2021-05-06 11:26:40,222 - mmaction - INFO - Epoch [41][1180/1853] lr: 1.000e-04, eta: 2:51:27, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9461, loss_cls: 0.5350, loss: 0.5350, grad_norm: 5.1131 2021-05-06 11:26:51,440 - mmaction - INFO - Epoch [41][1200/1853] lr: 1.000e-04, eta: 2:51:15, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9437, loss_cls: 0.5040, loss: 0.5040, grad_norm: 5.1024 2021-05-06 11:27:02,647 - mmaction - INFO - Epoch [41][1220/1853] lr: 1.000e-04, eta: 2:51:03, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9437, loss_cls: 0.5006, loss: 0.5006, grad_norm: 4.6169 2021-05-06 11:27:13,851 - mmaction - INFO - Epoch [41][1240/1853] lr: 1.000e-04, eta: 2:50:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9453, loss_cls: 0.5294, loss: 0.5294, grad_norm: 5.3163 2021-05-06 11:27:25,052 - mmaction - INFO - Epoch [41][1260/1853] lr: 1.000e-04, eta: 2:50:39, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9414, loss_cls: 0.5228, loss: 0.5228, grad_norm: 4.9511 2021-05-06 11:27:36,249 - mmaction - INFO - Epoch [41][1280/1853] lr: 1.000e-04, eta: 2:50:27, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9492, loss_cls: 0.4786, loss: 0.4786, grad_norm: 4.5735 2021-05-06 11:27:47,468 - mmaction - INFO - Epoch [41][1300/1853] lr: 1.000e-04, eta: 2:50:15, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9406, loss_cls: 0.5295, loss: 0.5295, grad_norm: 4.9658 2021-05-06 11:27:58,652 - mmaction - INFO - Epoch [41][1320/1853] lr: 1.000e-04, eta: 2:50:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9484, loss_cls: 0.5153, loss: 0.5153, grad_norm: 5.2160 2021-05-06 11:28:09,831 - mmaction - INFO - Epoch [41][1340/1853] lr: 1.000e-04, eta: 2:49:51, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9430, loss_cls: 0.4924, loss: 0.4924, grad_norm: 4.8374 2021-05-06 11:28:21,043 - mmaction - INFO - Epoch [41][1360/1853] lr: 1.000e-04, eta: 2:49:39, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9453, loss_cls: 0.4975, loss: 0.4975, grad_norm: 4.8027 2021-05-06 11:28:32,236 - mmaction - INFO - Epoch [41][1380/1853] lr: 1.000e-04, eta: 2:49:27, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9391, loss_cls: 0.4886, loss: 0.4886, grad_norm: 4.3357 2021-05-06 11:28:43,410 - mmaction - INFO - Epoch [41][1400/1853] lr: 1.000e-04, eta: 2:49:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9508, loss_cls: 0.5105, loss: 0.5105, grad_norm: 4.8924 2021-05-06 11:28:54,624 - mmaction - INFO - Epoch [41][1420/1853] lr: 1.000e-04, eta: 2:49:03, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9344, loss_cls: 0.5397, loss: 0.5397, grad_norm: 4.9087 2021-05-06 11:29:05,791 - mmaction - INFO - Epoch [41][1440/1853] lr: 1.000e-04, eta: 2:48:51, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9352, loss_cls: 0.5378, loss: 0.5378, grad_norm: 5.2312 2021-05-06 11:29:17,011 - mmaction - INFO - Epoch [41][1460/1853] lr: 1.000e-04, eta: 2:48:39, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9445, loss_cls: 0.4932, loss: 0.4932, grad_norm: 4.7544 2021-05-06 11:29:28,194 - mmaction - INFO - Epoch [41][1480/1853] lr: 1.000e-04, eta: 2:48:27, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9367, loss_cls: 0.5376, loss: 0.5376, grad_norm: 5.0161 2021-05-06 11:29:39,362 - mmaction - INFO - Epoch [41][1500/1853] lr: 1.000e-04, eta: 2:48:15, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9539, loss_cls: 0.4899, loss: 0.4899, grad_norm: 4.8802 2021-05-06 11:29:50,549 - mmaction - INFO - Epoch [41][1520/1853] lr: 1.000e-04, eta: 2:48:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9414, loss_cls: 0.5122, loss: 0.5122, grad_norm: 4.9730 2021-05-06 11:30:01,748 - mmaction - INFO - Epoch [41][1540/1853] lr: 1.000e-04, eta: 2:47:51, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9523, loss_cls: 0.4821, loss: 0.4821, grad_norm: 4.5864 2021-05-06 11:30:12,934 - mmaction - INFO - Epoch [41][1560/1853] lr: 1.000e-04, eta: 2:47:39, time: 0.560, data_time: 0.003, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9469, loss_cls: 0.5394, loss: 0.5394, grad_norm: 4.9895 2021-05-06 11:30:24,140 - mmaction - INFO - Epoch [41][1580/1853] lr: 1.000e-04, eta: 2:47:27, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9391, loss_cls: 0.5402, loss: 0.5402, grad_norm: 4.8151 2021-05-06 11:30:35,320 - mmaction - INFO - Epoch [41][1600/1853] lr: 1.000e-04, eta: 2:47:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9453, loss_cls: 0.5064, loss: 0.5064, grad_norm: 4.6845 2021-05-06 11:30:46,512 - mmaction - INFO - Epoch [41][1620/1853] lr: 1.000e-04, eta: 2:47:03, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9406, loss_cls: 0.5075, loss: 0.5075, grad_norm: 4.5043 2021-05-06 11:30:57,754 - mmaction - INFO - Epoch [41][1640/1853] lr: 1.000e-04, eta: 2:46:51, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9430, loss_cls: 0.5160, loss: 0.5160, grad_norm: 4.5813 2021-05-06 11:31:08,920 - mmaction - INFO - Epoch [41][1660/1853] lr: 1.000e-04, eta: 2:46:39, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9492, loss_cls: 0.4977, loss: 0.4977, grad_norm: 5.1527 2021-05-06 11:31:20,102 - mmaction - INFO - Epoch [41][1680/1853] lr: 1.000e-04, eta: 2:46:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9313, loss_cls: 0.5763, loss: 0.5763, grad_norm: 5.3243 2021-05-06 11:31:31,271 - mmaction - INFO - Epoch [41][1700/1853] lr: 1.000e-04, eta: 2:46:15, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9383, loss_cls: 0.5214, loss: 0.5214, grad_norm: 5.0068 2021-05-06 11:31:42,453 - mmaction - INFO - Epoch [41][1720/1853] lr: 1.000e-04, eta: 2:46:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9430, loss_cls: 0.5073, loss: 0.5073, grad_norm: 4.8026 2021-05-06 11:31:53,660 - mmaction - INFO - Epoch [41][1740/1853] lr: 1.000e-04, eta: 2:45:51, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9477, loss_cls: 0.4892, loss: 0.4892, grad_norm: 4.6131 2021-05-06 11:32:04,852 - mmaction - INFO - Epoch [41][1760/1853] lr: 1.000e-04, eta: 2:45:39, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9375, loss_cls: 0.5258, loss: 0.5258, grad_norm: 5.3130 2021-05-06 11:32:16,097 - mmaction - INFO - Epoch [41][1780/1853] lr: 1.000e-04, eta: 2:45:27, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9414, loss_cls: 0.4981, loss: 0.4981, grad_norm: 4.8965 2021-05-06 11:32:27,312 - mmaction - INFO - Epoch [41][1800/1853] lr: 1.000e-04, eta: 2:45:15, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9484, loss_cls: 0.5030, loss: 0.5030, grad_norm: 4.6000 2021-05-06 11:32:38,497 - mmaction - INFO - Epoch [41][1820/1853] lr: 1.000e-04, eta: 2:45:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9477, loss_cls: 0.4871, loss: 0.4871, grad_norm: 5.0154 2021-05-06 11:32:49,676 - mmaction - INFO - Epoch [41][1840/1853] lr: 1.000e-04, eta: 2:44:51, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9500, loss_cls: 0.5373, loss: 0.5373, grad_norm: 5.4600 2021-05-06 11:32:58,096 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-05-06 11:34:09,564 - mmaction - INFO - Epoch [42][20/1853] lr: 1.000e-04, eta: 2:44:42, time: 3.486, data_time: 2.923, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9313, loss_cls: 0.5509, loss: 0.5509, grad_norm: 5.1096 2021-05-06 11:34:20,718 - mmaction - INFO - Epoch [42][40/1853] lr: 1.000e-04, eta: 2:44:30, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8641, top5_acc: 0.9469, loss_cls: 0.4577, loss: 0.4577, grad_norm: 4.4931 2021-05-06 11:34:31,899 - mmaction - INFO - Epoch [42][60/1853] lr: 1.000e-04, eta: 2:44:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9359, loss_cls: 0.4995, loss: 0.4995, grad_norm: 4.4569 2021-05-06 11:34:43,035 - mmaction - INFO - Epoch [42][80/1853] lr: 1.000e-04, eta: 2:44:06, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9359, loss_cls: 0.5414, loss: 0.5414, grad_norm: 4.8260 2021-05-06 11:34:54,222 - mmaction - INFO - Epoch [42][100/1853] lr: 1.000e-04, eta: 2:43:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9305, loss_cls: 0.5754, loss: 0.5754, grad_norm: 5.1562 2021-05-06 11:35:05,386 - mmaction - INFO - Epoch [42][120/1853] lr: 1.000e-04, eta: 2:43:42, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9391, loss_cls: 0.5377, loss: 0.5377, grad_norm: 5.0923 2021-05-06 11:35:16,553 - mmaction - INFO - Epoch [42][140/1853] lr: 1.000e-04, eta: 2:43:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9422, loss_cls: 0.5055, loss: 0.5055, grad_norm: 4.7901 2021-05-06 11:35:27,749 - mmaction - INFO - Epoch [42][160/1853] lr: 1.000e-04, eta: 2:43:18, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9430, loss_cls: 0.5089, loss: 0.5089, grad_norm: 4.7451 2021-05-06 11:35:38,902 - mmaction - INFO - Epoch [42][180/1853] lr: 1.000e-04, eta: 2:43:06, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9555, loss_cls: 0.4970, loss: 0.4970, grad_norm: 4.8526 2021-05-06 11:35:50,080 - mmaction - INFO - Epoch [42][200/1853] lr: 1.000e-04, eta: 2:42:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9422, loss_cls: 0.5211, loss: 0.5211, grad_norm: 4.4679 2021-05-06 11:36:01,258 - mmaction - INFO - Epoch [42][220/1853] lr: 1.000e-04, eta: 2:42:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9414, loss_cls: 0.5089, loss: 0.5089, grad_norm: 4.7367 2021-05-06 11:36:12,445 - mmaction - INFO - Epoch [42][240/1853] lr: 1.000e-04, eta: 2:42:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9414, loss_cls: 0.4989, loss: 0.4989, grad_norm: 4.6978 2021-05-06 11:36:23,631 - mmaction - INFO - Epoch [42][260/1853] lr: 1.000e-04, eta: 2:42:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8609, top5_acc: 0.9492, loss_cls: 0.4690, loss: 0.4690, grad_norm: 4.7307 2021-05-06 11:36:34,831 - mmaction - INFO - Epoch [42][280/1853] lr: 1.000e-04, eta: 2:42:06, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8688, top5_acc: 0.9469, loss_cls: 0.4619, loss: 0.4619, grad_norm: 4.8025 2021-05-06 11:36:46,046 - mmaction - INFO - Epoch [42][300/1853] lr: 1.000e-04, eta: 2:41:54, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9523, loss_cls: 0.4657, loss: 0.4657, grad_norm: 4.7066 2021-05-06 11:36:57,218 - mmaction - INFO - Epoch [42][320/1853] lr: 1.000e-04, eta: 2:41:42, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9430, loss_cls: 0.4991, loss: 0.4991, grad_norm: 4.7968 2021-05-06 11:37:08,395 - mmaction - INFO - Epoch [42][340/1853] lr: 1.000e-04, eta: 2:41:30, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8602, top5_acc: 0.9500, loss_cls: 0.4625, loss: 0.4625, grad_norm: 4.7840 2021-05-06 11:37:19,568 - mmaction - INFO - Epoch [42][360/1853] lr: 1.000e-04, eta: 2:41:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9492, loss_cls: 0.5083, loss: 0.5083, grad_norm: 5.1228 2021-05-06 11:37:30,750 - mmaction - INFO - Epoch [42][380/1853] lr: 1.000e-04, eta: 2:41:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9359, loss_cls: 0.5516, loss: 0.5516, grad_norm: 5.0230 2021-05-06 11:37:41,936 - mmaction - INFO - Epoch [42][400/1853] lr: 1.000e-04, eta: 2:40:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9445, loss_cls: 0.5151, loss: 0.5151, grad_norm: 5.1658 2021-05-06 11:37:53,138 - mmaction - INFO - Epoch [42][420/1853] lr: 1.000e-04, eta: 2:40:42, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8617, top5_acc: 0.9508, loss_cls: 0.4630, loss: 0.4630, grad_norm: 4.6677 2021-05-06 11:38:04,337 - mmaction - INFO - Epoch [42][440/1853] lr: 1.000e-04, eta: 2:40:30, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8648, top5_acc: 0.9531, loss_cls: 0.4413, loss: 0.4413, grad_norm: 4.7333 2021-05-06 11:38:15,554 - mmaction - INFO - Epoch [42][460/1853] lr: 1.000e-04, eta: 2:40:18, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9406, loss_cls: 0.5258, loss: 0.5258, grad_norm: 5.1142 2021-05-06 11:38:26,732 - mmaction - INFO - Epoch [42][480/1853] lr: 1.000e-04, eta: 2:40:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9523, loss_cls: 0.4796, loss: 0.4796, grad_norm: 4.9230 2021-05-06 11:38:37,902 - mmaction - INFO - Epoch [42][500/1853] lr: 1.000e-04, eta: 2:39:54, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9492, loss_cls: 0.5071, loss: 0.5071, grad_norm: 5.0431 2021-05-06 11:38:49,099 - mmaction - INFO - Epoch [42][520/1853] lr: 1.000e-04, eta: 2:39:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9414, loss_cls: 0.5132, loss: 0.5132, grad_norm: 4.8903 2021-05-06 11:39:00,272 - mmaction - INFO - Epoch [42][540/1853] lr: 1.000e-04, eta: 2:39:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9359, loss_cls: 0.5208, loss: 0.5208, grad_norm: 4.8247 2021-05-06 11:39:11,465 - mmaction - INFO - Epoch [42][560/1853] lr: 1.000e-04, eta: 2:39:18, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9453, loss_cls: 0.4956, loss: 0.4956, grad_norm: 5.0013 2021-05-06 11:39:22,623 - mmaction - INFO - Epoch [42][580/1853] lr: 1.000e-04, eta: 2:39:06, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9320, loss_cls: 0.5583, loss: 0.5583, grad_norm: 5.3502 2021-05-06 11:39:33,794 - mmaction - INFO - Epoch [42][600/1853] lr: 1.000e-04, eta: 2:38:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9406, loss_cls: 0.4866, loss: 0.4866, grad_norm: 4.7826 2021-05-06 11:39:44,969 - mmaction - INFO - Epoch [42][620/1853] lr: 1.000e-04, eta: 2:38:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9305, loss_cls: 0.5343, loss: 0.5343, grad_norm: 4.9417 2021-05-06 11:39:56,147 - mmaction - INFO - Epoch [42][640/1853] lr: 1.000e-04, eta: 2:38:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8680, top5_acc: 0.9437, loss_cls: 0.4419, loss: 0.4419, grad_norm: 4.5662 2021-05-06 11:40:07,333 - mmaction - INFO - Epoch [42][660/1853] lr: 1.000e-04, eta: 2:38:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9453, loss_cls: 0.5391, loss: 0.5391, grad_norm: 5.1073 2021-05-06 11:40:18,501 - mmaction - INFO - Epoch [42][680/1853] lr: 1.000e-04, eta: 2:38:06, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8727, top5_acc: 0.9539, loss_cls: 0.4514, loss: 0.4514, grad_norm: 4.6226 2021-05-06 11:40:29,688 - mmaction - INFO - Epoch [42][700/1853] lr: 1.000e-04, eta: 2:37:54, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9500, loss_cls: 0.5035, loss: 0.5035, grad_norm: 4.9710 2021-05-06 11:40:40,833 - mmaction - INFO - Epoch [42][720/1853] lr: 1.000e-04, eta: 2:37:42, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9383, loss_cls: 0.5240, loss: 0.5240, grad_norm: 5.1262 2021-05-06 11:40:52,053 - mmaction - INFO - Epoch [42][740/1853] lr: 1.000e-04, eta: 2:37:30, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9391, loss_cls: 0.5478, loss: 0.5478, grad_norm: 5.1919 2021-05-06 11:41:03,221 - mmaction - INFO - Epoch [42][760/1853] lr: 1.000e-04, eta: 2:37:18, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8141, top5_acc: 0.9398, loss_cls: 0.5961, loss: 0.5961, grad_norm: 5.8250 2021-05-06 11:41:14,385 - mmaction - INFO - Epoch [42][780/1853] lr: 1.000e-04, eta: 2:37:06, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9484, loss_cls: 0.5074, loss: 0.5074, grad_norm: 4.7707 2021-05-06 11:41:25,579 - mmaction - INFO - Epoch [42][800/1853] lr: 1.000e-04, eta: 2:36:54, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9398, loss_cls: 0.5682, loss: 0.5682, grad_norm: 5.0247 2021-05-06 11:41:36,729 - mmaction - INFO - Epoch [42][820/1853] lr: 1.000e-04, eta: 2:36:42, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9422, loss_cls: 0.5278, loss: 0.5278, grad_norm: 4.9519 2021-05-06 11:41:47,934 - mmaction - INFO - Epoch [42][840/1853] lr: 1.000e-04, eta: 2:36:30, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9445, loss_cls: 0.4895, loss: 0.4895, grad_norm: 4.6666 2021-05-06 11:41:59,110 - mmaction - INFO - Epoch [42][860/1853] lr: 1.000e-04, eta: 2:36:18, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9437, loss_cls: 0.5092, loss: 0.5092, grad_norm: 5.1929 2021-05-06 11:42:10,275 - mmaction - INFO - Epoch [42][880/1853] lr: 1.000e-04, eta: 2:36:06, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9453, loss_cls: 0.4951, loss: 0.4951, grad_norm: 4.6137 2021-05-06 11:42:21,446 - mmaction - INFO - Epoch [42][900/1853] lr: 1.000e-04, eta: 2:35:54, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9414, loss_cls: 0.5543, loss: 0.5543, grad_norm: 5.2139 2021-05-06 11:42:32,635 - mmaction - INFO - Epoch [42][920/1853] lr: 1.000e-04, eta: 2:35:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9453, loss_cls: 0.4777, loss: 0.4777, grad_norm: 4.6056 2021-05-06 11:42:43,805 - mmaction - INFO - Epoch [42][940/1853] lr: 1.000e-04, eta: 2:35:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9422, loss_cls: 0.5281, loss: 0.5281, grad_norm: 5.4017 2021-05-06 11:42:54,981 - mmaction - INFO - Epoch [42][960/1853] lr: 1.000e-04, eta: 2:35:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9477, loss_cls: 0.5061, loss: 0.5061, grad_norm: 4.9371 2021-05-06 11:43:06,153 - mmaction - INFO - Epoch [42][980/1853] lr: 1.000e-04, eta: 2:35:06, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9422, loss_cls: 0.5301, loss: 0.5301, grad_norm: 4.7422 2021-05-06 11:43:17,342 - mmaction - INFO - Epoch [42][1000/1853] lr: 1.000e-04, eta: 2:34:54, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9477, loss_cls: 0.5308, loss: 0.5308, grad_norm: 4.7448 2021-05-06 11:43:28,534 - mmaction - INFO - Epoch [42][1020/1853] lr: 1.000e-04, eta: 2:34:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9422, loss_cls: 0.5524, loss: 0.5524, grad_norm: 5.2249 2021-05-06 11:43:39,690 - mmaction - INFO - Epoch [42][1040/1853] lr: 1.000e-04, eta: 2:34:30, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9398, loss_cls: 0.5037, loss: 0.5037, grad_norm: 4.6492 2021-05-06 11:43:50,900 - mmaction - INFO - Epoch [42][1060/1853] lr: 1.000e-04, eta: 2:34:18, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9461, loss_cls: 0.5258, loss: 0.5258, grad_norm: 5.4080 2021-05-06 11:44:02,079 - mmaction - INFO - Epoch [42][1080/1853] lr: 1.000e-04, eta: 2:34:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9445, loss_cls: 0.5273, loss: 0.5273, grad_norm: 5.2578 2021-05-06 11:44:13,260 - mmaction - INFO - Epoch [42][1100/1853] lr: 1.000e-04, eta: 2:33:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9375, loss_cls: 0.4875, loss: 0.4875, grad_norm: 4.5005 2021-05-06 11:44:24,473 - mmaction - INFO - Epoch [42][1120/1853] lr: 1.000e-04, eta: 2:33:42, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9375, loss_cls: 0.5364, loss: 0.5364, grad_norm: 5.0848 2021-05-06 11:44:35,641 - mmaction - INFO - Epoch [42][1140/1853] lr: 1.000e-04, eta: 2:33:30, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9398, loss_cls: 0.5255, loss: 0.5255, grad_norm: 4.5027 2021-05-06 11:44:46,854 - mmaction - INFO - Epoch [42][1160/1853] lr: 1.000e-04, eta: 2:33:18, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9391, loss_cls: 0.5325, loss: 0.5325, grad_norm: 4.9462 2021-05-06 11:44:58,020 - mmaction - INFO - Epoch [42][1180/1853] lr: 1.000e-04, eta: 2:33:06, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8664, top5_acc: 0.9453, loss_cls: 0.4416, loss: 0.4416, grad_norm: 4.3263 2021-05-06 11:45:09,194 - mmaction - INFO - Epoch [42][1200/1853] lr: 1.000e-04, eta: 2:32:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9445, loss_cls: 0.5128, loss: 0.5128, grad_norm: 4.9188 2021-05-06 11:45:20,383 - mmaction - INFO - Epoch [42][1220/1853] lr: 1.000e-04, eta: 2:32:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8664, top5_acc: 0.9492, loss_cls: 0.4588, loss: 0.4588, grad_norm: 4.3814 2021-05-06 11:45:31,580 - mmaction - INFO - Epoch [42][1240/1853] lr: 1.000e-04, eta: 2:32:30, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9508, loss_cls: 0.4935, loss: 0.4935, grad_norm: 5.0096 2021-05-06 11:45:42,746 - mmaction - INFO - Epoch [42][1260/1853] lr: 1.000e-04, eta: 2:32:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9406, loss_cls: 0.5091, loss: 0.5091, grad_norm: 5.0000 2021-05-06 11:45:53,966 - mmaction - INFO - Epoch [42][1280/1853] lr: 1.000e-04, eta: 2:32:06, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9445, loss_cls: 0.4826, loss: 0.4826, grad_norm: 4.7021 2021-05-06 11:46:05,141 - mmaction - INFO - Epoch [42][1300/1853] lr: 1.000e-04, eta: 2:31:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9398, loss_cls: 0.5037, loss: 0.5037, grad_norm: 4.6152 2021-05-06 11:46:16,337 - mmaction - INFO - Epoch [42][1320/1853] lr: 1.000e-04, eta: 2:31:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9422, loss_cls: 0.5288, loss: 0.5288, grad_norm: 4.9345 2021-05-06 11:46:27,528 - mmaction - INFO - Epoch [42][1340/1853] lr: 1.000e-04, eta: 2:31:30, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9563, loss_cls: 0.4988, loss: 0.4988, grad_norm: 5.1040 2021-05-06 11:46:38,714 - mmaction - INFO - Epoch [42][1360/1853] lr: 1.000e-04, eta: 2:31:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9492, loss_cls: 0.4972, loss: 0.4972, grad_norm: 4.7991 2021-05-06 11:46:49,906 - mmaction - INFO - Epoch [42][1380/1853] lr: 1.000e-04, eta: 2:31:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9469, loss_cls: 0.4690, loss: 0.4690, grad_norm: 4.7652 2021-05-06 11:47:01,062 - mmaction - INFO - Epoch [42][1400/1853] lr: 1.000e-04, eta: 2:30:54, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8594, top5_acc: 0.9492, loss_cls: 0.4670, loss: 0.4670, grad_norm: 4.6366 2021-05-06 11:47:12,225 - mmaction - INFO - Epoch [42][1420/1853] lr: 1.000e-04, eta: 2:30:42, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9391, loss_cls: 0.5059, loss: 0.5059, grad_norm: 4.8779 2021-05-06 11:47:23,393 - mmaction - INFO - Epoch [42][1440/1853] lr: 1.000e-04, eta: 2:30:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9531, loss_cls: 0.4609, loss: 0.4609, grad_norm: 5.1464 2021-05-06 11:47:34,774 - mmaction - INFO - Epoch [42][1460/1853] lr: 1.000e-04, eta: 2:30:18, time: 0.569, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9344, loss_cls: 0.5405, loss: 0.5405, grad_norm: 5.0502 2021-05-06 11:47:46,004 - mmaction - INFO - Epoch [42][1480/1853] lr: 1.000e-04, eta: 2:30:06, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8219, top5_acc: 0.9359, loss_cls: 0.5635, loss: 0.5635, grad_norm: 5.2292 2021-05-06 11:47:57,177 - mmaction - INFO - Epoch [42][1500/1853] lr: 1.000e-04, eta: 2:29:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8609, top5_acc: 0.9516, loss_cls: 0.4440, loss: 0.4440, grad_norm: 4.8890 2021-05-06 11:48:08,364 - mmaction - INFO - Epoch [42][1520/1853] lr: 1.000e-04, eta: 2:29:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9453, loss_cls: 0.5210, loss: 0.5210, grad_norm: 5.2658 2021-05-06 11:48:19,541 - mmaction - INFO - Epoch [42][1540/1853] lr: 1.000e-04, eta: 2:29:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8641, top5_acc: 0.9453, loss_cls: 0.5032, loss: 0.5032, grad_norm: 4.9660 2021-05-06 11:48:30,718 - mmaction - INFO - Epoch [42][1560/1853] lr: 1.000e-04, eta: 2:29:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8609, top5_acc: 0.9555, loss_cls: 0.4770, loss: 0.4770, grad_norm: 4.9900 2021-05-06 11:48:41,903 - mmaction - INFO - Epoch [42][1580/1853] lr: 1.000e-04, eta: 2:29:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9422, loss_cls: 0.5128, loss: 0.5128, grad_norm: 5.0891 2021-05-06 11:48:53,133 - mmaction - INFO - Epoch [42][1600/1853] lr: 1.000e-04, eta: 2:28:54, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9383, loss_cls: 0.5051, loss: 0.5051, grad_norm: 5.3550 2021-05-06 11:49:04,338 - mmaction - INFO - Epoch [42][1620/1853] lr: 1.000e-04, eta: 2:28:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9469, loss_cls: 0.5039, loss: 0.5039, grad_norm: 5.1108 2021-05-06 11:49:15,553 - mmaction - INFO - Epoch [42][1640/1853] lr: 1.000e-04, eta: 2:28:30, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9516, loss_cls: 0.4972, loss: 0.4972, grad_norm: 4.6188 2021-05-06 11:49:26,742 - mmaction - INFO - Epoch [42][1660/1853] lr: 1.000e-04, eta: 2:28:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9500, loss_cls: 0.5255, loss: 0.5255, grad_norm: 5.3485 2021-05-06 11:49:37,912 - mmaction - INFO - Epoch [42][1680/1853] lr: 1.000e-04, eta: 2:28:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9406, loss_cls: 0.5351, loss: 0.5351, grad_norm: 5.1896 2021-05-06 11:49:49,088 - mmaction - INFO - Epoch [42][1700/1853] lr: 1.000e-04, eta: 2:27:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9461, loss_cls: 0.5057, loss: 0.5057, grad_norm: 5.1082 2021-05-06 11:50:00,281 - mmaction - INFO - Epoch [42][1720/1853] lr: 1.000e-04, eta: 2:27:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9336, loss_cls: 0.5081, loss: 0.5081, grad_norm: 4.8120 2021-05-06 11:50:11,453 - mmaction - INFO - Epoch [42][1740/1853] lr: 1.000e-04, eta: 2:27:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9352, loss_cls: 0.5045, loss: 0.5045, grad_norm: 4.9131 2021-05-06 11:50:22,634 - mmaction - INFO - Epoch [42][1760/1853] lr: 1.000e-04, eta: 2:27:18, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9375, loss_cls: 0.5095, loss: 0.5095, grad_norm: 4.9633 2021-05-06 11:50:33,841 - mmaction - INFO - Epoch [42][1780/1853] lr: 1.000e-04, eta: 2:27:06, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9500, loss_cls: 0.5045, loss: 0.5045, grad_norm: 5.4076 2021-05-06 11:50:45,030 - mmaction - INFO - Epoch [42][1800/1853] lr: 1.000e-04, eta: 2:26:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8187, top5_acc: 0.9328, loss_cls: 0.5859, loss: 0.5859, grad_norm: 5.5655 2021-05-06 11:50:56,204 - mmaction - INFO - Epoch [42][1820/1853] lr: 1.000e-04, eta: 2:26:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9406, loss_cls: 0.5206, loss: 0.5206, grad_norm: 5.3380 2021-05-06 11:51:07,386 - mmaction - INFO - Epoch [42][1840/1853] lr: 1.000e-04, eta: 2:26:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9414, loss_cls: 0.5630, loss: 0.5630, grad_norm: 5.1856 2021-05-06 11:51:15,707 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-05-06 11:53:03,041 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 11:53:03,074 - mmaction - INFO - top1_acc 0.9637 top5_acc 0.9985 2021-05-06 11:53:03,074 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 11:53:03,082 - mmaction - INFO - mean_acc 0.9599 2021-05-06 11:53:03,986 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2021-05-06 11:53:03,986 - mmaction - INFO - Best top1_acc is 0.9637 at 42 epoch. 2021-05-06 11:53:03,999 - mmaction - INFO - Epoch(val) [42][1853] top1_acc: 0.9637, top5_acc: 0.9985, mean_class_accuracy: 0.9599 2021-05-06 11:54:26,579 - mmaction - INFO - Epoch [43][20/1853] lr: 1.000e-04, eta: 2:26:23, time: 4.128, data_time: 3.567, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9406, loss_cls: 0.5128, loss: 0.5128, grad_norm: 5.1155 2021-05-06 11:54:37,719 - mmaction - INFO - Epoch [43][40/1853] lr: 1.000e-04, eta: 2:26:11, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9430, loss_cls: 0.5179, loss: 0.5179, grad_norm: 4.7885 2021-05-06 11:54:48,839 - mmaction - INFO - Epoch [43][60/1853] lr: 1.000e-04, eta: 2:25:59, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9422, loss_cls: 0.5259, loss: 0.5259, grad_norm: 5.1320 2021-05-06 11:55:00,017 - mmaction - INFO - Epoch [43][80/1853] lr: 1.000e-04, eta: 2:25:47, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9437, loss_cls: 0.5240, loss: 0.5240, grad_norm: 5.4199 2021-05-06 11:55:11,132 - mmaction - INFO - Epoch [43][100/1853] lr: 1.000e-04, eta: 2:25:35, time: 0.556, data_time: 0.002, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9391, loss_cls: 0.4891, loss: 0.4891, grad_norm: 4.5936 2021-05-06 11:55:22,277 - mmaction - INFO - Epoch [43][120/1853] lr: 1.000e-04, eta: 2:25:23, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8688, top5_acc: 0.9531, loss_cls: 0.4172, loss: 0.4172, grad_norm: 4.4121 2021-05-06 11:55:33,414 - mmaction - INFO - Epoch [43][140/1853] lr: 1.000e-04, eta: 2:25:11, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9531, loss_cls: 0.4809, loss: 0.4809, grad_norm: 5.0929 2021-05-06 11:55:44,598 - mmaction - INFO - Epoch [43][160/1853] lr: 1.000e-04, eta: 2:24:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9406, loss_cls: 0.5231, loss: 0.5231, grad_norm: 4.9232 2021-05-06 11:55:55,753 - mmaction - INFO - Epoch [43][180/1853] lr: 1.000e-04, eta: 2:24:47, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9453, loss_cls: 0.4995, loss: 0.4995, grad_norm: 4.8620 2021-05-06 11:56:06,952 - mmaction - INFO - Epoch [43][200/1853] lr: 1.000e-04, eta: 2:24:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9461, loss_cls: 0.4954, loss: 0.4954, grad_norm: 5.1060 2021-05-06 11:56:18,132 - mmaction - INFO - Epoch [43][220/1853] lr: 1.000e-04, eta: 2:24:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9484, loss_cls: 0.5165, loss: 0.5165, grad_norm: 4.8330 2021-05-06 11:56:29,294 - mmaction - INFO - Epoch [43][240/1853] lr: 1.000e-04, eta: 2:24:11, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9320, loss_cls: 0.5576, loss: 0.5576, grad_norm: 4.8888 2021-05-06 11:56:40,501 - mmaction - INFO - Epoch [43][260/1853] lr: 1.000e-04, eta: 2:23:59, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9352, loss_cls: 0.5503, loss: 0.5503, grad_norm: 5.3867 2021-05-06 11:56:51,658 - mmaction - INFO - Epoch [43][280/1853] lr: 1.000e-04, eta: 2:23:47, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9453, loss_cls: 0.4862, loss: 0.4862, grad_norm: 4.8531 2021-05-06 11:57:02,854 - mmaction - INFO - Epoch [43][300/1853] lr: 1.000e-04, eta: 2:23:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9469, loss_cls: 0.4964, loss: 0.4964, grad_norm: 4.9351 2021-05-06 11:57:14,083 - mmaction - INFO - Epoch [43][320/1853] lr: 1.000e-04, eta: 2:23:23, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8594, top5_acc: 0.9484, loss_cls: 0.4721, loss: 0.4721, grad_norm: 4.7659 2021-05-06 11:57:25,248 - mmaction - INFO - Epoch [43][340/1853] lr: 1.000e-04, eta: 2:23:11, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8711, top5_acc: 0.9523, loss_cls: 0.4473, loss: 0.4473, grad_norm: 4.9686 2021-05-06 11:57:36,432 - mmaction - INFO - Epoch [43][360/1853] lr: 1.000e-04, eta: 2:22:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8688, top5_acc: 0.9523, loss_cls: 0.4548, loss: 0.4548, grad_norm: 4.7303 2021-05-06 11:57:47,623 - mmaction - INFO - Epoch [43][380/1853] lr: 1.000e-04, eta: 2:22:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9344, loss_cls: 0.5170, loss: 0.5170, grad_norm: 5.0847 2021-05-06 11:57:58,819 - mmaction - INFO - Epoch [43][400/1853] lr: 1.000e-04, eta: 2:22:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9383, loss_cls: 0.5412, loss: 0.5412, grad_norm: 5.2718 2021-05-06 11:58:09,996 - mmaction - INFO - Epoch [43][420/1853] lr: 1.000e-04, eta: 2:22:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9430, loss_cls: 0.5419, loss: 0.5419, grad_norm: 4.9368 2021-05-06 11:58:21,194 - mmaction - INFO - Epoch [43][440/1853] lr: 1.000e-04, eta: 2:22:11, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9367, loss_cls: 0.5236, loss: 0.5236, grad_norm: 5.2009 2021-05-06 11:58:32,358 - mmaction - INFO - Epoch [43][460/1853] lr: 1.000e-04, eta: 2:21:59, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9406, loss_cls: 0.5294, loss: 0.5294, grad_norm: 4.8547 2021-05-06 11:58:43,569 - mmaction - INFO - Epoch [43][480/1853] lr: 1.000e-04, eta: 2:21:47, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9437, loss_cls: 0.4843, loss: 0.4843, grad_norm: 4.6917 2021-05-06 11:58:54,775 - mmaction - INFO - Epoch [43][500/1853] lr: 1.000e-04, eta: 2:21:35, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9484, loss_cls: 0.5011, loss: 0.5011, grad_norm: 4.8597 2021-05-06 11:59:05,931 - mmaction - INFO - Epoch [43][520/1853] lr: 1.000e-04, eta: 2:21:23, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9406, loss_cls: 0.5003, loss: 0.5003, grad_norm: 5.2581 2021-05-06 11:59:17,115 - mmaction - INFO - Epoch [43][540/1853] lr: 1.000e-04, eta: 2:21:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8180, top5_acc: 0.9297, loss_cls: 0.6046, loss: 0.6046, grad_norm: 5.3186 2021-05-06 11:59:28,301 - mmaction - INFO - Epoch [43][560/1853] lr: 1.000e-04, eta: 2:20:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9477, loss_cls: 0.4919, loss: 0.4919, grad_norm: 4.9040 2021-05-06 11:59:39,505 - mmaction - INFO - Epoch [43][580/1853] lr: 1.000e-04, eta: 2:20:47, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9305, loss_cls: 0.5020, loss: 0.5020, grad_norm: 4.8553 2021-05-06 11:59:50,679 - mmaction - INFO - Epoch [43][600/1853] lr: 1.000e-04, eta: 2:20:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9461, loss_cls: 0.5098, loss: 0.5098, grad_norm: 4.9434 2021-05-06 12:00:01,851 - mmaction - INFO - Epoch [43][620/1853] lr: 1.000e-04, eta: 2:20:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9516, loss_cls: 0.4921, loss: 0.4921, grad_norm: 4.9952 2021-05-06 12:00:13,886 - mmaction - INFO - Epoch [43][640/1853] lr: 1.000e-04, eta: 2:20:11, time: 0.600, data_time: 0.002, memory: 7064, top1_acc: 0.8797, top5_acc: 0.9523, loss_cls: 0.3992, loss: 0.3992, grad_norm: 4.3468 2021-05-06 12:00:25,129 - mmaction - INFO - Epoch [43][660/1853] lr: 1.000e-04, eta: 2:19:59, time: 0.563, data_time: 0.003, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9359, loss_cls: 0.5392, loss: 0.5392, grad_norm: 4.9983 2021-05-06 12:00:36,304 - mmaction - INFO - Epoch [43][680/1853] lr: 1.000e-04, eta: 2:19:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9422, loss_cls: 0.5015, loss: 0.5015, grad_norm: 5.0257 2021-05-06 12:00:47,482 - mmaction - INFO - Epoch [43][700/1853] lr: 1.000e-04, eta: 2:19:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8641, top5_acc: 0.9445, loss_cls: 0.4646, loss: 0.4646, grad_norm: 4.2313 2021-05-06 12:00:58,658 - mmaction - INFO - Epoch [43][720/1853] lr: 1.000e-04, eta: 2:19:23, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9469, loss_cls: 0.4927, loss: 0.4927, grad_norm: 4.7313 2021-05-06 12:01:09,869 - mmaction - INFO - Epoch [43][740/1853] lr: 1.000e-04, eta: 2:19:11, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9352, loss_cls: 0.5375, loss: 0.5375, grad_norm: 4.7393 2021-05-06 12:01:21,059 - mmaction - INFO - Epoch [43][760/1853] lr: 1.000e-04, eta: 2:18:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9563, loss_cls: 0.4743, loss: 0.4743, grad_norm: 5.0462 2021-05-06 12:01:32,233 - mmaction - INFO - Epoch [43][780/1853] lr: 1.000e-04, eta: 2:18:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9367, loss_cls: 0.5193, loss: 0.5193, grad_norm: 5.0612 2021-05-06 12:01:43,423 - mmaction - INFO - Epoch [43][800/1853] lr: 1.000e-04, eta: 2:18:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9227, loss_cls: 0.5820, loss: 0.5820, grad_norm: 5.0302 2021-05-06 12:01:54,628 - mmaction - INFO - Epoch [43][820/1853] lr: 1.000e-04, eta: 2:18:24, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9453, loss_cls: 0.5209, loss: 0.5209, grad_norm: 5.1221 2021-05-06 12:02:05,792 - mmaction - INFO - Epoch [43][840/1853] lr: 1.000e-04, eta: 2:18:12, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9352, loss_cls: 0.5380, loss: 0.5380, grad_norm: 4.8762 2021-05-06 12:02:17,019 - mmaction - INFO - Epoch [43][860/1853] lr: 1.000e-04, eta: 2:18:00, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9469, loss_cls: 0.5293, loss: 0.5293, grad_norm: 4.8584 2021-05-06 12:02:28,206 - mmaction - INFO - Epoch [43][880/1853] lr: 1.000e-04, eta: 2:17:48, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9391, loss_cls: 0.5053, loss: 0.5053, grad_norm: 4.9609 2021-05-06 12:02:39,807 - mmaction - INFO - Epoch [43][900/1853] lr: 1.000e-04, eta: 2:17:36, time: 0.580, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9414, loss_cls: 0.5281, loss: 0.5281, grad_norm: 4.8948 2021-05-06 12:02:51,048 - mmaction - INFO - Epoch [43][920/1853] lr: 1.000e-04, eta: 2:17:24, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9437, loss_cls: 0.5224, loss: 0.5224, grad_norm: 5.1351 2021-05-06 12:03:02,215 - mmaction - INFO - Epoch [43][940/1853] lr: 1.000e-04, eta: 2:17:12, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9453, loss_cls: 0.5053, loss: 0.5053, grad_norm: 5.0897 2021-05-06 12:03:13,403 - mmaction - INFO - Epoch [43][960/1853] lr: 1.000e-04, eta: 2:17:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9406, loss_cls: 0.5081, loss: 0.5081, grad_norm: 5.0204 2021-05-06 12:03:24,613 - mmaction - INFO - Epoch [43][980/1853] lr: 1.000e-04, eta: 2:16:48, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9445, loss_cls: 0.5162, loss: 0.5162, grad_norm: 4.8865 2021-05-06 12:03:35,790 - mmaction - INFO - Epoch [43][1000/1853] lr: 1.000e-04, eta: 2:16:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9437, loss_cls: 0.4972, loss: 0.4972, grad_norm: 4.9932 2021-05-06 12:03:46,989 - mmaction - INFO - Epoch [43][1020/1853] lr: 1.000e-04, eta: 2:16:24, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9367, loss_cls: 0.5274, loss: 0.5274, grad_norm: 4.8153 2021-05-06 12:03:58,171 - mmaction - INFO - Epoch [43][1040/1853] lr: 1.000e-04, eta: 2:16:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9391, loss_cls: 0.5151, loss: 0.5151, grad_norm: 4.9805 2021-05-06 12:04:09,389 - mmaction - INFO - Epoch [43][1060/1853] lr: 1.000e-04, eta: 2:16:00, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9422, loss_cls: 0.5024, loss: 0.5024, grad_norm: 5.0549 2021-05-06 12:04:20,571 - mmaction - INFO - Epoch [43][1080/1853] lr: 1.000e-04, eta: 2:15:48, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9359, loss_cls: 0.5466, loss: 0.5466, grad_norm: 5.3962 2021-05-06 12:04:31,778 - mmaction - INFO - Epoch [43][1100/1853] lr: 1.000e-04, eta: 2:15:36, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9461, loss_cls: 0.4796, loss: 0.4796, grad_norm: 4.7757 2021-05-06 12:04:42,986 - mmaction - INFO - Epoch [43][1120/1853] lr: 1.000e-04, eta: 2:15:24, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9391, loss_cls: 0.5226, loss: 0.5226, grad_norm: 5.2671 2021-05-06 12:04:54,197 - mmaction - INFO - Epoch [43][1140/1853] lr: 1.000e-04, eta: 2:15:12, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9391, loss_cls: 0.5295, loss: 0.5295, grad_norm: 5.1510 2021-05-06 12:05:05,409 - mmaction - INFO - Epoch [43][1160/1853] lr: 1.000e-04, eta: 2:15:00, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8641, top5_acc: 0.9500, loss_cls: 0.4855, loss: 0.4855, grad_norm: 5.2544 2021-05-06 12:05:16,616 - mmaction - INFO - Epoch [43][1180/1853] lr: 1.000e-04, eta: 2:14:48, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9375, loss_cls: 0.5203, loss: 0.5203, grad_norm: 4.8967 2021-05-06 12:05:27,810 - mmaction - INFO - Epoch [43][1200/1853] lr: 1.000e-04, eta: 2:14:36, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9461, loss_cls: 0.4966, loss: 0.4966, grad_norm: 5.3704 2021-05-06 12:05:39,017 - mmaction - INFO - Epoch [43][1220/1853] lr: 1.000e-04, eta: 2:14:24, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9469, loss_cls: 0.4998, loss: 0.4998, grad_norm: 4.8075 2021-05-06 12:05:50,236 - mmaction - INFO - Epoch [43][1240/1853] lr: 1.000e-04, eta: 2:14:12, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9430, loss_cls: 0.5221, loss: 0.5221, grad_norm: 4.8726 2021-05-06 12:06:01,426 - mmaction - INFO - Epoch [43][1260/1853] lr: 1.000e-04, eta: 2:14:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9492, loss_cls: 0.4851, loss: 0.4851, grad_norm: 4.9743 2021-05-06 12:06:12,610 - mmaction - INFO - Epoch [43][1280/1853] lr: 1.000e-04, eta: 2:13:48, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9516, loss_cls: 0.4866, loss: 0.4866, grad_norm: 5.1201 2021-05-06 12:06:23,811 - mmaction - INFO - Epoch [43][1300/1853] lr: 1.000e-04, eta: 2:13:36, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9367, loss_cls: 0.5125, loss: 0.5125, grad_norm: 4.9634 2021-05-06 12:06:34,973 - mmaction - INFO - Epoch [43][1320/1853] lr: 1.000e-04, eta: 2:13:24, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9484, loss_cls: 0.4568, loss: 0.4568, grad_norm: 4.6728 2021-05-06 12:06:46,154 - mmaction - INFO - Epoch [43][1340/1853] lr: 1.000e-04, eta: 2:13:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9375, loss_cls: 0.4866, loss: 0.4866, grad_norm: 4.4454 2021-05-06 12:06:57,304 - mmaction - INFO - Epoch [43][1360/1853] lr: 1.000e-04, eta: 2:13:00, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9406, loss_cls: 0.5176, loss: 0.5176, grad_norm: 5.1909 2021-05-06 12:07:08,480 - mmaction - INFO - Epoch [43][1380/1853] lr: 1.000e-04, eta: 2:12:48, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9406, loss_cls: 0.5363, loss: 0.5363, grad_norm: 5.3900 2021-05-06 12:07:19,655 - mmaction - INFO - Epoch [43][1400/1853] lr: 1.000e-04, eta: 2:12:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9508, loss_cls: 0.4808, loss: 0.4808, grad_norm: 4.8112 2021-05-06 12:07:30,835 - mmaction - INFO - Epoch [43][1420/1853] lr: 1.000e-04, eta: 2:12:24, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8641, top5_acc: 0.9437, loss_cls: 0.4593, loss: 0.4593, grad_norm: 4.5463 2021-05-06 12:07:42,072 - mmaction - INFO - Epoch [43][1440/1853] lr: 1.000e-04, eta: 2:12:12, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9414, loss_cls: 0.5144, loss: 0.5144, grad_norm: 4.6862 2021-05-06 12:07:53,266 - mmaction - INFO - Epoch [43][1460/1853] lr: 1.000e-04, eta: 2:12:00, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9414, loss_cls: 0.5017, loss: 0.5017, grad_norm: 4.7773 2021-05-06 12:08:04,448 - mmaction - INFO - Epoch [43][1480/1853] lr: 1.000e-04, eta: 2:11:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9500, loss_cls: 0.4867, loss: 0.4867, grad_norm: 5.1222 2021-05-06 12:08:15,676 - mmaction - INFO - Epoch [43][1500/1853] lr: 1.000e-04, eta: 2:11:37, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8648, top5_acc: 0.9523, loss_cls: 0.4771, loss: 0.4771, grad_norm: 5.1109 2021-05-06 12:08:26,848 - mmaction - INFO - Epoch [43][1520/1853] lr: 1.000e-04, eta: 2:11:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9359, loss_cls: 0.5155, loss: 0.5155, grad_norm: 5.1879 2021-05-06 12:08:38,030 - mmaction - INFO - Epoch [43][1540/1853] lr: 1.000e-04, eta: 2:11:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9250, loss_cls: 0.5770, loss: 0.5770, grad_norm: 5.0941 2021-05-06 12:08:49,206 - mmaction - INFO - Epoch [43][1560/1853] lr: 1.000e-04, eta: 2:11:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9430, loss_cls: 0.5483, loss: 0.5483, grad_norm: 5.4647 2021-05-06 12:09:00,390 - mmaction - INFO - Epoch [43][1580/1853] lr: 1.000e-04, eta: 2:10:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9445, loss_cls: 0.4936, loss: 0.4936, grad_norm: 4.7976 2021-05-06 12:09:11,580 - mmaction - INFO - Epoch [43][1600/1853] lr: 1.000e-04, eta: 2:10:37, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9375, loss_cls: 0.5611, loss: 0.5611, grad_norm: 5.1714 2021-05-06 12:09:22,756 - mmaction - INFO - Epoch [43][1620/1853] lr: 1.000e-04, eta: 2:10:25, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9375, loss_cls: 0.5493, loss: 0.5493, grad_norm: 5.3267 2021-05-06 12:09:33,970 - mmaction - INFO - Epoch [43][1640/1853] lr: 1.000e-04, eta: 2:10:13, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9461, loss_cls: 0.4872, loss: 0.4872, grad_norm: 5.2847 2021-05-06 12:09:45,172 - mmaction - INFO - Epoch [43][1660/1853] lr: 1.000e-04, eta: 2:10:01, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9398, loss_cls: 0.5311, loss: 0.5311, grad_norm: 5.3888 2021-05-06 12:09:56,358 - mmaction - INFO - Epoch [43][1680/1853] lr: 1.000e-04, eta: 2:09:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9508, loss_cls: 0.4858, loss: 0.4858, grad_norm: 4.9991 2021-05-06 12:10:07,544 - mmaction - INFO - Epoch [43][1700/1853] lr: 1.000e-04, eta: 2:09:37, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9500, loss_cls: 0.5054, loss: 0.5054, grad_norm: 5.2383 2021-05-06 12:10:18,735 - mmaction - INFO - Epoch [43][1720/1853] lr: 1.000e-04, eta: 2:09:25, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9391, loss_cls: 0.5090, loss: 0.5090, grad_norm: 4.9345 2021-05-06 12:10:29,911 - mmaction - INFO - Epoch [43][1740/1853] lr: 1.000e-04, eta: 2:09:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9437, loss_cls: 0.4986, loss: 0.4986, grad_norm: 5.0648 2021-05-06 12:10:41,090 - mmaction - INFO - Epoch [43][1760/1853] lr: 1.000e-04, eta: 2:09:01, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9492, loss_cls: 0.4627, loss: 0.4627, grad_norm: 4.5358 2021-05-06 12:10:52,312 - mmaction - INFO - Epoch [43][1780/1853] lr: 1.000e-04, eta: 2:08:49, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9328, loss_cls: 0.5388, loss: 0.5388, grad_norm: 4.8575 2021-05-06 12:11:03,522 - mmaction - INFO - Epoch [43][1800/1853] lr: 1.000e-04, eta: 2:08:37, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9539, loss_cls: 0.4769, loss: 0.4769, grad_norm: 5.0475 2021-05-06 12:11:14,715 - mmaction - INFO - Epoch [43][1820/1853] lr: 1.000e-04, eta: 2:08:25, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9508, loss_cls: 0.4672, loss: 0.4672, grad_norm: 4.7620 2021-05-06 12:11:25,895 - mmaction - INFO - Epoch [43][1840/1853] lr: 1.000e-04, eta: 2:08:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9430, loss_cls: 0.5279, loss: 0.5279, grad_norm: 5.0032 2021-05-06 12:11:34,603 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-05-06 12:13:13,584 - mmaction - INFO - Epoch [44][20/1853] lr: 1.000e-04, eta: 2:08:06, time: 4.893, data_time: 4.330, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9430, loss_cls: 0.5053, loss: 0.5053, grad_norm: 4.9879 2021-05-06 12:13:24,762 - mmaction - INFO - Epoch [44][40/1853] lr: 1.000e-04, eta: 2:07:54, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9469, loss_cls: 0.5081, loss: 0.5081, grad_norm: 4.9619 2021-05-06 12:13:35,870 - mmaction - INFO - Epoch [44][60/1853] lr: 1.000e-04, eta: 2:07:42, time: 0.555, data_time: 0.001, memory: 7064, top1_acc: 0.8602, top5_acc: 0.9539, loss_cls: 0.4676, loss: 0.4676, grad_norm: 5.2724 2021-05-06 12:13:47,069 - mmaction - INFO - Epoch [44][80/1853] lr: 1.000e-04, eta: 2:07:30, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9445, loss_cls: 0.5337, loss: 0.5337, grad_norm: 5.0761 2021-05-06 12:13:58,214 - mmaction - INFO - Epoch [44][100/1853] lr: 1.000e-04, eta: 2:07:18, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9375, loss_cls: 0.5224, loss: 0.5224, grad_norm: 5.1065 2021-05-06 12:14:09,368 - mmaction - INFO - Epoch [44][120/1853] lr: 1.000e-04, eta: 2:07:06, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9469, loss_cls: 0.4537, loss: 0.4537, grad_norm: 4.8464 2021-05-06 12:14:20,576 - mmaction - INFO - Epoch [44][140/1853] lr: 1.000e-04, eta: 2:06:54, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9453, loss_cls: 0.4954, loss: 0.4954, grad_norm: 5.0023 2021-05-06 12:14:31,767 - mmaction - INFO - Epoch [44][160/1853] lr: 1.000e-04, eta: 2:06:42, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8617, top5_acc: 0.9453, loss_cls: 0.4810, loss: 0.4810, grad_norm: 4.9551 2021-05-06 12:14:42,957 - mmaction - INFO - Epoch [44][180/1853] lr: 1.000e-04, eta: 2:06:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9445, loss_cls: 0.5241, loss: 0.5241, grad_norm: 5.2547 2021-05-06 12:14:54,133 - mmaction - INFO - Epoch [44][200/1853] lr: 1.000e-04, eta: 2:06:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9445, loss_cls: 0.5229, loss: 0.5229, grad_norm: 5.1080 2021-05-06 12:15:05,306 - mmaction - INFO - Epoch [44][220/1853] lr: 1.000e-04, eta: 2:06:07, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9414, loss_cls: 0.5301, loss: 0.5301, grad_norm: 4.8601 2021-05-06 12:15:16,493 - mmaction - INFO - Epoch [44][240/1853] lr: 1.000e-04, eta: 2:05:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9328, loss_cls: 0.5606, loss: 0.5606, grad_norm: 5.2915 2021-05-06 12:15:27,703 - mmaction - INFO - Epoch [44][260/1853] lr: 1.000e-04, eta: 2:05:43, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8758, top5_acc: 0.9508, loss_cls: 0.4310, loss: 0.4310, grad_norm: 4.4580 2021-05-06 12:15:38,894 - mmaction - INFO - Epoch [44][280/1853] lr: 1.000e-04, eta: 2:05:31, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8750, top5_acc: 0.9445, loss_cls: 0.4402, loss: 0.4402, grad_norm: 4.4081 2021-05-06 12:15:50,095 - mmaction - INFO - Epoch [44][300/1853] lr: 1.000e-04, eta: 2:05:19, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9453, loss_cls: 0.5080, loss: 0.5080, grad_norm: 5.2060 2021-05-06 12:16:01,290 - mmaction - INFO - Epoch [44][320/1853] lr: 1.000e-04, eta: 2:05:07, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9383, loss_cls: 0.5079, loss: 0.5079, grad_norm: 5.0443 2021-05-06 12:16:12,474 - mmaction - INFO - Epoch [44][340/1853] lr: 1.000e-04, eta: 2:04:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9391, loss_cls: 0.5060, loss: 0.5060, grad_norm: 4.9576 2021-05-06 12:16:23,669 - mmaction - INFO - Epoch [44][360/1853] lr: 1.000e-04, eta: 2:04:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9437, loss_cls: 0.5150, loss: 0.5150, grad_norm: 5.4340 2021-05-06 12:16:34,854 - mmaction - INFO - Epoch [44][380/1853] lr: 1.000e-04, eta: 2:04:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8227, top5_acc: 0.9359, loss_cls: 0.5703, loss: 0.5703, grad_norm: 5.4806 2021-05-06 12:16:46,040 - mmaction - INFO - Epoch [44][400/1853] lr: 1.000e-04, eta: 2:04:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9344, loss_cls: 0.5428, loss: 0.5428, grad_norm: 5.3081 2021-05-06 12:16:57,208 - mmaction - INFO - Epoch [44][420/1853] lr: 1.000e-04, eta: 2:04:07, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9406, loss_cls: 0.5322, loss: 0.5322, grad_norm: 4.8808 2021-05-06 12:17:08,383 - mmaction - INFO - Epoch [44][440/1853] lr: 1.000e-04, eta: 2:03:55, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9406, loss_cls: 0.4889, loss: 0.4889, grad_norm: 5.0424 2021-05-06 12:17:19,557 - mmaction - INFO - Epoch [44][460/1853] lr: 1.000e-04, eta: 2:03:43, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9352, loss_cls: 0.5374, loss: 0.5374, grad_norm: 5.0823 2021-05-06 12:17:30,722 - mmaction - INFO - Epoch [44][480/1853] lr: 1.000e-04, eta: 2:03:31, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8609, top5_acc: 0.9492, loss_cls: 0.4663, loss: 0.4663, grad_norm: 4.7031 2021-05-06 12:17:41,901 - mmaction - INFO - Epoch [44][500/1853] lr: 1.000e-04, eta: 2:03:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9414, loss_cls: 0.5209, loss: 0.5209, grad_norm: 5.0475 2021-05-06 12:17:53,083 - mmaction - INFO - Epoch [44][520/1853] lr: 1.000e-04, eta: 2:03:07, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9383, loss_cls: 0.5507, loss: 0.5507, grad_norm: 4.8318 2021-05-06 12:18:04,268 - mmaction - INFO - Epoch [44][540/1853] lr: 1.000e-04, eta: 2:02:55, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9492, loss_cls: 0.4949, loss: 0.4949, grad_norm: 4.8309 2021-05-06 12:18:15,425 - mmaction - INFO - Epoch [44][560/1853] lr: 1.000e-04, eta: 2:02:43, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9359, loss_cls: 0.5403, loss: 0.5403, grad_norm: 5.1518 2021-05-06 12:18:26,604 - mmaction - INFO - Epoch [44][580/1853] lr: 1.000e-04, eta: 2:02:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9453, loss_cls: 0.4991, loss: 0.4991, grad_norm: 5.0537 2021-05-06 12:18:37,790 - mmaction - INFO - Epoch [44][600/1853] lr: 1.000e-04, eta: 2:02:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9484, loss_cls: 0.5068, loss: 0.5068, grad_norm: 5.0677 2021-05-06 12:18:48,959 - mmaction - INFO - Epoch [44][620/1853] lr: 1.000e-04, eta: 2:02:07, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9484, loss_cls: 0.4695, loss: 0.4695, grad_norm: 4.5610 2021-05-06 12:19:00,110 - mmaction - INFO - Epoch [44][640/1853] lr: 1.000e-04, eta: 2:01:55, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9391, loss_cls: 0.5443, loss: 0.5443, grad_norm: 5.1756 2021-05-06 12:19:11,265 - mmaction - INFO - Epoch [44][660/1853] lr: 1.000e-04, eta: 2:01:43, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9367, loss_cls: 0.5412, loss: 0.5412, grad_norm: 5.2599 2021-05-06 12:19:22,442 - mmaction - INFO - Epoch [44][680/1853] lr: 1.000e-04, eta: 2:01:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9352, loss_cls: 0.5344, loss: 0.5344, grad_norm: 4.9678 2021-05-06 12:19:33,619 - mmaction - INFO - Epoch [44][700/1853] lr: 1.000e-04, eta: 2:01:19, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9469, loss_cls: 0.5261, loss: 0.5261, grad_norm: 5.2063 2021-05-06 12:19:44,885 - mmaction - INFO - Epoch [44][720/1853] lr: 1.000e-04, eta: 2:01:07, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9437, loss_cls: 0.5250, loss: 0.5250, grad_norm: 5.1947 2021-05-06 12:19:56,090 - mmaction - INFO - Epoch [44][740/1853] lr: 1.000e-04, eta: 2:00:55, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9461, loss_cls: 0.4857, loss: 0.4857, grad_norm: 5.0600 2021-05-06 12:20:07,297 - mmaction - INFO - Epoch [44][760/1853] lr: 1.000e-04, eta: 2:00:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9297, loss_cls: 0.5571, loss: 0.5571, grad_norm: 5.0878 2021-05-06 12:20:18,498 - mmaction - INFO - Epoch [44][780/1853] lr: 1.000e-04, eta: 2:00:31, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9398, loss_cls: 0.5157, loss: 0.5157, grad_norm: 4.8845 2021-05-06 12:20:29,687 - mmaction - INFO - Epoch [44][800/1853] lr: 1.000e-04, eta: 2:00:19, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9484, loss_cls: 0.4957, loss: 0.4957, grad_norm: 4.7794 2021-05-06 12:20:40,871 - mmaction - INFO - Epoch [44][820/1853] lr: 1.000e-04, eta: 2:00:07, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9391, loss_cls: 0.5556, loss: 0.5556, grad_norm: 5.1879 2021-05-06 12:20:52,058 - mmaction - INFO - Epoch [44][840/1853] lr: 1.000e-04, eta: 1:59:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8641, top5_acc: 0.9391, loss_cls: 0.4775, loss: 0.4775, grad_norm: 4.8098 2021-05-06 12:21:03,267 - mmaction - INFO - Epoch [44][860/1853] lr: 1.000e-04, eta: 1:59:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9461, loss_cls: 0.4900, loss: 0.4900, grad_norm: 4.9033 2021-05-06 12:21:14,443 - mmaction - INFO - Epoch [44][880/1853] lr: 1.000e-04, eta: 1:59:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9445, loss_cls: 0.5470, loss: 0.5470, grad_norm: 5.0238 2021-05-06 12:21:25,638 - mmaction - INFO - Epoch [44][900/1853] lr: 1.000e-04, eta: 1:59:20, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9484, loss_cls: 0.5040, loss: 0.5040, grad_norm: 5.1696 2021-05-06 12:21:36,816 - mmaction - INFO - Epoch [44][920/1853] lr: 1.000e-04, eta: 1:59:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9437, loss_cls: 0.4917, loss: 0.4917, grad_norm: 4.6483 2021-05-06 12:21:48,027 - mmaction - INFO - Epoch [44][940/1853] lr: 1.000e-04, eta: 1:58:56, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9617, loss_cls: 0.4380, loss: 0.4380, grad_norm: 5.2288 2021-05-06 12:21:59,196 - mmaction - INFO - Epoch [44][960/1853] lr: 1.000e-04, eta: 1:58:44, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9359, loss_cls: 0.5460, loss: 0.5460, grad_norm: 5.0726 2021-05-06 12:22:10,419 - mmaction - INFO - Epoch [44][980/1853] lr: 1.000e-04, eta: 1:58:32, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9445, loss_cls: 0.5476, loss: 0.5476, grad_norm: 5.1908 2021-05-06 12:22:21,583 - mmaction - INFO - Epoch [44][1000/1853] lr: 1.000e-04, eta: 1:58:20, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9492, loss_cls: 0.5011, loss: 0.5011, grad_norm: 4.5712 2021-05-06 12:22:32,767 - mmaction - INFO - Epoch [44][1020/1853] lr: 1.000e-04, eta: 1:58:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9484, loss_cls: 0.4919, loss: 0.4919, grad_norm: 4.8508 2021-05-06 12:22:43,945 - mmaction - INFO - Epoch [44][1040/1853] lr: 1.000e-04, eta: 1:57:56, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9523, loss_cls: 0.4855, loss: 0.4855, grad_norm: 5.2105 2021-05-06 12:22:55,113 - mmaction - INFO - Epoch [44][1060/1853] lr: 1.000e-04, eta: 1:57:44, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9453, loss_cls: 0.5046, loss: 0.5046, grad_norm: 5.0729 2021-05-06 12:23:06,327 - mmaction - INFO - Epoch [44][1080/1853] lr: 1.000e-04, eta: 1:57:32, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9430, loss_cls: 0.5017, loss: 0.5017, grad_norm: 5.1129 2021-05-06 12:23:17,481 - mmaction - INFO - Epoch [44][1100/1853] lr: 1.000e-04, eta: 1:57:20, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9359, loss_cls: 0.5083, loss: 0.5083, grad_norm: 4.9674 2021-05-06 12:23:28,711 - mmaction - INFO - Epoch [44][1120/1853] lr: 1.000e-04, eta: 1:57:08, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9461, loss_cls: 0.5337, loss: 0.5337, grad_norm: 5.2743 2021-05-06 12:23:39,850 - mmaction - INFO - Epoch [44][1140/1853] lr: 1.000e-04, eta: 1:56:56, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9461, loss_cls: 0.4964, loss: 0.4964, grad_norm: 5.0803 2021-05-06 12:23:51,055 - mmaction - INFO - Epoch [44][1160/1853] lr: 1.000e-04, eta: 1:56:44, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9281, loss_cls: 0.5520, loss: 0.5520, grad_norm: 4.9749 2021-05-06 12:24:02,274 - mmaction - INFO - Epoch [44][1180/1853] lr: 1.000e-04, eta: 1:56:32, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8719, top5_acc: 0.9617, loss_cls: 0.4276, loss: 0.4276, grad_norm: 4.7555 2021-05-06 12:24:13,467 - mmaction - INFO - Epoch [44][1200/1853] lr: 1.000e-04, eta: 1:56:20, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9500, loss_cls: 0.4902, loss: 0.4902, grad_norm: 4.8588 2021-05-06 12:24:24,644 - mmaction - INFO - Epoch [44][1220/1853] lr: 1.000e-04, eta: 1:56:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9422, loss_cls: 0.4866, loss: 0.4866, grad_norm: 4.6963 2021-05-06 12:24:35,841 - mmaction - INFO - Epoch [44][1240/1853] lr: 1.000e-04, eta: 1:55:56, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9437, loss_cls: 0.5344, loss: 0.5344, grad_norm: 5.5152 2021-05-06 12:24:47,047 - mmaction - INFO - Epoch [44][1260/1853] lr: 1.000e-04, eta: 1:55:44, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9539, loss_cls: 0.4577, loss: 0.4577, grad_norm: 4.9843 2021-05-06 12:24:58,219 - mmaction - INFO - Epoch [44][1280/1853] lr: 1.000e-04, eta: 1:55:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9391, loss_cls: 0.5378, loss: 0.5378, grad_norm: 5.3646 2021-05-06 12:25:09,419 - mmaction - INFO - Epoch [44][1300/1853] lr: 1.000e-04, eta: 1:55:20, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9437, loss_cls: 0.5076, loss: 0.5076, grad_norm: 4.8334 2021-05-06 12:25:20,617 - mmaction - INFO - Epoch [44][1320/1853] lr: 1.000e-04, eta: 1:55:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8648, top5_acc: 0.9492, loss_cls: 0.4434, loss: 0.4434, grad_norm: 4.7824 2021-05-06 12:25:31,800 - mmaction - INFO - Epoch [44][1340/1853] lr: 1.000e-04, eta: 1:54:56, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9414, loss_cls: 0.5135, loss: 0.5135, grad_norm: 5.0250 2021-05-06 12:25:42,983 - mmaction - INFO - Epoch [44][1360/1853] lr: 1.000e-04, eta: 1:54:44, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8594, top5_acc: 0.9547, loss_cls: 0.4762, loss: 0.4762, grad_norm: 4.6598 2021-05-06 12:25:54,177 - mmaction - INFO - Epoch [44][1380/1853] lr: 1.000e-04, eta: 1:54:32, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9445, loss_cls: 0.5001, loss: 0.5001, grad_norm: 5.3221 2021-05-06 12:26:05,382 - mmaction - INFO - Epoch [44][1400/1853] lr: 1.000e-04, eta: 1:54:21, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9531, loss_cls: 0.4867, loss: 0.4867, grad_norm: 5.0682 2021-05-06 12:26:16,584 - mmaction - INFO - Epoch [44][1420/1853] lr: 1.000e-04, eta: 1:54:09, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9531, loss_cls: 0.4708, loss: 0.4708, grad_norm: 4.7360 2021-05-06 12:26:27,761 - mmaction - INFO - Epoch [44][1440/1853] lr: 1.000e-04, eta: 1:53:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9437, loss_cls: 0.4685, loss: 0.4685, grad_norm: 4.8867 2021-05-06 12:26:38,941 - mmaction - INFO - Epoch [44][1460/1853] lr: 1.000e-04, eta: 1:53:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9563, loss_cls: 0.4849, loss: 0.4849, grad_norm: 5.3263 2021-05-06 12:26:50,131 - mmaction - INFO - Epoch [44][1480/1853] lr: 1.000e-04, eta: 1:53:33, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9352, loss_cls: 0.5107, loss: 0.5107, grad_norm: 4.9029 2021-05-06 12:27:01,302 - mmaction - INFO - Epoch [44][1500/1853] lr: 1.000e-04, eta: 1:53:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9492, loss_cls: 0.4722, loss: 0.4722, grad_norm: 4.7344 2021-05-06 12:27:12,506 - mmaction - INFO - Epoch [44][1520/1853] lr: 1.000e-04, eta: 1:53:09, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8688, top5_acc: 0.9539, loss_cls: 0.4468, loss: 0.4468, grad_norm: 4.9254 2021-05-06 12:27:23,680 - mmaction - INFO - Epoch [44][1540/1853] lr: 1.000e-04, eta: 1:52:57, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9461, loss_cls: 0.5357, loss: 0.5357, grad_norm: 5.5436 2021-05-06 12:27:34,861 - mmaction - INFO - Epoch [44][1560/1853] lr: 1.000e-04, eta: 1:52:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9320, loss_cls: 0.5391, loss: 0.5391, grad_norm: 4.9142 2021-05-06 12:27:46,064 - mmaction - INFO - Epoch [44][1580/1853] lr: 1.000e-04, eta: 1:52:33, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9344, loss_cls: 0.5165, loss: 0.5165, grad_norm: 4.9321 2021-05-06 12:27:57,225 - mmaction - INFO - Epoch [44][1600/1853] lr: 1.000e-04, eta: 1:52:21, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9461, loss_cls: 0.5033, loss: 0.5033, grad_norm: 5.1311 2021-05-06 12:28:08,425 - mmaction - INFO - Epoch [44][1620/1853] lr: 1.000e-04, eta: 1:52:09, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9359, loss_cls: 0.5167, loss: 0.5167, grad_norm: 4.9875 2021-05-06 12:28:19,639 - mmaction - INFO - Epoch [44][1640/1853] lr: 1.000e-04, eta: 1:51:57, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9508, loss_cls: 0.4982, loss: 0.4982, grad_norm: 5.1214 2021-05-06 12:28:30,840 - mmaction - INFO - Epoch [44][1660/1853] lr: 1.000e-04, eta: 1:51:45, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9547, loss_cls: 0.4730, loss: 0.4730, grad_norm: 5.2058 2021-05-06 12:28:42,002 - mmaction - INFO - Epoch [44][1680/1853] lr: 1.000e-04, eta: 1:51:33, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9359, loss_cls: 0.4906, loss: 0.4906, grad_norm: 4.5138 2021-05-06 12:28:53,199 - mmaction - INFO - Epoch [44][1700/1853] lr: 1.000e-04, eta: 1:51:21, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9344, loss_cls: 0.5352, loss: 0.5352, grad_norm: 5.2758 2021-05-06 12:29:04,410 - mmaction - INFO - Epoch [44][1720/1853] lr: 1.000e-04, eta: 1:51:09, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9359, loss_cls: 0.5798, loss: 0.5798, grad_norm: 5.4809 2021-05-06 12:29:15,598 - mmaction - INFO - Epoch [44][1740/1853] lr: 1.000e-04, eta: 1:50:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9352, loss_cls: 0.5544, loss: 0.5544, grad_norm: 5.2500 2021-05-06 12:29:26,795 - mmaction - INFO - Epoch [44][1760/1853] lr: 1.000e-04, eta: 1:50:45, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9375, loss_cls: 0.4932, loss: 0.4932, grad_norm: 5.1501 2021-05-06 12:29:37,971 - mmaction - INFO - Epoch [44][1780/1853] lr: 1.000e-04, eta: 1:50:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9508, loss_cls: 0.5091, loss: 0.5091, grad_norm: 5.1258 2021-05-06 12:29:49,196 - mmaction - INFO - Epoch [44][1800/1853] lr: 1.000e-04, eta: 1:50:22, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9453, loss_cls: 0.5065, loss: 0.5065, grad_norm: 5.0958 2021-05-06 12:30:00,361 - mmaction - INFO - Epoch [44][1820/1853] lr: 1.000e-04, eta: 1:50:10, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9383, loss_cls: 0.5487, loss: 0.5487, grad_norm: 5.3708 2021-05-06 12:30:11,534 - mmaction - INFO - Epoch [44][1840/1853] lr: 1.000e-04, eta: 1:49:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9437, loss_cls: 0.4785, loss: 0.4785, grad_norm: 4.6689 2021-05-06 12:30:19,895 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-05-06 12:31:58,565 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 12:31:58,596 - mmaction - INFO - top1_acc 0.9646 top5_acc 0.9985 2021-05-06 12:31:58,596 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 12:31:58,605 - mmaction - INFO - mean_acc 0.9608 2021-05-06 12:31:58,917 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. 2021-05-06 12:31:58,917 - mmaction - INFO - Best top1_acc is 0.9646 at 44 epoch. 2021-05-06 12:31:58,920 - mmaction - INFO - Epoch(val) [44][1853] top1_acc: 0.9646, top5_acc: 0.9985, mean_class_accuracy: 0.9608 2021-05-06 12:33:08,290 - mmaction - INFO - Epoch [45][20/1853] lr: 1.000e-04, eta: 1:49:45, time: 3.467, data_time: 2.901, memory: 7064, top1_acc: 0.8695, top5_acc: 0.9492, loss_cls: 0.4551, loss: 0.4551, grad_norm: 4.9340 2021-05-06 12:33:19,428 - mmaction - INFO - Epoch [45][40/1853] lr: 1.000e-04, eta: 1:49:33, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9469, loss_cls: 0.5007, loss: 0.5007, grad_norm: 5.4238 2021-05-06 12:33:30,610 - mmaction - INFO - Epoch [45][60/1853] lr: 1.000e-04, eta: 1:49:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9430, loss_cls: 0.5167, loss: 0.5167, grad_norm: 4.9671 2021-05-06 12:33:41,775 - mmaction - INFO - Epoch [45][80/1853] lr: 1.000e-04, eta: 1:49:09, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9586, loss_cls: 0.4522, loss: 0.4522, grad_norm: 4.8748 2021-05-06 12:33:52,952 - mmaction - INFO - Epoch [45][100/1853] lr: 1.000e-04, eta: 1:48:57, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9492, loss_cls: 0.4944, loss: 0.4944, grad_norm: 4.8881 2021-05-06 12:34:04,116 - mmaction - INFO - Epoch [45][120/1853] lr: 1.000e-04, eta: 1:48:45, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9422, loss_cls: 0.4781, loss: 0.4781, grad_norm: 4.9837 2021-05-06 12:34:15,313 - mmaction - INFO - Epoch [45][140/1853] lr: 1.000e-04, eta: 1:48:33, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9484, loss_cls: 0.4823, loss: 0.4823, grad_norm: 5.1223 2021-05-06 12:34:26,496 - mmaction - INFO - Epoch [45][160/1853] lr: 1.000e-04, eta: 1:48:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8672, top5_acc: 0.9430, loss_cls: 0.4668, loss: 0.4668, grad_norm: 4.6741 2021-05-06 12:34:37,652 - mmaction - INFO - Epoch [45][180/1853] lr: 1.000e-04, eta: 1:48:09, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9422, loss_cls: 0.5142, loss: 0.5142, grad_norm: 4.9272 2021-05-06 12:34:48,816 - mmaction - INFO - Epoch [45][200/1853] lr: 1.000e-04, eta: 1:47:57, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9367, loss_cls: 0.5153, loss: 0.5153, grad_norm: 4.9122 2021-05-06 12:35:00,013 - mmaction - INFO - Epoch [45][220/1853] lr: 1.000e-04, eta: 1:47:45, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9414, loss_cls: 0.5322, loss: 0.5322, grad_norm: 4.9455 2021-05-06 12:35:11,186 - mmaction - INFO - Epoch [45][240/1853] lr: 1.000e-04, eta: 1:47:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9437, loss_cls: 0.5144, loss: 0.5144, grad_norm: 5.3614 2021-05-06 12:35:22,370 - mmaction - INFO - Epoch [45][260/1853] lr: 1.000e-04, eta: 1:47:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9437, loss_cls: 0.5170, loss: 0.5170, grad_norm: 5.5814 2021-05-06 12:35:33,572 - mmaction - INFO - Epoch [45][280/1853] lr: 1.000e-04, eta: 1:47:09, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8594, top5_acc: 0.9469, loss_cls: 0.4877, loss: 0.4877, grad_norm: 4.7439 2021-05-06 12:35:44,732 - mmaction - INFO - Epoch [45][300/1853] lr: 1.000e-04, eta: 1:46:57, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8602, top5_acc: 0.9578, loss_cls: 0.4691, loss: 0.4691, grad_norm: 5.0263 2021-05-06 12:35:55,918 - mmaction - INFO - Epoch [45][320/1853] lr: 1.000e-04, eta: 1:46:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9453, loss_cls: 0.4869, loss: 0.4869, grad_norm: 4.8120 2021-05-06 12:36:07,110 - mmaction - INFO - Epoch [45][340/1853] lr: 1.000e-04, eta: 1:46:34, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9422, loss_cls: 0.4850, loss: 0.4850, grad_norm: 4.5304 2021-05-06 12:36:18,291 - mmaction - INFO - Epoch [45][360/1853] lr: 1.000e-04, eta: 1:46:22, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9383, loss_cls: 0.5406, loss: 0.5406, grad_norm: 4.6738 2021-05-06 12:36:29,485 - mmaction - INFO - Epoch [45][380/1853] lr: 1.000e-04, eta: 1:46:10, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9281, loss_cls: 0.5620, loss: 0.5620, grad_norm: 4.8380 2021-05-06 12:36:40,687 - mmaction - INFO - Epoch [45][400/1853] lr: 1.000e-04, eta: 1:45:58, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9531, loss_cls: 0.4812, loss: 0.4812, grad_norm: 4.7935 2021-05-06 12:36:51,896 - mmaction - INFO - Epoch [45][420/1853] lr: 1.000e-04, eta: 1:45:46, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8680, top5_acc: 0.9484, loss_cls: 0.4532, loss: 0.4532, grad_norm: 4.8244 2021-05-06 12:37:03,129 - mmaction - INFO - Epoch [45][440/1853] lr: 1.000e-04, eta: 1:45:34, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9516, loss_cls: 0.4685, loss: 0.4685, grad_norm: 4.9888 2021-05-06 12:37:14,348 - mmaction - INFO - Epoch [45][460/1853] lr: 1.000e-04, eta: 1:45:22, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9359, loss_cls: 0.5283, loss: 0.5283, grad_norm: 5.1576 2021-05-06 12:37:25,548 - mmaction - INFO - Epoch [45][480/1853] lr: 1.000e-04, eta: 1:45:10, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9383, loss_cls: 0.5409, loss: 0.5409, grad_norm: 5.3602 2021-05-06 12:37:36,722 - mmaction - INFO - Epoch [45][500/1853] lr: 1.000e-04, eta: 1:44:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9289, loss_cls: 0.5443, loss: 0.5443, grad_norm: 4.9512 2021-05-06 12:37:47,925 - mmaction - INFO - Epoch [45][520/1853] lr: 1.000e-04, eta: 1:44:46, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9445, loss_cls: 0.4966, loss: 0.4966, grad_norm: 5.1800 2021-05-06 12:37:59,125 - mmaction - INFO - Epoch [45][540/1853] lr: 1.000e-04, eta: 1:44:34, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8734, top5_acc: 0.9570, loss_cls: 0.4333, loss: 0.4333, grad_norm: 4.6860 2021-05-06 12:38:10,295 - mmaction - INFO - Epoch [45][560/1853] lr: 1.000e-04, eta: 1:44:22, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9492, loss_cls: 0.4632, loss: 0.4632, grad_norm: 5.0572 2021-05-06 12:38:21,513 - mmaction - INFO - Epoch [45][580/1853] lr: 1.000e-04, eta: 1:44:10, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9484, loss_cls: 0.5158, loss: 0.5158, grad_norm: 5.4738 2021-05-06 12:38:32,694 - mmaction - INFO - Epoch [45][600/1853] lr: 1.000e-04, eta: 1:43:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9375, loss_cls: 0.5041, loss: 0.5041, grad_norm: 5.0508 2021-05-06 12:38:43,916 - mmaction - INFO - Epoch [45][620/1853] lr: 1.000e-04, eta: 1:43:46, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9445, loss_cls: 0.5134, loss: 0.5134, grad_norm: 5.0820 2021-05-06 12:38:55,105 - mmaction - INFO - Epoch [45][640/1853] lr: 1.000e-04, eta: 1:43:34, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9477, loss_cls: 0.4953, loss: 0.4953, grad_norm: 5.2338 2021-05-06 12:39:06,279 - mmaction - INFO - Epoch [45][660/1853] lr: 1.000e-04, eta: 1:43:22, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9398, loss_cls: 0.5077, loss: 0.5077, grad_norm: 4.8231 2021-05-06 12:39:17,485 - mmaction - INFO - Epoch [45][680/1853] lr: 1.000e-04, eta: 1:43:10, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8742, top5_acc: 0.9547, loss_cls: 0.4381, loss: 0.4381, grad_norm: 4.8199 2021-05-06 12:39:28,666 - mmaction - INFO - Epoch [45][700/1853] lr: 1.000e-04, eta: 1:42:58, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9445, loss_cls: 0.4959, loss: 0.4959, grad_norm: 4.9516 2021-05-06 12:39:39,853 - mmaction - INFO - Epoch [45][720/1853] lr: 1.000e-04, eta: 1:42:46, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9352, loss_cls: 0.5320, loss: 0.5320, grad_norm: 5.0352 2021-05-06 12:39:51,027 - mmaction - INFO - Epoch [45][740/1853] lr: 1.000e-04, eta: 1:42:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9422, loss_cls: 0.5311, loss: 0.5311, grad_norm: 5.1986 2021-05-06 12:40:02,230 - mmaction - INFO - Epoch [45][760/1853] lr: 1.000e-04, eta: 1:42:23, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9492, loss_cls: 0.4795, loss: 0.4795, grad_norm: 5.1995 2021-05-06 12:40:13,422 - mmaction - INFO - Epoch [45][780/1853] lr: 1.000e-04, eta: 1:42:11, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9484, loss_cls: 0.5113, loss: 0.5113, grad_norm: 5.0532 2021-05-06 12:40:24,625 - mmaction - INFO - Epoch [45][800/1853] lr: 1.000e-04, eta: 1:41:59, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9508, loss_cls: 0.4683, loss: 0.4683, grad_norm: 5.1748 2021-05-06 12:40:35,849 - mmaction - INFO - Epoch [45][820/1853] lr: 1.000e-04, eta: 1:41:47, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9359, loss_cls: 0.4970, loss: 0.4970, grad_norm: 4.9911 2021-05-06 12:40:47,030 - mmaction - INFO - Epoch [45][840/1853] lr: 1.000e-04, eta: 1:41:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9391, loss_cls: 0.5436, loss: 0.5436, grad_norm: 5.1834 2021-05-06 12:40:58,215 - mmaction - INFO - Epoch [45][860/1853] lr: 1.000e-04, eta: 1:41:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9445, loss_cls: 0.5028, loss: 0.5028, grad_norm: 5.4234 2021-05-06 12:41:09,394 - mmaction - INFO - Epoch [45][880/1853] lr: 1.000e-04, eta: 1:41:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8734, top5_acc: 0.9445, loss_cls: 0.4345, loss: 0.4345, grad_norm: 4.5980 2021-05-06 12:41:20,590 - mmaction - INFO - Epoch [45][900/1853] lr: 1.000e-04, eta: 1:40:59, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9414, loss_cls: 0.5653, loss: 0.5653, grad_norm: 5.4365 2021-05-06 12:41:31,816 - mmaction - INFO - Epoch [45][920/1853] lr: 1.000e-04, eta: 1:40:47, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9461, loss_cls: 0.4972, loss: 0.4972, grad_norm: 4.4608 2021-05-06 12:41:43,007 - mmaction - INFO - Epoch [45][940/1853] lr: 1.000e-04, eta: 1:40:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9500, loss_cls: 0.4834, loss: 0.4834, grad_norm: 4.9480 2021-05-06 12:41:54,206 - mmaction - INFO - Epoch [45][960/1853] lr: 1.000e-04, eta: 1:40:23, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9469, loss_cls: 0.5004, loss: 0.5004, grad_norm: 5.2395 2021-05-06 12:42:05,407 - mmaction - INFO - Epoch [45][980/1853] lr: 1.000e-04, eta: 1:40:11, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9422, loss_cls: 0.5027, loss: 0.5027, grad_norm: 5.0034 2021-05-06 12:42:16,608 - mmaction - INFO - Epoch [45][1000/1853] lr: 1.000e-04, eta: 1:39:59, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9359, loss_cls: 0.4895, loss: 0.4895, grad_norm: 4.7568 2021-05-06 12:42:27,803 - mmaction - INFO - Epoch [45][1020/1853] lr: 1.000e-04, eta: 1:39:47, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9414, loss_cls: 0.4902, loss: 0.4902, grad_norm: 5.0527 2021-05-06 12:42:38,997 - mmaction - INFO - Epoch [45][1040/1853] lr: 1.000e-04, eta: 1:39:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9547, loss_cls: 0.5048, loss: 0.5048, grad_norm: 5.1888 2021-05-06 12:42:50,169 - mmaction - INFO - Epoch [45][1060/1853] lr: 1.000e-04, eta: 1:39:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9445, loss_cls: 0.5224, loss: 0.5224, grad_norm: 5.3340 2021-05-06 12:43:01,375 - mmaction - INFO - Epoch [45][1080/1853] lr: 1.000e-04, eta: 1:39:12, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9492, loss_cls: 0.4835, loss: 0.4835, grad_norm: 4.8963 2021-05-06 12:43:12,571 - mmaction - INFO - Epoch [45][1100/1853] lr: 1.000e-04, eta: 1:39:00, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9445, loss_cls: 0.5178, loss: 0.5178, grad_norm: 5.0659 2021-05-06 12:43:23,795 - mmaction - INFO - Epoch [45][1120/1853] lr: 1.000e-04, eta: 1:38:48, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9461, loss_cls: 0.4727, loss: 0.4727, grad_norm: 5.0580 2021-05-06 12:43:34,978 - mmaction - INFO - Epoch [45][1140/1853] lr: 1.000e-04, eta: 1:38:36, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9437, loss_cls: 0.4963, loss: 0.4963, grad_norm: 5.0605 2021-05-06 12:43:46,181 - mmaction - INFO - Epoch [45][1160/1853] lr: 1.000e-04, eta: 1:38:24, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9445, loss_cls: 0.5246, loss: 0.5246, grad_norm: 5.1828 2021-05-06 12:43:57,378 - mmaction - INFO - Epoch [45][1180/1853] lr: 1.000e-04, eta: 1:38:12, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9422, loss_cls: 0.5551, loss: 0.5551, grad_norm: 5.7826 2021-05-06 12:44:08,556 - mmaction - INFO - Epoch [45][1200/1853] lr: 1.000e-04, eta: 1:38:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9469, loss_cls: 0.4873, loss: 0.4873, grad_norm: 4.8314 2021-05-06 12:44:19,808 - mmaction - INFO - Epoch [45][1220/1853] lr: 1.000e-04, eta: 1:37:48, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9453, loss_cls: 0.5003, loss: 0.5003, grad_norm: 4.9696 2021-05-06 12:44:30,997 - mmaction - INFO - Epoch [45][1240/1853] lr: 1.000e-04, eta: 1:37:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9383, loss_cls: 0.5316, loss: 0.5316, grad_norm: 5.1102 2021-05-06 12:44:42,220 - mmaction - INFO - Epoch [45][1260/1853] lr: 1.000e-04, eta: 1:37:24, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9398, loss_cls: 0.5170, loss: 0.5170, grad_norm: 5.0083 2021-05-06 12:44:53,475 - mmaction - INFO - Epoch [45][1280/1853] lr: 1.000e-04, eta: 1:37:12, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9367, loss_cls: 0.5346, loss: 0.5346, grad_norm: 4.8362 2021-05-06 12:45:04,673 - mmaction - INFO - Epoch [45][1300/1853] lr: 1.000e-04, eta: 1:37:00, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9398, loss_cls: 0.4987, loss: 0.4987, grad_norm: 4.9643 2021-05-06 12:45:15,859 - mmaction - INFO - Epoch [45][1320/1853] lr: 1.000e-04, eta: 1:36:48, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9359, loss_cls: 0.5148, loss: 0.5148, grad_norm: 4.7267 2021-05-06 12:45:27,056 - mmaction - INFO - Epoch [45][1340/1853] lr: 1.000e-04, eta: 1:36:36, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8305, top5_acc: 0.9367, loss_cls: 0.5505, loss: 0.5505, grad_norm: 5.1582 2021-05-06 12:45:38,240 - mmaction - INFO - Epoch [45][1360/1853] lr: 1.000e-04, eta: 1:36:24, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9469, loss_cls: 0.4781, loss: 0.4781, grad_norm: 5.0861 2021-05-06 12:45:49,430 - mmaction - INFO - Epoch [45][1380/1853] lr: 1.000e-04, eta: 1:36:12, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9539, loss_cls: 0.4713, loss: 0.4713, grad_norm: 5.2389 2021-05-06 12:46:00,612 - mmaction - INFO - Epoch [45][1400/1853] lr: 1.000e-04, eta: 1:36:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8617, top5_acc: 0.9586, loss_cls: 0.4666, loss: 0.4666, grad_norm: 5.1884 2021-05-06 12:46:11,793 - mmaction - INFO - Epoch [45][1420/1853] lr: 1.000e-04, eta: 1:35:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8711, top5_acc: 0.9492, loss_cls: 0.4234, loss: 0.4234, grad_norm: 4.3622 2021-05-06 12:46:23,024 - mmaction - INFO - Epoch [45][1440/1853] lr: 1.000e-04, eta: 1:35:37, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9453, loss_cls: 0.5047, loss: 0.5047, grad_norm: 5.0269 2021-05-06 12:46:34,249 - mmaction - INFO - Epoch [45][1460/1853] lr: 1.000e-04, eta: 1:35:25, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9367, loss_cls: 0.5310, loss: 0.5310, grad_norm: 5.0968 2021-05-06 12:46:45,461 - mmaction - INFO - Epoch [45][1480/1853] lr: 1.000e-04, eta: 1:35:13, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9461, loss_cls: 0.5240, loss: 0.5240, grad_norm: 5.2787 2021-05-06 12:46:56,648 - mmaction - INFO - Epoch [45][1500/1853] lr: 1.000e-04, eta: 1:35:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9398, loss_cls: 0.4749, loss: 0.4749, grad_norm: 5.0261 2021-05-06 12:47:07,891 - mmaction - INFO - Epoch [45][1520/1853] lr: 1.000e-04, eta: 1:34:49, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9406, loss_cls: 0.5360, loss: 0.5360, grad_norm: 5.1941 2021-05-06 12:47:19,088 - mmaction - INFO - Epoch [45][1540/1853] lr: 1.000e-04, eta: 1:34:37, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9523, loss_cls: 0.4564, loss: 0.4564, grad_norm: 4.5888 2021-05-06 12:47:30,285 - mmaction - INFO - Epoch [45][1560/1853] lr: 1.000e-04, eta: 1:34:25, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9516, loss_cls: 0.4510, loss: 0.4510, grad_norm: 4.9140 2021-05-06 12:47:41,496 - mmaction - INFO - Epoch [45][1580/1853] lr: 1.000e-04, eta: 1:34:13, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9508, loss_cls: 0.5145, loss: 0.5145, grad_norm: 5.2875 2021-05-06 12:47:52,667 - mmaction - INFO - Epoch [45][1600/1853] lr: 1.000e-04, eta: 1:34:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9437, loss_cls: 0.4902, loss: 0.4902, grad_norm: 4.8831 2021-05-06 12:48:03,890 - mmaction - INFO - Epoch [45][1620/1853] lr: 1.000e-04, eta: 1:33:49, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9359, loss_cls: 0.5602, loss: 0.5602, grad_norm: 5.1974 2021-05-06 12:48:15,083 - mmaction - INFO - Epoch [45][1640/1853] lr: 1.000e-04, eta: 1:33:37, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9492, loss_cls: 0.4855, loss: 0.4855, grad_norm: 4.9422 2021-05-06 12:48:26,257 - mmaction - INFO - Epoch [45][1660/1853] lr: 1.000e-04, eta: 1:33:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9313, loss_cls: 0.5524, loss: 0.5524, grad_norm: 5.2581 2021-05-06 12:48:37,456 - mmaction - INFO - Epoch [45][1680/1853] lr: 1.000e-04, eta: 1:33:13, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9430, loss_cls: 0.5049, loss: 0.5049, grad_norm: 5.0384 2021-05-06 12:48:48,658 - mmaction - INFO - Epoch [45][1700/1853] lr: 1.000e-04, eta: 1:33:02, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9437, loss_cls: 0.5076, loss: 0.5076, grad_norm: 5.1824 2021-05-06 12:48:59,893 - mmaction - INFO - Epoch [45][1720/1853] lr: 1.000e-04, eta: 1:32:50, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9406, loss_cls: 0.5186, loss: 0.5186, grad_norm: 4.7377 2021-05-06 12:49:11,064 - mmaction - INFO - Epoch [45][1740/1853] lr: 1.000e-04, eta: 1:32:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9492, loss_cls: 0.4598, loss: 0.4598, grad_norm: 4.9334 2021-05-06 12:49:22,269 - mmaction - INFO - Epoch [45][1760/1853] lr: 1.000e-04, eta: 1:32:26, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8680, top5_acc: 0.9516, loss_cls: 0.4372, loss: 0.4372, grad_norm: 4.7861 2021-05-06 12:49:33,463 - mmaction - INFO - Epoch [45][1780/1853] lr: 1.000e-04, eta: 1:32:14, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9383, loss_cls: 0.5355, loss: 0.5355, grad_norm: 5.0577 2021-05-06 12:49:44,657 - mmaction - INFO - Epoch [45][1800/1853] lr: 1.000e-04, eta: 1:32:02, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9422, loss_cls: 0.5054, loss: 0.5054, grad_norm: 5.2819 2021-05-06 12:49:55,863 - mmaction - INFO - Epoch [45][1820/1853] lr: 1.000e-04, eta: 1:31:50, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9398, loss_cls: 0.5138, loss: 0.5138, grad_norm: 5.5246 2021-05-06 12:50:07,059 - mmaction - INFO - Epoch [45][1840/1853] lr: 1.000e-04, eta: 1:31:38, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9430, loss_cls: 0.5135, loss: 0.5135, grad_norm: 5.0845 2021-05-06 12:50:15,502 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-05-06 12:51:44,936 - mmaction - INFO - Epoch [46][20/1853] lr: 1.000e-04, eta: 1:31:26, time: 4.407, data_time: 3.843, memory: 7064, top1_acc: 0.8594, top5_acc: 0.9586, loss_cls: 0.5002, loss: 0.5002, grad_norm: 5.1636 2021-05-06 12:51:56,149 - mmaction - INFO - Epoch [46][40/1853] lr: 1.000e-04, eta: 1:31:14, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9430, loss_cls: 0.5074, loss: 0.5074, grad_norm: 4.9397 2021-05-06 12:52:07,302 - mmaction - INFO - Epoch [46][60/1853] lr: 1.000e-04, eta: 1:31:02, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9578, loss_cls: 0.4437, loss: 0.4437, grad_norm: 4.9806 2021-05-06 12:52:18,434 - mmaction - INFO - Epoch [46][80/1853] lr: 1.000e-04, eta: 1:30:50, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9414, loss_cls: 0.5145, loss: 0.5145, grad_norm: 5.0987 2021-05-06 12:52:29,614 - mmaction - INFO - Epoch [46][100/1853] lr: 1.000e-04, eta: 1:30:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8602, top5_acc: 0.9375, loss_cls: 0.5100, loss: 0.5100, grad_norm: 5.0141 2021-05-06 12:52:40,782 - mmaction - INFO - Epoch [46][120/1853] lr: 1.000e-04, eta: 1:30:26, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9461, loss_cls: 0.5067, loss: 0.5067, grad_norm: 4.9129 2021-05-06 12:52:51,995 - mmaction - INFO - Epoch [46][140/1853] lr: 1.000e-04, eta: 1:30:14, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8203, top5_acc: 0.9344, loss_cls: 0.5910, loss: 0.5910, grad_norm: 5.6919 2021-05-06 12:53:03,168 - mmaction - INFO - Epoch [46][160/1853] lr: 1.000e-04, eta: 1:30:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9469, loss_cls: 0.5093, loss: 0.5093, grad_norm: 5.2463 2021-05-06 12:53:14,442 - mmaction - INFO - Epoch [46][180/1853] lr: 1.000e-04, eta: 1:29:51, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9492, loss_cls: 0.4694, loss: 0.4694, grad_norm: 4.7932 2021-05-06 12:53:25,630 - mmaction - INFO - Epoch [46][200/1853] lr: 1.000e-04, eta: 1:29:39, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9398, loss_cls: 0.5194, loss: 0.5194, grad_norm: 5.1184 2021-05-06 12:53:36,802 - mmaction - INFO - Epoch [46][220/1853] lr: 1.000e-04, eta: 1:29:27, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9406, loss_cls: 0.5109, loss: 0.5109, grad_norm: 4.9677 2021-05-06 12:53:48,052 - mmaction - INFO - Epoch [46][240/1853] lr: 1.000e-04, eta: 1:29:15, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9391, loss_cls: 0.5065, loss: 0.5065, grad_norm: 5.1980 2021-05-06 12:53:59,228 - mmaction - INFO - Epoch [46][260/1853] lr: 1.000e-04, eta: 1:29:03, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9398, loss_cls: 0.5028, loss: 0.5028, grad_norm: 5.2416 2021-05-06 12:54:10,426 - mmaction - INFO - Epoch [46][280/1853] lr: 1.000e-04, eta: 1:28:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9398, loss_cls: 0.5262, loss: 0.5262, grad_norm: 4.9311 2021-05-06 12:54:21,627 - mmaction - INFO - Epoch [46][300/1853] lr: 1.000e-04, eta: 1:28:39, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9422, loss_cls: 0.4993, loss: 0.4993, grad_norm: 5.4434 2021-05-06 12:54:32,792 - mmaction - INFO - Epoch [46][320/1853] lr: 1.000e-04, eta: 1:28:27, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9437, loss_cls: 0.4841, loss: 0.4841, grad_norm: 5.1929 2021-05-06 12:54:43,977 - mmaction - INFO - Epoch [46][340/1853] lr: 1.000e-04, eta: 1:28:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8289, top5_acc: 0.9328, loss_cls: 0.5685, loss: 0.5685, grad_norm: 5.3138 2021-05-06 12:54:55,159 - mmaction - INFO - Epoch [46][360/1853] lr: 1.000e-04, eta: 1:28:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9266, loss_cls: 0.5465, loss: 0.5465, grad_norm: 4.9689 2021-05-06 12:55:06,356 - mmaction - INFO - Epoch [46][380/1853] lr: 1.000e-04, eta: 1:27:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9430, loss_cls: 0.5147, loss: 0.5147, grad_norm: 5.4492 2021-05-06 12:55:17,533 - mmaction - INFO - Epoch [46][400/1853] lr: 1.000e-04, eta: 1:27:39, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8711, top5_acc: 0.9508, loss_cls: 0.4505, loss: 0.4505, grad_norm: 4.5176 2021-05-06 12:55:28,723 - mmaction - INFO - Epoch [46][420/1853] lr: 1.000e-04, eta: 1:27:27, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8602, top5_acc: 0.9461, loss_cls: 0.4830, loss: 0.4830, grad_norm: 5.0230 2021-05-06 12:55:39,870 - mmaction - INFO - Epoch [46][440/1853] lr: 1.000e-04, eta: 1:27:15, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9398, loss_cls: 0.5503, loss: 0.5503, grad_norm: 5.5210 2021-05-06 12:55:51,035 - mmaction - INFO - Epoch [46][460/1853] lr: 1.000e-04, eta: 1:27:03, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9313, loss_cls: 0.5375, loss: 0.5375, grad_norm: 5.1523 2021-05-06 12:56:02,216 - mmaction - INFO - Epoch [46][480/1853] lr: 1.000e-04, eta: 1:26:51, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9398, loss_cls: 0.5178, loss: 0.5178, grad_norm: 5.3653 2021-05-06 12:56:13,433 - mmaction - INFO - Epoch [46][500/1853] lr: 1.000e-04, eta: 1:26:40, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9406, loss_cls: 0.5214, loss: 0.5214, grad_norm: 5.0180 2021-05-06 12:56:24,609 - mmaction - INFO - Epoch [46][520/1853] lr: 1.000e-04, eta: 1:26:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9508, loss_cls: 0.4602, loss: 0.4602, grad_norm: 5.0207 2021-05-06 12:56:35,833 - mmaction - INFO - Epoch [46][540/1853] lr: 1.000e-04, eta: 1:26:16, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9430, loss_cls: 0.5198, loss: 0.5198, grad_norm: 5.1753 2021-05-06 12:56:47,041 - mmaction - INFO - Epoch [46][560/1853] lr: 1.000e-04, eta: 1:26:04, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9430, loss_cls: 0.4914, loss: 0.4914, grad_norm: 5.0931 2021-05-06 12:56:58,227 - mmaction - INFO - Epoch [46][580/1853] lr: 1.000e-04, eta: 1:25:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9344, loss_cls: 0.5162, loss: 0.5162, grad_norm: 4.6917 2021-05-06 12:57:09,449 - mmaction - INFO - Epoch [46][600/1853] lr: 1.000e-04, eta: 1:25:40, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9336, loss_cls: 0.5195, loss: 0.5195, grad_norm: 5.2215 2021-05-06 12:57:20,649 - mmaction - INFO - Epoch [46][620/1853] lr: 1.000e-04, eta: 1:25:28, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9398, loss_cls: 0.5210, loss: 0.5210, grad_norm: 5.0775 2021-05-06 12:57:31,837 - mmaction - INFO - Epoch [46][640/1853] lr: 1.000e-04, eta: 1:25:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9469, loss_cls: 0.5080, loss: 0.5080, grad_norm: 5.2750 2021-05-06 12:57:43,034 - mmaction - INFO - Epoch [46][660/1853] lr: 1.000e-04, eta: 1:25:04, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8695, top5_acc: 0.9516, loss_cls: 0.4344, loss: 0.4344, grad_norm: 4.9029 2021-05-06 12:57:54,248 - mmaction - INFO - Epoch [46][680/1853] lr: 1.000e-04, eta: 1:24:52, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9516, loss_cls: 0.5104, loss: 0.5104, grad_norm: 5.2077 2021-05-06 12:58:05,462 - mmaction - INFO - Epoch [46][700/1853] lr: 1.000e-04, eta: 1:24:40, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9422, loss_cls: 0.5421, loss: 0.5421, grad_norm: 4.9894 2021-05-06 12:58:16,679 - mmaction - INFO - Epoch [46][720/1853] lr: 1.000e-04, eta: 1:24:28, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9492, loss_cls: 0.4754, loss: 0.4754, grad_norm: 4.8552 2021-05-06 12:58:27,865 - mmaction - INFO - Epoch [46][740/1853] lr: 1.000e-04, eta: 1:24:16, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9414, loss_cls: 0.4998, loss: 0.4998, grad_norm: 4.9019 2021-05-06 12:58:39,079 - mmaction - INFO - Epoch [46][760/1853] lr: 1.000e-04, eta: 1:24:04, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9461, loss_cls: 0.5249, loss: 0.5249, grad_norm: 4.9934 2021-05-06 12:58:50,310 - mmaction - INFO - Epoch [46][780/1853] lr: 1.000e-04, eta: 1:23:53, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8609, top5_acc: 0.9461, loss_cls: 0.4808, loss: 0.4808, grad_norm: 4.8264 2021-05-06 12:59:01,486 - mmaction - INFO - Epoch [46][800/1853] lr: 1.000e-04, eta: 1:23:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8594, top5_acc: 0.9445, loss_cls: 0.4713, loss: 0.4713, grad_norm: 4.8226 2021-05-06 12:59:12,674 - mmaction - INFO - Epoch [46][820/1853] lr: 1.000e-04, eta: 1:23:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8617, top5_acc: 0.9383, loss_cls: 0.4836, loss: 0.4836, grad_norm: 4.6694 2021-05-06 12:59:23,872 - mmaction - INFO - Epoch [46][840/1853] lr: 1.000e-04, eta: 1:23:17, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9383, loss_cls: 0.5202, loss: 0.5202, grad_norm: 4.8735 2021-05-06 12:59:35,055 - mmaction - INFO - Epoch [46][860/1853] lr: 1.000e-04, eta: 1:23:05, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9383, loss_cls: 0.4845, loss: 0.4845, grad_norm: 4.7631 2021-05-06 12:59:46,256 - mmaction - INFO - Epoch [46][880/1853] lr: 1.000e-04, eta: 1:22:53, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9398, loss_cls: 0.5333, loss: 0.5333, grad_norm: 5.3764 2021-05-06 12:59:57,481 - mmaction - INFO - Epoch [46][900/1853] lr: 1.000e-04, eta: 1:22:41, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9461, loss_cls: 0.4910, loss: 0.4910, grad_norm: 4.8501 2021-05-06 13:00:08,704 - mmaction - INFO - Epoch [46][920/1853] lr: 1.000e-04, eta: 1:22:29, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9313, loss_cls: 0.5048, loss: 0.5048, grad_norm: 4.6258 2021-05-06 13:00:19,889 - mmaction - INFO - Epoch [46][940/1853] lr: 1.000e-04, eta: 1:22:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8594, top5_acc: 0.9437, loss_cls: 0.4595, loss: 0.4595, grad_norm: 4.5700 2021-05-06 13:00:31,114 - mmaction - INFO - Epoch [46][960/1853] lr: 1.000e-04, eta: 1:22:05, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9391, loss_cls: 0.5237, loss: 0.5237, grad_norm: 5.1865 2021-05-06 13:00:42,364 - mmaction - INFO - Epoch [46][980/1853] lr: 1.000e-04, eta: 1:21:53, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9383, loss_cls: 0.5117, loss: 0.5117, grad_norm: 4.8319 2021-05-06 13:00:53,571 - mmaction - INFO - Epoch [46][1000/1853] lr: 1.000e-04, eta: 1:21:41, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9516, loss_cls: 0.4670, loss: 0.4670, grad_norm: 5.0521 2021-05-06 13:01:04,752 - mmaction - INFO - Epoch [46][1020/1853] lr: 1.000e-04, eta: 1:21:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9477, loss_cls: 0.5021, loss: 0.5021, grad_norm: 5.3075 2021-05-06 13:01:15,939 - mmaction - INFO - Epoch [46][1040/1853] lr: 1.000e-04, eta: 1:21:17, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9336, loss_cls: 0.5534, loss: 0.5534, grad_norm: 5.1189 2021-05-06 13:01:27,127 - mmaction - INFO - Epoch [46][1060/1853] lr: 1.000e-04, eta: 1:21:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9461, loss_cls: 0.5242, loss: 0.5242, grad_norm: 5.2854 2021-05-06 13:01:38,341 - mmaction - INFO - Epoch [46][1080/1853] lr: 1.000e-04, eta: 1:20:54, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9297, loss_cls: 0.5654, loss: 0.5654, grad_norm: 5.2616 2021-05-06 13:01:49,523 - mmaction - INFO - Epoch [46][1100/1853] lr: 1.000e-04, eta: 1:20:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8727, top5_acc: 0.9547, loss_cls: 0.4416, loss: 0.4416, grad_norm: 5.0372 2021-05-06 13:02:00,694 - mmaction - INFO - Epoch [46][1120/1853] lr: 1.000e-04, eta: 1:20:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8648, top5_acc: 0.9523, loss_cls: 0.4520, loss: 0.4520, grad_norm: 4.6937 2021-05-06 13:02:11,876 - mmaction - INFO - Epoch [46][1140/1853] lr: 1.000e-04, eta: 1:20:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9453, loss_cls: 0.4903, loss: 0.4903, grad_norm: 4.6353 2021-05-06 13:02:23,057 - mmaction - INFO - Epoch [46][1160/1853] lr: 1.000e-04, eta: 1:20:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9461, loss_cls: 0.4859, loss: 0.4859, grad_norm: 5.1333 2021-05-06 13:02:34,250 - mmaction - INFO - Epoch [46][1180/1853] lr: 1.000e-04, eta: 1:19:54, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9453, loss_cls: 0.4963, loss: 0.4963, grad_norm: 5.1680 2021-05-06 13:02:45,454 - mmaction - INFO - Epoch [46][1200/1853] lr: 1.000e-04, eta: 1:19:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9398, loss_cls: 0.5029, loss: 0.5029, grad_norm: 4.8906 2021-05-06 13:02:56,640 - mmaction - INFO - Epoch [46][1220/1853] lr: 1.000e-04, eta: 1:19:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9469, loss_cls: 0.5067, loss: 0.5067, grad_norm: 4.6473 2021-05-06 13:03:07,847 - mmaction - INFO - Epoch [46][1240/1853] lr: 1.000e-04, eta: 1:19:18, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9344, loss_cls: 0.5299, loss: 0.5299, grad_norm: 5.0044 2021-05-06 13:03:19,060 - mmaction - INFO - Epoch [46][1260/1853] lr: 1.000e-04, eta: 1:19:06, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9398, loss_cls: 0.5028, loss: 0.5028, grad_norm: 5.1383 2021-05-06 13:03:30,248 - mmaction - INFO - Epoch [46][1280/1853] lr: 1.000e-04, eta: 1:18:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9484, loss_cls: 0.4977, loss: 0.4977, grad_norm: 5.1323 2021-05-06 13:03:41,437 - mmaction - INFO - Epoch [46][1300/1853] lr: 1.000e-04, eta: 1:18:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9422, loss_cls: 0.4774, loss: 0.4774, grad_norm: 4.6520 2021-05-06 13:03:52,635 - mmaction - INFO - Epoch [46][1320/1853] lr: 1.000e-04, eta: 1:18:31, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9406, loss_cls: 0.5361, loss: 0.5361, grad_norm: 5.2568 2021-05-06 13:04:03,816 - mmaction - INFO - Epoch [46][1340/1853] lr: 1.000e-04, eta: 1:18:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9484, loss_cls: 0.5219, loss: 0.5219, grad_norm: 5.1563 2021-05-06 13:04:15,031 - mmaction - INFO - Epoch [46][1360/1853] lr: 1.000e-04, eta: 1:18:07, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9437, loss_cls: 0.5077, loss: 0.5077, grad_norm: 4.8933 2021-05-06 13:04:26,251 - mmaction - INFO - Epoch [46][1380/1853] lr: 1.000e-04, eta: 1:17:55, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9430, loss_cls: 0.5136, loss: 0.5136, grad_norm: 5.1827 2021-05-06 13:04:37,452 - mmaction - INFO - Epoch [46][1400/1853] lr: 1.000e-04, eta: 1:17:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9492, loss_cls: 0.4824, loss: 0.4824, grad_norm: 5.1928 2021-05-06 13:04:48,668 - mmaction - INFO - Epoch [46][1420/1853] lr: 1.000e-04, eta: 1:17:31, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9508, loss_cls: 0.4674, loss: 0.4674, grad_norm: 4.6940 2021-05-06 13:04:59,879 - mmaction - INFO - Epoch [46][1440/1853] lr: 1.000e-04, eta: 1:17:19, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9359, loss_cls: 0.4799, loss: 0.4799, grad_norm: 4.8523 2021-05-06 13:05:11,050 - mmaction - INFO - Epoch [46][1460/1853] lr: 1.000e-04, eta: 1:17:07, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9297, loss_cls: 0.5527, loss: 0.5527, grad_norm: 5.2086 2021-05-06 13:05:22,246 - mmaction - INFO - Epoch [46][1480/1853] lr: 1.000e-04, eta: 1:16:55, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9516, loss_cls: 0.4617, loss: 0.4617, grad_norm: 4.8919 2021-05-06 13:05:33,448 - mmaction - INFO - Epoch [46][1500/1853] lr: 1.000e-04, eta: 1:16:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9461, loss_cls: 0.5025, loss: 0.5025, grad_norm: 5.2881 2021-05-06 13:05:44,642 - mmaction - INFO - Epoch [46][1520/1853] lr: 1.000e-04, eta: 1:16:31, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8680, top5_acc: 0.9547, loss_cls: 0.4596, loss: 0.4596, grad_norm: 4.6866 2021-05-06 13:05:55,826 - mmaction - INFO - Epoch [46][1540/1853] lr: 1.000e-04, eta: 1:16:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9461, loss_cls: 0.4975, loss: 0.4975, grad_norm: 4.9777 2021-05-06 13:06:07,037 - mmaction - INFO - Epoch [46][1560/1853] lr: 1.000e-04, eta: 1:16:07, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8398, top5_acc: 0.9437, loss_cls: 0.5205, loss: 0.5205, grad_norm: 5.3619 2021-05-06 13:06:18,215 - mmaction - INFO - Epoch [46][1580/1853] lr: 1.000e-04, eta: 1:15:56, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9414, loss_cls: 0.5034, loss: 0.5034, grad_norm: 4.9698 2021-05-06 13:06:29,402 - mmaction - INFO - Epoch [46][1600/1853] lr: 1.000e-04, eta: 1:15:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8695, top5_acc: 0.9508, loss_cls: 0.4360, loss: 0.4360, grad_norm: 4.5430 2021-05-06 13:06:40,604 - mmaction - INFO - Epoch [46][1620/1853] lr: 1.000e-04, eta: 1:15:32, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9422, loss_cls: 0.4806, loss: 0.4806, grad_norm: 4.8031 2021-05-06 13:06:51,799 - mmaction - INFO - Epoch [46][1640/1853] lr: 1.000e-04, eta: 1:15:20, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9359, loss_cls: 0.5378, loss: 0.5378, grad_norm: 5.2098 2021-05-06 13:07:02,962 - mmaction - INFO - Epoch [46][1660/1853] lr: 1.000e-04, eta: 1:15:08, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9453, loss_cls: 0.4918, loss: 0.4918, grad_norm: 5.1355 2021-05-06 13:07:14,132 - mmaction - INFO - Epoch [46][1680/1853] lr: 1.000e-04, eta: 1:14:56, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9453, loss_cls: 0.5054, loss: 0.5054, grad_norm: 5.5515 2021-05-06 13:07:25,334 - mmaction - INFO - Epoch [46][1700/1853] lr: 1.000e-04, eta: 1:14:44, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9516, loss_cls: 0.5041, loss: 0.5041, grad_norm: 5.0232 2021-05-06 13:07:36,506 - mmaction - INFO - Epoch [46][1720/1853] lr: 1.000e-04, eta: 1:14:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9344, loss_cls: 0.5553, loss: 0.5553, grad_norm: 5.3272 2021-05-06 13:07:47,686 - mmaction - INFO - Epoch [46][1740/1853] lr: 1.000e-04, eta: 1:14:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9461, loss_cls: 0.4560, loss: 0.4560, grad_norm: 4.6643 2021-05-06 13:07:58,899 - mmaction - INFO - Epoch [46][1760/1853] lr: 1.000e-04, eta: 1:14:08, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9461, loss_cls: 0.5127, loss: 0.5127, grad_norm: 5.2579 2021-05-06 13:08:10,125 - mmaction - INFO - Epoch [46][1780/1853] lr: 1.000e-04, eta: 1:13:56, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9422, loss_cls: 0.5277, loss: 0.5277, grad_norm: 5.0579 2021-05-06 13:08:21,321 - mmaction - INFO - Epoch [46][1800/1853] lr: 1.000e-04, eta: 1:13:44, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8688, top5_acc: 0.9547, loss_cls: 0.4326, loss: 0.4326, grad_norm: 4.6895 2021-05-06 13:08:32,499 - mmaction - INFO - Epoch [46][1820/1853] lr: 1.000e-04, eta: 1:13:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9352, loss_cls: 0.5366, loss: 0.5366, grad_norm: 5.2846 2021-05-06 13:08:43,685 - mmaction - INFO - Epoch [46][1840/1853] lr: 1.000e-04, eta: 1:13:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9500, loss_cls: 0.4972, loss: 0.4972, grad_norm: 5.2902 2021-05-06 13:08:52,094 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-05-06 13:10:43,674 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 13:10:43,704 - mmaction - INFO - top1_acc 0.9646 top5_acc 0.9986 2021-05-06 13:10:43,705 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 13:10:43,712 - mmaction - INFO - mean_acc 0.9613 2021-05-06 13:10:44,564 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. 2021-05-06 13:10:44,564 - mmaction - INFO - Best top1_acc is 0.9646 at 46 epoch. 2021-05-06 13:10:44,567 - mmaction - INFO - Epoch(val) [46][1853] top1_acc: 0.9646, top5_acc: 0.9986, mean_class_accuracy: 0.9613 2021-05-06 13:12:11,642 - mmaction - INFO - Epoch [47][20/1853] lr: 1.000e-04, eta: 1:13:07, time: 4.353, data_time: 3.791, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9437, loss_cls: 0.4844, loss: 0.4844, grad_norm: 5.2180 2021-05-06 13:12:22,835 - mmaction - INFO - Epoch [47][40/1853] lr: 1.000e-04, eta: 1:12:55, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9453, loss_cls: 0.4891, loss: 0.4891, grad_norm: 5.0206 2021-05-06 13:12:33,984 - mmaction - INFO - Epoch [47][60/1853] lr: 1.000e-04, eta: 1:12:43, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9414, loss_cls: 0.4983, loss: 0.4983, grad_norm: 4.9453 2021-05-06 13:12:45,159 - mmaction - INFO - Epoch [47][80/1853] lr: 1.000e-04, eta: 1:12:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9453, loss_cls: 0.4772, loss: 0.4772, grad_norm: 4.8955 2021-05-06 13:12:56,326 - mmaction - INFO - Epoch [47][100/1853] lr: 1.000e-04, eta: 1:12:19, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9297, loss_cls: 0.5351, loss: 0.5351, grad_norm: 4.8801 2021-05-06 13:13:07,492 - mmaction - INFO - Epoch [47][120/1853] lr: 1.000e-04, eta: 1:12:07, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9414, loss_cls: 0.5224, loss: 0.5224, grad_norm: 4.9461 2021-05-06 13:13:18,660 - mmaction - INFO - Epoch [47][140/1853] lr: 1.000e-04, eta: 1:11:55, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9453, loss_cls: 0.5098, loss: 0.5098, grad_norm: 4.9325 2021-05-06 13:13:29,877 - mmaction - INFO - Epoch [47][160/1853] lr: 1.000e-04, eta: 1:11:43, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9484, loss_cls: 0.4645, loss: 0.4645, grad_norm: 5.1025 2021-05-06 13:13:41,066 - mmaction - INFO - Epoch [47][180/1853] lr: 1.000e-04, eta: 1:11:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9430, loss_cls: 0.4807, loss: 0.4807, grad_norm: 4.9435 2021-05-06 13:13:52,247 - mmaction - INFO - Epoch [47][200/1853] lr: 1.000e-04, eta: 1:11:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9359, loss_cls: 0.4811, loss: 0.4811, grad_norm: 4.7638 2021-05-06 13:14:03,424 - mmaction - INFO - Epoch [47][220/1853] lr: 1.000e-04, eta: 1:11:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9484, loss_cls: 0.4864, loss: 0.4864, grad_norm: 5.1823 2021-05-06 13:14:14,613 - mmaction - INFO - Epoch [47][240/1853] lr: 1.000e-04, eta: 1:10:56, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9461, loss_cls: 0.4995, loss: 0.4995, grad_norm: 5.3252 2021-05-06 13:14:25,784 - mmaction - INFO - Epoch [47][260/1853] lr: 1.000e-04, eta: 1:10:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9430, loss_cls: 0.5101, loss: 0.5101, grad_norm: 4.9405 2021-05-06 13:14:36,968 - mmaction - INFO - Epoch [47][280/1853] lr: 1.000e-04, eta: 1:10:32, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9484, loss_cls: 0.4700, loss: 0.4700, grad_norm: 4.9414 2021-05-06 13:14:48,161 - mmaction - INFO - Epoch [47][300/1853] lr: 1.000e-04, eta: 1:10:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8602, top5_acc: 0.9484, loss_cls: 0.4583, loss: 0.4583, grad_norm: 5.0490 2021-05-06 13:14:59,332 - mmaction - INFO - Epoch [47][320/1853] lr: 1.000e-04, eta: 1:10:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9359, loss_cls: 0.5348, loss: 0.5348, grad_norm: 5.3505 2021-05-06 13:15:10,505 - mmaction - INFO - Epoch [47][340/1853] lr: 1.000e-04, eta: 1:09:56, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9383, loss_cls: 0.5319, loss: 0.5319, grad_norm: 5.2374 2021-05-06 13:15:21,694 - mmaction - INFO - Epoch [47][360/1853] lr: 1.000e-04, eta: 1:09:44, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9516, loss_cls: 0.4816, loss: 0.4816, grad_norm: 4.9537 2021-05-06 13:15:32,874 - mmaction - INFO - Epoch [47][380/1853] lr: 1.000e-04, eta: 1:09:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9539, loss_cls: 0.4584, loss: 0.4584, grad_norm: 4.9990 2021-05-06 13:15:44,063 - mmaction - INFO - Epoch [47][400/1853] lr: 1.000e-04, eta: 1:09:20, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9352, loss_cls: 0.5534, loss: 0.5534, grad_norm: 5.4008 2021-05-06 13:15:55,260 - mmaction - INFO - Epoch [47][420/1853] lr: 1.000e-04, eta: 1:09:08, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9430, loss_cls: 0.5232, loss: 0.5232, grad_norm: 5.1225 2021-05-06 13:16:06,422 - mmaction - INFO - Epoch [47][440/1853] lr: 1.000e-04, eta: 1:08:56, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9523, loss_cls: 0.4872, loss: 0.4872, grad_norm: 5.2913 2021-05-06 13:16:17,607 - mmaction - INFO - Epoch [47][460/1853] lr: 1.000e-04, eta: 1:08:45, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9523, loss_cls: 0.4748, loss: 0.4748, grad_norm: 5.2057 2021-05-06 13:16:28,804 - mmaction - INFO - Epoch [47][480/1853] lr: 1.000e-04, eta: 1:08:33, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9414, loss_cls: 0.5280, loss: 0.5280, grad_norm: 5.2195 2021-05-06 13:16:39,984 - mmaction - INFO - Epoch [47][500/1853] lr: 1.000e-04, eta: 1:08:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9406, loss_cls: 0.5314, loss: 0.5314, grad_norm: 5.1994 2021-05-06 13:16:51,155 - mmaction - INFO - Epoch [47][520/1853] lr: 1.000e-04, eta: 1:08:09, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9484, loss_cls: 0.4818, loss: 0.4818, grad_norm: 4.8361 2021-05-06 13:17:02,381 - mmaction - INFO - Epoch [47][540/1853] lr: 1.000e-04, eta: 1:07:57, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9430, loss_cls: 0.4952, loss: 0.4952, grad_norm: 5.0133 2021-05-06 13:17:13,555 - mmaction - INFO - Epoch [47][560/1853] lr: 1.000e-04, eta: 1:07:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8688, top5_acc: 0.9516, loss_cls: 0.4374, loss: 0.4374, grad_norm: 4.6581 2021-05-06 13:17:24,722 - mmaction - INFO - Epoch [47][580/1853] lr: 1.000e-04, eta: 1:07:33, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9437, loss_cls: 0.5241, loss: 0.5241, grad_norm: 5.1356 2021-05-06 13:17:35,908 - mmaction - INFO - Epoch [47][600/1853] lr: 1.000e-04, eta: 1:07:21, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9359, loss_cls: 0.5161, loss: 0.5161, grad_norm: 5.0411 2021-05-06 13:17:47,090 - mmaction - INFO - Epoch [47][620/1853] lr: 1.000e-04, eta: 1:07:09, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9461, loss_cls: 0.4766, loss: 0.4766, grad_norm: 4.7612 2021-05-06 13:17:58,264 - mmaction - INFO - Epoch [47][640/1853] lr: 1.000e-04, eta: 1:06:57, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9445, loss_cls: 0.4957, loss: 0.4957, grad_norm: 5.1053 2021-05-06 13:18:09,434 - mmaction - INFO - Epoch [47][660/1853] lr: 1.000e-04, eta: 1:06:45, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8641, top5_acc: 0.9461, loss_cls: 0.4632, loss: 0.4632, grad_norm: 4.4178 2021-05-06 13:18:20,622 - mmaction - INFO - Epoch [47][680/1853] lr: 1.000e-04, eta: 1:06:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9492, loss_cls: 0.5159, loss: 0.5159, grad_norm: 5.1378 2021-05-06 13:18:31,797 - mmaction - INFO - Epoch [47][700/1853] lr: 1.000e-04, eta: 1:06:22, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8609, top5_acc: 0.9391, loss_cls: 0.4920, loss: 0.4920, grad_norm: 5.2077 2021-05-06 13:18:42,988 - mmaction - INFO - Epoch [47][720/1853] lr: 1.000e-04, eta: 1:06:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9539, loss_cls: 0.4867, loss: 0.4867, grad_norm: 5.4469 2021-05-06 13:18:54,219 - mmaction - INFO - Epoch [47][740/1853] lr: 1.000e-04, eta: 1:05:58, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9500, loss_cls: 0.4634, loss: 0.4634, grad_norm: 5.1870 2021-05-06 13:19:05,370 - mmaction - INFO - Epoch [47][760/1853] lr: 1.000e-04, eta: 1:05:46, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9445, loss_cls: 0.4851, loss: 0.4851, grad_norm: 5.0919 2021-05-06 13:19:16,557 - mmaction - INFO - Epoch [47][780/1853] lr: 1.000e-04, eta: 1:05:34, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9445, loss_cls: 0.4970, loss: 0.4970, grad_norm: 5.2174 2021-05-06 13:19:27,752 - mmaction - INFO - Epoch [47][800/1853] lr: 1.000e-04, eta: 1:05:22, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8742, top5_acc: 0.9477, loss_cls: 0.4260, loss: 0.4260, grad_norm: 4.5882 2021-05-06 13:19:38,932 - mmaction - INFO - Epoch [47][820/1853] lr: 1.000e-04, eta: 1:05:10, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9539, loss_cls: 0.4583, loss: 0.4583, grad_norm: 4.9705 2021-05-06 13:19:50,161 - mmaction - INFO - Epoch [47][840/1853] lr: 1.000e-04, eta: 1:04:58, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9484, loss_cls: 0.4858, loss: 0.4858, grad_norm: 5.1819 2021-05-06 13:20:01,361 - mmaction - INFO - Epoch [47][860/1853] lr: 1.000e-04, eta: 1:04:46, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8281, top5_acc: 0.9297, loss_cls: 0.5769, loss: 0.5769, grad_norm: 5.5428 2021-05-06 13:20:12,526 - mmaction - INFO - Epoch [47][880/1853] lr: 1.000e-04, eta: 1:04:34, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9453, loss_cls: 0.5123, loss: 0.5123, grad_norm: 5.3845 2021-05-06 13:20:23,749 - mmaction - INFO - Epoch [47][900/1853] lr: 1.000e-04, eta: 1:04:22, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9484, loss_cls: 0.4833, loss: 0.4833, grad_norm: 4.6877 2021-05-06 13:20:34,925 - mmaction - INFO - Epoch [47][920/1853] lr: 1.000e-04, eta: 1:04:10, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9437, loss_cls: 0.5153, loss: 0.5153, grad_norm: 4.7879 2021-05-06 13:20:46,134 - mmaction - INFO - Epoch [47][940/1853] lr: 1.000e-04, eta: 1:03:59, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8672, top5_acc: 0.9547, loss_cls: 0.4467, loss: 0.4467, grad_norm: 5.1331 2021-05-06 13:20:57,307 - mmaction - INFO - Epoch [47][960/1853] lr: 1.000e-04, eta: 1:03:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9469, loss_cls: 0.4951, loss: 0.4951, grad_norm: 5.2310 2021-05-06 13:21:08,495 - mmaction - INFO - Epoch [47][980/1853] lr: 1.000e-04, eta: 1:03:35, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9469, loss_cls: 0.4715, loss: 0.4715, grad_norm: 4.3299 2021-05-06 13:21:19,720 - mmaction - INFO - Epoch [47][1000/1853] lr: 1.000e-04, eta: 1:03:23, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8617, top5_acc: 0.9563, loss_cls: 0.4694, loss: 0.4694, grad_norm: 5.1153 2021-05-06 13:21:30,903 - mmaction - INFO - Epoch [47][1020/1853] lr: 1.000e-04, eta: 1:03:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9391, loss_cls: 0.5163, loss: 0.5163, grad_norm: 5.5131 2021-05-06 13:21:42,136 - mmaction - INFO - Epoch [47][1040/1853] lr: 1.000e-04, eta: 1:02:59, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9469, loss_cls: 0.4918, loss: 0.4918, grad_norm: 5.2523 2021-05-06 13:21:53,322 - mmaction - INFO - Epoch [47][1060/1853] lr: 1.000e-04, eta: 1:02:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9383, loss_cls: 0.5419, loss: 0.5419, grad_norm: 5.3020 2021-05-06 13:22:04,531 - mmaction - INFO - Epoch [47][1080/1853] lr: 1.000e-04, eta: 1:02:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9359, loss_cls: 0.5472, loss: 0.5472, grad_norm: 5.5503 2021-05-06 13:22:15,725 - mmaction - INFO - Epoch [47][1100/1853] lr: 1.000e-04, eta: 1:02:23, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8648, top5_acc: 0.9492, loss_cls: 0.4578, loss: 0.4578, grad_norm: 4.8105 2021-05-06 13:22:26,924 - mmaction - INFO - Epoch [47][1120/1853] lr: 1.000e-04, eta: 1:02:11, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9523, loss_cls: 0.4793, loss: 0.4793, grad_norm: 5.1359 2021-05-06 13:22:38,125 - mmaction - INFO - Epoch [47][1140/1853] lr: 1.000e-04, eta: 1:01:59, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9430, loss_cls: 0.5138, loss: 0.5138, grad_norm: 5.2110 2021-05-06 13:22:49,355 - mmaction - INFO - Epoch [47][1160/1853] lr: 1.000e-04, eta: 1:01:48, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8805, top5_acc: 0.9500, loss_cls: 0.4314, loss: 0.4314, grad_norm: 5.0149 2021-05-06 13:23:00,557 - mmaction - INFO - Epoch [47][1180/1853] lr: 1.000e-04, eta: 1:01:36, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9414, loss_cls: 0.5144, loss: 0.5144, grad_norm: 4.9555 2021-05-06 13:23:11,770 - mmaction - INFO - Epoch [47][1200/1853] lr: 1.000e-04, eta: 1:01:24, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9539, loss_cls: 0.5063, loss: 0.5063, grad_norm: 5.2677 2021-05-06 13:23:22,988 - mmaction - INFO - Epoch [47][1220/1853] lr: 1.000e-04, eta: 1:01:12, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9453, loss_cls: 0.5199, loss: 0.5199, grad_norm: 5.2498 2021-05-06 13:23:34,197 - mmaction - INFO - Epoch [47][1240/1853] lr: 1.000e-04, eta: 1:01:00, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9359, loss_cls: 0.5138, loss: 0.5138, grad_norm: 5.2719 2021-05-06 13:23:45,420 - mmaction - INFO - Epoch [47][1260/1853] lr: 1.000e-04, eta: 1:00:48, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8594, top5_acc: 0.9516, loss_cls: 0.4650, loss: 0.4650, grad_norm: 5.0437 2021-05-06 13:23:56,636 - mmaction - INFO - Epoch [47][1280/1853] lr: 1.000e-04, eta: 1:00:36, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9508, loss_cls: 0.4575, loss: 0.4575, grad_norm: 5.0026 2021-05-06 13:24:07,818 - mmaction - INFO - Epoch [47][1300/1853] lr: 1.000e-04, eta: 1:00:24, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9469, loss_cls: 0.4905, loss: 0.4905, grad_norm: 5.1077 2021-05-06 13:24:19,011 - mmaction - INFO - Epoch [47][1320/1853] lr: 1.000e-04, eta: 1:00:12, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9398, loss_cls: 0.4944, loss: 0.4944, grad_norm: 5.2079 2021-05-06 13:24:30,202 - mmaction - INFO - Epoch [47][1340/1853] lr: 1.000e-04, eta: 1:00:00, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9469, loss_cls: 0.5024, loss: 0.5024, grad_norm: 5.1768 2021-05-06 13:24:41,407 - mmaction - INFO - Epoch [47][1360/1853] lr: 1.000e-04, eta: 0:59:48, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9375, loss_cls: 0.5189, loss: 0.5189, grad_norm: 5.2276 2021-05-06 13:24:52,592 - mmaction - INFO - Epoch [47][1380/1853] lr: 1.000e-04, eta: 0:59:37, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9414, loss_cls: 0.5063, loss: 0.5063, grad_norm: 5.3997 2021-05-06 13:25:03,838 - mmaction - INFO - Epoch [47][1400/1853] lr: 1.000e-04, eta: 0:59:25, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9453, loss_cls: 0.5149, loss: 0.5149, grad_norm: 5.0824 2021-05-06 13:25:15,053 - mmaction - INFO - Epoch [47][1420/1853] lr: 1.000e-04, eta: 0:59:13, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9391, loss_cls: 0.4895, loss: 0.4895, grad_norm: 4.8573 2021-05-06 13:25:26,320 - mmaction - INFO - Epoch [47][1440/1853] lr: 1.000e-04, eta: 0:59:01, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8328, top5_acc: 0.9359, loss_cls: 0.5658, loss: 0.5658, grad_norm: 5.4847 2021-05-06 13:25:37,526 - mmaction - INFO - Epoch [47][1460/1853] lr: 1.000e-04, eta: 0:58:49, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9352, loss_cls: 0.5544, loss: 0.5544, grad_norm: 5.5218 2021-05-06 13:25:48,759 - mmaction - INFO - Epoch [47][1480/1853] lr: 1.000e-04, eta: 0:58:37, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9375, loss_cls: 0.4996, loss: 0.4996, grad_norm: 4.9517 2021-05-06 13:25:59,946 - mmaction - INFO - Epoch [47][1500/1853] lr: 1.000e-04, eta: 0:58:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9547, loss_cls: 0.4532, loss: 0.4532, grad_norm: 4.9466 2021-05-06 13:26:11,141 - mmaction - INFO - Epoch [47][1520/1853] lr: 1.000e-04, eta: 0:58:13, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9383, loss_cls: 0.5343, loss: 0.5343, grad_norm: 5.2516 2021-05-06 13:26:22,328 - mmaction - INFO - Epoch [47][1540/1853] lr: 1.000e-04, eta: 0:58:01, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9352, loss_cls: 0.5571, loss: 0.5571, grad_norm: 5.3225 2021-05-06 13:26:33,516 - mmaction - INFO - Epoch [47][1560/1853] lr: 1.000e-04, eta: 0:57:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9391, loss_cls: 0.5215, loss: 0.5215, grad_norm: 5.2224 2021-05-06 13:26:44,711 - mmaction - INFO - Epoch [47][1580/1853] lr: 1.000e-04, eta: 0:57:37, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9437, loss_cls: 0.5092, loss: 0.5092, grad_norm: 5.2749 2021-05-06 13:26:55,891 - mmaction - INFO - Epoch [47][1600/1853] lr: 1.000e-04, eta: 0:57:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9430, loss_cls: 0.4729, loss: 0.4729, grad_norm: 4.8348 2021-05-06 13:27:07,083 - mmaction - INFO - Epoch [47][1620/1853] lr: 1.000e-04, eta: 0:57:14, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9406, loss_cls: 0.5545, loss: 0.5545, grad_norm: 5.6773 2021-05-06 13:27:18,282 - mmaction - INFO - Epoch [47][1640/1853] lr: 1.000e-04, eta: 0:57:02, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8641, top5_acc: 0.9461, loss_cls: 0.4565, loss: 0.4565, grad_norm: 4.5929 2021-05-06 13:27:29,730 - mmaction - INFO - Epoch [47][1660/1853] lr: 1.000e-04, eta: 0:56:50, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8742, top5_acc: 0.9594, loss_cls: 0.4420, loss: 0.4420, grad_norm: 5.1025 2021-05-06 13:27:40,933 - mmaction - INFO - Epoch [47][1680/1853] lr: 1.000e-04, eta: 0:56:38, time: 0.574, data_time: 0.015, memory: 7064, top1_acc: 0.8648, top5_acc: 0.9461, loss_cls: 0.4591, loss: 0.4591, grad_norm: 5.0588 2021-05-06 13:27:52,124 - mmaction - INFO - Epoch [47][1700/1853] lr: 1.000e-04, eta: 0:56:26, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9398, loss_cls: 0.5145, loss: 0.5145, grad_norm: 5.3151 2021-05-06 13:28:03,314 - mmaction - INFO - Epoch [47][1720/1853] lr: 1.000e-04, eta: 0:56:14, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9547, loss_cls: 0.4571, loss: 0.4571, grad_norm: 5.1798 2021-05-06 13:28:14,494 - mmaction - INFO - Epoch [47][1740/1853] lr: 1.000e-04, eta: 0:56:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9516, loss_cls: 0.4981, loss: 0.4981, grad_norm: 5.4156 2021-05-06 13:28:25,717 - mmaction - INFO - Epoch [47][1760/1853] lr: 1.000e-04, eta: 0:55:50, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9430, loss_cls: 0.5039, loss: 0.5039, grad_norm: 5.2288 2021-05-06 13:28:36,895 - mmaction - INFO - Epoch [47][1780/1853] lr: 1.000e-04, eta: 0:55:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9391, loss_cls: 0.4788, loss: 0.4788, grad_norm: 4.8024 2021-05-06 13:28:48,079 - mmaction - INFO - Epoch [47][1800/1853] lr: 1.000e-04, eta: 0:55:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9367, loss_cls: 0.5246, loss: 0.5246, grad_norm: 5.4212 2021-05-06 13:28:59,272 - mmaction - INFO - Epoch [47][1820/1853] lr: 1.000e-04, eta: 0:55:15, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9375, loss_cls: 0.5637, loss: 0.5637, grad_norm: 5.1350 2021-05-06 13:29:10,455 - mmaction - INFO - Epoch [47][1840/1853] lr: 1.000e-04, eta: 0:55:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9422, loss_cls: 0.4808, loss: 0.4808, grad_norm: 4.8060 2021-05-06 13:29:18,843 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-05-06 13:30:42,489 - mmaction - INFO - Epoch [48][20/1853] lr: 1.000e-04, eta: 0:54:47, time: 4.163, data_time: 3.603, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9383, loss_cls: 0.5088, loss: 0.5088, grad_norm: 5.1207 2021-05-06 13:30:53,671 - mmaction - INFO - Epoch [48][40/1853] lr: 1.000e-04, eta: 0:54:35, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9352, loss_cls: 0.5194, loss: 0.5194, grad_norm: 5.0739 2021-05-06 13:31:04,826 - mmaction - INFO - Epoch [48][60/1853] lr: 1.000e-04, eta: 0:54:23, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9461, loss_cls: 0.5079, loss: 0.5079, grad_norm: 5.2852 2021-05-06 13:31:15,981 - mmaction - INFO - Epoch [48][80/1853] lr: 1.000e-04, eta: 0:54:12, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9500, loss_cls: 0.4463, loss: 0.4463, grad_norm: 5.0590 2021-05-06 13:31:27,112 - mmaction - INFO - Epoch [48][100/1853] lr: 1.000e-04, eta: 0:54:00, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9461, loss_cls: 0.4932, loss: 0.4932, grad_norm: 5.3689 2021-05-06 13:31:38,266 - mmaction - INFO - Epoch [48][120/1853] lr: 1.000e-04, eta: 0:53:48, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9414, loss_cls: 0.4962, loss: 0.4962, grad_norm: 5.2427 2021-05-06 13:31:49,412 - mmaction - INFO - Epoch [48][140/1853] lr: 1.000e-04, eta: 0:53:36, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8648, top5_acc: 0.9523, loss_cls: 0.4371, loss: 0.4371, grad_norm: 5.0755 2021-05-06 13:32:00,581 - mmaction - INFO - Epoch [48][160/1853] lr: 1.000e-04, eta: 0:53:24, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9461, loss_cls: 0.4985, loss: 0.4985, grad_norm: 5.2214 2021-05-06 13:32:11,765 - mmaction - INFO - Epoch [48][180/1853] lr: 1.000e-04, eta: 0:53:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8742, top5_acc: 0.9586, loss_cls: 0.4293, loss: 0.4293, grad_norm: 4.8364 2021-05-06 13:32:22,973 - mmaction - INFO - Epoch [48][200/1853] lr: 1.000e-04, eta: 0:53:00, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9375, loss_cls: 0.5285, loss: 0.5285, grad_norm: 5.0976 2021-05-06 13:32:34,148 - mmaction - INFO - Epoch [48][220/1853] lr: 1.000e-04, eta: 0:52:48, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9477, loss_cls: 0.5061, loss: 0.5061, grad_norm: 5.4636 2021-05-06 13:32:45,328 - mmaction - INFO - Epoch [48][240/1853] lr: 1.000e-04, eta: 0:52:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8688, top5_acc: 0.9469, loss_cls: 0.4479, loss: 0.4479, grad_norm: 4.8125 2021-05-06 13:32:56,490 - mmaction - INFO - Epoch [48][260/1853] lr: 1.000e-04, eta: 0:52:24, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9406, loss_cls: 0.5119, loss: 0.5119, grad_norm: 5.4294 2021-05-06 13:33:07,668 - mmaction - INFO - Epoch [48][280/1853] lr: 1.000e-04, eta: 0:52:12, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9359, loss_cls: 0.4933, loss: 0.4933, grad_norm: 4.8365 2021-05-06 13:33:18,833 - mmaction - INFO - Epoch [48][300/1853] lr: 1.000e-04, eta: 0:52:00, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8609, top5_acc: 0.9445, loss_cls: 0.5075, loss: 0.5075, grad_norm: 5.4611 2021-05-06 13:33:30,008 - mmaction - INFO - Epoch [48][320/1853] lr: 1.000e-04, eta: 0:51:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9398, loss_cls: 0.5135, loss: 0.5135, grad_norm: 5.4892 2021-05-06 13:33:41,176 - mmaction - INFO - Epoch [48][340/1853] lr: 1.000e-04, eta: 0:51:37, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9453, loss_cls: 0.5416, loss: 0.5416, grad_norm: 5.4694 2021-05-06 13:33:52,385 - mmaction - INFO - Epoch [48][360/1853] lr: 1.000e-04, eta: 0:51:25, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8617, top5_acc: 0.9484, loss_cls: 0.4751, loss: 0.4751, grad_norm: 5.0828 2021-05-06 13:34:03,572 - mmaction - INFO - Epoch [48][380/1853] lr: 1.000e-04, eta: 0:51:13, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8688, top5_acc: 0.9492, loss_cls: 0.4620, loss: 0.4620, grad_norm: 4.4554 2021-05-06 13:34:14,733 - mmaction - INFO - Epoch [48][400/1853] lr: 1.000e-04, eta: 0:51:01, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9430, loss_cls: 0.4972, loss: 0.4972, grad_norm: 4.8248 2021-05-06 13:34:25,915 - mmaction - INFO - Epoch [48][420/1853] lr: 1.000e-04, eta: 0:50:49, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9383, loss_cls: 0.5379, loss: 0.5379, grad_norm: 5.2346 2021-05-06 13:34:37,098 - mmaction - INFO - Epoch [48][440/1853] lr: 1.000e-04, eta: 0:50:37, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8727, top5_acc: 0.9586, loss_cls: 0.4253, loss: 0.4253, grad_norm: 4.6374 2021-05-06 13:34:48,336 - mmaction - INFO - Epoch [48][460/1853] lr: 1.000e-04, eta: 0:50:25, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9437, loss_cls: 0.5134, loss: 0.5134, grad_norm: 5.1395 2021-05-06 13:34:59,530 - mmaction - INFO - Epoch [48][480/1853] lr: 1.000e-04, eta: 0:50:13, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9523, loss_cls: 0.4512, loss: 0.4512, grad_norm: 5.0674 2021-05-06 13:35:10,704 - mmaction - INFO - Epoch [48][500/1853] lr: 1.000e-04, eta: 0:50:01, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9398, loss_cls: 0.5254, loss: 0.5254, grad_norm: 5.1437 2021-05-06 13:35:21,907 - mmaction - INFO - Epoch [48][520/1853] lr: 1.000e-04, eta: 0:49:49, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9375, loss_cls: 0.5284, loss: 0.5284, grad_norm: 5.0273 2021-05-06 13:35:33,086 - mmaction - INFO - Epoch [48][540/1853] lr: 1.000e-04, eta: 0:49:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8609, top5_acc: 0.9492, loss_cls: 0.4673, loss: 0.4673, grad_norm: 5.2319 2021-05-06 13:35:44,308 - mmaction - INFO - Epoch [48][560/1853] lr: 1.000e-04, eta: 0:49:26, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9453, loss_cls: 0.4877, loss: 0.4877, grad_norm: 4.8845 2021-05-06 13:35:55,481 - mmaction - INFO - Epoch [48][580/1853] lr: 1.000e-04, eta: 0:49:14, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8617, top5_acc: 0.9578, loss_cls: 0.4430, loss: 0.4430, grad_norm: 4.9529 2021-05-06 13:36:06,681 - mmaction - INFO - Epoch [48][600/1853] lr: 1.000e-04, eta: 0:49:02, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8719, top5_acc: 0.9477, loss_cls: 0.4518, loss: 0.4518, grad_norm: 4.8537 2021-05-06 13:36:17,877 - mmaction - INFO - Epoch [48][620/1853] lr: 1.000e-04, eta: 0:48:50, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8695, top5_acc: 0.9539, loss_cls: 0.4230, loss: 0.4230, grad_norm: 5.0213 2021-05-06 13:36:29,076 - mmaction - INFO - Epoch [48][640/1853] lr: 1.000e-04, eta: 0:48:38, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9398, loss_cls: 0.4730, loss: 0.4730, grad_norm: 5.0945 2021-05-06 13:36:40,278 - mmaction - INFO - Epoch [48][660/1853] lr: 1.000e-04, eta: 0:48:26, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9414, loss_cls: 0.4906, loss: 0.4906, grad_norm: 5.1783 2021-05-06 13:36:51,453 - mmaction - INFO - Epoch [48][680/1853] lr: 1.000e-04, eta: 0:48:14, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9484, loss_cls: 0.4956, loss: 0.4956, grad_norm: 4.9742 2021-05-06 13:37:02,615 - mmaction - INFO - Epoch [48][700/1853] lr: 1.000e-04, eta: 0:48:02, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8688, top5_acc: 0.9500, loss_cls: 0.4381, loss: 0.4381, grad_norm: 4.9165 2021-05-06 13:37:13,782 - mmaction - INFO - Epoch [48][720/1853] lr: 1.000e-04, eta: 0:47:50, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9422, loss_cls: 0.5167, loss: 0.5167, grad_norm: 5.0995 2021-05-06 13:37:24,971 - mmaction - INFO - Epoch [48][740/1853] lr: 1.000e-04, eta: 0:47:39, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9344, loss_cls: 0.5458, loss: 0.5458, grad_norm: 5.3156 2021-05-06 13:37:36,149 - mmaction - INFO - Epoch [48][760/1853] lr: 1.000e-04, eta: 0:47:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9516, loss_cls: 0.4547, loss: 0.4547, grad_norm: 4.9844 2021-05-06 13:37:47,369 - mmaction - INFO - Epoch [48][780/1853] lr: 1.000e-04, eta: 0:47:15, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9336, loss_cls: 0.5195, loss: 0.5195, grad_norm: 5.0559 2021-05-06 13:37:58,559 - mmaction - INFO - Epoch [48][800/1853] lr: 1.000e-04, eta: 0:47:03, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9492, loss_cls: 0.4839, loss: 0.4839, grad_norm: 5.0649 2021-05-06 13:38:09,768 - mmaction - INFO - Epoch [48][820/1853] lr: 1.000e-04, eta: 0:46:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9453, loss_cls: 0.4995, loss: 0.4995, grad_norm: 5.3222 2021-05-06 13:38:20,958 - mmaction - INFO - Epoch [48][840/1853] lr: 1.000e-04, eta: 0:46:39, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9414, loss_cls: 0.4998, loss: 0.4998, grad_norm: 5.2152 2021-05-06 13:38:32,135 - mmaction - INFO - Epoch [48][860/1853] lr: 1.000e-04, eta: 0:46:27, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9445, loss_cls: 0.5033, loss: 0.5033, grad_norm: 5.2896 2021-05-06 13:38:43,295 - mmaction - INFO - Epoch [48][880/1853] lr: 1.000e-04, eta: 0:46:15, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9461, loss_cls: 0.5178, loss: 0.5178, grad_norm: 5.4922 2021-05-06 13:38:54,484 - mmaction - INFO - Epoch [48][900/1853] lr: 1.000e-04, eta: 0:46:03, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9437, loss_cls: 0.4983, loss: 0.4983, grad_norm: 5.0251 2021-05-06 13:39:05,684 - mmaction - INFO - Epoch [48][920/1853] lr: 1.000e-04, eta: 0:45:51, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9422, loss_cls: 0.5161, loss: 0.5161, grad_norm: 5.2097 2021-05-06 13:39:16,896 - mmaction - INFO - Epoch [48][940/1853] lr: 1.000e-04, eta: 0:45:40, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9367, loss_cls: 0.5155, loss: 0.5155, grad_norm: 4.9635 2021-05-06 13:39:28,078 - mmaction - INFO - Epoch [48][960/1853] lr: 1.000e-04, eta: 0:45:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9523, loss_cls: 0.4542, loss: 0.4542, grad_norm: 5.2207 2021-05-06 13:39:39,246 - mmaction - INFO - Epoch [48][980/1853] lr: 1.000e-04, eta: 0:45:16, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9430, loss_cls: 0.4783, loss: 0.4783, grad_norm: 4.6931 2021-05-06 13:39:50,437 - mmaction - INFO - Epoch [48][1000/1853] lr: 1.000e-04, eta: 0:45:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9336, loss_cls: 0.5472, loss: 0.5472, grad_norm: 5.3145 2021-05-06 13:40:01,564 - mmaction - INFO - Epoch [48][1020/1853] lr: 1.000e-04, eta: 0:44:52, time: 0.556, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9477, loss_cls: 0.5031, loss: 0.5031, grad_norm: 5.1359 2021-05-06 13:40:12,769 - mmaction - INFO - Epoch [48][1040/1853] lr: 1.000e-04, eta: 0:44:40, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9445, loss_cls: 0.5032, loss: 0.5032, grad_norm: 5.2630 2021-05-06 13:40:23,933 - mmaction - INFO - Epoch [48][1060/1853] lr: 1.000e-04, eta: 0:44:28, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9453, loss_cls: 0.5144, loss: 0.5144, grad_norm: 5.2233 2021-05-06 13:40:35,103 - mmaction - INFO - Epoch [48][1080/1853] lr: 1.000e-04, eta: 0:44:16, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8648, top5_acc: 0.9430, loss_cls: 0.4741, loss: 0.4741, grad_norm: 4.5087 2021-05-06 13:40:46,293 - mmaction - INFO - Epoch [48][1100/1853] lr: 1.000e-04, eta: 0:44:04, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9477, loss_cls: 0.4861, loss: 0.4861, grad_norm: 5.1355 2021-05-06 13:40:57,448 - mmaction - INFO - Epoch [48][1120/1853] lr: 1.000e-04, eta: 0:43:52, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9445, loss_cls: 0.4943, loss: 0.4943, grad_norm: 5.0840 2021-05-06 13:41:08,647 - mmaction - INFO - Epoch [48][1140/1853] lr: 1.000e-04, eta: 0:43:41, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9391, loss_cls: 0.5399, loss: 0.5399, grad_norm: 5.2476 2021-05-06 13:41:19,827 - mmaction - INFO - Epoch [48][1160/1853] lr: 1.000e-04, eta: 0:43:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9398, loss_cls: 0.4784, loss: 0.4784, grad_norm: 4.8096 2021-05-06 13:41:31,009 - mmaction - INFO - Epoch [48][1180/1853] lr: 1.000e-04, eta: 0:43:17, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9484, loss_cls: 0.5007, loss: 0.5007, grad_norm: 4.8899 2021-05-06 13:41:42,175 - mmaction - INFO - Epoch [48][1200/1853] lr: 1.000e-04, eta: 0:43:05, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9484, loss_cls: 0.5153, loss: 0.5153, grad_norm: 5.1582 2021-05-06 13:41:53,364 - mmaction - INFO - Epoch [48][1220/1853] lr: 1.000e-04, eta: 0:42:53, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9383, loss_cls: 0.5259, loss: 0.5259, grad_norm: 5.6217 2021-05-06 13:42:04,550 - mmaction - INFO - Epoch [48][1240/1853] lr: 1.000e-04, eta: 0:42:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9414, loss_cls: 0.4933, loss: 0.4933, grad_norm: 4.9250 2021-05-06 13:42:15,712 - mmaction - INFO - Epoch [48][1260/1853] lr: 1.000e-04, eta: 0:42:29, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8664, top5_acc: 0.9461, loss_cls: 0.4557, loss: 0.4557, grad_norm: 4.8521 2021-05-06 13:42:26,907 - mmaction - INFO - Epoch [48][1280/1853] lr: 1.000e-04, eta: 0:42:17, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9430, loss_cls: 0.5002, loss: 0.5002, grad_norm: 4.9076 2021-05-06 13:42:38,058 - mmaction - INFO - Epoch [48][1300/1853] lr: 1.000e-04, eta: 0:42:05, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9477, loss_cls: 0.5353, loss: 0.5353, grad_norm: 5.9482 2021-05-06 13:42:49,250 - mmaction - INFO - Epoch [48][1320/1853] lr: 1.000e-04, eta: 0:41:53, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8602, top5_acc: 0.9547, loss_cls: 0.4463, loss: 0.4463, grad_norm: 5.0666 2021-05-06 13:43:00,424 - mmaction - INFO - Epoch [48][1340/1853] lr: 1.000e-04, eta: 0:41:42, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9516, loss_cls: 0.4803, loss: 0.4803, grad_norm: 5.2887 2021-05-06 13:43:11,569 - mmaction - INFO - Epoch [48][1360/1853] lr: 1.000e-04, eta: 0:41:30, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9422, loss_cls: 0.4966, loss: 0.4966, grad_norm: 4.8733 2021-05-06 13:43:22,747 - mmaction - INFO - Epoch [48][1380/1853] lr: 1.000e-04, eta: 0:41:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9250, loss_cls: 0.5303, loss: 0.5303, grad_norm: 5.0205 2021-05-06 13:43:33,922 - mmaction - INFO - Epoch [48][1400/1853] lr: 1.000e-04, eta: 0:41:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9437, loss_cls: 0.4797, loss: 0.4797, grad_norm: 5.1266 2021-05-06 13:43:45,089 - mmaction - INFO - Epoch [48][1420/1853] lr: 1.000e-04, eta: 0:40:54, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9500, loss_cls: 0.5024, loss: 0.5024, grad_norm: 5.1061 2021-05-06 13:43:56,261 - mmaction - INFO - Epoch [48][1440/1853] lr: 1.000e-04, eta: 0:40:42, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8313, top5_acc: 0.9367, loss_cls: 0.5571, loss: 0.5571, grad_norm: 5.3351 2021-05-06 13:44:07,448 - mmaction - INFO - Epoch [48][1460/1853] lr: 1.000e-04, eta: 0:40:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9414, loss_cls: 0.5187, loss: 0.5187, grad_norm: 5.2637 2021-05-06 13:44:18,610 - mmaction - INFO - Epoch [48][1480/1853] lr: 1.000e-04, eta: 0:40:18, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9461, loss_cls: 0.5107, loss: 0.5107, grad_norm: 5.0045 2021-05-06 13:44:29,827 - mmaction - INFO - Epoch [48][1500/1853] lr: 1.000e-04, eta: 0:40:06, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9398, loss_cls: 0.5001, loss: 0.5001, grad_norm: 4.6643 2021-05-06 13:44:41,031 - mmaction - INFO - Epoch [48][1520/1853] lr: 1.000e-04, eta: 0:39:55, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8734, top5_acc: 0.9523, loss_cls: 0.4305, loss: 0.4305, grad_norm: 4.8308 2021-05-06 13:44:52,256 - mmaction - INFO - Epoch [48][1540/1853] lr: 1.000e-04, eta: 0:39:43, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8594, top5_acc: 0.9516, loss_cls: 0.4782, loss: 0.4782, grad_norm: 5.3389 2021-05-06 13:45:03,441 - mmaction - INFO - Epoch [48][1560/1853] lr: 1.000e-04, eta: 0:39:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9398, loss_cls: 0.5379, loss: 0.5379, grad_norm: 5.2832 2021-05-06 13:45:14,619 - mmaction - INFO - Epoch [48][1580/1853] lr: 1.000e-04, eta: 0:39:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9500, loss_cls: 0.4629, loss: 0.4629, grad_norm: 5.0692 2021-05-06 13:45:25,833 - mmaction - INFO - Epoch [48][1600/1853] lr: 1.000e-04, eta: 0:39:07, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9430, loss_cls: 0.5273, loss: 0.5273, grad_norm: 5.4873 2021-05-06 13:45:37,003 - mmaction - INFO - Epoch [48][1620/1853] lr: 1.000e-04, eta: 0:38:55, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8844, top5_acc: 0.9563, loss_cls: 0.4049, loss: 0.4049, grad_norm: 4.8406 2021-05-06 13:45:48,192 - mmaction - INFO - Epoch [48][1640/1853] lr: 1.000e-04, eta: 0:38:43, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9469, loss_cls: 0.4912, loss: 0.4912, grad_norm: 5.1143 2021-05-06 13:45:59,353 - mmaction - INFO - Epoch [48][1660/1853] lr: 1.000e-04, eta: 0:38:31, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9328, loss_cls: 0.5129, loss: 0.5129, grad_norm: 5.0191 2021-05-06 13:46:10,597 - mmaction - INFO - Epoch [48][1680/1853] lr: 1.000e-04, eta: 0:38:19, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8617, top5_acc: 0.9437, loss_cls: 0.4713, loss: 0.4713, grad_norm: 4.9179 2021-05-06 13:46:21,768 - mmaction - INFO - Epoch [48][1700/1853] lr: 1.000e-04, eta: 0:38:08, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9516, loss_cls: 0.4736, loss: 0.4736, grad_norm: 5.1668 2021-05-06 13:46:32,960 - mmaction - INFO - Epoch [48][1720/1853] lr: 1.000e-04, eta: 0:37:56, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9477, loss_cls: 0.5054, loss: 0.5054, grad_norm: 5.5094 2021-05-06 13:46:44,170 - mmaction - INFO - Epoch [48][1740/1853] lr: 1.000e-04, eta: 0:37:44, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9437, loss_cls: 0.5135, loss: 0.5135, grad_norm: 5.4755 2021-05-06 13:46:55,341 - mmaction - INFO - Epoch [48][1760/1853] lr: 1.000e-04, eta: 0:37:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8344, top5_acc: 0.9406, loss_cls: 0.5590, loss: 0.5590, grad_norm: 5.5295 2021-05-06 13:47:06,544 - mmaction - INFO - Epoch [48][1780/1853] lr: 1.000e-04, eta: 0:37:20, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9398, loss_cls: 0.5363, loss: 0.5363, grad_norm: 5.5590 2021-05-06 13:47:17,748 - mmaction - INFO - Epoch [48][1800/1853] lr: 1.000e-04, eta: 0:37:08, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9367, loss_cls: 0.5206, loss: 0.5206, grad_norm: 5.2793 2021-05-06 13:47:28,926 - mmaction - INFO - Epoch [48][1820/1853] lr: 1.000e-04, eta: 0:36:56, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9484, loss_cls: 0.4991, loss: 0.4991, grad_norm: 5.0481 2021-05-06 13:47:40,085 - mmaction - INFO - Epoch [48][1840/1853] lr: 1.000e-04, eta: 0:36:44, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9453, loss_cls: 0.5092, loss: 0.5092, grad_norm: 5.3284 2021-05-06 13:47:48,403 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-05-06 13:49:32,055 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 13:49:32,085 - mmaction - INFO - top1_acc 0.9644 top5_acc 0.9983 2021-05-06 13:49:32,085 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 13:49:32,093 - mmaction - INFO - mean_acc 0.9605 2021-05-06 13:49:32,095 - mmaction - INFO - Epoch(val) [48][1853] top1_acc: 0.9644, top5_acc: 0.9983, mean_class_accuracy: 0.9605 2021-05-06 13:50:56,736 - mmaction - INFO - Epoch [49][20/1853] lr: 1.000e-04, eta: 0:36:27, time: 4.231, data_time: 3.669, memory: 7064, top1_acc: 0.8672, top5_acc: 0.9500, loss_cls: 0.4694, loss: 0.4694, grad_norm: 4.8083 2021-05-06 13:51:07,946 - mmaction - INFO - Epoch [49][40/1853] lr: 1.000e-04, eta: 0:36:16, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9563, loss_cls: 0.4362, loss: 0.4362, grad_norm: 4.9822 2021-05-06 13:51:19,084 - mmaction - INFO - Epoch [49][60/1853] lr: 1.000e-04, eta: 0:36:04, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9500, loss_cls: 0.5121, loss: 0.5121, grad_norm: 5.3688 2021-05-06 13:51:30,259 - mmaction - INFO - Epoch [49][80/1853] lr: 1.000e-04, eta: 0:35:52, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8648, top5_acc: 0.9563, loss_cls: 0.4347, loss: 0.4347, grad_norm: 5.2412 2021-05-06 13:51:41,402 - mmaction - INFO - Epoch [49][100/1853] lr: 1.000e-04, eta: 0:35:40, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8750, top5_acc: 0.9422, loss_cls: 0.4368, loss: 0.4368, grad_norm: 4.6431 2021-05-06 13:51:52,620 - mmaction - INFO - Epoch [49][120/1853] lr: 1.000e-04, eta: 0:35:28, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9430, loss_cls: 0.4941, loss: 0.4941, grad_norm: 5.1018 2021-05-06 13:52:03,777 - mmaction - INFO - Epoch [49][140/1853] lr: 1.000e-04, eta: 0:35:16, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9508, loss_cls: 0.4632, loss: 0.4632, grad_norm: 5.0754 2021-05-06 13:52:14,935 - mmaction - INFO - Epoch [49][160/1853] lr: 1.000e-04, eta: 0:35:04, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9383, loss_cls: 0.4898, loss: 0.4898, grad_norm: 4.9987 2021-05-06 13:52:26,117 - mmaction - INFO - Epoch [49][180/1853] lr: 1.000e-04, eta: 0:34:52, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8719, top5_acc: 0.9516, loss_cls: 0.4340, loss: 0.4340, grad_norm: 4.8498 2021-05-06 13:52:37,374 - mmaction - INFO - Epoch [49][200/1853] lr: 1.000e-04, eta: 0:34:40, time: 0.563, data_time: 0.001, memory: 7064, top1_acc: 0.8656, top5_acc: 0.9469, loss_cls: 0.4578, loss: 0.4578, grad_norm: 4.8279 2021-05-06 13:52:48,510 - mmaction - INFO - Epoch [49][220/1853] lr: 1.000e-04, eta: 0:34:28, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9375, loss_cls: 0.5192, loss: 0.5192, grad_norm: 5.0592 2021-05-06 13:52:59,707 - mmaction - INFO - Epoch [49][240/1853] lr: 1.000e-04, eta: 0:34:17, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8695, top5_acc: 0.9500, loss_cls: 0.4648, loss: 0.4648, grad_norm: 5.3090 2021-05-06 13:53:10,884 - mmaction - INFO - Epoch [49][260/1853] lr: 1.000e-04, eta: 0:34:05, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9477, loss_cls: 0.5073, loss: 0.5073, grad_norm: 5.0420 2021-05-06 13:53:22,059 - mmaction - INFO - Epoch [49][280/1853] lr: 1.000e-04, eta: 0:33:53, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9477, loss_cls: 0.4689, loss: 0.4689, grad_norm: 5.1354 2021-05-06 13:53:33,215 - mmaction - INFO - Epoch [49][300/1853] lr: 1.000e-04, eta: 0:33:41, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9344, loss_cls: 0.5132, loss: 0.5132, grad_norm: 5.3443 2021-05-06 13:53:44,368 - mmaction - INFO - Epoch [49][320/1853] lr: 1.000e-04, eta: 0:33:29, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9453, loss_cls: 0.5008, loss: 0.5008, grad_norm: 5.0119 2021-05-06 13:53:55,546 - mmaction - INFO - Epoch [49][340/1853] lr: 1.000e-04, eta: 0:33:17, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8609, top5_acc: 0.9492, loss_cls: 0.4753, loss: 0.4753, grad_norm: 5.0929 2021-05-06 13:54:06,710 - mmaction - INFO - Epoch [49][360/1853] lr: 1.000e-04, eta: 0:33:05, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9344, loss_cls: 0.4961, loss: 0.4961, grad_norm: 4.9654 2021-05-06 13:54:17,891 - mmaction - INFO - Epoch [49][380/1853] lr: 1.000e-04, eta: 0:32:53, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9477, loss_cls: 0.4779, loss: 0.4779, grad_norm: 5.3978 2021-05-06 13:54:29,072 - mmaction - INFO - Epoch [49][400/1853] lr: 1.000e-04, eta: 0:32:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9437, loss_cls: 0.5049, loss: 0.5049, grad_norm: 5.1666 2021-05-06 13:54:40,257 - mmaction - INFO - Epoch [49][420/1853] lr: 1.000e-04, eta: 0:32:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9336, loss_cls: 0.5233, loss: 0.5233, grad_norm: 5.4430 2021-05-06 13:54:51,430 - mmaction - INFO - Epoch [49][440/1853] lr: 1.000e-04, eta: 0:32:18, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9523, loss_cls: 0.4956, loss: 0.4956, grad_norm: 5.1750 2021-05-06 13:55:02,628 - mmaction - INFO - Epoch [49][460/1853] lr: 1.000e-04, eta: 0:32:06, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8609, top5_acc: 0.9500, loss_cls: 0.4635, loss: 0.4635, grad_norm: 5.1865 2021-05-06 13:55:13,849 - mmaction - INFO - Epoch [49][480/1853] lr: 1.000e-04, eta: 0:31:54, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9344, loss_cls: 0.5021, loss: 0.5021, grad_norm: 5.0400 2021-05-06 13:55:25,043 - mmaction - INFO - Epoch [49][500/1853] lr: 1.000e-04, eta: 0:31:42, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9336, loss_cls: 0.5021, loss: 0.5021, grad_norm: 5.1938 2021-05-06 13:55:36,224 - mmaction - INFO - Epoch [49][520/1853] lr: 1.000e-04, eta: 0:31:30, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9492, loss_cls: 0.4976, loss: 0.4976, grad_norm: 5.6251 2021-05-06 13:55:47,446 - mmaction - INFO - Epoch [49][540/1853] lr: 1.000e-04, eta: 0:31:18, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9492, loss_cls: 0.4597, loss: 0.4597, grad_norm: 4.8050 2021-05-06 13:55:58,649 - mmaction - INFO - Epoch [49][560/1853] lr: 1.000e-04, eta: 0:31:06, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9430, loss_cls: 0.5229, loss: 0.5229, grad_norm: 5.4530 2021-05-06 13:56:09,841 - mmaction - INFO - Epoch [49][580/1853] lr: 1.000e-04, eta: 0:30:54, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9477, loss_cls: 0.5167, loss: 0.5167, grad_norm: 5.0658 2021-05-06 13:56:21,080 - mmaction - INFO - Epoch [49][600/1853] lr: 1.000e-04, eta: 0:30:43, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9383, loss_cls: 0.5356, loss: 0.5356, grad_norm: 5.5606 2021-05-06 13:56:32,261 - mmaction - INFO - Epoch [49][620/1853] lr: 1.000e-04, eta: 0:30:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8617, top5_acc: 0.9445, loss_cls: 0.4808, loss: 0.4808, grad_norm: 5.2112 2021-05-06 13:56:43,474 - mmaction - INFO - Epoch [49][640/1853] lr: 1.000e-04, eta: 0:30:19, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9383, loss_cls: 0.5329, loss: 0.5329, grad_norm: 5.3929 2021-05-06 13:56:54,679 - mmaction - INFO - Epoch [49][660/1853] lr: 1.000e-04, eta: 0:30:07, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8664, top5_acc: 0.9531, loss_cls: 0.4503, loss: 0.4503, grad_norm: 4.7332 2021-05-06 13:57:05,882 - mmaction - INFO - Epoch [49][680/1853] lr: 1.000e-04, eta: 0:29:55, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9422, loss_cls: 0.5004, loss: 0.5004, grad_norm: 5.0282 2021-05-06 13:57:17,080 - mmaction - INFO - Epoch [49][700/1853] lr: 1.000e-04, eta: 0:29:43, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9359, loss_cls: 0.5410, loss: 0.5410, grad_norm: 5.7680 2021-05-06 13:57:28,289 - mmaction - INFO - Epoch [49][720/1853] lr: 1.000e-04, eta: 0:29:31, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9484, loss_cls: 0.4597, loss: 0.4597, grad_norm: 4.8098 2021-05-06 13:57:39,470 - mmaction - INFO - Epoch [49][740/1853] lr: 1.000e-04, eta: 0:29:19, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9516, loss_cls: 0.4820, loss: 0.4820, grad_norm: 5.2016 2021-05-06 13:57:50,649 - mmaction - INFO - Epoch [49][760/1853] lr: 1.000e-04, eta: 0:29:07, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8672, top5_acc: 0.9523, loss_cls: 0.4680, loss: 0.4680, grad_norm: 5.0894 2021-05-06 13:58:01,841 - mmaction - INFO - Epoch [49][780/1853] lr: 1.000e-04, eta: 0:28:56, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9328, loss_cls: 0.5445, loss: 0.5445, grad_norm: 5.1327 2021-05-06 13:58:13,017 - mmaction - INFO - Epoch [49][800/1853] lr: 1.000e-04, eta: 0:28:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9422, loss_cls: 0.5245, loss: 0.5245, grad_norm: 4.9753 2021-05-06 13:58:24,224 - mmaction - INFO - Epoch [49][820/1853] lr: 1.000e-04, eta: 0:28:32, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9430, loss_cls: 0.4723, loss: 0.4723, grad_norm: 4.8907 2021-05-06 13:58:35,473 - mmaction - INFO - Epoch [49][840/1853] lr: 1.000e-04, eta: 0:28:20, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9383, loss_cls: 0.5065, loss: 0.5065, grad_norm: 4.8299 2021-05-06 13:58:46,640 - mmaction - INFO - Epoch [49][860/1853] lr: 1.000e-04, eta: 0:28:08, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9336, loss_cls: 0.5230, loss: 0.5230, grad_norm: 4.7795 2021-05-06 13:58:57,838 - mmaction - INFO - Epoch [49][880/1853] lr: 1.000e-04, eta: 0:27:56, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9437, loss_cls: 0.5070, loss: 0.5070, grad_norm: 5.3918 2021-05-06 13:59:09,019 - mmaction - INFO - Epoch [49][900/1853] lr: 1.000e-04, eta: 0:27:44, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9523, loss_cls: 0.4653, loss: 0.4653, grad_norm: 5.1269 2021-05-06 13:59:20,222 - mmaction - INFO - Epoch [49][920/1853] lr: 1.000e-04, eta: 0:27:32, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9461, loss_cls: 0.4975, loss: 0.4975, grad_norm: 5.3246 2021-05-06 13:59:31,419 - mmaction - INFO - Epoch [49][940/1853] lr: 1.000e-04, eta: 0:27:20, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8641, top5_acc: 0.9523, loss_cls: 0.4541, loss: 0.4541, grad_norm: 4.7943 2021-05-06 13:59:42,593 - mmaction - INFO - Epoch [49][960/1853] lr: 1.000e-04, eta: 0:27:09, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9500, loss_cls: 0.4863, loss: 0.4863, grad_norm: 4.9846 2021-05-06 13:59:53,759 - mmaction - INFO - Epoch [49][980/1853] lr: 1.000e-04, eta: 0:26:57, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9398, loss_cls: 0.5040, loss: 0.5040, grad_norm: 4.9232 2021-05-06 14:00:04,963 - mmaction - INFO - Epoch [49][1000/1853] lr: 1.000e-04, eta: 0:26:45, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8602, top5_acc: 0.9523, loss_cls: 0.4648, loss: 0.4648, grad_norm: 5.0379 2021-05-06 14:00:16,158 - mmaction - INFO - Epoch [49][1020/1853] lr: 1.000e-04, eta: 0:26:33, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8664, top5_acc: 0.9594, loss_cls: 0.4579, loss: 0.4579, grad_norm: 5.2554 2021-05-06 14:00:27,354 - mmaction - INFO - Epoch [49][1040/1853] lr: 1.000e-04, eta: 0:26:21, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9398, loss_cls: 0.5324, loss: 0.5324, grad_norm: 5.4092 2021-05-06 14:00:38,594 - mmaction - INFO - Epoch [49][1060/1853] lr: 1.000e-04, eta: 0:26:09, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8672, top5_acc: 0.9492, loss_cls: 0.4464, loss: 0.4464, grad_norm: 4.9350 2021-05-06 14:00:49,825 - mmaction - INFO - Epoch [49][1080/1853] lr: 1.000e-04, eta: 0:25:57, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8469, top5_acc: 0.9406, loss_cls: 0.4929, loss: 0.4929, grad_norm: 5.0540 2021-05-06 14:01:00,999 - mmaction - INFO - Epoch [49][1100/1853] lr: 1.000e-04, eta: 0:25:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9453, loss_cls: 0.5085, loss: 0.5085, grad_norm: 5.0409 2021-05-06 14:01:12,213 - mmaction - INFO - Epoch [49][1120/1853] lr: 1.000e-04, eta: 0:25:33, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9492, loss_cls: 0.4723, loss: 0.4723, grad_norm: 5.0819 2021-05-06 14:01:23,437 - mmaction - INFO - Epoch [49][1140/1853] lr: 1.000e-04, eta: 0:25:22, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9375, loss_cls: 0.5232, loss: 0.5232, grad_norm: 5.1167 2021-05-06 14:01:34,653 - mmaction - INFO - Epoch [49][1160/1853] lr: 1.000e-04, eta: 0:25:10, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9383, loss_cls: 0.5394, loss: 0.5394, grad_norm: 5.2389 2021-05-06 14:01:45,825 - mmaction - INFO - Epoch [49][1180/1853] lr: 1.000e-04, eta: 0:24:58, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9437, loss_cls: 0.5095, loss: 0.5095, grad_norm: 5.3156 2021-05-06 14:01:57,033 - mmaction - INFO - Epoch [49][1200/1853] lr: 1.000e-04, eta: 0:24:46, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9352, loss_cls: 0.5244, loss: 0.5244, grad_norm: 5.1385 2021-05-06 14:02:08,238 - mmaction - INFO - Epoch [49][1220/1853] lr: 1.000e-04, eta: 0:24:34, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8164, top5_acc: 0.9375, loss_cls: 0.5773, loss: 0.5773, grad_norm: 5.8827 2021-05-06 14:02:19,448 - mmaction - INFO - Epoch [49][1240/1853] lr: 1.000e-04, eta: 0:24:22, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8602, top5_acc: 0.9508, loss_cls: 0.4733, loss: 0.4733, grad_norm: 5.1092 2021-05-06 14:02:30,685 - mmaction - INFO - Epoch [49][1260/1853] lr: 1.000e-04, eta: 0:24:10, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9508, loss_cls: 0.4774, loss: 0.4774, grad_norm: 5.0514 2021-05-06 14:02:41,893 - mmaction - INFO - Epoch [49][1280/1853] lr: 1.000e-04, eta: 0:23:58, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8586, top5_acc: 0.9430, loss_cls: 0.4882, loss: 0.4882, grad_norm: 4.8949 2021-05-06 14:02:53,077 - mmaction - INFO - Epoch [49][1300/1853] lr: 1.000e-04, eta: 0:23:47, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9461, loss_cls: 0.5286, loss: 0.5286, grad_norm: 5.5336 2021-05-06 14:03:04,270 - mmaction - INFO - Epoch [49][1320/1853] lr: 1.000e-04, eta: 0:23:35, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9461, loss_cls: 0.5004, loss: 0.5004, grad_norm: 5.3583 2021-05-06 14:03:15,449 - mmaction - INFO - Epoch [49][1340/1853] lr: 1.000e-04, eta: 0:23:23, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9484, loss_cls: 0.4874, loss: 0.4874, grad_norm: 5.0218 2021-05-06 14:03:26,619 - mmaction - INFO - Epoch [49][1360/1853] lr: 1.000e-04, eta: 0:23:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9414, loss_cls: 0.5189, loss: 0.5189, grad_norm: 5.5801 2021-05-06 14:03:37,804 - mmaction - INFO - Epoch [49][1380/1853] lr: 1.000e-04, eta: 0:22:59, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9414, loss_cls: 0.5037, loss: 0.5037, grad_norm: 4.6795 2021-05-06 14:03:48,981 - mmaction - INFO - Epoch [49][1400/1853] lr: 1.000e-04, eta: 0:22:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8695, top5_acc: 0.9531, loss_cls: 0.4388, loss: 0.4388, grad_norm: 4.6169 2021-05-06 14:04:00,144 - mmaction - INFO - Epoch [49][1420/1853] lr: 1.000e-04, eta: 0:22:35, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9375, loss_cls: 0.5139, loss: 0.5139, grad_norm: 5.1778 2021-05-06 14:04:11,340 - mmaction - INFO - Epoch [49][1440/1853] lr: 1.000e-04, eta: 0:22:23, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9484, loss_cls: 0.5033, loss: 0.5033, grad_norm: 5.1775 2021-05-06 14:04:22,516 - mmaction - INFO - Epoch [49][1460/1853] lr: 1.000e-04, eta: 0:22:11, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8648, top5_acc: 0.9453, loss_cls: 0.4805, loss: 0.4805, grad_norm: 4.9263 2021-05-06 14:04:33,705 - mmaction - INFO - Epoch [49][1480/1853] lr: 1.000e-04, eta: 0:22:00, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9453, loss_cls: 0.4960, loss: 0.4960, grad_norm: 5.3600 2021-05-06 14:04:44,900 - mmaction - INFO - Epoch [49][1500/1853] lr: 1.000e-04, eta: 0:21:48, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8617, top5_acc: 0.9516, loss_cls: 0.4500, loss: 0.4500, grad_norm: 5.2349 2021-05-06 14:04:56,079 - mmaction - INFO - Epoch [49][1520/1853] lr: 1.000e-04, eta: 0:21:36, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9422, loss_cls: 0.5213, loss: 0.5213, grad_norm: 5.3006 2021-05-06 14:05:07,233 - mmaction - INFO - Epoch [49][1540/1853] lr: 1.000e-04, eta: 0:21:24, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9406, loss_cls: 0.4699, loss: 0.4699, grad_norm: 4.9413 2021-05-06 14:05:18,426 - mmaction - INFO - Epoch [49][1560/1853] lr: 1.000e-04, eta: 0:21:12, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9437, loss_cls: 0.4806, loss: 0.4806, grad_norm: 4.9605 2021-05-06 14:05:29,580 - mmaction - INFO - Epoch [49][1580/1853] lr: 1.000e-04, eta: 0:21:00, time: 0.558, data_time: 0.002, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9516, loss_cls: 0.4850, loss: 0.4850, grad_norm: 5.2339 2021-05-06 14:05:40,761 - mmaction - INFO - Epoch [49][1600/1853] lr: 1.000e-04, eta: 0:20:48, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9461, loss_cls: 0.4868, loss: 0.4868, grad_norm: 5.1274 2021-05-06 14:05:51,950 - mmaction - INFO - Epoch [49][1620/1853] lr: 1.000e-04, eta: 0:20:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9477, loss_cls: 0.5030, loss: 0.5030, grad_norm: 5.4667 2021-05-06 14:06:03,126 - mmaction - INFO - Epoch [49][1640/1853] lr: 1.000e-04, eta: 0:20:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8422, top5_acc: 0.9406, loss_cls: 0.5243, loss: 0.5243, grad_norm: 4.8431 2021-05-06 14:06:14,305 - mmaction - INFO - Epoch [49][1660/1853] lr: 1.000e-04, eta: 0:20:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9430, loss_cls: 0.5461, loss: 0.5461, grad_norm: 5.3429 2021-05-06 14:06:25,496 - mmaction - INFO - Epoch [49][1680/1853] lr: 1.000e-04, eta: 0:20:01, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9500, loss_cls: 0.4934, loss: 0.4934, grad_norm: 4.9862 2021-05-06 14:06:36,683 - mmaction - INFO - Epoch [49][1700/1853] lr: 1.000e-04, eta: 0:19:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9484, loss_cls: 0.4967, loss: 0.4967, grad_norm: 5.4876 2021-05-06 14:06:47,850 - mmaction - INFO - Epoch [49][1720/1853] lr: 1.000e-04, eta: 0:19:37, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9422, loss_cls: 0.5167, loss: 0.5167, grad_norm: 5.3146 2021-05-06 14:06:59,052 - mmaction - INFO - Epoch [49][1740/1853] lr: 1.000e-04, eta: 0:19:25, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9391, loss_cls: 0.5429, loss: 0.5429, grad_norm: 5.0753 2021-05-06 14:07:10,230 - mmaction - INFO - Epoch [49][1760/1853] lr: 1.000e-04, eta: 0:19:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9344, loss_cls: 0.5381, loss: 0.5381, grad_norm: 5.8062 2021-05-06 14:07:21,443 - mmaction - INFO - Epoch [49][1780/1853] lr: 1.000e-04, eta: 0:19:01, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9414, loss_cls: 0.5520, loss: 0.5520, grad_norm: 5.1486 2021-05-06 14:07:32,656 - mmaction - INFO - Epoch [49][1800/1853] lr: 1.000e-04, eta: 0:18:50, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9352, loss_cls: 0.5092, loss: 0.5092, grad_norm: 4.9057 2021-05-06 14:07:43,854 - mmaction - INFO - Epoch [49][1820/1853] lr: 1.000e-04, eta: 0:18:38, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9477, loss_cls: 0.4811, loss: 0.4811, grad_norm: 5.0012 2021-05-06 14:07:55,054 - mmaction - INFO - Epoch [49][1840/1853] lr: 1.000e-04, eta: 0:18:26, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9383, loss_cls: 0.4865, loss: 0.4865, grad_norm: 5.1674 2021-05-06 14:08:03,434 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-05-06 14:09:14,148 - mmaction - INFO - Epoch [50][20/1853] lr: 1.000e-04, eta: 0:18:07, time: 3.443, data_time: 2.877, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9422, loss_cls: 0.5004, loss: 0.5004, grad_norm: 5.0627 2021-05-06 14:09:25,275 - mmaction - INFO - Epoch [50][40/1853] lr: 1.000e-04, eta: 0:17:55, time: 0.557, data_time: 0.002, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9492, loss_cls: 0.4731, loss: 0.4731, grad_norm: 5.1742 2021-05-06 14:09:37,032 - mmaction - INFO - Epoch [50][60/1853] lr: 1.000e-04, eta: 0:17:44, time: 0.588, data_time: 0.001, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9461, loss_cls: 0.4733, loss: 0.4733, grad_norm: 4.6468 2021-05-06 14:09:48,191 - mmaction - INFO - Epoch [50][80/1853] lr: 1.000e-04, eta: 0:17:32, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9508, loss_cls: 0.4688, loss: 0.4688, grad_norm: 5.1339 2021-05-06 14:09:59,406 - mmaction - INFO - Epoch [50][100/1853] lr: 1.000e-04, eta: 0:17:20, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9437, loss_cls: 0.4797, loss: 0.4797, grad_norm: 5.5218 2021-05-06 14:10:10,572 - mmaction - INFO - Epoch [50][120/1853] lr: 1.000e-04, eta: 0:17:08, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8719, top5_acc: 0.9547, loss_cls: 0.4280, loss: 0.4280, grad_norm: 4.9357 2021-05-06 14:10:21,806 - mmaction - INFO - Epoch [50][140/1853] lr: 1.000e-04, eta: 0:16:56, time: 0.562, data_time: 0.002, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9453, loss_cls: 0.5201, loss: 0.5201, grad_norm: 5.3144 2021-05-06 14:10:32,959 - mmaction - INFO - Epoch [50][160/1853] lr: 1.000e-04, eta: 0:16:44, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9437, loss_cls: 0.5260, loss: 0.5260, grad_norm: 5.0491 2021-05-06 14:10:44,140 - mmaction - INFO - Epoch [50][180/1853] lr: 1.000e-04, eta: 0:16:32, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9430, loss_cls: 0.5110, loss: 0.5110, grad_norm: 5.2256 2021-05-06 14:10:55,340 - mmaction - INFO - Epoch [50][200/1853] lr: 1.000e-04, eta: 0:16:20, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9430, loss_cls: 0.4897, loss: 0.4897, grad_norm: 5.1007 2021-05-06 14:11:06,510 - mmaction - INFO - Epoch [50][220/1853] lr: 1.000e-04, eta: 0:16:08, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8453, top5_acc: 0.9453, loss_cls: 0.4828, loss: 0.4828, grad_norm: 5.4105 2021-05-06 14:11:17,687 - mmaction - INFO - Epoch [50][240/1853] lr: 1.000e-04, eta: 0:15:57, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9484, loss_cls: 0.4721, loss: 0.4721, grad_norm: 5.3186 2021-05-06 14:11:28,863 - mmaction - INFO - Epoch [50][260/1853] lr: 1.000e-04, eta: 0:15:45, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8773, top5_acc: 0.9547, loss_cls: 0.4305, loss: 0.4305, grad_norm: 4.8687 2021-05-06 14:11:40,039 - mmaction - INFO - Epoch [50][280/1853] lr: 1.000e-04, eta: 0:15:33, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8539, top5_acc: 0.9469, loss_cls: 0.4863, loss: 0.4863, grad_norm: 5.4527 2021-05-06 14:11:51,230 - mmaction - INFO - Epoch [50][300/1853] lr: 1.000e-04, eta: 0:15:21, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9469, loss_cls: 0.4922, loss: 0.4922, grad_norm: 5.0814 2021-05-06 14:12:02,388 - mmaction - INFO - Epoch [50][320/1853] lr: 1.000e-04, eta: 0:15:09, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8500, top5_acc: 0.9422, loss_cls: 0.5102, loss: 0.5102, grad_norm: 4.7446 2021-05-06 14:12:13,561 - mmaction - INFO - Epoch [50][340/1853] lr: 1.000e-04, eta: 0:14:57, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9453, loss_cls: 0.4912, loss: 0.4912, grad_norm: 5.2770 2021-05-06 14:12:24,769 - mmaction - INFO - Epoch [50][360/1853] lr: 1.000e-04, eta: 0:14:45, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9539, loss_cls: 0.4676, loss: 0.4676, grad_norm: 5.0131 2021-05-06 14:12:35,978 - mmaction - INFO - Epoch [50][380/1853] lr: 1.000e-04, eta: 0:14:33, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8609, top5_acc: 0.9422, loss_cls: 0.4948, loss: 0.4948, grad_norm: 5.0318 2021-05-06 14:12:47,175 - mmaction - INFO - Epoch [50][400/1853] lr: 1.000e-04, eta: 0:14:22, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8594, top5_acc: 0.9484, loss_cls: 0.4737, loss: 0.4737, grad_norm: 5.2907 2021-05-06 14:12:58,387 - mmaction - INFO - Epoch [50][420/1853] lr: 1.000e-04, eta: 0:14:10, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9398, loss_cls: 0.4906, loss: 0.4906, grad_norm: 5.1175 2021-05-06 14:13:09,559 - mmaction - INFO - Epoch [50][440/1853] lr: 1.000e-04, eta: 0:13:58, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9477, loss_cls: 0.5019, loss: 0.5019, grad_norm: 5.2154 2021-05-06 14:13:20,752 - mmaction - INFO - Epoch [50][460/1853] lr: 1.000e-04, eta: 0:13:46, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9414, loss_cls: 0.5030, loss: 0.5030, grad_norm: 5.0284 2021-05-06 14:13:31,943 - mmaction - INFO - Epoch [50][480/1853] lr: 1.000e-04, eta: 0:13:34, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9414, loss_cls: 0.5275, loss: 0.5275, grad_norm: 5.1020 2021-05-06 14:13:43,131 - mmaction - INFO - Epoch [50][500/1853] lr: 1.000e-04, eta: 0:13:22, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8664, top5_acc: 0.9500, loss_cls: 0.4567, loss: 0.4567, grad_norm: 4.9509 2021-05-06 14:13:54,336 - mmaction - INFO - Epoch [50][520/1853] lr: 1.000e-04, eta: 0:13:10, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9547, loss_cls: 0.5089, loss: 0.5089, grad_norm: 5.5826 2021-05-06 14:14:05,522 - mmaction - INFO - Epoch [50][540/1853] lr: 1.000e-04, eta: 0:12:58, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9437, loss_cls: 0.5251, loss: 0.5251, grad_norm: 5.5120 2021-05-06 14:14:16,694 - mmaction - INFO - Epoch [50][560/1853] lr: 1.000e-04, eta: 0:12:47, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9430, loss_cls: 0.5153, loss: 0.5153, grad_norm: 5.1107 2021-05-06 14:14:27,863 - mmaction - INFO - Epoch [50][580/1853] lr: 1.000e-04, eta: 0:12:35, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9367, loss_cls: 0.5494, loss: 0.5494, grad_norm: 5.3883 2021-05-06 14:14:39,109 - mmaction - INFO - Epoch [50][600/1853] lr: 1.000e-04, eta: 0:12:23, time: 0.562, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9367, loss_cls: 0.5055, loss: 0.5055, grad_norm: 5.1144 2021-05-06 14:14:50,314 - mmaction - INFO - Epoch [50][620/1853] lr: 1.000e-04, eta: 0:12:11, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8680, top5_acc: 0.9445, loss_cls: 0.4670, loss: 0.4670, grad_norm: 5.2120 2021-05-06 14:15:01,485 - mmaction - INFO - Epoch [50][640/1853] lr: 1.000e-04, eta: 0:11:59, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9422, loss_cls: 0.5062, loss: 0.5062, grad_norm: 5.0029 2021-05-06 14:15:12,687 - mmaction - INFO - Epoch [50][660/1853] lr: 1.000e-04, eta: 0:11:47, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8609, top5_acc: 0.9437, loss_cls: 0.4717, loss: 0.4717, grad_norm: 4.8334 2021-05-06 14:15:23,865 - mmaction - INFO - Epoch [50][680/1853] lr: 1.000e-04, eta: 0:11:35, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8359, top5_acc: 0.9406, loss_cls: 0.5526, loss: 0.5526, grad_norm: 5.5935 2021-05-06 14:15:35,064 - mmaction - INFO - Epoch [50][700/1853] lr: 1.000e-04, eta: 0:11:23, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9367, loss_cls: 0.5141, loss: 0.5141, grad_norm: 5.3409 2021-05-06 14:15:46,249 - mmaction - INFO - Epoch [50][720/1853] lr: 1.000e-04, eta: 0:11:12, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9477, loss_cls: 0.4557, loss: 0.4557, grad_norm: 4.8474 2021-05-06 14:15:57,432 - mmaction - INFO - Epoch [50][740/1853] lr: 1.000e-04, eta: 0:11:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8703, top5_acc: 0.9477, loss_cls: 0.4683, loss: 0.4683, grad_norm: 4.7979 2021-05-06 14:16:08,652 - mmaction - INFO - Epoch [50][760/1853] lr: 1.000e-04, eta: 0:10:48, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9461, loss_cls: 0.4725, loss: 0.4725, grad_norm: 4.8041 2021-05-06 14:16:19,835 - mmaction - INFO - Epoch [50][780/1853] lr: 1.000e-04, eta: 0:10:36, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8375, top5_acc: 0.9313, loss_cls: 0.5312, loss: 0.5312, grad_norm: 5.3957 2021-05-06 14:16:31,191 - mmaction - INFO - Epoch [50][800/1853] lr: 1.000e-04, eta: 0:10:24, time: 0.568, data_time: 0.001, memory: 7064, top1_acc: 0.8492, top5_acc: 0.9422, loss_cls: 0.5229, loss: 0.5229, grad_norm: 5.1515 2021-05-06 14:16:42,386 - mmaction - INFO - Epoch [50][820/1853] lr: 1.000e-04, eta: 0:10:12, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9375, loss_cls: 0.5283, loss: 0.5283, grad_norm: 5.3915 2021-05-06 14:16:53,575 - mmaction - INFO - Epoch [50][840/1853] lr: 1.000e-04, eta: 0:10:00, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9469, loss_cls: 0.4955, loss: 0.4955, grad_norm: 5.2519 2021-05-06 14:17:04,769 - mmaction - INFO - Epoch [50][860/1853] lr: 1.000e-04, eta: 0:09:48, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9492, loss_cls: 0.4865, loss: 0.4865, grad_norm: 5.3750 2021-05-06 14:17:16,006 - mmaction - INFO - Epoch [50][880/1853] lr: 1.000e-04, eta: 0:09:37, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8648, top5_acc: 0.9477, loss_cls: 0.4544, loss: 0.4544, grad_norm: 4.6937 2021-05-06 14:17:27,158 - mmaction - INFO - Epoch [50][900/1853] lr: 1.000e-04, eta: 0:09:25, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9453, loss_cls: 0.4975, loss: 0.4975, grad_norm: 5.4638 2021-05-06 14:17:38,353 - mmaction - INFO - Epoch [50][920/1853] lr: 1.000e-04, eta: 0:09:13, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9430, loss_cls: 0.5109, loss: 0.5109, grad_norm: 5.2571 2021-05-06 14:17:49,487 - mmaction - INFO - Epoch [50][940/1853] lr: 1.000e-04, eta: 0:09:01, time: 0.557, data_time: 0.001, memory: 7064, top1_acc: 0.8578, top5_acc: 0.9469, loss_cls: 0.4628, loss: 0.4628, grad_norm: 5.0619 2021-05-06 14:18:00,671 - mmaction - INFO - Epoch [50][960/1853] lr: 1.000e-04, eta: 0:08:49, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8602, top5_acc: 0.9398, loss_cls: 0.4765, loss: 0.4765, grad_norm: 5.1109 2021-05-06 14:18:11,872 - mmaction - INFO - Epoch [50][980/1853] lr: 1.000e-04, eta: 0:08:37, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9367, loss_cls: 0.4949, loss: 0.4949, grad_norm: 5.2470 2021-05-06 14:18:23,052 - mmaction - INFO - Epoch [50][1000/1853] lr: 1.000e-04, eta: 0:08:25, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9437, loss_cls: 0.4856, loss: 0.4856, grad_norm: 4.8356 2021-05-06 14:18:34,261 - mmaction - INFO - Epoch [50][1020/1853] lr: 1.000e-04, eta: 0:08:14, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8461, top5_acc: 0.9453, loss_cls: 0.4835, loss: 0.4835, grad_norm: 5.0220 2021-05-06 14:18:45,438 - mmaction - INFO - Epoch [50][1040/1853] lr: 1.000e-04, eta: 0:08:02, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8641, top5_acc: 0.9477, loss_cls: 0.4554, loss: 0.4554, grad_norm: 5.0925 2021-05-06 14:18:56,629 - mmaction - INFO - Epoch [50][1060/1853] lr: 1.000e-04, eta: 0:07:50, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8266, top5_acc: 0.9367, loss_cls: 0.5815, loss: 0.5815, grad_norm: 5.4326 2021-05-06 14:19:07,803 - mmaction - INFO - Epoch [50][1080/1853] lr: 1.000e-04, eta: 0:07:38, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9484, loss_cls: 0.5168, loss: 0.5168, grad_norm: 5.4636 2021-05-06 14:19:18,974 - mmaction - INFO - Epoch [50][1100/1853] lr: 1.000e-04, eta: 0:07:26, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8383, top5_acc: 0.9461, loss_cls: 0.5360, loss: 0.5360, grad_norm: 5.6418 2021-05-06 14:19:30,167 - mmaction - INFO - Epoch [50][1120/1853] lr: 1.000e-04, eta: 0:07:14, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8555, top5_acc: 0.9492, loss_cls: 0.4832, loss: 0.4832, grad_norm: 5.2973 2021-05-06 14:19:41,357 - mmaction - INFO - Epoch [50][1140/1853] lr: 1.000e-04, eta: 0:07:02, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9500, loss_cls: 0.4936, loss: 0.4936, grad_norm: 5.6836 2021-05-06 14:19:52,542 - mmaction - INFO - Epoch [50][1160/1853] lr: 1.000e-04, eta: 0:06:50, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9211, loss_cls: 0.5594, loss: 0.5594, grad_norm: 5.3158 2021-05-06 14:20:03,757 - mmaction - INFO - Epoch [50][1180/1853] lr: 1.000e-04, eta: 0:06:39, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8688, top5_acc: 0.9500, loss_cls: 0.4714, loss: 0.4714, grad_norm: 4.9437 2021-05-06 14:20:14,977 - mmaction - INFO - Epoch [50][1200/1853] lr: 1.000e-04, eta: 0:06:27, time: 0.561, data_time: 0.001, memory: 7064, top1_acc: 0.8352, top5_acc: 0.9461, loss_cls: 0.5330, loss: 0.5330, grad_norm: 5.4352 2021-05-06 14:20:26,189 - mmaction - INFO - Epoch [50][1220/1853] lr: 1.000e-04, eta: 0:06:15, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9375, loss_cls: 0.5437, loss: 0.5437, grad_norm: 5.6092 2021-05-06 14:20:37,400 - mmaction - INFO - Epoch [50][1240/1853] lr: 1.000e-04, eta: 0:06:03, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8391, top5_acc: 0.9398, loss_cls: 0.5213, loss: 0.5213, grad_norm: 5.2625 2021-05-06 14:20:48,580 - mmaction - INFO - Epoch [50][1260/1853] lr: 1.000e-04, eta: 0:05:51, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9445, loss_cls: 0.5062, loss: 0.5062, grad_norm: 5.1535 2021-05-06 14:20:59,808 - mmaction - INFO - Epoch [50][1280/1853] lr: 1.000e-04, eta: 0:05:39, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9437, loss_cls: 0.5328, loss: 0.5328, grad_norm: 5.4268 2021-05-06 14:21:11,012 - mmaction - INFO - Epoch [50][1300/1853] lr: 1.000e-04, eta: 0:05:27, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8430, top5_acc: 0.9477, loss_cls: 0.5061, loss: 0.5061, grad_norm: 5.3224 2021-05-06 14:21:22,212 - mmaction - INFO - Epoch [50][1320/1853] lr: 1.000e-04, eta: 0:05:16, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8562, top5_acc: 0.9508, loss_cls: 0.4782, loss: 0.4782, grad_norm: 5.1103 2021-05-06 14:21:33,401 - mmaction - INFO - Epoch [50][1340/1853] lr: 1.000e-04, eta: 0:05:04, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8531, top5_acc: 0.9406, loss_cls: 0.4964, loss: 0.4964, grad_norm: 5.2443 2021-05-06 14:21:44,596 - mmaction - INFO - Epoch [50][1360/1853] lr: 1.000e-04, eta: 0:04:52, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8547, top5_acc: 0.9406, loss_cls: 0.5037, loss: 0.5037, grad_norm: 5.4895 2021-05-06 14:21:55,879 - mmaction - INFO - Epoch [50][1380/1853] lr: 1.000e-04, eta: 0:04:40, time: 0.564, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9406, loss_cls: 0.5430, loss: 0.5430, grad_norm: 5.3269 2021-05-06 14:22:07,070 - mmaction - INFO - Epoch [50][1400/1853] lr: 1.000e-04, eta: 0:04:28, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9430, loss_cls: 0.5020, loss: 0.5020, grad_norm: 5.3419 2021-05-06 14:22:18,290 - mmaction - INFO - Epoch [50][1420/1853] lr: 1.000e-04, eta: 0:04:16, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8367, top5_acc: 0.9375, loss_cls: 0.5416, loss: 0.5416, grad_norm: 5.3399 2021-05-06 14:22:29,761 - mmaction - INFO - Epoch [50][1440/1853] lr: 1.000e-04, eta: 0:04:04, time: 0.559, data_time: 0.002, memory: 7064, top1_acc: 0.8594, top5_acc: 0.9398, loss_cls: 0.4725, loss: 0.4725, grad_norm: 5.1543 2021-05-06 14:22:40,959 - mmaction - INFO - Epoch [50][1460/1853] lr: 1.000e-04, eta: 0:03:53, time: 0.575, data_time: 0.016, memory: 7064, top1_acc: 0.8406, top5_acc: 0.9406, loss_cls: 0.5267, loss: 0.5267, grad_norm: 5.4764 2021-05-06 14:22:52,133 - mmaction - INFO - Epoch [50][1480/1853] lr: 1.000e-04, eta: 0:03:41, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8414, top5_acc: 0.9336, loss_cls: 0.5513, loss: 0.5513, grad_norm: 5.3376 2021-05-06 14:23:03,312 - mmaction - INFO - Epoch [50][1500/1853] lr: 1.000e-04, eta: 0:03:29, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8484, top5_acc: 0.9375, loss_cls: 0.5164, loss: 0.5164, grad_norm: 5.2797 2021-05-06 14:23:14,512 - mmaction - INFO - Epoch [50][1520/1853] lr: 1.000e-04, eta: 0:03:17, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9469, loss_cls: 0.4788, loss: 0.4788, grad_norm: 4.7788 2021-05-06 14:23:25,686 - mmaction - INFO - Epoch [50][1540/1853] lr: 1.000e-04, eta: 0:03:05, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8625, top5_acc: 0.9484, loss_cls: 0.4756, loss: 0.4756, grad_norm: 5.2681 2021-05-06 14:23:36,883 - mmaction - INFO - Epoch [50][1560/1853] lr: 1.000e-04, eta: 0:02:53, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8438, top5_acc: 0.9414, loss_cls: 0.5259, loss: 0.5259, grad_norm: 5.1608 2021-05-06 14:23:48,077 - mmaction - INFO - Epoch [50][1580/1853] lr: 1.000e-04, eta: 0:02:41, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8523, top5_acc: 0.9367, loss_cls: 0.4904, loss: 0.4904, grad_norm: 4.9021 2021-05-06 14:23:59,290 - mmaction - INFO - Epoch [50][1600/1853] lr: 1.000e-04, eta: 0:02:29, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8516, top5_acc: 0.9445, loss_cls: 0.4904, loss: 0.4904, grad_norm: 5.3184 2021-05-06 14:24:10,497 - mmaction - INFO - Epoch [50][1620/1853] lr: 1.000e-04, eta: 0:02:18, time: 0.561, data_time: 0.002, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9445, loss_cls: 0.5234, loss: 0.5234, grad_norm: 5.2564 2021-05-06 14:24:21,699 - mmaction - INFO - Epoch [50][1640/1853] lr: 1.000e-04, eta: 0:02:06, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9453, loss_cls: 0.4843, loss: 0.4843, grad_norm: 4.9063 2021-05-06 14:24:32,877 - mmaction - INFO - Epoch [50][1660/1853] lr: 1.000e-04, eta: 0:01:54, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8258, top5_acc: 0.9297, loss_cls: 0.5772, loss: 0.5772, grad_norm: 5.5613 2021-05-06 14:24:44,077 - mmaction - INFO - Epoch [50][1680/1853] lr: 1.000e-04, eta: 0:01:42, time: 0.560, data_time: 0.002, memory: 7064, top1_acc: 0.8445, top5_acc: 0.9367, loss_cls: 0.5307, loss: 0.5307, grad_norm: 5.2805 2021-05-06 14:24:55,282 - mmaction - INFO - Epoch [50][1700/1853] lr: 1.000e-04, eta: 0:01:30, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8320, top5_acc: 0.9461, loss_cls: 0.5329, loss: 0.5329, grad_norm: 5.4872 2021-05-06 14:25:06,481 - mmaction - INFO - Epoch [50][1720/1853] lr: 1.000e-04, eta: 0:01:18, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8633, top5_acc: 0.9594, loss_cls: 0.4476, loss: 0.4476, grad_norm: 5.0126 2021-05-06 14:25:17,666 - mmaction - INFO - Epoch [50][1740/1853] lr: 1.000e-04, eta: 0:01:06, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8508, top5_acc: 0.9422, loss_cls: 0.4990, loss: 0.4990, grad_norm: 4.9540 2021-05-06 14:25:28,831 - mmaction - INFO - Epoch [50][1760/1853] lr: 1.000e-04, eta: 0:00:55, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8602, top5_acc: 0.9492, loss_cls: 0.4705, loss: 0.4705, grad_norm: 4.8281 2021-05-06 14:25:40,023 - mmaction - INFO - Epoch [50][1780/1853] lr: 1.000e-04, eta: 0:00:43, time: 0.560, data_time: 0.001, memory: 7064, top1_acc: 0.8336, top5_acc: 0.9406, loss_cls: 0.5128, loss: 0.5128, grad_norm: 5.2615 2021-05-06 14:25:51,215 - mmaction - INFO - Epoch [50][1800/1853] lr: 1.000e-04, eta: 0:00:31, time: 0.559, data_time: 0.001, memory: 7064, top1_acc: 0.8570, top5_acc: 0.9383, loss_cls: 0.4936, loss: 0.4936, grad_norm: 4.9255 2021-05-06 14:26:02,380 - mmaction - INFO - Epoch [50][1820/1853] lr: 1.000e-04, eta: 0:00:19, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8477, top5_acc: 0.9508, loss_cls: 0.4870, loss: 0.4870, grad_norm: 5.2358 2021-05-06 14:26:13,558 - mmaction - INFO - Epoch [50][1840/1853] lr: 1.000e-04, eta: 0:00:07, time: 0.558, data_time: 0.001, memory: 7064, top1_acc: 0.8641, top5_acc: 0.9445, loss_cls: 0.4817, loss: 0.4817, grad_norm: 4.9524 2021-05-06 14:26:21,931 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-05-06 14:28:02,633 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 14:28:02,663 - mmaction - INFO - top1_acc 0.9650 top5_acc 0.9985 2021-05-06 14:28:02,663 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 14:28:02,671 - mmaction - INFO - mean_acc 0.9611 2021-05-06 14:28:03,441 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. 2021-05-06 14:28:03,441 - mmaction - INFO - Best top1_acc is 0.9650 at 50 epoch. 2021-05-06 14:28:03,444 - mmaction - INFO - Epoch(val) [50][1853] top1_acc: 0.9650, top5_acc: 0.9985, mean_class_accuracy: 0.9611 2021-05-06 14:28:04,457 - mmaction - INFO - Warning: test_best set as True, but is not applicable (eval_hook.best_ckpt_path is None) 2021-05-06 14:29:27,527 - mmaction - INFO - Testing results of the last checkpoint 2021-05-06 14:29:27,528 - mmaction - INFO - top1_acc: 0.9650 2021-05-06 14:29:27,528 - mmaction - INFO - top5_acc: 0.9985 2021-05-06 14:29:27,528 - mmaction - INFO - mean_class_accuracy: 0.9611