2021-12-02 20:49:15,110 - 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: TITAN Xp CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 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: 1.3.6 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.20.0+dbf5d59 ------------------------------------------------------------ 2021-12-02 20:49:15,485 - mmaction - INFO - Distributed training: True 2021-12-02 20:49:16,855 - mmaction - INFO - Config: model = dict( type='Recognizer2D', backbone=dict( type='ResNetTSM', pretrained='torchvision://resnet101', depth=101, norm_eval=False, shift_div=8), cls_head=dict( type='TSMHead', num_classes=174, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.001, is_shift=True), train_cfg=None, test_cfg=dict(average_clips='prob')) optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.01, momentum=0.9, weight_decay=0.0005) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 checkpoint_config = dict(interval=1, max_keep_ckpts=5) log_config = dict(interval=20, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] dataset_type = 'RawframeDataset' data_root = 'data/sthv1/rawframes' data_root_val = 'data/sthv1/rawframes' ann_file_train = 'data/sthv1/sthv1_train_list_rawframes.txt' ann_file_val = 'data/sthv1/sthv1_val_list_rawframes.txt' ann_file_test = 'data/sthv1/sthv1_val_list_rawframes.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict( type='RawFrameDecode', io_backend='memcached', server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3'), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), 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', io_backend='memcached', server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), 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, twice_sample=True, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), 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=2, test_dataloader=dict(videos_per_gpu=1), train=dict( type='RawframeDataset', ann_file='data/sthv1/sthv1_train_list_rawframes.txt', data_prefix='data/sthv1/rawframes', filename_tmpl='{:05}.jpg', pipeline=[ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict( type='RawFrameDecode', io_backend='memcached', server_list_cfg= '/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3'), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ]), val=dict( type='RawframeDataset', ann_file='data/sthv1/sthv1_val_list_rawframes.txt', data_prefix='data/sthv1/rawframes', filename_tmpl='{:05}.jpg', pipeline=[ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', server_list_cfg= '/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ]), test=dict( type='RawframeDataset', ann_file='data/sthv1/sthv1_val_list_rawframes.txt', data_prefix='data/sthv1/rawframes', filename_tmpl='{:05}.jpg', pipeline=[ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, twice_sample=True, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', server_list_cfg= '/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ])) evaluation = dict( interval=2, metrics=['top_k_accuracy', 'mean_class_accuracy']) work_dir = './work_dirs/tsm_r101_1x1x8_50e_sthv1_rgb_new/' gpu_ids = range(0, 8) omnisource = False module_hooks = [] 2021-12-02 20:49:20,754 - mmaction - INFO - Set random seed to 1510083364, deterministic: False 2021-12-02 20:49:22,507 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2021-12-02 20:49:24,788 - mmaction - INFO - Start running, host: linjintao@SH-IDC2-172-20-21-34, work_dir: /mnt/lustre/linjintao/try/mmaction2_dev/work_dirs/tsm_r101_1x1x8_50e_sthv1_rgb_new 2021-12-02 20:49:24,788 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-12-02 20:50:13,848 - mmaction - INFO - Epoch [1][20/1345] lr: 1.000e-02, eta: 1 day, 21:39:26, time: 2.445, data_time: 1.643, memory: 9795, top1_acc: 0.0109, top5_acc: 0.0445, loss_cls: 5.5874, loss: 5.5874, grad_norm: 4.0162 2021-12-02 20:50:28,572 - mmaction - INFO - Epoch [1][40/1345] lr: 1.000e-02, eta: 1 day, 5:41:51, time: 0.737, data_time: 0.001, memory: 9795, top1_acc: 0.0156, top5_acc: 0.0570, loss_cls: 5.5124, loss: 5.5124, grad_norm: 4.1145 2021-12-02 20:50:43,315 - mmaction - INFO - Epoch [1][60/1345] lr: 1.000e-02, eta: 1 day, 0:22:43, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.0156, top5_acc: 0.0680, loss_cls: 5.2932, loss: 5.2932, grad_norm: 3.6627 2021-12-02 20:50:58,066 - mmaction - INFO - Epoch [1][80/1345] lr: 1.000e-02, eta: 21:43:08, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.0109, top5_acc: 0.0570, loss_cls: 5.1638, loss: 5.1638, grad_norm: 2.9630 2021-12-02 20:51:12,814 - mmaction - INFO - Epoch [1][100/1345] lr: 1.000e-02, eta: 20:07:12, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.0125, top5_acc: 0.0664, loss_cls: 5.1004, loss: 5.1004, grad_norm: 2.0519 2021-12-02 20:51:27,608 - mmaction - INFO - Epoch [1][120/1345] lr: 1.000e-02, eta: 19:03:37, time: 0.740, data_time: 0.001, memory: 9795, top1_acc: 0.0203, top5_acc: 0.0828, loss_cls: 5.0179, loss: 5.0179, grad_norm: 2.4024 2021-12-02 20:51:42,376 - mmaction - INFO - Epoch [1][140/1345] lr: 1.000e-02, eta: 18:17:56, time: 0.738, data_time: 0.001, memory: 9795, top1_acc: 0.0219, top5_acc: 0.0883, loss_cls: 5.0096, loss: 5.0096, grad_norm: 2.5392 2021-12-02 20:51:57,159 - mmaction - INFO - Epoch [1][160/1345] lr: 1.000e-02, eta: 17:43:45, time: 0.739, data_time: 0.001, memory: 9795, top1_acc: 0.0242, top5_acc: 0.0805, loss_cls: 4.9755, loss: 4.9755, grad_norm: 2.6149 2021-12-02 20:52:11,979 - mmaction - INFO - Epoch [1][180/1345] lr: 1.000e-02, eta: 17:17:19, time: 0.741, data_time: 0.000, memory: 9795, top1_acc: 0.0289, top5_acc: 0.0938, loss_cls: 4.9157, loss: 4.9157, grad_norm: 2.8609 2021-12-02 20:52:26,847 - mmaction - INFO - Epoch [1][200/1345] lr: 1.000e-02, eta: 16:56:20, time: 0.743, data_time: 0.000, memory: 9795, top1_acc: 0.0336, top5_acc: 0.1133, loss_cls: 4.9085, loss: 4.9085, grad_norm: 2.8777 2021-12-02 20:52:41,671 - mmaction - INFO - Epoch [1][220/1345] lr: 1.000e-02, eta: 16:38:59, time: 0.742, data_time: 0.001, memory: 9795, top1_acc: 0.0391, top5_acc: 0.1203, loss_cls: 4.8797, loss: 4.8797, grad_norm: 2.5905 2021-12-02 20:52:56,527 - mmaction - INFO - Epoch [1][240/1345] lr: 1.000e-02, eta: 16:24:34, time: 0.743, data_time: 0.000, memory: 9795, top1_acc: 0.0375, top5_acc: 0.1344, loss_cls: 4.8106, loss: 4.8106, grad_norm: 2.8071 2021-12-02 20:53:11,378 - mmaction - INFO - Epoch [1][260/1345] lr: 1.000e-02, eta: 16:12:21, time: 0.743, data_time: 0.001, memory: 9795, top1_acc: 0.0266, top5_acc: 0.1313, loss_cls: 4.7973, loss: 4.7973, grad_norm: 2.8173 2021-12-02 20:53:26,162 - mmaction - INFO - Epoch [1][280/1345] lr: 1.000e-02, eta: 16:01:34, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.0344, top5_acc: 0.1352, loss_cls: 4.8017, loss: 4.8017, grad_norm: 2.7412 2021-12-02 20:53:40,972 - mmaction - INFO - Epoch [1][300/1345] lr: 1.000e-02, eta: 15:52:16, time: 0.740, data_time: 0.000, memory: 9795, top1_acc: 0.0531, top5_acc: 0.1477, loss_cls: 4.7104, loss: 4.7104, grad_norm: 3.2554 2021-12-02 20:53:55,797 - mmaction - INFO - Epoch [1][320/1345] lr: 1.000e-02, eta: 15:44:10, time: 0.741, data_time: 0.000, memory: 9795, top1_acc: 0.0477, top5_acc: 0.1562, loss_cls: 4.7634, loss: 4.7634, grad_norm: 3.2319 2021-12-02 20:54:12,083 - mmaction - INFO - Epoch [1][340/1345] lr: 1.000e-02, eta: 15:41:46, time: 0.814, data_time: 0.000, memory: 9795, top1_acc: 0.0477, top5_acc: 0.1453, loss_cls: 4.7166, loss: 4.7166, grad_norm: 3.1410 2021-12-02 20:54:26,870 - mmaction - INFO - Epoch [1][360/1345] lr: 1.000e-02, eta: 15:34:59, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.0437, top5_acc: 0.1555, loss_cls: 4.6966, loss: 4.6966, grad_norm: 3.2077 2021-12-02 20:54:41,679 - mmaction - INFO - Epoch [1][380/1345] lr: 1.000e-02, eta: 15:28:56, time: 0.740, data_time: 0.000, memory: 9795, top1_acc: 0.0555, top5_acc: 0.1711, loss_cls: 4.6543, loss: 4.6543, grad_norm: 3.4586 2021-12-02 20:54:56,468 - mmaction - INFO - Epoch [1][400/1345] lr: 1.000e-02, eta: 15:23:25, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.0563, top5_acc: 0.1750, loss_cls: 4.6235, loss: 4.6235, grad_norm: 3.3402 2021-12-02 20:55:11,286 - mmaction - INFO - Epoch [1][420/1345] lr: 1.000e-02, eta: 15:18:29, time: 0.741, data_time: 0.000, memory: 9795, top1_acc: 0.0570, top5_acc: 0.1695, loss_cls: 4.6150, loss: 4.6150, grad_norm: 3.3899 2021-12-02 20:55:26,067 - mmaction - INFO - Epoch [1][440/1345] lr: 1.000e-02, eta: 15:13:53, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.0711, top5_acc: 0.2055, loss_cls: 4.5064, loss: 4.5064, grad_norm: 3.8298 2021-12-02 20:55:40,857 - mmaction - INFO - Epoch [1][460/1345] lr: 1.000e-02, eta: 15:09:40, time: 0.740, data_time: 0.000, memory: 9795, top1_acc: 0.0617, top5_acc: 0.1898, loss_cls: 4.6054, loss: 4.6054, grad_norm: 3.5689 2021-12-02 20:55:55,831 - mmaction - INFO - Epoch [1][480/1345] lr: 1.000e-02, eta: 15:06:13, time: 0.749, data_time: 0.000, memory: 9795, top1_acc: 0.0531, top5_acc: 0.1906, loss_cls: 4.5899, loss: 4.5899, grad_norm: 3.8299 2021-12-02 20:56:10,617 - mmaction - INFO - Epoch [1][500/1345] lr: 1.000e-02, eta: 15:02:37, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.0805, top5_acc: 0.2234, loss_cls: 4.4752, loss: 4.4752, grad_norm: 3.7826 2021-12-02 20:56:25,457 - mmaction - INFO - Epoch [1][520/1345] lr: 1.000e-02, eta: 14:59:22, time: 0.742, data_time: 0.000, memory: 9795, top1_acc: 0.0805, top5_acc: 0.2242, loss_cls: 4.4990, loss: 4.4990, grad_norm: 3.9171 2021-12-02 20:56:40,221 - mmaction - INFO - Epoch [1][540/1345] lr: 1.000e-02, eta: 14:56:12, time: 0.738, data_time: 0.001, memory: 9795, top1_acc: 0.0648, top5_acc: 0.2266, loss_cls: 4.4818, loss: 4.4818, grad_norm: 3.7279 2021-12-02 20:56:54,982 - mmaction - INFO - Epoch [1][560/1345] lr: 1.000e-02, eta: 14:53:14, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.0773, top5_acc: 0.2273, loss_cls: 4.4342, loss: 4.4342, grad_norm: 4.1494 2021-12-02 20:57:09,764 - mmaction - INFO - Epoch [1][580/1345] lr: 1.000e-02, eta: 14:50:30, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.0688, top5_acc: 0.2406, loss_cls: 4.4410, loss: 4.4410, grad_norm: 4.0873 2021-12-02 20:57:24,607 - mmaction - INFO - Epoch [1][600/1345] lr: 1.000e-02, eta: 14:48:02, time: 0.742, data_time: 0.000, memory: 9795, top1_acc: 0.0711, top5_acc: 0.2359, loss_cls: 4.4543, loss: 4.4543, grad_norm: 4.0194 2021-12-02 20:57:39,357 - mmaction - INFO - Epoch [1][620/1345] lr: 1.000e-02, eta: 14:45:33, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.0828, top5_acc: 0.2555, loss_cls: 4.4150, loss: 4.4150, grad_norm: 4.0588 2021-12-02 20:57:54,124 - mmaction - INFO - Epoch [1][640/1345] lr: 1.000e-02, eta: 14:43:14, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.0906, top5_acc: 0.2508, loss_cls: 4.3876, loss: 4.3876, grad_norm: 4.5778 2021-12-02 20:58:08,944 - mmaction - INFO - Epoch [1][660/1345] lr: 1.000e-02, eta: 14:41:08, time: 0.741, data_time: 0.000, memory: 9795, top1_acc: 0.0789, top5_acc: 0.2594, loss_cls: 4.4061, loss: 4.4061, grad_norm: 4.0455 2021-12-02 20:58:23,765 - mmaction - INFO - Epoch [1][680/1345] lr: 1.000e-02, eta: 14:39:08, time: 0.741, data_time: 0.000, memory: 9795, top1_acc: 0.1062, top5_acc: 0.2664, loss_cls: 4.3077, loss: 4.3077, grad_norm: 4.4065 2021-12-02 20:58:38,524 - mmaction - INFO - Epoch [1][700/1345] lr: 1.000e-02, eta: 14:37:09, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.0867, top5_acc: 0.2789, loss_cls: 4.3177, loss: 4.3177, grad_norm: 4.2655 2021-12-02 20:58:53,271 - mmaction - INFO - Epoch [1][720/1345] lr: 1.000e-02, eta: 14:35:14, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.0961, top5_acc: 0.2734, loss_cls: 4.2251, loss: 4.2251, grad_norm: 4.5920 2021-12-02 20:59:08,061 - mmaction - INFO - Epoch [1][740/1345] lr: 1.000e-02, eta: 14:33:29, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.0922, top5_acc: 0.2672, loss_cls: 4.3181, loss: 4.3181, grad_norm: 4.3341 2021-12-02 20:59:22,872 - mmaction - INFO - Epoch [1][760/1345] lr: 1.000e-02, eta: 14:31:50, time: 0.740, data_time: 0.000, memory: 9795, top1_acc: 0.0938, top5_acc: 0.2617, loss_cls: 4.3299, loss: 4.3299, grad_norm: 4.1673 2021-12-02 20:59:37,656 - mmaction - INFO - Epoch [1][780/1345] lr: 1.000e-02, eta: 14:30:13, time: 0.739, data_time: 0.001, memory: 9795, top1_acc: 0.1164, top5_acc: 0.2898, loss_cls: 4.2720, loss: 4.2720, grad_norm: 4.3301 2021-12-02 20:59:52,457 - mmaction - INFO - Epoch [1][800/1345] lr: 1.000e-02, eta: 14:28:42, time: 0.740, data_time: 0.000, memory: 9795, top1_acc: 0.1133, top5_acc: 0.2953, loss_cls: 4.2327, loss: 4.2327, grad_norm: 4.7058 2021-12-02 21:00:07,325 - mmaction - INFO - Epoch [1][820/1345] lr: 1.000e-02, eta: 14:27:20, time: 0.743, data_time: 0.000, memory: 9795, top1_acc: 0.1023, top5_acc: 0.2797, loss_cls: 4.3081, loss: 4.3081, grad_norm: 4.2275 2021-12-02 21:00:22,153 - mmaction - INFO - Epoch [1][840/1345] lr: 1.000e-02, eta: 14:25:58, time: 0.741, data_time: 0.000, memory: 9795, top1_acc: 0.1133, top5_acc: 0.3063, loss_cls: 4.1630, loss: 4.1630, grad_norm: 4.6226 2021-12-02 21:00:36,995 - mmaction - INFO - Epoch [1][860/1345] lr: 1.000e-02, eta: 14:24:40, time: 0.742, data_time: 0.001, memory: 9795, top1_acc: 0.1008, top5_acc: 0.3008, loss_cls: 4.2059, loss: 4.2059, grad_norm: 4.3519 2021-12-02 21:00:51,812 - mmaction - INFO - Epoch [1][880/1345] lr: 1.000e-02, eta: 14:23:23, time: 0.741, data_time: 0.000, memory: 9795, top1_acc: 0.1219, top5_acc: 0.2992, loss_cls: 4.1612, loss: 4.1612, grad_norm: 4.5694 2021-12-02 21:01:06,670 - mmaction - INFO - Epoch [1][900/1345] lr: 1.000e-02, eta: 14:22:12, time: 0.743, data_time: 0.000, memory: 9795, top1_acc: 0.1164, top5_acc: 0.3055, loss_cls: 4.2046, loss: 4.2046, grad_norm: 4.6958 2021-12-02 21:01:21,549 - mmaction - INFO - Epoch [1][920/1345] lr: 1.000e-02, eta: 14:21:05, time: 0.744, data_time: 0.000, memory: 9795, top1_acc: 0.1359, top5_acc: 0.3203, loss_cls: 4.1042, loss: 4.1042, grad_norm: 4.7537 2021-12-02 21:01:36,487 - mmaction - INFO - Epoch [1][940/1345] lr: 1.000e-02, eta: 14:20:04, time: 0.747, data_time: 0.000, memory: 9795, top1_acc: 0.1047, top5_acc: 0.2930, loss_cls: 4.1627, loss: 4.1627, grad_norm: 4.7674 2021-12-02 21:01:51,338 - mmaction - INFO - Epoch [1][960/1345] lr: 1.000e-02, eta: 14:18:59, time: 0.742, data_time: 0.000, memory: 9795, top1_acc: 0.1055, top5_acc: 0.3031, loss_cls: 4.1240, loss: 4.1240, grad_norm: 4.6971 2021-12-02 21:02:06,199 - mmaction - INFO - Epoch [1][980/1345] lr: 1.000e-02, eta: 14:17:57, time: 0.743, data_time: 0.000, memory: 9795, top1_acc: 0.1266, top5_acc: 0.3141, loss_cls: 4.1508, loss: 4.1508, grad_norm: 4.8122 2021-12-02 21:02:21,092 - mmaction - INFO - Epoch [1][1000/1345] lr: 1.000e-02, eta: 14:16:59, time: 0.745, data_time: 0.000, memory: 9795, top1_acc: 0.1391, top5_acc: 0.3352, loss_cls: 4.0788, loss: 4.0788, grad_norm: 4.8259 2021-12-02 21:02:35,979 - mmaction - INFO - Epoch [1][1020/1345] lr: 1.000e-02, eta: 14:16:02, time: 0.744, data_time: 0.000, memory: 9795, top1_acc: 0.1508, top5_acc: 0.3648, loss_cls: 3.9564, loss: 3.9564, grad_norm: 5.1980 2021-12-02 21:02:50,887 - mmaction - INFO - Epoch [1][1040/1345] lr: 1.000e-02, eta: 14:15:08, time: 0.746, data_time: 0.001, memory: 9795, top1_acc: 0.1406, top5_acc: 0.3383, loss_cls: 4.0346, loss: 4.0346, grad_norm: 5.1204 2021-12-02 21:03:05,831 - mmaction - INFO - Epoch [1][1060/1345] lr: 1.000e-02, eta: 14:14:18, time: 0.747, data_time: 0.000, memory: 9795, top1_acc: 0.1531, top5_acc: 0.3391, loss_cls: 4.0342, loss: 4.0342, grad_norm: 4.7752 2021-12-02 21:03:20,747 - mmaction - INFO - Epoch [1][1080/1345] lr: 1.000e-02, eta: 14:13:28, time: 0.746, data_time: 0.000, memory: 9795, top1_acc: 0.1430, top5_acc: 0.3609, loss_cls: 3.9190, loss: 3.9190, grad_norm: 5.2204 2021-12-02 21:03:35,602 - mmaction - INFO - Epoch [1][1100/1345] lr: 1.000e-02, eta: 14:12:35, time: 0.743, data_time: 0.001, memory: 9795, top1_acc: 0.1422, top5_acc: 0.3391, loss_cls: 4.0133, loss: 4.0133, grad_norm: 4.8334 2021-12-02 21:03:50,496 - mmaction - INFO - Epoch [1][1120/1345] lr: 1.000e-02, eta: 14:11:45, time: 0.745, data_time: 0.000, memory: 9795, top1_acc: 0.1539, top5_acc: 0.3648, loss_cls: 3.9211, loss: 3.9211, grad_norm: 5.0069 2021-12-02 21:04:05,414 - mmaction - INFO - Epoch [1][1140/1345] lr: 1.000e-02, eta: 14:10:59, time: 0.746, data_time: 0.000, memory: 9795, top1_acc: 0.1500, top5_acc: 0.3453, loss_cls: 3.9791, loss: 3.9791, grad_norm: 4.7941 2021-12-02 21:04:20,353 - mmaction - INFO - Epoch [1][1160/1345] lr: 1.000e-02, eta: 14:10:14, time: 0.747, data_time: 0.000, memory: 9795, top1_acc: 0.1469, top5_acc: 0.3609, loss_cls: 3.9382, loss: 3.9382, grad_norm: 5.1924 2021-12-02 21:04:35,247 - mmaction - INFO - Epoch [1][1180/1345] lr: 1.000e-02, eta: 14:09:28, time: 0.745, data_time: 0.000, memory: 9795, top1_acc: 0.1437, top5_acc: 0.3570, loss_cls: 3.9975, loss: 3.9975, grad_norm: 4.8498 2021-12-02 21:04:50,075 - mmaction - INFO - Epoch [1][1200/1345] lr: 1.000e-02, eta: 14:08:40, time: 0.742, data_time: 0.001, memory: 9795, top1_acc: 0.1320, top5_acc: 0.3523, loss_cls: 3.9947, loss: 3.9947, grad_norm: 5.0837 2021-12-02 21:05:04,915 - mmaction - INFO - Epoch [1][1220/1345] lr: 1.000e-02, eta: 14:07:53, time: 0.742, data_time: 0.000, memory: 9795, top1_acc: 0.1383, top5_acc: 0.3695, loss_cls: 3.9392, loss: 3.9392, grad_norm: 5.0712 2021-12-02 21:05:19,868 - mmaction - INFO - Epoch [1][1240/1345] lr: 1.000e-02, eta: 14:07:14, time: 0.748, data_time: 0.001, memory: 9795, top1_acc: 0.1484, top5_acc: 0.3633, loss_cls: 3.9051, loss: 3.9051, grad_norm: 5.1184 2021-12-02 21:05:34,766 - mmaction - INFO - Epoch [1][1260/1345] lr: 1.000e-02, eta: 14:06:32, time: 0.745, data_time: 0.000, memory: 9795, top1_acc: 0.1492, top5_acc: 0.3680, loss_cls: 3.8885, loss: 3.8885, grad_norm: 5.0647 2021-12-02 21:05:49,640 - mmaction - INFO - Epoch [1][1280/1345] lr: 1.000e-02, eta: 14:05:50, time: 0.744, data_time: 0.000, memory: 9795, top1_acc: 0.1586, top5_acc: 0.3641, loss_cls: 3.9397, loss: 3.9397, grad_norm: 4.8825 2021-12-02 21:06:04,552 - mmaction - INFO - Epoch [1][1300/1345] lr: 1.000e-02, eta: 14:05:10, time: 0.746, data_time: 0.000, memory: 9795, top1_acc: 0.1484, top5_acc: 0.3586, loss_cls: 3.9238, loss: 3.9238, grad_norm: 5.2130 2021-12-02 21:06:19,385 - mmaction - INFO - Epoch [1][1320/1345] lr: 1.000e-02, eta: 14:04:28, time: 0.742, data_time: 0.000, memory: 9795, top1_acc: 0.1508, top5_acc: 0.3805, loss_cls: 3.8844, loss: 3.8844, grad_norm: 5.0045 2021-12-02 21:06:34,297 - mmaction - INFO - Epoch [1][1340/1345] lr: 1.000e-02, eta: 14:03:50, time: 0.746, data_time: 0.000, memory: 9795, top1_acc: 0.1766, top5_acc: 0.3937, loss_cls: 3.8339, loss: 3.8339, grad_norm: 4.9128 2021-12-02 21:06:38,345 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-12-02 21:07:20,897 - mmaction - INFO - Epoch [2][20/1345] lr: 1.000e-02, eta: 14:20:45, time: 2.032, data_time: 1.309, memory: 9795, top1_acc: 0.1734, top5_acc: 0.4195, loss_cls: 3.7204, loss: 3.7204, grad_norm: 5.1096 2021-12-02 21:07:35,389 - mmaction - INFO - Epoch [2][40/1345] lr: 1.000e-02, eta: 14:19:32, time: 0.724, data_time: 0.002, memory: 9795, top1_acc: 0.1734, top5_acc: 0.4188, loss_cls: 3.7587, loss: 3.7587, grad_norm: 5.2312 2021-12-02 21:07:49,868 - mmaction - INFO - Epoch [2][60/1345] lr: 1.000e-02, eta: 14:18:22, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.1500, top5_acc: 0.3906, loss_cls: 3.8174, loss: 3.8174, grad_norm: 5.4599 2021-12-02 21:08:04,345 - mmaction - INFO - Epoch [2][80/1345] lr: 1.000e-02, eta: 14:17:12, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.1656, top5_acc: 0.3984, loss_cls: 3.7854, loss: 3.7854, grad_norm: 5.3145 2021-12-02 21:08:18,886 - mmaction - INFO - Epoch [2][100/1345] lr: 1.000e-02, eta: 14:16:07, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.1961, top5_acc: 0.4367, loss_cls: 3.6060, loss: 3.6060, grad_norm: 5.4810 2021-12-02 21:08:33,422 - mmaction - INFO - Epoch [2][120/1345] lr: 1.000e-02, eta: 14:15:03, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.1727, top5_acc: 0.4359, loss_cls: 3.6568, loss: 3.6568, grad_norm: 5.3418 2021-12-02 21:08:47,971 - mmaction - INFO - Epoch [2][140/1345] lr: 1.000e-02, eta: 14:14:01, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.1914, top5_acc: 0.4180, loss_cls: 3.7455, loss: 3.7455, grad_norm: 5.4492 2021-12-02 21:09:02,492 - mmaction - INFO - Epoch [2][160/1345] lr: 1.000e-02, eta: 14:12:59, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.1984, top5_acc: 0.4383, loss_cls: 3.6296, loss: 3.6296, grad_norm: 5.5078 2021-12-02 21:09:16,979 - mmaction - INFO - Epoch [2][180/1345] lr: 1.000e-02, eta: 14:11:57, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.1797, top5_acc: 0.4164, loss_cls: 3.7258, loss: 3.7258, grad_norm: 5.5075 2021-12-02 21:09:31,501 - mmaction - INFO - Epoch [2][200/1345] lr: 1.000e-02, eta: 14:10:57, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.1922, top5_acc: 0.4297, loss_cls: 3.6797, loss: 3.6797, grad_norm: 5.3317 2021-12-02 21:09:46,095 - mmaction - INFO - Epoch [2][220/1345] lr: 1.000e-02, eta: 14:10:02, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.1672, top5_acc: 0.4367, loss_cls: 3.6651, loss: 3.6651, grad_norm: 5.4308 2021-12-02 21:10:00,579 - mmaction - INFO - Epoch [2][240/1345] lr: 1.000e-02, eta: 14:09:03, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.1938, top5_acc: 0.4547, loss_cls: 3.6093, loss: 3.6093, grad_norm: 5.3735 2021-12-02 21:10:15,175 - mmaction - INFO - Epoch [2][260/1345] lr: 1.000e-02, eta: 14:08:10, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.1820, top5_acc: 0.4656, loss_cls: 3.5855, loss: 3.5855, grad_norm: 5.5218 2021-12-02 21:10:29,658 - mmaction - INFO - Epoch [2][280/1345] lr: 1.000e-02, eta: 14:07:13, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.1938, top5_acc: 0.4297, loss_cls: 3.6303, loss: 3.6303, grad_norm: 5.4107 2021-12-02 21:10:44,165 - mmaction - INFO - Epoch [2][300/1345] lr: 1.000e-02, eta: 14:06:19, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.2008, top5_acc: 0.4430, loss_cls: 3.6035, loss: 3.6035, grad_norm: 5.6537 2021-12-02 21:10:58,689 - mmaction - INFO - Epoch [2][320/1345] lr: 1.000e-02, eta: 14:05:25, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.1930, top5_acc: 0.4508, loss_cls: 3.5771, loss: 3.5771, grad_norm: 5.4488 2021-12-02 21:11:13,291 - mmaction - INFO - Epoch [2][340/1345] lr: 1.000e-02, eta: 14:04:36, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.2000, top5_acc: 0.4258, loss_cls: 3.6710, loss: 3.6710, grad_norm: 5.8169 2021-12-02 21:11:27,791 - mmaction - INFO - Epoch [2][360/1345] lr: 1.000e-02, eta: 14:03:44, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.1938, top5_acc: 0.4359, loss_cls: 3.6614, loss: 3.6614, grad_norm: 5.0290 2021-12-02 21:11:42,291 - mmaction - INFO - Epoch [2][380/1345] lr: 1.000e-02, eta: 14:02:52, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.2125, top5_acc: 0.4484, loss_cls: 3.5643, loss: 3.5643, grad_norm: 5.7181 2021-12-02 21:11:56,852 - mmaction - INFO - Epoch [2][400/1345] lr: 1.000e-02, eta: 14:02:04, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.2109, top5_acc: 0.4547, loss_cls: 3.5341, loss: 3.5341, grad_norm: 5.5466 2021-12-02 21:12:11,377 - mmaction - INFO - Epoch [2][420/1345] lr: 1.000e-02, eta: 14:01:15, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.2141, top5_acc: 0.4578, loss_cls: 3.5168, loss: 3.5168, grad_norm: 5.6945 2021-12-02 21:12:25,863 - mmaction - INFO - Epoch [2][440/1345] lr: 1.000e-02, eta: 14:00:26, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.2008, top5_acc: 0.4398, loss_cls: 3.5716, loss: 3.5716, grad_norm: 5.5395 2021-12-02 21:12:40,344 - mmaction - INFO - Epoch [2][460/1345] lr: 1.000e-02, eta: 13:59:37, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.1961, top5_acc: 0.4437, loss_cls: 3.5970, loss: 3.5970, grad_norm: 5.3580 2021-12-02 21:12:54,884 - mmaction - INFO - Epoch [2][480/1345] lr: 1.000e-02, eta: 13:58:51, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.2133, top5_acc: 0.4703, loss_cls: 3.5144, loss: 3.5144, grad_norm: 5.8431 2021-12-02 21:13:09,543 - mmaction - INFO - Epoch [2][500/1345] lr: 1.000e-02, eta: 13:58:10, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.1969, top5_acc: 0.4492, loss_cls: 3.6263, loss: 3.6263, grad_norm: 5.4952 2021-12-02 21:13:24,043 - mmaction - INFO - Epoch [2][520/1345] lr: 1.000e-02, eta: 13:57:23, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.2437, top5_acc: 0.4945, loss_cls: 3.4311, loss: 3.4311, grad_norm: 5.7007 2021-12-02 21:13:38,589 - mmaction - INFO - Epoch [2][540/1345] lr: 1.000e-02, eta: 13:56:39, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.2133, top5_acc: 0.4656, loss_cls: 3.4429, loss: 3.4429, grad_norm: 5.6892 2021-12-02 21:13:53,105 - mmaction - INFO - Epoch [2][560/1345] lr: 1.000e-02, eta: 13:55:55, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.2211, top5_acc: 0.4516, loss_cls: 3.5506, loss: 3.5506, grad_norm: 5.6212 2021-12-02 21:14:07,710 - mmaction - INFO - Epoch [2][580/1345] lr: 1.000e-02, eta: 13:55:15, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.2281, top5_acc: 0.4813, loss_cls: 3.4541, loss: 3.4541, grad_norm: 5.4919 2021-12-02 21:14:22,221 - mmaction - INFO - Epoch [2][600/1345] lr: 1.000e-02, eta: 13:54:31, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.2039, top5_acc: 0.4961, loss_cls: 3.4931, loss: 3.4931, grad_norm: 5.6970 2021-12-02 21:14:36,834 - mmaction - INFO - Epoch [2][620/1345] lr: 1.000e-02, eta: 13:53:52, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.2133, top5_acc: 0.4555, loss_cls: 3.4943, loss: 3.4943, grad_norm: 5.3940 2021-12-02 21:14:51,465 - mmaction - INFO - Epoch [2][640/1345] lr: 1.000e-02, eta: 13:53:14, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.2242, top5_acc: 0.4672, loss_cls: 3.5129, loss: 3.5129, grad_norm: 5.4380 2021-12-02 21:15:06,059 - mmaction - INFO - Epoch [2][660/1345] lr: 1.000e-02, eta: 13:52:35, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.2367, top5_acc: 0.4758, loss_cls: 3.3942, loss: 3.3942, grad_norm: 5.4066 2021-12-02 21:15:20,673 - mmaction - INFO - Epoch [2][680/1345] lr: 1.000e-02, eta: 13:51:57, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.2313, top5_acc: 0.5125, loss_cls: 3.3451, loss: 3.3451, grad_norm: 5.6871 2021-12-02 21:15:35,277 - mmaction - INFO - Epoch [2][700/1345] lr: 1.000e-02, eta: 13:51:19, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.2148, top5_acc: 0.4859, loss_cls: 3.4655, loss: 3.4655, grad_norm: 5.3123 2021-12-02 21:15:49,814 - mmaction - INFO - Epoch [2][720/1345] lr: 1.000e-02, eta: 13:50:40, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.2383, top5_acc: 0.4727, loss_cls: 3.4568, loss: 3.4568, grad_norm: 5.7555 2021-12-02 21:16:04,457 - mmaction - INFO - Epoch [2][740/1345] lr: 1.000e-02, eta: 13:50:04, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.2508, top5_acc: 0.5023, loss_cls: 3.3940, loss: 3.3940, grad_norm: 5.7170 2021-12-02 21:16:19,016 - mmaction - INFO - Epoch [2][760/1345] lr: 1.000e-02, eta: 13:49:27, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.2422, top5_acc: 0.4969, loss_cls: 3.3693, loss: 3.3693, grad_norm: 5.4678 2021-12-02 21:16:33,557 - mmaction - INFO - Epoch [2][780/1345] lr: 1.000e-02, eta: 13:48:48, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.2328, top5_acc: 0.5086, loss_cls: 3.3337, loss: 3.3337, grad_norm: 5.6867 2021-12-02 21:16:48,105 - mmaction - INFO - Epoch [2][800/1345] lr: 1.000e-02, eta: 13:48:11, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.2211, top5_acc: 0.5000, loss_cls: 3.3704, loss: 3.3704, grad_norm: 5.6405 2021-12-02 21:17:02,762 - mmaction - INFO - Epoch [2][820/1345] lr: 1.000e-02, eta: 13:47:38, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.2414, top5_acc: 0.5125, loss_cls: 3.3393, loss: 3.3393, grad_norm: 5.6847 2021-12-02 21:17:17,326 - mmaction - INFO - Epoch [2][840/1345] lr: 1.000e-02, eta: 13:47:02, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.2781, top5_acc: 0.5453, loss_cls: 3.1998, loss: 3.1998, grad_norm: 5.6372 2021-12-02 21:17:31,950 - mmaction - INFO - Epoch [2][860/1345] lr: 1.000e-02, eta: 13:46:28, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.2453, top5_acc: 0.5094, loss_cls: 3.3204, loss: 3.3204, grad_norm: 5.6468 2021-12-02 21:17:46,581 - mmaction - INFO - Epoch [2][880/1345] lr: 1.000e-02, eta: 13:45:55, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.2422, top5_acc: 0.5117, loss_cls: 3.2874, loss: 3.2874, grad_norm: 5.8520 2021-12-02 21:18:01,234 - mmaction - INFO - Epoch [2][900/1345] lr: 1.000e-02, eta: 13:45:22, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.2477, top5_acc: 0.5172, loss_cls: 3.3080, loss: 3.3080, grad_norm: 5.5971 2021-12-02 21:18:15,857 - mmaction - INFO - Epoch [2][920/1345] lr: 1.000e-02, eta: 13:44:50, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.2352, top5_acc: 0.5008, loss_cls: 3.3672, loss: 3.3672, grad_norm: 5.4134 2021-12-02 21:18:30,443 - mmaction - INFO - Epoch [2][940/1345] lr: 1.000e-02, eta: 13:44:16, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.2297, top5_acc: 0.5078, loss_cls: 3.3404, loss: 3.3404, grad_norm: 5.7030 2021-12-02 21:18:45,109 - mmaction - INFO - Epoch [2][960/1345] lr: 1.000e-02, eta: 13:43:45, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.2789, top5_acc: 0.5352, loss_cls: 3.2858, loss: 3.2858, grad_norm: 5.6732 2021-12-02 21:18:59,707 - mmaction - INFO - Epoch [2][980/1345] lr: 1.000e-02, eta: 13:43:12, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.2539, top5_acc: 0.5430, loss_cls: 3.2265, loss: 3.2265, grad_norm: 6.1279 2021-12-02 21:19:14,428 - mmaction - INFO - Epoch [2][1000/1345] lr: 1.000e-02, eta: 13:42:44, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.2578, top5_acc: 0.5281, loss_cls: 3.2178, loss: 3.2178, grad_norm: 6.0693 2021-12-02 21:19:29,024 - mmaction - INFO - Epoch [2][1020/1345] lr: 1.000e-02, eta: 13:42:11, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.2727, top5_acc: 0.5547, loss_cls: 3.1571, loss: 3.1571, grad_norm: 5.8524 2021-12-02 21:19:43,645 - mmaction - INFO - Epoch [2][1040/1345] lr: 1.000e-02, eta: 13:41:40, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.2445, top5_acc: 0.5273, loss_cls: 3.2884, loss: 3.2884, grad_norm: 5.7709 2021-12-02 21:19:58,288 - mmaction - INFO - Epoch [2][1060/1345] lr: 1.000e-02, eta: 13:41:10, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.2414, top5_acc: 0.5078, loss_cls: 3.3565, loss: 3.3565, grad_norm: 5.6692 2021-12-02 21:20:12,870 - mmaction - INFO - Epoch [2][1080/1345] lr: 1.000e-02, eta: 13:40:38, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.2516, top5_acc: 0.5227, loss_cls: 3.2593, loss: 3.2593, grad_norm: 5.7366 2021-12-02 21:20:27,542 - mmaction - INFO - Epoch [2][1100/1345] lr: 1.000e-02, eta: 13:40:09, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.2828, top5_acc: 0.5469, loss_cls: 3.1889, loss: 3.1889, grad_norm: 5.4338 2021-12-02 21:20:42,186 - mmaction - INFO - Epoch [2][1120/1345] lr: 1.000e-02, eta: 13:39:40, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.2430, top5_acc: 0.4969, loss_cls: 3.3555, loss: 3.3555, grad_norm: 5.8931 2021-12-02 21:20:56,765 - mmaction - INFO - Epoch [2][1140/1345] lr: 1.000e-02, eta: 13:39:09, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.2523, top5_acc: 0.5242, loss_cls: 3.2669, loss: 3.2669, grad_norm: 5.5666 2021-12-02 21:21:11,371 - mmaction - INFO - Epoch [2][1160/1345] lr: 1.000e-02, eta: 13:38:39, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.2805, top5_acc: 0.5445, loss_cls: 3.1562, loss: 3.1562, grad_norm: 5.7465 2021-12-02 21:21:25,958 - mmaction - INFO - Epoch [2][1180/1345] lr: 1.000e-02, eta: 13:38:09, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.2539, top5_acc: 0.5289, loss_cls: 3.2380, loss: 3.2380, grad_norm: 5.7474 2021-12-02 21:21:40,513 - mmaction - INFO - Epoch [2][1200/1345] lr: 1.000e-02, eta: 13:37:38, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.2742, top5_acc: 0.5617, loss_cls: 3.1381, loss: 3.1381, grad_norm: 5.9213 2021-12-02 21:21:55,107 - mmaction - INFO - Epoch [2][1220/1345] lr: 1.000e-02, eta: 13:37:09, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.2766, top5_acc: 0.5422, loss_cls: 3.2025, loss: 3.2025, grad_norm: 5.8808 2021-12-02 21:22:09,642 - mmaction - INFO - Epoch [2][1240/1345] lr: 1.000e-02, eta: 13:36:38, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.2445, top5_acc: 0.5195, loss_cls: 3.3132, loss: 3.3132, grad_norm: 6.1483 2021-12-02 21:22:24,207 - mmaction - INFO - Epoch [2][1260/1345] lr: 1.000e-02, eta: 13:36:08, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.2789, top5_acc: 0.5523, loss_cls: 3.1433, loss: 3.1433, grad_norm: 5.9196 2021-12-02 21:22:38,733 - mmaction - INFO - Epoch [2][1280/1345] lr: 1.000e-02, eta: 13:35:38, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.2898, top5_acc: 0.5445, loss_cls: 3.1103, loss: 3.1103, grad_norm: 5.7719 2021-12-02 21:22:53,317 - mmaction - INFO - Epoch [2][1300/1345] lr: 1.000e-02, eta: 13:35:09, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.2695, top5_acc: 0.5500, loss_cls: 3.1382, loss: 3.1382, grad_norm: 5.9975 2021-12-02 21:23:07,919 - mmaction - INFO - Epoch [2][1320/1345] lr: 1.000e-02, eta: 13:34:40, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.2867, top5_acc: 0.5531, loss_cls: 3.1443, loss: 3.1443, grad_norm: 5.7336 2021-12-02 21:23:22,494 - mmaction - INFO - Epoch [2][1340/1345] lr: 1.000e-02, eta: 13:34:12, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.2875, top5_acc: 0.5547, loss_cls: 3.1560, loss: 3.1560, grad_norm: 5.8605 2021-12-02 21:24:27,162 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 21:24:27,318 - mmaction - INFO - top1_acc 0.2120 top5_acc 0.4616 2021-12-02 21:24:27,318 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 21:24:27,328 - mmaction - INFO - mean_acc 0.1879 2021-12-02 21:24:29,956 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-12-02 21:24:29,956 - mmaction - INFO - Best top1_acc is 0.2120 at 2 epoch. 2021-12-02 21:24:29,960 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-12-02 21:24:32,609 - mmaction - INFO - Epoch(val) [2][181] top1_acc: 0.2120, top5_acc: 0.4616, mean_class_accuracy: 0.1879 2021-12-02 21:25:12,956 - mmaction - INFO - Epoch [3][20/1345] lr: 1.000e-02, eta: 13:42:23, time: 2.017, data_time: 1.295, memory: 9795, top1_acc: 0.2781, top5_acc: 0.5437, loss_cls: 3.1563, loss: 3.1563, grad_norm: 5.5797 2021-12-02 21:25:27,427 - mmaction - INFO - Epoch [3][40/1345] lr: 1.000e-02, eta: 13:41:48, time: 0.724, data_time: 0.002, memory: 9795, top1_acc: 0.2719, top5_acc: 0.5312, loss_cls: 3.1627, loss: 3.1627, grad_norm: 5.8651 2021-12-02 21:25:41,896 - mmaction - INFO - Epoch [3][60/1345] lr: 1.000e-02, eta: 13:41:14, time: 0.723, data_time: 0.001, memory: 9795, top1_acc: 0.2883, top5_acc: 0.5547, loss_cls: 3.0991, loss: 3.0991, grad_norm: 5.6503 2021-12-02 21:25:56,356 - mmaction - INFO - Epoch [3][80/1345] lr: 1.000e-02, eta: 13:40:40, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.2859, top5_acc: 0.5680, loss_cls: 3.0725, loss: 3.0725, grad_norm: 6.1508 2021-12-02 21:26:10,814 - mmaction - INFO - Epoch [3][100/1345] lr: 1.000e-02, eta: 13:40:05, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.2758, top5_acc: 0.5734, loss_cls: 3.0768, loss: 3.0768, grad_norm: 5.9619 2021-12-02 21:26:25,277 - mmaction - INFO - Epoch [3][120/1345] lr: 1.000e-02, eta: 13:39:32, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.2922, top5_acc: 0.5758, loss_cls: 3.0484, loss: 3.0484, grad_norm: 5.7370 2021-12-02 21:26:39,849 - mmaction - INFO - Epoch [3][140/1345] lr: 1.000e-02, eta: 13:39:01, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3078, top5_acc: 0.5672, loss_cls: 3.0620, loss: 3.0620, grad_norm: 6.1912 2021-12-02 21:26:54,305 - mmaction - INFO - Epoch [3][160/1345] lr: 1.000e-02, eta: 13:38:27, time: 0.723, data_time: 0.001, memory: 9795, top1_acc: 0.2938, top5_acc: 0.5805, loss_cls: 3.0571, loss: 3.0571, grad_norm: 5.6257 2021-12-02 21:27:08,916 - mmaction - INFO - Epoch [3][180/1345] lr: 1.000e-02, eta: 13:37:58, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.2633, top5_acc: 0.5578, loss_cls: 3.0931, loss: 3.0931, grad_norm: 5.8825 2021-12-02 21:27:23,400 - mmaction - INFO - Epoch [3][200/1345] lr: 1.000e-02, eta: 13:37:26, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.3023, top5_acc: 0.5633, loss_cls: 3.0896, loss: 3.0896, grad_norm: 5.7670 2021-12-02 21:27:37,887 - mmaction - INFO - Epoch [3][220/1345] lr: 1.000e-02, eta: 13:36:54, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.2867, top5_acc: 0.5617, loss_cls: 3.1010, loss: 3.1010, grad_norm: 5.7846 2021-12-02 21:27:52,397 - mmaction - INFO - Epoch [3][240/1345] lr: 1.000e-02, eta: 13:36:22, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.2977, top5_acc: 0.5750, loss_cls: 3.0330, loss: 3.0330, grad_norm: 5.9529 2021-12-02 21:28:06,960 - mmaction - INFO - Epoch [3][260/1345] lr: 1.000e-02, eta: 13:35:53, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.2953, top5_acc: 0.5672, loss_cls: 3.0645, loss: 3.0645, grad_norm: 5.8978 2021-12-02 21:28:21,482 - mmaction - INFO - Epoch [3][280/1345] lr: 1.000e-02, eta: 13:35:22, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.3031, top5_acc: 0.5570, loss_cls: 3.0257, loss: 3.0257, grad_norm: 5.9456 2021-12-02 21:28:35,952 - mmaction - INFO - Epoch [3][300/1345] lr: 1.000e-02, eta: 13:34:51, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.2977, top5_acc: 0.5586, loss_cls: 3.0344, loss: 3.0344, grad_norm: 5.9218 2021-12-02 21:28:50,539 - mmaction - INFO - Epoch [3][320/1345] lr: 1.000e-02, eta: 13:34:22, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.2969, top5_acc: 0.5695, loss_cls: 3.0211, loss: 3.0211, grad_norm: 5.7660 2021-12-02 21:29:05,121 - mmaction - INFO - Epoch [3][340/1345] lr: 1.000e-02, eta: 13:33:54, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.2953, top5_acc: 0.5945, loss_cls: 2.9528, loss: 2.9528, grad_norm: 5.8303 2021-12-02 21:29:19,638 - mmaction - INFO - Epoch [3][360/1345] lr: 1.000e-02, eta: 13:33:24, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.2992, top5_acc: 0.5914, loss_cls: 3.0190, loss: 3.0190, grad_norm: 5.9593 2021-12-02 21:29:34,202 - mmaction - INFO - Epoch [3][380/1345] lr: 1.000e-02, eta: 13:32:55, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.2969, top5_acc: 0.5758, loss_cls: 3.0409, loss: 3.0409, grad_norm: 5.6665 2021-12-02 21:29:48,838 - mmaction - INFO - Epoch [3][400/1345] lr: 1.000e-02, eta: 13:32:28, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.2742, top5_acc: 0.5578, loss_cls: 3.0415, loss: 3.0415, grad_norm: 5.9162 2021-12-02 21:30:03,371 - mmaction - INFO - Epoch [3][420/1345] lr: 1.000e-02, eta: 13:32:00, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.2992, top5_acc: 0.5813, loss_cls: 3.0088, loss: 3.0088, grad_norm: 6.2340 2021-12-02 21:30:17,932 - mmaction - INFO - Epoch [3][440/1345] lr: 1.000e-02, eta: 13:31:31, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3047, top5_acc: 0.5773, loss_cls: 3.0310, loss: 3.0310, grad_norm: 5.6551 2021-12-02 21:30:32,509 - mmaction - INFO - Epoch [3][460/1345] lr: 1.000e-02, eta: 13:31:04, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.2883, top5_acc: 0.5836, loss_cls: 2.9930, loss: 2.9930, grad_norm: 6.0845 2021-12-02 21:30:47,091 - mmaction - INFO - Epoch [3][480/1345] lr: 1.000e-02, eta: 13:30:36, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.2922, top5_acc: 0.5758, loss_cls: 3.0320, loss: 3.0320, grad_norm: 5.9327 2021-12-02 21:31:01,705 - mmaction - INFO - Epoch [3][500/1345] lr: 1.000e-02, eta: 13:30:10, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.2938, top5_acc: 0.5742, loss_cls: 2.9968, loss: 2.9968, grad_norm: 6.0036 2021-12-02 21:31:16,317 - mmaction - INFO - Epoch [3][520/1345] lr: 1.000e-02, eta: 13:29:43, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.3031, top5_acc: 0.5563, loss_cls: 3.0608, loss: 3.0608, grad_norm: 6.0568 2021-12-02 21:31:30,966 - mmaction - INFO - Epoch [3][540/1345] lr: 1.000e-02, eta: 13:29:18, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.3117, top5_acc: 0.5844, loss_cls: 2.9429, loss: 2.9429, grad_norm: 6.1047 2021-12-02 21:31:45,564 - mmaction - INFO - Epoch [3][560/1345] lr: 1.000e-02, eta: 13:28:51, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3133, top5_acc: 0.6000, loss_cls: 2.8960, loss: 2.8960, grad_norm: 6.0808 2021-12-02 21:32:00,147 - mmaction - INFO - Epoch [3][580/1345] lr: 1.000e-02, eta: 13:28:25, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.3047, top5_acc: 0.5789, loss_cls: 3.0197, loss: 3.0197, grad_norm: 5.8212 2021-12-02 21:32:14,744 - mmaction - INFO - Epoch [3][600/1345] lr: 1.000e-02, eta: 13:27:59, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3211, top5_acc: 0.5930, loss_cls: 2.9718, loss: 2.9718, grad_norm: 6.1808 2021-12-02 21:32:29,385 - mmaction - INFO - Epoch [3][620/1345] lr: 1.000e-02, eta: 13:27:34, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.3070, top5_acc: 0.5680, loss_cls: 2.9811, loss: 2.9811, grad_norm: 5.8783 2021-12-02 21:32:43,984 - mmaction - INFO - Epoch [3][640/1345] lr: 1.000e-02, eta: 13:27:08, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3211, top5_acc: 0.6016, loss_cls: 2.9303, loss: 2.9303, grad_norm: 6.0057 2021-12-02 21:32:58,523 - mmaction - INFO - Epoch [3][660/1345] lr: 1.000e-02, eta: 13:26:41, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3227, top5_acc: 0.6117, loss_cls: 2.8912, loss: 2.8912, grad_norm: 5.8973 2021-12-02 21:33:13,146 - mmaction - INFO - Epoch [3][680/1345] lr: 1.000e-02, eta: 13:26:16, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.2812, top5_acc: 0.5547, loss_cls: 3.1277, loss: 3.1277, grad_norm: 6.0478 2021-12-02 21:33:27,781 - mmaction - INFO - Epoch [3][700/1345] lr: 1.000e-02, eta: 13:25:51, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.3094, top5_acc: 0.5781, loss_cls: 2.9523, loss: 2.9523, grad_norm: 5.6974 2021-12-02 21:33:42,513 - mmaction - INFO - Epoch [3][720/1345] lr: 1.000e-02, eta: 13:25:28, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.3141, top5_acc: 0.5813, loss_cls: 2.9761, loss: 2.9761, grad_norm: 5.9575 2021-12-02 21:33:57,095 - mmaction - INFO - Epoch [3][740/1345] lr: 1.000e-02, eta: 13:25:03, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.3391, top5_acc: 0.6156, loss_cls: 2.8647, loss: 2.8647, grad_norm: 6.1366 2021-12-02 21:34:11,737 - mmaction - INFO - Epoch [3][760/1345] lr: 1.000e-02, eta: 13:24:38, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.2961, top5_acc: 0.5773, loss_cls: 3.0032, loss: 3.0032, grad_norm: 5.8558 2021-12-02 21:34:26,352 - mmaction - INFO - Epoch [3][780/1345] lr: 1.000e-02, eta: 13:24:14, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.2938, top5_acc: 0.5742, loss_cls: 3.0028, loss: 3.0028, grad_norm: 5.9926 2021-12-02 21:34:41,004 - mmaction - INFO - Epoch [3][800/1345] lr: 1.000e-02, eta: 13:23:50, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.2805, top5_acc: 0.5922, loss_cls: 2.9699, loss: 2.9699, grad_norm: 6.2406 2021-12-02 21:34:55,660 - mmaction - INFO - Epoch [3][820/1345] lr: 1.000e-02, eta: 13:23:26, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.3250, top5_acc: 0.5867, loss_cls: 2.9485, loss: 2.9485, grad_norm: 5.8003 2021-12-02 21:35:10,281 - mmaction - INFO - Epoch [3][840/1345] lr: 1.000e-02, eta: 13:23:02, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.3039, top5_acc: 0.5945, loss_cls: 2.9220, loss: 2.9220, grad_norm: 5.8668 2021-12-02 21:35:24,852 - mmaction - INFO - Epoch [3][860/1345] lr: 1.000e-02, eta: 13:22:37, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.3156, top5_acc: 0.6047, loss_cls: 2.9260, loss: 2.9260, grad_norm: 6.3105 2021-12-02 21:35:39,481 - mmaction - INFO - Epoch [3][880/1345] lr: 1.000e-02, eta: 13:22:13, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.3141, top5_acc: 0.6000, loss_cls: 2.9149, loss: 2.9149, grad_norm: 6.0366 2021-12-02 21:35:54,036 - mmaction - INFO - Epoch [3][900/1345] lr: 1.000e-02, eta: 13:21:48, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3086, top5_acc: 0.5977, loss_cls: 2.9588, loss: 2.9588, grad_norm: 5.8485 2021-12-02 21:36:08,619 - mmaction - INFO - Epoch [3][920/1345] lr: 1.000e-02, eta: 13:21:23, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.3211, top5_acc: 0.6109, loss_cls: 2.8627, loss: 2.8627, grad_norm: 5.7985 2021-12-02 21:36:23,184 - mmaction - INFO - Epoch [3][940/1345] lr: 1.000e-02, eta: 13:20:59, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3328, top5_acc: 0.5977, loss_cls: 2.9027, loss: 2.9027, grad_norm: 5.7892 2021-12-02 21:36:37,737 - mmaction - INFO - Epoch [3][960/1345] lr: 1.000e-02, eta: 13:20:34, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3289, top5_acc: 0.6258, loss_cls: 2.8004, loss: 2.8004, grad_norm: 6.1731 2021-12-02 21:36:52,335 - mmaction - INFO - Epoch [3][980/1345] lr: 1.000e-02, eta: 13:20:10, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3055, top5_acc: 0.5719, loss_cls: 2.9663, loss: 2.9663, grad_norm: 5.9091 2021-12-02 21:37:06,893 - mmaction - INFO - Epoch [3][1000/1345] lr: 1.000e-02, eta: 13:19:45, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3258, top5_acc: 0.5867, loss_cls: 2.9423, loss: 2.9423, grad_norm: 5.9880 2021-12-02 21:37:21,473 - mmaction - INFO - Epoch [3][1020/1345] lr: 1.000e-02, eta: 13:19:21, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.3242, top5_acc: 0.5945, loss_cls: 2.8854, loss: 2.8854, grad_norm: 5.6703 2021-12-02 21:37:36,013 - mmaction - INFO - Epoch [3][1040/1345] lr: 1.000e-02, eta: 13:18:57, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3391, top5_acc: 0.6266, loss_cls: 2.8488, loss: 2.8488, grad_norm: 6.0473 2021-12-02 21:37:50,548 - mmaction - INFO - Epoch [3][1060/1345] lr: 1.000e-02, eta: 13:18:32, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.3148, top5_acc: 0.6102, loss_cls: 2.9149, loss: 2.9149, grad_norm: 6.0401 2021-12-02 21:38:05,063 - mmaction - INFO - Epoch [3][1080/1345] lr: 1.000e-02, eta: 13:18:07, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.3234, top5_acc: 0.5867, loss_cls: 2.8820, loss: 2.8820, grad_norm: 5.7342 2021-12-02 21:38:19,601 - mmaction - INFO - Epoch [3][1100/1345] lr: 1.000e-02, eta: 13:17:43, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3266, top5_acc: 0.6055, loss_cls: 2.9317, loss: 2.9317, grad_norm: 5.7107 2021-12-02 21:38:34,068 - mmaction - INFO - Epoch [3][1120/1345] lr: 1.000e-02, eta: 13:17:18, time: 0.723, data_time: 0.001, memory: 9795, top1_acc: 0.3383, top5_acc: 0.5992, loss_cls: 2.8736, loss: 2.8736, grad_norm: 5.6782 2021-12-02 21:38:48,555 - mmaction - INFO - Epoch [3][1140/1345] lr: 1.000e-02, eta: 13:16:53, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.3281, top5_acc: 0.5820, loss_cls: 2.9856, loss: 2.9856, grad_norm: 5.7211 2021-12-02 21:39:03,061 - mmaction - INFO - Epoch [3][1160/1345] lr: 1.000e-02, eta: 13:16:28, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.3453, top5_acc: 0.6148, loss_cls: 2.8237, loss: 2.8237, grad_norm: 6.1083 2021-12-02 21:39:17,565 - mmaction - INFO - Epoch [3][1180/1345] lr: 1.000e-02, eta: 13:16:04, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.3281, top5_acc: 0.5977, loss_cls: 2.9069, loss: 2.9069, grad_norm: 5.7192 2021-12-02 21:39:32,101 - mmaction - INFO - Epoch [3][1200/1345] lr: 1.000e-02, eta: 13:15:40, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.3078, top5_acc: 0.5984, loss_cls: 2.8893, loss: 2.8893, grad_norm: 5.8830 2021-12-02 21:39:46,565 - mmaction - INFO - Epoch [3][1220/1345] lr: 1.000e-02, eta: 13:15:15, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.3273, top5_acc: 0.6125, loss_cls: 2.8725, loss: 2.8725, grad_norm: 6.0208 2021-12-02 21:40:01,030 - mmaction - INFO - Epoch [3][1240/1345] lr: 1.000e-02, eta: 13:14:50, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.3539, top5_acc: 0.6383, loss_cls: 2.7457, loss: 2.7457, grad_norm: 5.9349 2021-12-02 21:40:15,547 - mmaction - INFO - Epoch [3][1260/1345] lr: 1.000e-02, eta: 13:14:27, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.3328, top5_acc: 0.5977, loss_cls: 2.8963, loss: 2.8963, grad_norm: 5.9580 2021-12-02 21:40:30,046 - mmaction - INFO - Epoch [3][1280/1345] lr: 1.000e-02, eta: 13:14:03, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.3445, top5_acc: 0.6188, loss_cls: 2.7943, loss: 2.7943, grad_norm: 5.9132 2021-12-02 21:40:44,548 - mmaction - INFO - Epoch [3][1300/1345] lr: 1.000e-02, eta: 13:13:39, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.3148, top5_acc: 0.5977, loss_cls: 2.9151, loss: 2.9151, grad_norm: 5.8812 2021-12-02 21:40:59,094 - mmaction - INFO - Epoch [3][1320/1345] lr: 1.000e-02, eta: 13:13:16, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3383, top5_acc: 0.5977, loss_cls: 2.9216, loss: 2.9216, grad_norm: 5.8843 2021-12-02 21:41:13,619 - mmaction - INFO - Epoch [3][1340/1345] lr: 1.000e-02, eta: 13:12:52, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.3187, top5_acc: 0.5914, loss_cls: 2.9017, loss: 2.9017, grad_norm: 5.9782 2021-12-02 21:41:17,220 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-12-02 21:41:59,885 - mmaction - INFO - Epoch [4][20/1345] lr: 1.000e-02, eta: 13:18:12, time: 2.026, data_time: 1.304, memory: 9795, top1_acc: 0.3594, top5_acc: 0.6242, loss_cls: 2.7695, loss: 2.7695, grad_norm: 6.1159 2021-12-02 21:42:14,336 - mmaction - INFO - Epoch [4][40/1345] lr: 1.000e-02, eta: 13:17:46, time: 0.722, data_time: 0.001, memory: 9795, top1_acc: 0.3508, top5_acc: 0.6359, loss_cls: 2.7873, loss: 2.7873, grad_norm: 6.1932 2021-12-02 21:42:28,786 - mmaction - INFO - Epoch [4][60/1345] lr: 1.000e-02, eta: 13:17:20, time: 0.723, data_time: 0.001, memory: 9795, top1_acc: 0.3422, top5_acc: 0.6141, loss_cls: 2.8115, loss: 2.8115, grad_norm: 6.0637 2021-12-02 21:42:43,266 - mmaction - INFO - Epoch [4][80/1345] lr: 1.000e-02, eta: 13:16:54, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.3539, top5_acc: 0.6453, loss_cls: 2.6987, loss: 2.6987, grad_norm: 6.1566 2021-12-02 21:42:57,729 - mmaction - INFO - Epoch [4][100/1345] lr: 1.000e-02, eta: 13:16:29, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.3516, top5_acc: 0.6344, loss_cls: 2.7168, loss: 2.7168, grad_norm: 6.2405 2021-12-02 21:43:12,261 - mmaction - INFO - Epoch [4][120/1345] lr: 1.000e-02, eta: 13:16:04, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3688, top5_acc: 0.6195, loss_cls: 2.7562, loss: 2.7562, grad_norm: 5.7442 2021-12-02 21:43:26,804 - mmaction - INFO - Epoch [4][140/1345] lr: 1.000e-02, eta: 13:15:40, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3656, top5_acc: 0.6430, loss_cls: 2.6745, loss: 2.6745, grad_norm: 5.9535 2021-12-02 21:43:41,437 - mmaction - INFO - Epoch [4][160/1345] lr: 1.000e-02, eta: 13:15:18, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.3570, top5_acc: 0.6383, loss_cls: 2.7376, loss: 2.7376, grad_norm: 6.1212 2021-12-02 21:43:55,920 - mmaction - INFO - Epoch [4][180/1345] lr: 1.000e-02, eta: 13:14:53, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.3477, top5_acc: 0.6227, loss_cls: 2.7643, loss: 2.7643, grad_norm: 6.0340 2021-12-02 21:44:10,438 - mmaction - INFO - Epoch [4][200/1345] lr: 1.000e-02, eta: 13:14:28, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.3453, top5_acc: 0.6438, loss_cls: 2.7089, loss: 2.7089, grad_norm: 6.0527 2021-12-02 21:44:25,034 - mmaction - INFO - Epoch [4][220/1345] lr: 1.000e-02, eta: 13:14:05, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3391, top5_acc: 0.6055, loss_cls: 2.8221, loss: 2.8221, grad_norm: 6.2169 2021-12-02 21:44:39,555 - mmaction - INFO - Epoch [4][240/1345] lr: 1.000e-02, eta: 13:13:41, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.3586, top5_acc: 0.6250, loss_cls: 2.7861, loss: 2.7861, grad_norm: 6.1236 2021-12-02 21:44:54,111 - mmaction - INFO - Epoch [4][260/1345] lr: 1.000e-02, eta: 13:13:18, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3766, top5_acc: 0.6469, loss_cls: 2.6585, loss: 2.6585, grad_norm: 5.8181 2021-12-02 21:45:08,699 - mmaction - INFO - Epoch [4][280/1345] lr: 1.000e-02, eta: 13:12:55, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3570, top5_acc: 0.6305, loss_cls: 2.7609, loss: 2.7609, grad_norm: 5.8808 2021-12-02 21:45:23,180 - mmaction - INFO - Epoch [4][300/1345] lr: 1.000e-02, eta: 13:12:31, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.3250, top5_acc: 0.6242, loss_cls: 2.8349, loss: 2.8349, grad_norm: 6.0609 2021-12-02 21:45:37,767 - mmaction - INFO - Epoch [4][320/1345] lr: 1.000e-02, eta: 13:12:08, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.3500, top5_acc: 0.6203, loss_cls: 2.8184, loss: 2.8184, grad_norm: 5.8236 2021-12-02 21:45:52,257 - mmaction - INFO - Epoch [4][340/1345] lr: 1.000e-02, eta: 13:11:44, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.3633, top5_acc: 0.6477, loss_cls: 2.6708, loss: 2.6708, grad_norm: 6.0434 2021-12-02 21:46:06,851 - mmaction - INFO - Epoch [4][360/1345] lr: 1.000e-02, eta: 13:11:21, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3453, top5_acc: 0.6195, loss_cls: 2.7688, loss: 2.7688, grad_norm: 6.1136 2021-12-02 21:46:21,401 - mmaction - INFO - Epoch [4][380/1345] lr: 1.000e-02, eta: 13:10:58, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.3812, top5_acc: 0.6555, loss_cls: 2.6183, loss: 2.6183, grad_norm: 6.1497 2021-12-02 21:46:36,073 - mmaction - INFO - Epoch [4][400/1345] lr: 1.000e-02, eta: 13:10:37, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.3406, top5_acc: 0.6195, loss_cls: 2.7307, loss: 2.7307, grad_norm: 6.0706 2021-12-02 21:46:50,737 - mmaction - INFO - Epoch [4][420/1345] lr: 1.000e-02, eta: 13:10:16, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.3617, top5_acc: 0.6352, loss_cls: 2.6999, loss: 2.6999, grad_norm: 6.2147 2021-12-02 21:47:05,305 - mmaction - INFO - Epoch [4][440/1345] lr: 1.000e-02, eta: 13:09:53, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3336, top5_acc: 0.6219, loss_cls: 2.8440, loss: 2.8440, grad_norm: 6.1293 2021-12-02 21:47:19,846 - mmaction - INFO - Epoch [4][460/1345] lr: 1.000e-02, eta: 13:09:30, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.3625, top5_acc: 0.6266, loss_cls: 2.7481, loss: 2.7481, grad_norm: 6.0615 2021-12-02 21:47:34,449 - mmaction - INFO - Epoch [4][480/1345] lr: 1.000e-02, eta: 13:09:08, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3359, top5_acc: 0.6242, loss_cls: 2.8067, loss: 2.8067, grad_norm: 6.0852 2021-12-02 21:47:49,053 - mmaction - INFO - Epoch [4][500/1345] lr: 1.000e-02, eta: 13:08:46, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3203, top5_acc: 0.6250, loss_cls: 2.8065, loss: 2.8065, grad_norm: 5.7558 2021-12-02 21:48:03,563 - mmaction - INFO - Epoch [4][520/1345] lr: 1.000e-02, eta: 13:08:23, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.3570, top5_acc: 0.6211, loss_cls: 2.7478, loss: 2.7478, grad_norm: 6.1348 2021-12-02 21:48:18,159 - mmaction - INFO - Epoch [4][540/1345] lr: 1.000e-02, eta: 13:08:01, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3594, top5_acc: 0.6359, loss_cls: 2.7149, loss: 2.7149, grad_norm: 5.9649 2021-12-02 21:48:32,779 - mmaction - INFO - Epoch [4][560/1345] lr: 1.000e-02, eta: 13:07:40, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.3781, top5_acc: 0.6438, loss_cls: 2.6850, loss: 2.6850, grad_norm: 5.7589 2021-12-02 21:48:47,441 - mmaction - INFO - Epoch [4][580/1345] lr: 1.000e-02, eta: 13:07:19, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.3633, top5_acc: 0.6477, loss_cls: 2.6992, loss: 2.6992, grad_norm: 6.1291 2021-12-02 21:49:02,000 - mmaction - INFO - Epoch [4][600/1345] lr: 1.000e-02, eta: 13:06:57, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3656, top5_acc: 0.6516, loss_cls: 2.6500, loss: 2.6500, grad_norm: 6.0954 2021-12-02 21:49:16,698 - mmaction - INFO - Epoch [4][620/1345] lr: 1.000e-02, eta: 13:06:37, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.3750, top5_acc: 0.6383, loss_cls: 2.7330, loss: 2.7330, grad_norm: 5.9003 2021-12-02 21:49:31,188 - mmaction - INFO - Epoch [4][640/1345] lr: 1.000e-02, eta: 13:06:14, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.3586, top5_acc: 0.6375, loss_cls: 2.6733, loss: 2.6733, grad_norm: 6.1554 2021-12-02 21:49:45,724 - mmaction - INFO - Epoch [4][660/1345] lr: 1.000e-02, eta: 13:05:51, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3445, top5_acc: 0.6258, loss_cls: 2.7732, loss: 2.7732, grad_norm: 6.1563 2021-12-02 21:50:00,286 - mmaction - INFO - Epoch [4][680/1345] lr: 1.000e-02, eta: 13:05:29, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3594, top5_acc: 0.6266, loss_cls: 2.7654, loss: 2.7654, grad_norm: 5.8282 2021-12-02 21:50:14,918 - mmaction - INFO - Epoch [4][700/1345] lr: 1.000e-02, eta: 13:05:08, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.3695, top5_acc: 0.6250, loss_cls: 2.7408, loss: 2.7408, grad_norm: 5.8528 2021-12-02 21:50:29,575 - mmaction - INFO - Epoch [4][720/1345] lr: 1.000e-02, eta: 13:04:48, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.3703, top5_acc: 0.6430, loss_cls: 2.6871, loss: 2.6871, grad_norm: 6.0127 2021-12-02 21:50:44,229 - mmaction - INFO - Epoch [4][740/1345] lr: 1.000e-02, eta: 13:04:27, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.3594, top5_acc: 0.6422, loss_cls: 2.7273, loss: 2.7273, grad_norm: 6.1932 2021-12-02 21:50:58,768 - mmaction - INFO - Epoch [4][760/1345] lr: 1.000e-02, eta: 13:04:06, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3633, top5_acc: 0.6484, loss_cls: 2.6876, loss: 2.6876, grad_norm: 5.9823 2021-12-02 21:51:13,388 - mmaction - INFO - Epoch [4][780/1345] lr: 1.000e-02, eta: 13:03:45, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.3578, top5_acc: 0.6328, loss_cls: 2.6947, loss: 2.6947, grad_norm: 6.3523 2021-12-02 21:51:27,978 - mmaction - INFO - Epoch [4][800/1345] lr: 1.000e-02, eta: 13:03:24, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3531, top5_acc: 0.6227, loss_cls: 2.7506, loss: 2.7506, grad_norm: 5.8689 2021-12-02 21:51:42,572 - mmaction - INFO - Epoch [4][820/1345] lr: 1.000e-02, eta: 13:03:02, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3695, top5_acc: 0.6461, loss_cls: 2.6389, loss: 2.6389, grad_norm: 6.2052 2021-12-02 21:51:57,214 - mmaction - INFO - Epoch [4][840/1345] lr: 1.000e-02, eta: 13:02:42, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.3570, top5_acc: 0.6438, loss_cls: 2.6847, loss: 2.6847, grad_norm: 6.0149 2021-12-02 21:52:11,800 - mmaction - INFO - Epoch [4][860/1345] lr: 1.000e-02, eta: 13:02:21, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.3344, top5_acc: 0.6531, loss_cls: 2.7468, loss: 2.7468, grad_norm: 6.0620 2021-12-02 21:52:26,403 - mmaction - INFO - Epoch [4][880/1345] lr: 1.000e-02, eta: 13:02:00, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3711, top5_acc: 0.6531, loss_cls: 2.6344, loss: 2.6344, grad_norm: 6.0799 2021-12-02 21:52:40,950 - mmaction - INFO - Epoch [4][900/1345] lr: 1.000e-02, eta: 13:01:39, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3812, top5_acc: 0.6453, loss_cls: 2.6522, loss: 2.6522, grad_norm: 6.2049 2021-12-02 21:52:55,563 - mmaction - INFO - Epoch [4][920/1345] lr: 1.000e-02, eta: 13:01:18, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.3492, top5_acc: 0.6172, loss_cls: 2.8031, loss: 2.8031, grad_norm: 5.9905 2021-12-02 21:53:10,062 - mmaction - INFO - Epoch [4][940/1345] lr: 1.000e-02, eta: 13:00:56, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.3461, top5_acc: 0.6180, loss_cls: 2.7414, loss: 2.7414, grad_norm: 6.0369 2021-12-02 21:53:24,623 - mmaction - INFO - Epoch [4][960/1345] lr: 1.000e-02, eta: 13:00:35, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3688, top5_acc: 0.6367, loss_cls: 2.6578, loss: 2.6578, grad_norm: 6.0184 2021-12-02 21:53:39,189 - mmaction - INFO - Epoch [4][980/1345] lr: 1.000e-02, eta: 13:00:14, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3414, top5_acc: 0.6352, loss_cls: 2.7138, loss: 2.7138, grad_norm: 5.7834 2021-12-02 21:53:53,673 - mmaction - INFO - Epoch [4][1000/1345] lr: 1.000e-02, eta: 12:59:52, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.3477, top5_acc: 0.6484, loss_cls: 2.6842, loss: 2.6842, grad_norm: 6.1422 2021-12-02 21:54:08,181 - mmaction - INFO - Epoch [4][1020/1345] lr: 1.000e-02, eta: 12:59:30, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.3641, top5_acc: 0.6484, loss_cls: 2.6551, loss: 2.6551, grad_norm: 5.9231 2021-12-02 21:54:22,697 - mmaction - INFO - Epoch [4][1040/1345] lr: 1.000e-02, eta: 12:59:09, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.3672, top5_acc: 0.6359, loss_cls: 2.6921, loss: 2.6921, grad_norm: 5.9905 2021-12-02 21:54:37,231 - mmaction - INFO - Epoch [4][1060/1345] lr: 1.000e-02, eta: 12:58:48, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3563, top5_acc: 0.6414, loss_cls: 2.6943, loss: 2.6943, grad_norm: 5.9061 2021-12-02 21:54:51,818 - mmaction - INFO - Epoch [4][1080/1345] lr: 1.000e-02, eta: 12:58:27, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.3758, top5_acc: 0.6570, loss_cls: 2.5808, loss: 2.5808, grad_norm: 6.1077 2021-12-02 21:55:06,316 - mmaction - INFO - Epoch [4][1100/1345] lr: 1.000e-02, eta: 12:58:06, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.3453, top5_acc: 0.6539, loss_cls: 2.6278, loss: 2.6278, grad_norm: 6.2366 2021-12-02 21:55:20,813 - mmaction - INFO - Epoch [4][1120/1345] lr: 1.000e-02, eta: 12:57:44, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.3656, top5_acc: 0.6539, loss_cls: 2.6696, loss: 2.6696, grad_norm: 6.2365 2021-12-02 21:55:35,380 - mmaction - INFO - Epoch [4][1140/1345] lr: 1.000e-02, eta: 12:57:24, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.3688, top5_acc: 0.6438, loss_cls: 2.6717, loss: 2.6717, grad_norm: 5.9999 2021-12-02 21:55:49,870 - mmaction - INFO - Epoch [4][1160/1345] lr: 1.000e-02, eta: 12:57:02, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.3711, top5_acc: 0.6516, loss_cls: 2.6541, loss: 2.6541, grad_norm: 5.8499 2021-12-02 21:56:04,347 - mmaction - INFO - Epoch [4][1180/1345] lr: 1.000e-02, eta: 12:56:41, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.3797, top5_acc: 0.6508, loss_cls: 2.6617, loss: 2.6617, grad_norm: 5.7825 2021-12-02 21:56:18,828 - mmaction - INFO - Epoch [4][1200/1345] lr: 1.000e-02, eta: 12:56:19, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.3828, top5_acc: 0.6508, loss_cls: 2.6359, loss: 2.6359, grad_norm: 6.0718 2021-12-02 21:56:33,329 - mmaction - INFO - Epoch [4][1220/1345] lr: 1.000e-02, eta: 12:55:58, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.3500, top5_acc: 0.6453, loss_cls: 2.7488, loss: 2.7488, grad_norm: 5.8865 2021-12-02 21:56:47,895 - mmaction - INFO - Epoch [4][1240/1345] lr: 1.000e-02, eta: 12:55:38, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3609, top5_acc: 0.6297, loss_cls: 2.6656, loss: 2.6656, grad_norm: 6.0832 2021-12-02 21:57:02,400 - mmaction - INFO - Epoch [4][1260/1345] lr: 1.000e-02, eta: 12:55:17, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.3844, top5_acc: 0.6719, loss_cls: 2.5463, loss: 2.5463, grad_norm: 5.9505 2021-12-02 21:57:16,926 - mmaction - INFO - Epoch [4][1280/1345] lr: 1.000e-02, eta: 12:54:56, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.3594, top5_acc: 0.6453, loss_cls: 2.7068, loss: 2.7068, grad_norm: 6.1108 2021-12-02 21:57:31,438 - mmaction - INFO - Epoch [4][1300/1345] lr: 1.000e-02, eta: 12:54:35, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.3570, top5_acc: 0.6492, loss_cls: 2.6685, loss: 2.6685, grad_norm: 6.2952 2021-12-02 21:57:45,978 - mmaction - INFO - Epoch [4][1320/1345] lr: 1.000e-02, eta: 12:54:15, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3633, top5_acc: 0.6469, loss_cls: 2.6964, loss: 2.6964, grad_norm: 5.8571 2021-12-02 21:58:00,522 - mmaction - INFO - Epoch [4][1340/1345] lr: 1.000e-02, eta: 12:53:54, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3602, top5_acc: 0.6367, loss_cls: 2.6947, loss: 2.6947, grad_norm: 5.9202 2021-12-02 21:59:05,025 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 21:59:05,183 - mmaction - INFO - top1_acc 0.2852 top5_acc 0.5705 2021-12-02 21:59:05,183 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 21:59:05,192 - mmaction - INFO - mean_acc 0.2567 2021-12-02 21:59:06,685 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-12-02 21:59:06,685 - mmaction - INFO - Best top1_acc is 0.2852 at 4 epoch. 2021-12-02 21:59:06,689 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-12-02 21:59:08,464 - mmaction - INFO - Epoch(val) [4][181] top1_acc: 0.2852, top5_acc: 0.5705, mean_class_accuracy: 0.2567 2021-12-02 21:59:48,929 - mmaction - INFO - Epoch [5][20/1345] lr: 1.000e-02, eta: 12:57:44, time: 2.023, data_time: 1.302, memory: 9795, top1_acc: 0.3828, top5_acc: 0.6687, loss_cls: 2.5581, loss: 2.5581, grad_norm: 6.3062 2021-12-02 22:00:03,365 - mmaction - INFO - Epoch [5][40/1345] lr: 1.000e-02, eta: 12:57:21, time: 0.722, data_time: 0.002, memory: 9795, top1_acc: 0.3828, top5_acc: 0.6719, loss_cls: 2.5020, loss: 2.5020, grad_norm: 5.8940 2021-12-02 22:00:17,797 - mmaction - INFO - Epoch [5][60/1345] lr: 1.000e-02, eta: 12:56:59, time: 0.722, data_time: 0.000, memory: 9795, top1_acc: 0.3875, top5_acc: 0.6625, loss_cls: 2.6059, loss: 2.6059, grad_norm: 6.0641 2021-12-02 22:00:32,300 - mmaction - INFO - Epoch [5][80/1345] lr: 1.000e-02, eta: 12:56:37, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.3766, top5_acc: 0.6625, loss_cls: 2.5962, loss: 2.5962, grad_norm: 6.2867 2021-12-02 22:00:46,894 - mmaction - INFO - Epoch [5][100/1345] lr: 1.000e-02, eta: 12:56:17, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3648, top5_acc: 0.6477, loss_cls: 2.6394, loss: 2.6394, grad_norm: 6.0349 2021-12-02 22:01:01,399 - mmaction - INFO - Epoch [5][120/1345] lr: 1.000e-02, eta: 12:55:55, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.3836, top5_acc: 0.6680, loss_cls: 2.5441, loss: 2.5441, grad_norm: 6.2264 2021-12-02 22:01:16,031 - mmaction - INFO - Epoch [5][140/1345] lr: 1.000e-02, eta: 12:55:35, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4008, top5_acc: 0.6672, loss_cls: 2.5278, loss: 2.5278, grad_norm: 6.0319 2021-12-02 22:01:30,630 - mmaction - INFO - Epoch [5][160/1345] lr: 1.000e-02, eta: 12:55:15, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3734, top5_acc: 0.6820, loss_cls: 2.5009, loss: 2.5009, grad_norm: 6.3115 2021-12-02 22:01:45,146 - mmaction - INFO - Epoch [5][180/1345] lr: 1.000e-02, eta: 12:54:53, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.3914, top5_acc: 0.6711, loss_cls: 2.5940, loss: 2.5940, grad_norm: 5.9064 2021-12-02 22:01:59,693 - mmaction - INFO - Epoch [5][200/1345] lr: 1.000e-02, eta: 12:54:32, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4008, top5_acc: 0.6586, loss_cls: 2.5572, loss: 2.5572, grad_norm: 6.0814 2021-12-02 22:02:14,305 - mmaction - INFO - Epoch [5][220/1345] lr: 1.000e-02, eta: 12:54:12, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3898, top5_acc: 0.6625, loss_cls: 2.5172, loss: 2.5172, grad_norm: 6.0948 2021-12-02 22:02:29,029 - mmaction - INFO - Epoch [5][240/1345] lr: 1.000e-02, eta: 12:53:53, time: 0.736, data_time: 0.001, memory: 9795, top1_acc: 0.4023, top5_acc: 0.6633, loss_cls: 2.5550, loss: 2.5550, grad_norm: 6.2502 2021-12-02 22:02:43,592 - mmaction - INFO - Epoch [5][260/1345] lr: 1.000e-02, eta: 12:53:33, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3750, top5_acc: 0.6344, loss_cls: 2.6812, loss: 2.6812, grad_norm: 5.9104 2021-12-02 22:02:58,158 - mmaction - INFO - Epoch [5][280/1345] lr: 1.000e-02, eta: 12:53:12, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3570, top5_acc: 0.6531, loss_cls: 2.6387, loss: 2.6387, grad_norm: 6.3191 2021-12-02 22:03:12,736 - mmaction - INFO - Epoch [5][300/1345] lr: 1.000e-02, eta: 12:52:52, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.3547, top5_acc: 0.6516, loss_cls: 2.7016, loss: 2.7016, grad_norm: 6.0612 2021-12-02 22:03:27,450 - mmaction - INFO - Epoch [5][320/1345] lr: 1.000e-02, eta: 12:52:33, time: 0.736, data_time: 0.001, memory: 9795, top1_acc: 0.3672, top5_acc: 0.6375, loss_cls: 2.6643, loss: 2.6643, grad_norm: 5.9373 2021-12-02 22:03:42,046 - mmaction - INFO - Epoch [5][340/1345] lr: 1.000e-02, eta: 12:52:13, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3906, top5_acc: 0.6609, loss_cls: 2.5460, loss: 2.5460, grad_norm: 6.4027 2021-12-02 22:03:56,758 - mmaction - INFO - Epoch [5][360/1345] lr: 1.000e-02, eta: 12:51:54, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.3891, top5_acc: 0.6594, loss_cls: 2.5830, loss: 2.5830, grad_norm: 6.3182 2021-12-02 22:04:11,312 - mmaction - INFO - Epoch [5][380/1345] lr: 1.000e-02, eta: 12:51:34, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3734, top5_acc: 0.6758, loss_cls: 2.5475, loss: 2.5475, grad_norm: 6.1189 2021-12-02 22:04:25,872 - mmaction - INFO - Epoch [5][400/1345] lr: 1.000e-02, eta: 12:51:13, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.3773, top5_acc: 0.6523, loss_cls: 2.6314, loss: 2.6314, grad_norm: 6.2378 2021-12-02 22:04:40,407 - mmaction - INFO - Epoch [5][420/1345] lr: 1.000e-02, eta: 12:50:53, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.4195, top5_acc: 0.6828, loss_cls: 2.5023, loss: 2.5023, grad_norm: 6.2258 2021-12-02 22:04:55,128 - mmaction - INFO - Epoch [5][440/1345] lr: 1.000e-02, eta: 12:50:34, time: 0.736, data_time: 0.001, memory: 9795, top1_acc: 0.3828, top5_acc: 0.6758, loss_cls: 2.5558, loss: 2.5558, grad_norm: 6.2580 2021-12-02 22:05:09,696 - mmaction - INFO - Epoch [5][460/1345] lr: 1.000e-02, eta: 12:50:14, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.4008, top5_acc: 0.6703, loss_cls: 2.5046, loss: 2.5046, grad_norm: 6.1438 2021-12-02 22:05:24,332 - mmaction - INFO - Epoch [5][480/1345] lr: 1.000e-02, eta: 12:49:55, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.3703, top5_acc: 0.6664, loss_cls: 2.6153, loss: 2.6153, grad_norm: 6.1309 2021-12-02 22:05:38,866 - mmaction - INFO - Epoch [5][500/1345] lr: 1.000e-02, eta: 12:49:34, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3844, top5_acc: 0.6672, loss_cls: 2.5813, loss: 2.5813, grad_norm: 5.9948 2021-12-02 22:05:53,412 - mmaction - INFO - Epoch [5][520/1345] lr: 1.000e-02, eta: 12:49:14, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3859, top5_acc: 0.6562, loss_cls: 2.5859, loss: 2.5859, grad_norm: 6.2204 2021-12-02 22:06:07,989 - mmaction - INFO - Epoch [5][540/1345] lr: 1.000e-02, eta: 12:48:54, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.3961, top5_acc: 0.6898, loss_cls: 2.4693, loss: 2.4693, grad_norm: 6.0018 2021-12-02 22:06:22,595 - mmaction - INFO - Epoch [5][560/1345] lr: 1.000e-02, eta: 12:48:35, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3977, top5_acc: 0.6797, loss_cls: 2.5190, loss: 2.5190, grad_norm: 6.1369 2021-12-02 22:06:37,139 - mmaction - INFO - Epoch [5][580/1345] lr: 1.000e-02, eta: 12:48:14, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4000, top5_acc: 0.6578, loss_cls: 2.5615, loss: 2.5615, grad_norm: 6.0615 2021-12-02 22:06:51,662 - mmaction - INFO - Epoch [5][600/1345] lr: 1.000e-02, eta: 12:47:54, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.3875, top5_acc: 0.6664, loss_cls: 2.5590, loss: 2.5590, grad_norm: 6.0838 2021-12-02 22:07:06,164 - mmaction - INFO - Epoch [5][620/1345] lr: 1.000e-02, eta: 12:47:34, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.3812, top5_acc: 0.6719, loss_cls: 2.5150, loss: 2.5150, grad_norm: 6.1792 2021-12-02 22:07:20,694 - mmaction - INFO - Epoch [5][640/1345] lr: 1.000e-02, eta: 12:47:13, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3727, top5_acc: 0.6727, loss_cls: 2.5934, loss: 2.5934, grad_norm: 6.2914 2021-12-02 22:07:35,235 - mmaction - INFO - Epoch [5][660/1345] lr: 1.000e-02, eta: 12:46:53, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3625, top5_acc: 0.6602, loss_cls: 2.5904, loss: 2.5904, grad_norm: 6.2794 2021-12-02 22:07:49,760 - mmaction - INFO - Epoch [5][680/1345] lr: 1.000e-02, eta: 12:46:33, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.3844, top5_acc: 0.6773, loss_cls: 2.5339, loss: 2.5339, grad_norm: 6.2339 2021-12-02 22:08:04,331 - mmaction - INFO - Epoch [5][700/1345] lr: 1.000e-02, eta: 12:46:13, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3836, top5_acc: 0.6641, loss_cls: 2.6105, loss: 2.6105, grad_norm: 6.2141 2021-12-02 22:08:18,900 - mmaction - INFO - Epoch [5][720/1345] lr: 1.000e-02, eta: 12:45:54, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.3797, top5_acc: 0.6570, loss_cls: 2.6037, loss: 2.6037, grad_norm: 6.0662 2021-12-02 22:08:33,409 - mmaction - INFO - Epoch [5][740/1345] lr: 1.000e-02, eta: 12:45:34, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4047, top5_acc: 0.6672, loss_cls: 2.4948, loss: 2.4948, grad_norm: 6.3426 2021-12-02 22:08:47,964 - mmaction - INFO - Epoch [5][760/1345] lr: 1.000e-02, eta: 12:45:14, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3797, top5_acc: 0.6672, loss_cls: 2.6212, loss: 2.6212, grad_norm: 6.2579 2021-12-02 22:09:02,466 - mmaction - INFO - Epoch [5][780/1345] lr: 1.000e-02, eta: 12:44:54, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4031, top5_acc: 0.6734, loss_cls: 2.5199, loss: 2.5199, grad_norm: 6.0493 2021-12-02 22:09:17,095 - mmaction - INFO - Epoch [5][800/1345] lr: 1.000e-02, eta: 12:44:35, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.3695, top5_acc: 0.6477, loss_cls: 2.6155, loss: 2.6155, grad_norm: 5.9893 2021-12-02 22:09:31,644 - mmaction - INFO - Epoch [5][820/1345] lr: 1.000e-02, eta: 12:44:15, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3945, top5_acc: 0.6820, loss_cls: 2.5429, loss: 2.5429, grad_norm: 6.0215 2021-12-02 22:09:46,163 - mmaction - INFO - Epoch [5][840/1345] lr: 1.000e-02, eta: 12:43:55, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.3836, top5_acc: 0.6555, loss_cls: 2.5990, loss: 2.5990, grad_norm: 6.1914 2021-12-02 22:10:00,651 - mmaction - INFO - Epoch [5][860/1345] lr: 1.000e-02, eta: 12:43:35, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.4062, top5_acc: 0.6922, loss_cls: 2.4678, loss: 2.4678, grad_norm: 6.0175 2021-12-02 22:10:15,143 - mmaction - INFO - Epoch [5][880/1345] lr: 1.000e-02, eta: 12:43:15, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.3898, top5_acc: 0.6680, loss_cls: 2.5023, loss: 2.5023, grad_norm: 6.0531 2021-12-02 22:10:29,607 - mmaction - INFO - Epoch [5][900/1345] lr: 1.000e-02, eta: 12:42:54, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.4125, top5_acc: 0.6844, loss_cls: 2.4782, loss: 2.4782, grad_norm: 6.0394 2021-12-02 22:10:44,130 - mmaction - INFO - Epoch [5][920/1345] lr: 1.000e-02, eta: 12:42:34, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.3820, top5_acc: 0.6625, loss_cls: 2.6207, loss: 2.6207, grad_norm: 6.0578 2021-12-02 22:10:58,682 - mmaction - INFO - Epoch [5][940/1345] lr: 1.000e-02, eta: 12:42:15, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3914, top5_acc: 0.6539, loss_cls: 2.5537, loss: 2.5537, grad_norm: 5.9982 2021-12-02 22:11:13,218 - mmaction - INFO - Epoch [5][960/1345] lr: 1.000e-02, eta: 12:41:55, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3961, top5_acc: 0.6734, loss_cls: 2.5042, loss: 2.5042, grad_norm: 6.2999 2021-12-02 22:11:27,708 - mmaction - INFO - Epoch [5][980/1345] lr: 1.000e-02, eta: 12:41:35, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4008, top5_acc: 0.6672, loss_cls: 2.5248, loss: 2.5248, grad_norm: 6.0124 2021-12-02 22:11:42,220 - mmaction - INFO - Epoch [5][1000/1345] lr: 1.000e-02, eta: 12:41:16, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.3789, top5_acc: 0.6680, loss_cls: 2.5790, loss: 2.5790, grad_norm: 6.2614 2021-12-02 22:11:56,693 - mmaction - INFO - Epoch [5][1020/1345] lr: 1.000e-02, eta: 12:40:55, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.3906, top5_acc: 0.6891, loss_cls: 2.4490, loss: 2.4490, grad_norm: 6.0056 2021-12-02 22:12:11,219 - mmaction - INFO - Epoch [5][1040/1345] lr: 1.000e-02, eta: 12:40:36, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.3969, top5_acc: 0.6727, loss_cls: 2.5206, loss: 2.5206, grad_norm: 6.1628 2021-12-02 22:12:25,712 - mmaction - INFO - Epoch [5][1060/1345] lr: 1.000e-02, eta: 12:40:16, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.3711, top5_acc: 0.6609, loss_cls: 2.6083, loss: 2.6083, grad_norm: 6.0515 2021-12-02 22:12:40,235 - mmaction - INFO - Epoch [5][1080/1345] lr: 1.000e-02, eta: 12:39:57, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.3828, top5_acc: 0.6422, loss_cls: 2.6118, loss: 2.6118, grad_norm: 6.0665 2021-12-02 22:12:54,871 - mmaction - INFO - Epoch [5][1100/1345] lr: 1.000e-02, eta: 12:39:38, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.3820, top5_acc: 0.6586, loss_cls: 2.6156, loss: 2.6156, grad_norm: 6.1545 2021-12-02 22:13:09,363 - mmaction - INFO - Epoch [5][1120/1345] lr: 1.000e-02, eta: 12:39:18, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4062, top5_acc: 0.6727, loss_cls: 2.5398, loss: 2.5398, grad_norm: 6.0015 2021-12-02 22:13:23,877 - mmaction - INFO - Epoch [5][1140/1345] lr: 1.000e-02, eta: 12:38:59, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.4062, top5_acc: 0.6859, loss_cls: 2.4263, loss: 2.4263, grad_norm: 5.9440 2021-12-02 22:13:38,467 - mmaction - INFO - Epoch [5][1160/1345] lr: 1.000e-02, eta: 12:38:40, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.3961, top5_acc: 0.6891, loss_cls: 2.4793, loss: 2.4793, grad_norm: 6.3335 2021-12-02 22:13:52,971 - mmaction - INFO - Epoch [5][1180/1345] lr: 1.000e-02, eta: 12:38:21, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.3891, top5_acc: 0.6602, loss_cls: 2.5515, loss: 2.5515, grad_norm: 6.1670 2021-12-02 22:14:07,516 - mmaction - INFO - Epoch [5][1200/1345] lr: 1.000e-02, eta: 12:38:01, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3672, top5_acc: 0.6680, loss_cls: 2.5673, loss: 2.5673, grad_norm: 6.1853 2021-12-02 22:14:22,060 - mmaction - INFO - Epoch [5][1220/1345] lr: 1.000e-02, eta: 12:37:42, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3812, top5_acc: 0.6703, loss_cls: 2.5483, loss: 2.5483, grad_norm: 6.1369 2021-12-02 22:14:36,621 - mmaction - INFO - Epoch [5][1240/1345] lr: 1.000e-02, eta: 12:37:23, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3852, top5_acc: 0.6828, loss_cls: 2.5432, loss: 2.5432, grad_norm: 6.0415 2021-12-02 22:14:51,193 - mmaction - INFO - Epoch [5][1260/1345] lr: 1.000e-02, eta: 12:37:05, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.3859, top5_acc: 0.6672, loss_cls: 2.5614, loss: 2.5614, grad_norm: 6.1979 2021-12-02 22:15:05,734 - mmaction - INFO - Epoch [5][1280/1345] lr: 1.000e-02, eta: 12:36:45, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3844, top5_acc: 0.6664, loss_cls: 2.5936, loss: 2.5936, grad_norm: 5.9046 2021-12-02 22:15:20,308 - mmaction - INFO - Epoch [5][1300/1345] lr: 1.000e-02, eta: 12:36:27, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.3820, top5_acc: 0.6570, loss_cls: 2.5622, loss: 2.5622, grad_norm: 6.2257 2021-12-02 22:15:34,881 - mmaction - INFO - Epoch [5][1320/1345] lr: 1.000e-02, eta: 12:36:08, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4039, top5_acc: 0.6797, loss_cls: 2.5323, loss: 2.5323, grad_norm: 6.0455 2021-12-02 22:15:49,428 - mmaction - INFO - Epoch [5][1340/1345] lr: 1.000e-02, eta: 12:35:49, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.3797, top5_acc: 0.6836, loss_cls: 2.5360, loss: 2.5360, grad_norm: 5.8523 2021-12-02 22:15:53,019 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-12-02 22:16:35,916 - mmaction - INFO - Epoch [6][20/1345] lr: 1.000e-02, eta: 12:38:49, time: 2.045, data_time: 1.324, memory: 9795, top1_acc: 0.3977, top5_acc: 0.6922, loss_cls: 2.4377, loss: 2.4377, grad_norm: 5.8659 2021-12-02 22:16:50,403 - mmaction - INFO - Epoch [6][40/1345] lr: 1.000e-02, eta: 12:38:29, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.4039, top5_acc: 0.6617, loss_cls: 2.4822, loss: 2.4822, grad_norm: 5.8167 2021-12-02 22:17:04,881 - mmaction - INFO - Epoch [6][60/1345] lr: 1.000e-02, eta: 12:38:09, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.4195, top5_acc: 0.7039, loss_cls: 2.4104, loss: 2.4104, grad_norm: 6.2204 2021-12-02 22:17:19,418 - mmaction - INFO - Epoch [6][80/1345] lr: 1.000e-02, eta: 12:37:49, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4078, top5_acc: 0.6852, loss_cls: 2.4611, loss: 2.4611, grad_norm: 6.1838 2021-12-02 22:17:33,969 - mmaction - INFO - Epoch [6][100/1345] lr: 1.000e-02, eta: 12:37:30, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4180, top5_acc: 0.6930, loss_cls: 2.4257, loss: 2.4257, grad_norm: 6.4615 2021-12-02 22:17:48,521 - mmaction - INFO - Epoch [6][120/1345] lr: 1.000e-02, eta: 12:37:11, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4148, top5_acc: 0.7094, loss_cls: 2.4039, loss: 2.4039, grad_norm: 6.3481 2021-12-02 22:18:03,072 - mmaction - INFO - Epoch [6][140/1345] lr: 1.000e-02, eta: 12:36:51, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4164, top5_acc: 0.6977, loss_cls: 2.4469, loss: 2.4469, grad_norm: 6.1027 2021-12-02 22:18:17,694 - mmaction - INFO - Epoch [6][160/1345] lr: 1.000e-02, eta: 12:36:33, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4297, top5_acc: 0.7094, loss_cls: 2.3415, loss: 2.3415, grad_norm: 6.2579 2021-12-02 22:18:32,329 - mmaction - INFO - Epoch [6][180/1345] lr: 1.000e-02, eta: 12:36:14, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4086, top5_acc: 0.6953, loss_cls: 2.4112, loss: 2.4112, grad_norm: 6.0319 2021-12-02 22:18:46,904 - mmaction - INFO - Epoch [6][200/1345] lr: 1.000e-02, eta: 12:35:55, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.4086, top5_acc: 0.6648, loss_cls: 2.4917, loss: 2.4917, grad_norm: 6.0346 2021-12-02 22:19:01,436 - mmaction - INFO - Epoch [6][220/1345] lr: 1.000e-02, eta: 12:35:36, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4141, top5_acc: 0.7055, loss_cls: 2.3810, loss: 2.3810, grad_norm: 6.0527 2021-12-02 22:19:16,007 - mmaction - INFO - Epoch [6][240/1345] lr: 1.000e-02, eta: 12:35:16, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.3977, top5_acc: 0.6797, loss_cls: 2.4662, loss: 2.4662, grad_norm: 6.5159 2021-12-02 22:19:30,619 - mmaction - INFO - Epoch [6][260/1345] lr: 1.000e-02, eta: 12:34:58, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.3945, top5_acc: 0.6828, loss_cls: 2.4813, loss: 2.4813, grad_norm: 6.2274 2021-12-02 22:19:45,255 - mmaction - INFO - Epoch [6][280/1345] lr: 1.000e-02, eta: 12:34:39, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.3891, top5_acc: 0.6656, loss_cls: 2.5500, loss: 2.5500, grad_norm: 6.1722 2021-12-02 22:19:59,981 - mmaction - INFO - Epoch [6][300/1345] lr: 1.000e-02, eta: 12:34:22, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.4313, top5_acc: 0.7117, loss_cls: 2.3573, loss: 2.3573, grad_norm: 5.9941 2021-12-02 22:20:14,605 - mmaction - INFO - Epoch [6][320/1345] lr: 1.000e-02, eta: 12:34:03, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.3922, top5_acc: 0.6922, loss_cls: 2.4449, loss: 2.4449, grad_norm: 6.4294 2021-12-02 22:20:29,116 - mmaction - INFO - Epoch [6][340/1345] lr: 1.000e-02, eta: 12:33:44, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4078, top5_acc: 0.6937, loss_cls: 2.4594, loss: 2.4594, grad_norm: 6.1619 2021-12-02 22:20:43,735 - mmaction - INFO - Epoch [6][360/1345] lr: 1.000e-02, eta: 12:33:25, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4031, top5_acc: 0.6883, loss_cls: 2.5287, loss: 2.5287, grad_norm: 6.4783 2021-12-02 22:20:58,322 - mmaction - INFO - Epoch [6][380/1345] lr: 1.000e-02, eta: 12:33:06, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4148, top5_acc: 0.6813, loss_cls: 2.4299, loss: 2.4299, grad_norm: 6.3241 2021-12-02 22:21:12,920 - mmaction - INFO - Epoch [6][400/1345] lr: 1.000e-02, eta: 12:32:48, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4180, top5_acc: 0.6820, loss_cls: 2.4960, loss: 2.4960, grad_norm: 6.0290 2021-12-02 22:21:27,522 - mmaction - INFO - Epoch [6][420/1345] lr: 1.000e-02, eta: 12:32:29, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3969, top5_acc: 0.6750, loss_cls: 2.4749, loss: 2.4749, grad_norm: 6.1006 2021-12-02 22:21:42,194 - mmaction - INFO - Epoch [6][440/1345] lr: 1.000e-02, eta: 12:32:11, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.4117, top5_acc: 0.6937, loss_cls: 2.4058, loss: 2.4058, grad_norm: 6.2517 2021-12-02 22:21:56,756 - mmaction - INFO - Epoch [6][460/1345] lr: 1.000e-02, eta: 12:31:52, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4281, top5_acc: 0.7016, loss_cls: 2.4183, loss: 2.4183, grad_norm: 6.0492 2021-12-02 22:22:11,398 - mmaction - INFO - Epoch [6][480/1345] lr: 1.000e-02, eta: 12:31:34, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4016, top5_acc: 0.6953, loss_cls: 2.4800, loss: 2.4800, grad_norm: 6.2100 2021-12-02 22:22:26,011 - mmaction - INFO - Epoch [6][500/1345] lr: 1.000e-02, eta: 12:31:16, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.3922, top5_acc: 0.6961, loss_cls: 2.4284, loss: 2.4284, grad_norm: 6.1344 2021-12-02 22:22:40,645 - mmaction - INFO - Epoch [6][520/1345] lr: 1.000e-02, eta: 12:30:58, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.4141, top5_acc: 0.7180, loss_cls: 2.3761, loss: 2.3761, grad_norm: 6.3171 2021-12-02 22:22:55,226 - mmaction - INFO - Epoch [6][540/1345] lr: 1.000e-02, eta: 12:30:39, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4008, top5_acc: 0.6781, loss_cls: 2.5159, loss: 2.5159, grad_norm: 5.8941 2021-12-02 22:23:09,932 - mmaction - INFO - Epoch [6][560/1345] lr: 1.000e-02, eta: 12:30:21, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.4367, top5_acc: 0.7117, loss_cls: 2.4012, loss: 2.4012, grad_norm: 6.2005 2021-12-02 22:23:24,461 - mmaction - INFO - Epoch [6][580/1345] lr: 1.000e-02, eta: 12:30:02, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4164, top5_acc: 0.6625, loss_cls: 2.5553, loss: 2.5553, grad_norm: 6.2813 2021-12-02 22:23:39,052 - mmaction - INFO - Epoch [6][600/1345] lr: 1.000e-02, eta: 12:29:44, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4188, top5_acc: 0.7008, loss_cls: 2.4241, loss: 2.4241, grad_norm: 6.3622 2021-12-02 22:23:53,666 - mmaction - INFO - Epoch [6][620/1345] lr: 1.000e-02, eta: 12:29:26, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4016, top5_acc: 0.6867, loss_cls: 2.4520, loss: 2.4520, grad_norm: 6.3172 2021-12-02 22:24:08,230 - mmaction - INFO - Epoch [6][640/1345] lr: 1.000e-02, eta: 12:29:07, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4023, top5_acc: 0.6727, loss_cls: 2.4805, loss: 2.4805, grad_norm: 6.3544 2021-12-02 22:24:22,787 - mmaction - INFO - Epoch [6][660/1345] lr: 1.000e-02, eta: 12:28:48, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4008, top5_acc: 0.6937, loss_cls: 2.4444, loss: 2.4444, grad_norm: 6.1890 2021-12-02 22:24:37,357 - mmaction - INFO - Epoch [6][680/1345] lr: 1.000e-02, eta: 12:28:30, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.3867, top5_acc: 0.6695, loss_cls: 2.5798, loss: 2.5798, grad_norm: 6.0349 2021-12-02 22:24:51,947 - mmaction - INFO - Epoch [6][700/1345] lr: 1.000e-02, eta: 12:28:11, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.3859, top5_acc: 0.6711, loss_cls: 2.5129, loss: 2.5129, grad_norm: 6.0959 2021-12-02 22:25:06,516 - mmaction - INFO - Epoch [6][720/1345] lr: 1.000e-02, eta: 12:27:53, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4008, top5_acc: 0.6898, loss_cls: 2.4343, loss: 2.4343, grad_norm: 6.2182 2021-12-02 22:25:21,165 - mmaction - INFO - Epoch [6][740/1345] lr: 1.000e-02, eta: 12:27:35, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.3891, top5_acc: 0.6937, loss_cls: 2.4563, loss: 2.4563, grad_norm: 6.1109 2021-12-02 22:25:35,681 - mmaction - INFO - Epoch [6][760/1345] lr: 1.000e-02, eta: 12:27:16, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4086, top5_acc: 0.6813, loss_cls: 2.4622, loss: 2.4622, grad_norm: 5.9983 2021-12-02 22:25:50,232 - mmaction - INFO - Epoch [6][780/1345] lr: 1.000e-02, eta: 12:26:57, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3906, top5_acc: 0.6703, loss_cls: 2.5152, loss: 2.5152, grad_norm: 6.2469 2021-12-02 22:26:04,821 - mmaction - INFO - Epoch [6][800/1345] lr: 1.000e-02, eta: 12:26:39, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4070, top5_acc: 0.6867, loss_cls: 2.4501, loss: 2.4501, grad_norm: 6.0916 2021-12-02 22:26:19,319 - mmaction - INFO - Epoch [6][820/1345] lr: 1.000e-02, eta: 12:26:20, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.4250, top5_acc: 0.6977, loss_cls: 2.3915, loss: 2.3915, grad_norm: 5.8755 2021-12-02 22:26:33,939 - mmaction - INFO - Epoch [6][840/1345] lr: 1.000e-02, eta: 12:26:02, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.3977, top5_acc: 0.6992, loss_cls: 2.4347, loss: 2.4347, grad_norm: 6.1377 2021-12-02 22:26:48,557 - mmaction - INFO - Epoch [6][860/1345] lr: 1.000e-02, eta: 12:25:44, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.4422, top5_acc: 0.7133, loss_cls: 2.3501, loss: 2.3501, grad_norm: 6.0044 2021-12-02 22:27:03,191 - mmaction - INFO - Epoch [6][880/1345] lr: 1.000e-02, eta: 12:25:26, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4016, top5_acc: 0.6727, loss_cls: 2.4795, loss: 2.4795, grad_norm: 6.3218 2021-12-02 22:27:17,770 - mmaction - INFO - Epoch [6][900/1345] lr: 1.000e-02, eta: 12:25:08, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.3969, top5_acc: 0.6813, loss_cls: 2.4921, loss: 2.4921, grad_norm: 6.2496 2021-12-02 22:27:32,333 - mmaction - INFO - Epoch [6][920/1345] lr: 1.000e-02, eta: 12:24:50, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3961, top5_acc: 0.6930, loss_cls: 2.4337, loss: 2.4337, grad_norm: 6.1864 2021-12-02 22:27:47,027 - mmaction - INFO - Epoch [6][940/1345] lr: 1.000e-02, eta: 12:24:32, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.4266, top5_acc: 0.7000, loss_cls: 2.3678, loss: 2.3678, grad_norm: 6.1827 2021-12-02 22:28:01,582 - mmaction - INFO - Epoch [6][960/1345] lr: 1.000e-02, eta: 12:24:14, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4016, top5_acc: 0.6750, loss_cls: 2.5184, loss: 2.5184, grad_norm: 6.3117 2021-12-02 22:28:16,131 - mmaction - INFO - Epoch [6][980/1345] lr: 1.000e-02, eta: 12:23:55, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4172, top5_acc: 0.6898, loss_cls: 2.3960, loss: 2.3960, grad_norm: 6.1637 2021-12-02 22:28:30,760 - mmaction - INFO - Epoch [6][1000/1345] lr: 1.000e-02, eta: 12:23:38, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4156, top5_acc: 0.6711, loss_cls: 2.4423, loss: 2.4423, grad_norm: 6.2682 2021-12-02 22:28:45,421 - mmaction - INFO - Epoch [6][1020/1345] lr: 1.000e-02, eta: 12:23:20, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.4164, top5_acc: 0.6805, loss_cls: 2.4194, loss: 2.4194, grad_norm: 6.2586 2021-12-02 22:29:00,027 - mmaction - INFO - Epoch [6][1040/1345] lr: 1.000e-02, eta: 12:23:02, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.4195, top5_acc: 0.6797, loss_cls: 2.4399, loss: 2.4399, grad_norm: 6.0145 2021-12-02 22:29:14,663 - mmaction - INFO - Epoch [6][1060/1345] lr: 1.000e-02, eta: 12:22:44, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4141, top5_acc: 0.6758, loss_cls: 2.4875, loss: 2.4875, grad_norm: 6.2255 2021-12-02 22:29:29,228 - mmaction - INFO - Epoch [6][1080/1345] lr: 1.000e-02, eta: 12:22:26, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.3812, top5_acc: 0.6891, loss_cls: 2.5068, loss: 2.5068, grad_norm: 6.4324 2021-12-02 22:29:43,797 - mmaction - INFO - Epoch [6][1100/1345] lr: 1.000e-02, eta: 12:22:08, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.4227, top5_acc: 0.7141, loss_cls: 2.3287, loss: 2.3287, grad_norm: 6.1260 2021-12-02 22:29:58,473 - mmaction - INFO - Epoch [6][1120/1345] lr: 1.000e-02, eta: 12:21:51, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.4078, top5_acc: 0.6937, loss_cls: 2.4483, loss: 2.4483, grad_norm: 6.1661 2021-12-02 22:30:13,076 - mmaction - INFO - Epoch [6][1140/1345] lr: 1.000e-02, eta: 12:21:33, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4070, top5_acc: 0.7117, loss_cls: 2.4357, loss: 2.4357, grad_norm: 6.2774 2021-12-02 22:30:27,709 - mmaction - INFO - Epoch [6][1160/1345] lr: 1.000e-02, eta: 12:21:15, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.4242, top5_acc: 0.6883, loss_cls: 2.4472, loss: 2.4472, grad_norm: 6.1623 2021-12-02 22:30:42,351 - mmaction - INFO - Epoch [6][1180/1345] lr: 1.000e-02, eta: 12:20:58, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.3883, top5_acc: 0.6523, loss_cls: 2.5530, loss: 2.5530, grad_norm: 6.2370 2021-12-02 22:30:56,996 - mmaction - INFO - Epoch [6][1200/1345] lr: 1.000e-02, eta: 12:20:40, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4000, top5_acc: 0.7039, loss_cls: 2.3656, loss: 2.3656, grad_norm: 6.2743 2021-12-02 22:31:11,523 - mmaction - INFO - Epoch [6][1220/1345] lr: 1.000e-02, eta: 12:20:22, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4383, top5_acc: 0.7016, loss_cls: 2.3287, loss: 2.3287, grad_norm: 6.0152 2021-12-02 22:31:26,088 - mmaction - INFO - Epoch [6][1240/1345] lr: 1.000e-02, eta: 12:20:04, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4188, top5_acc: 0.6867, loss_cls: 2.4417, loss: 2.4417, grad_norm: 6.1897 2021-12-02 22:31:40,658 - mmaction - INFO - Epoch [6][1260/1345] lr: 1.000e-02, eta: 12:19:46, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4133, top5_acc: 0.6836, loss_cls: 2.4177, loss: 2.4177, grad_norm: 5.8383 2021-12-02 22:31:55,272 - mmaction - INFO - Epoch [6][1280/1345] lr: 1.000e-02, eta: 12:19:28, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.4148, top5_acc: 0.6961, loss_cls: 2.3897, loss: 2.3897, grad_norm: 6.0906 2021-12-02 22:32:09,839 - mmaction - INFO - Epoch [6][1300/1345] lr: 1.000e-02, eta: 12:19:10, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.4039, top5_acc: 0.6641, loss_cls: 2.5473, loss: 2.5473, grad_norm: 6.0870 2021-12-02 22:32:24,455 - mmaction - INFO - Epoch [6][1320/1345] lr: 1.000e-02, eta: 12:18:52, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4055, top5_acc: 0.7016, loss_cls: 2.4457, loss: 2.4457, grad_norm: 6.0880 2021-12-02 22:32:39,005 - mmaction - INFO - Epoch [6][1340/1345] lr: 1.000e-02, eta: 12:18:34, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4328, top5_acc: 0.7086, loss_cls: 2.3707, loss: 2.3707, grad_norm: 5.9546 2021-12-02 22:33:43,587 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 22:33:43,741 - mmaction - INFO - top1_acc 0.3230 top5_acc 0.6193 2021-12-02 22:33:43,741 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 22:33:43,750 - mmaction - INFO - mean_acc 0.2823 2021-12-02 22:33:45,279 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-12-02 22:33:45,279 - mmaction - INFO - Best top1_acc is 0.3230 at 6 epoch. 2021-12-02 22:33:45,283 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-12-02 22:33:47,053 - mmaction - INFO - Epoch(val) [6][181] top1_acc: 0.3230, top5_acc: 0.6193, mean_class_accuracy: 0.2823 2021-12-02 22:34:27,518 - mmaction - INFO - Epoch [7][20/1345] lr: 1.000e-02, eta: 12:20:54, time: 2.023, data_time: 1.302, memory: 9795, top1_acc: 0.4297, top5_acc: 0.7133, loss_cls: 2.2792, loss: 2.2792, grad_norm: 6.1280 2021-12-02 22:34:41,956 - mmaction - INFO - Epoch [7][40/1345] lr: 1.000e-02, eta: 12:20:35, time: 0.722, data_time: 0.002, memory: 9795, top1_acc: 0.4250, top5_acc: 0.7063, loss_cls: 2.3713, loss: 2.3713, grad_norm: 6.0402 2021-12-02 22:34:56,429 - mmaction - INFO - Epoch [7][60/1345] lr: 1.000e-02, eta: 12:20:16, time: 0.723, data_time: 0.001, memory: 9795, top1_acc: 0.4375, top5_acc: 0.7297, loss_cls: 2.2824, loss: 2.2824, grad_norm: 6.4657 2021-12-02 22:35:10,908 - mmaction - INFO - Epoch [7][80/1345] lr: 1.000e-02, eta: 12:19:57, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.4422, top5_acc: 0.7172, loss_cls: 2.2950, loss: 2.2950, grad_norm: 6.2688 2021-12-02 22:35:25,373 - mmaction - INFO - Epoch [7][100/1345] lr: 1.000e-02, eta: 12:19:38, time: 0.723, data_time: 0.001, memory: 9795, top1_acc: 0.4211, top5_acc: 0.7039, loss_cls: 2.3465, loss: 2.3465, grad_norm: 6.0516 2021-12-02 22:35:39,837 - mmaction - INFO - Epoch [7][120/1345] lr: 1.000e-02, eta: 12:19:19, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.4180, top5_acc: 0.7141, loss_cls: 2.3403, loss: 2.3403, grad_norm: 6.2493 2021-12-02 22:35:54,296 - mmaction - INFO - Epoch [7][140/1345] lr: 1.000e-02, eta: 12:19:00, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.4125, top5_acc: 0.7117, loss_cls: 2.3358, loss: 2.3358, grad_norm: 6.3403 2021-12-02 22:36:08,846 - mmaction - INFO - Epoch [7][160/1345] lr: 1.000e-02, eta: 12:18:42, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4164, top5_acc: 0.6945, loss_cls: 2.3734, loss: 2.3734, grad_norm: 6.1673 2021-12-02 22:36:23,363 - mmaction - INFO - Epoch [7][180/1345] lr: 1.000e-02, eta: 12:18:23, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4273, top5_acc: 0.7070, loss_cls: 2.3612, loss: 2.3612, grad_norm: 6.2808 2021-12-02 22:36:37,858 - mmaction - INFO - Epoch [7][200/1345] lr: 1.000e-02, eta: 12:18:04, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4516, top5_acc: 0.7023, loss_cls: 2.2916, loss: 2.2916, grad_norm: 6.1391 2021-12-02 22:36:52,378 - mmaction - INFO - Epoch [7][220/1345] lr: 1.000e-02, eta: 12:17:46, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4094, top5_acc: 0.7063, loss_cls: 2.3828, loss: 2.3828, grad_norm: 6.4166 2021-12-02 22:37:06,895 - mmaction - INFO - Epoch [7][240/1345] lr: 1.000e-02, eta: 12:17:27, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.4289, top5_acc: 0.7063, loss_cls: 2.3536, loss: 2.3536, grad_norm: 6.1553 2021-12-02 22:37:21,413 - mmaction - INFO - Epoch [7][260/1345] lr: 1.000e-02, eta: 12:17:09, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4227, top5_acc: 0.7164, loss_cls: 2.3424, loss: 2.3424, grad_norm: 6.2256 2021-12-02 22:37:35,973 - mmaction - INFO - Epoch [7][280/1345] lr: 1.000e-02, eta: 12:16:50, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4070, top5_acc: 0.6852, loss_cls: 2.4707, loss: 2.4707, grad_norm: 6.0871 2021-12-02 22:37:50,494 - mmaction - INFO - Epoch [7][300/1345] lr: 1.000e-02, eta: 12:16:32, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4211, top5_acc: 0.7063, loss_cls: 2.3167, loss: 2.3167, grad_norm: 6.1939 2021-12-02 22:38:05,044 - mmaction - INFO - Epoch [7][320/1345] lr: 1.000e-02, eta: 12:16:14, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4297, top5_acc: 0.7133, loss_cls: 2.3515, loss: 2.3515, grad_norm: 6.2476 2021-12-02 22:38:19,613 - mmaction - INFO - Epoch [7][340/1345] lr: 1.000e-02, eta: 12:15:55, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4266, top5_acc: 0.6969, loss_cls: 2.3730, loss: 2.3730, grad_norm: 6.2457 2021-12-02 22:38:34,199 - mmaction - INFO - Epoch [7][360/1345] lr: 1.000e-02, eta: 12:15:38, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4406, top5_acc: 0.7180, loss_cls: 2.3231, loss: 2.3231, grad_norm: 6.4010 2021-12-02 22:38:48,771 - mmaction - INFO - Epoch [7][380/1345] lr: 1.000e-02, eta: 12:15:19, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4398, top5_acc: 0.7234, loss_cls: 2.2894, loss: 2.2894, grad_norm: 6.2103 2021-12-02 22:39:03,268 - mmaction - INFO - Epoch [7][400/1345] lr: 1.000e-02, eta: 12:15:01, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4266, top5_acc: 0.7117, loss_cls: 2.3820, loss: 2.3820, grad_norm: 6.5601 2021-12-02 22:39:17,773 - mmaction - INFO - Epoch [7][420/1345] lr: 1.000e-02, eta: 12:14:42, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4203, top5_acc: 0.6914, loss_cls: 2.4170, loss: 2.4170, grad_norm: 6.1126 2021-12-02 22:39:32,388 - mmaction - INFO - Epoch [7][440/1345] lr: 1.000e-02, eta: 12:14:25, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4094, top5_acc: 0.6914, loss_cls: 2.4364, loss: 2.4364, grad_norm: 6.3718 2021-12-02 22:39:46,928 - mmaction - INFO - Epoch [7][460/1345] lr: 1.000e-02, eta: 12:14:07, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4391, top5_acc: 0.7055, loss_cls: 2.3263, loss: 2.3263, grad_norm: 6.2294 2021-12-02 22:40:01,502 - mmaction - INFO - Epoch [7][480/1345] lr: 1.000e-02, eta: 12:13:49, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.4273, top5_acc: 0.7039, loss_cls: 2.3742, loss: 2.3742, grad_norm: 6.1362 2021-12-02 22:40:16,115 - mmaction - INFO - Epoch [7][500/1345] lr: 1.000e-02, eta: 12:13:31, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4422, top5_acc: 0.7102, loss_cls: 2.3211, loss: 2.3211, grad_norm: 6.0480 2021-12-02 22:40:30,682 - mmaction - INFO - Epoch [7][520/1345] lr: 1.000e-02, eta: 12:13:13, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4242, top5_acc: 0.7039, loss_cls: 2.3607, loss: 2.3607, grad_norm: 6.2982 2021-12-02 22:40:45,273 - mmaction - INFO - Epoch [7][540/1345] lr: 1.000e-02, eta: 12:12:55, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4195, top5_acc: 0.7219, loss_cls: 2.2936, loss: 2.2936, grad_norm: 6.2143 2021-12-02 22:40:59,777 - mmaction - INFO - Epoch [7][560/1345] lr: 1.000e-02, eta: 12:12:37, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4094, top5_acc: 0.6820, loss_cls: 2.4777, loss: 2.4777, grad_norm: 6.2223 2021-12-02 22:41:14,306 - mmaction - INFO - Epoch [7][580/1345] lr: 1.000e-02, eta: 12:12:19, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.4469, top5_acc: 0.7172, loss_cls: 2.2955, loss: 2.2955, grad_norm: 5.9864 2021-12-02 22:41:28,962 - mmaction - INFO - Epoch [7][600/1345] lr: 1.000e-02, eta: 12:12:01, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.4445, top5_acc: 0.7227, loss_cls: 2.2846, loss: 2.2846, grad_norm: 6.0879 2021-12-02 22:41:43,527 - mmaction - INFO - Epoch [7][620/1345] lr: 1.000e-02, eta: 12:11:44, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4477, top5_acc: 0.7094, loss_cls: 2.3368, loss: 2.3368, grad_norm: 6.3069 2021-12-02 22:41:58,100 - mmaction - INFO - Epoch [7][640/1345] lr: 1.000e-02, eta: 12:11:26, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.3844, top5_acc: 0.7000, loss_cls: 2.5019, loss: 2.5019, grad_norm: 6.3661 2021-12-02 22:42:12,592 - mmaction - INFO - Epoch [7][660/1345] lr: 1.000e-02, eta: 12:11:07, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4211, top5_acc: 0.7148, loss_cls: 2.3647, loss: 2.3647, grad_norm: 6.2684 2021-12-02 22:42:27,172 - mmaction - INFO - Epoch [7][680/1345] lr: 1.000e-02, eta: 12:10:50, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4484, top5_acc: 0.7055, loss_cls: 2.3342, loss: 2.3342, grad_norm: 6.1093 2021-12-02 22:42:41,663 - mmaction - INFO - Epoch [7][700/1345] lr: 1.000e-02, eta: 12:10:31, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.4227, top5_acc: 0.6953, loss_cls: 2.4174, loss: 2.4174, grad_norm: 5.8951 2021-12-02 22:42:56,256 - mmaction - INFO - Epoch [7][720/1345] lr: 1.000e-02, eta: 12:10:14, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4508, top5_acc: 0.7281, loss_cls: 2.2711, loss: 2.2711, grad_norm: 6.2557 2021-12-02 22:43:10,845 - mmaction - INFO - Epoch [7][740/1345] lr: 1.000e-02, eta: 12:09:56, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4203, top5_acc: 0.7000, loss_cls: 2.4083, loss: 2.4083, grad_norm: 6.1412 2021-12-02 22:43:25,343 - mmaction - INFO - Epoch [7][760/1345] lr: 1.000e-02, eta: 12:09:38, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4172, top5_acc: 0.6789, loss_cls: 2.4431, loss: 2.4431, grad_norm: 6.0132 2021-12-02 22:43:39,887 - mmaction - INFO - Epoch [7][780/1345] lr: 1.000e-02, eta: 12:09:20, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.4359, top5_acc: 0.7086, loss_cls: 2.3353, loss: 2.3353, grad_norm: 5.8349 2021-12-02 22:43:54,422 - mmaction - INFO - Epoch [7][800/1345] lr: 1.000e-02, eta: 12:09:02, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4297, top5_acc: 0.7039, loss_cls: 2.3220, loss: 2.3220, grad_norm: 6.3799 2021-12-02 22:44:08,971 - mmaction - INFO - Epoch [7][820/1345] lr: 1.000e-02, eta: 12:08:44, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4359, top5_acc: 0.7336, loss_cls: 2.2840, loss: 2.2840, grad_norm: 6.3964 2021-12-02 22:44:23,536 - mmaction - INFO - Epoch [7][840/1345] lr: 1.000e-02, eta: 12:08:26, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4234, top5_acc: 0.7070, loss_cls: 2.3416, loss: 2.3416, grad_norm: 6.3210 2021-12-02 22:44:38,083 - mmaction - INFO - Epoch [7][860/1345] lr: 1.000e-02, eta: 12:08:08, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4125, top5_acc: 0.6945, loss_cls: 2.3852, loss: 2.3852, grad_norm: 6.1876 2021-12-02 22:44:52,575 - mmaction - INFO - Epoch [7][880/1345] lr: 1.000e-02, eta: 12:07:50, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4250, top5_acc: 0.7164, loss_cls: 2.3716, loss: 2.3716, grad_norm: 6.2621 2021-12-02 22:45:07,139 - mmaction - INFO - Epoch [7][900/1345] lr: 1.000e-02, eta: 12:07:33, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4383, top5_acc: 0.7227, loss_cls: 2.2576, loss: 2.2576, grad_norm: 6.3294 2021-12-02 22:45:21,685 - mmaction - INFO - Epoch [7][920/1345] lr: 1.000e-02, eta: 12:07:15, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4258, top5_acc: 0.7148, loss_cls: 2.3378, loss: 2.3378, grad_norm: 5.9553 2021-12-02 22:45:36,205 - mmaction - INFO - Epoch [7][940/1345] lr: 1.000e-02, eta: 12:06:57, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4367, top5_acc: 0.7297, loss_cls: 2.3039, loss: 2.3039, grad_norm: 6.2459 2021-12-02 22:45:50,719 - mmaction - INFO - Epoch [7][960/1345] lr: 1.000e-02, eta: 12:06:39, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4297, top5_acc: 0.7008, loss_cls: 2.3615, loss: 2.3615, grad_norm: 6.2596 2021-12-02 22:46:05,218 - mmaction - INFO - Epoch [7][980/1345] lr: 1.000e-02, eta: 12:06:21, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4172, top5_acc: 0.6992, loss_cls: 2.3890, loss: 2.3890, grad_norm: 5.8140 2021-12-02 22:46:19,761 - mmaction - INFO - Epoch [7][1000/1345] lr: 1.000e-02, eta: 12:06:03, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4492, top5_acc: 0.7203, loss_cls: 2.3244, loss: 2.3244, grad_norm: 6.3168 2021-12-02 22:46:34,288 - mmaction - INFO - Epoch [7][1020/1345] lr: 1.000e-02, eta: 12:05:45, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4078, top5_acc: 0.6961, loss_cls: 2.3855, loss: 2.3855, grad_norm: 6.3185 2021-12-02 22:46:48,819 - mmaction - INFO - Epoch [7][1040/1345] lr: 1.000e-02, eta: 12:05:27, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4437, top5_acc: 0.7102, loss_cls: 2.3421, loss: 2.3421, grad_norm: 6.2231 2021-12-02 22:47:03,299 - mmaction - INFO - Epoch [7][1060/1345] lr: 1.000e-02, eta: 12:05:09, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4656, top5_acc: 0.7211, loss_cls: 2.2876, loss: 2.2876, grad_norm: 6.5006 2021-12-02 22:47:17,821 - mmaction - INFO - Epoch [7][1080/1345] lr: 1.000e-02, eta: 12:04:51, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4273, top5_acc: 0.7156, loss_cls: 2.3610, loss: 2.3610, grad_norm: 6.3592 2021-12-02 22:47:32,313 - mmaction - INFO - Epoch [7][1100/1345] lr: 1.000e-02, eta: 12:04:33, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4422, top5_acc: 0.7023, loss_cls: 2.3822, loss: 2.3822, grad_norm: 6.0842 2021-12-02 22:47:46,873 - mmaction - INFO - Epoch [7][1120/1345] lr: 1.000e-02, eta: 12:04:16, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4352, top5_acc: 0.7078, loss_cls: 2.3359, loss: 2.3359, grad_norm: 6.1557 2021-12-02 22:48:01,335 - mmaction - INFO - Epoch [7][1140/1345] lr: 1.000e-02, eta: 12:03:58, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.4328, top5_acc: 0.7086, loss_cls: 2.3279, loss: 2.3279, grad_norm: 6.3709 2021-12-02 22:48:15,832 - mmaction - INFO - Epoch [7][1160/1345] lr: 1.000e-02, eta: 12:03:40, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4570, top5_acc: 0.6969, loss_cls: 2.3575, loss: 2.3575, grad_norm: 6.2098 2021-12-02 22:48:30,340 - mmaction - INFO - Epoch [7][1180/1345] lr: 1.000e-02, eta: 12:03:22, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4102, top5_acc: 0.6906, loss_cls: 2.4217, loss: 2.4217, grad_norm: 6.2132 2021-12-02 22:48:44,854 - mmaction - INFO - Epoch [7][1200/1345] lr: 1.000e-02, eta: 12:03:04, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4141, top5_acc: 0.6883, loss_cls: 2.4081, loss: 2.4081, grad_norm: 6.3614 2021-12-02 22:48:59,319 - mmaction - INFO - Epoch [7][1220/1345] lr: 1.000e-02, eta: 12:02:46, time: 0.723, data_time: 0.001, memory: 9795, top1_acc: 0.4414, top5_acc: 0.7289, loss_cls: 2.2632, loss: 2.2632, grad_norm: 5.9783 2021-12-02 22:49:13,787 - mmaction - INFO - Epoch [7][1240/1345] lr: 1.000e-02, eta: 12:02:28, time: 0.723, data_time: 0.001, memory: 9795, top1_acc: 0.4289, top5_acc: 0.7156, loss_cls: 2.3708, loss: 2.3708, grad_norm: 6.3187 2021-12-02 22:49:28,283 - mmaction - INFO - Epoch [7][1260/1345] lr: 1.000e-02, eta: 12:02:10, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4234, top5_acc: 0.6937, loss_cls: 2.3834, loss: 2.3834, grad_norm: 6.3163 2021-12-02 22:49:42,732 - mmaction - INFO - Epoch [7][1280/1345] lr: 1.000e-02, eta: 12:01:52, time: 0.722, data_time: 0.000, memory: 9795, top1_acc: 0.4234, top5_acc: 0.6992, loss_cls: 2.4074, loss: 2.4074, grad_norm: 6.3180 2021-12-02 22:49:57,208 - mmaction - INFO - Epoch [7][1300/1345] lr: 1.000e-02, eta: 12:01:34, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4172, top5_acc: 0.7039, loss_cls: 2.3643, loss: 2.3643, grad_norm: 6.1098 2021-12-02 22:50:11,726 - mmaction - INFO - Epoch [7][1320/1345] lr: 1.000e-02, eta: 12:01:16, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4375, top5_acc: 0.7063, loss_cls: 2.3618, loss: 2.3618, grad_norm: 6.1681 2021-12-02 22:50:26,286 - mmaction - INFO - Epoch [7][1340/1345] lr: 1.000e-02, eta: 12:00:59, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4328, top5_acc: 0.6961, loss_cls: 2.3905, loss: 2.3905, grad_norm: 6.1392 2021-12-02 22:50:29,851 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-12-02 22:51:12,979 - mmaction - INFO - Epoch [8][20/1345] lr: 1.000e-02, eta: 12:03:00, time: 2.076, data_time: 1.351, memory: 9795, top1_acc: 0.4492, top5_acc: 0.7180, loss_cls: 2.2645, loss: 2.2645, grad_norm: 6.0990 2021-12-02 22:51:27,424 - mmaction - INFO - Epoch [8][40/1345] lr: 1.000e-02, eta: 12:02:42, time: 0.722, data_time: 0.001, memory: 9795, top1_acc: 0.4711, top5_acc: 0.7234, loss_cls: 2.2120, loss: 2.2120, grad_norm: 6.0080 2021-12-02 22:51:41,866 - mmaction - INFO - Epoch [8][60/1345] lr: 1.000e-02, eta: 12:02:23, time: 0.722, data_time: 0.001, memory: 9795, top1_acc: 0.4562, top5_acc: 0.7203, loss_cls: 2.2238, loss: 2.2238, grad_norm: 6.3270 2021-12-02 22:51:56,316 - mmaction - INFO - Epoch [8][80/1345] lr: 1.000e-02, eta: 12:02:05, time: 0.722, data_time: 0.001, memory: 9795, top1_acc: 0.4367, top5_acc: 0.7086, loss_cls: 2.3209, loss: 2.3209, grad_norm: 6.2748 2021-12-02 22:52:10,873 - mmaction - INFO - Epoch [8][100/1345] lr: 1.000e-02, eta: 12:01:47, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4539, top5_acc: 0.7375, loss_cls: 2.1943, loss: 2.1943, grad_norm: 6.5001 2021-12-02 22:52:25,458 - mmaction - INFO - Epoch [8][120/1345] lr: 1.000e-02, eta: 12:01:30, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4391, top5_acc: 0.7141, loss_cls: 2.2609, loss: 2.2609, grad_norm: 6.1560 2021-12-02 22:52:39,970 - mmaction - INFO - Epoch [8][140/1345] lr: 1.000e-02, eta: 12:01:12, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4594, top5_acc: 0.7289, loss_cls: 2.2053, loss: 2.2053, grad_norm: 6.3177 2021-12-02 22:52:54,482 - mmaction - INFO - Epoch [8][160/1345] lr: 1.000e-02, eta: 12:00:54, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4516, top5_acc: 0.7172, loss_cls: 2.2213, loss: 2.2213, grad_norm: 6.2043 2021-12-02 22:53:09,057 - mmaction - INFO - Epoch [8][180/1345] lr: 1.000e-02, eta: 12:00:36, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.4625, top5_acc: 0.7250, loss_cls: 2.1959, loss: 2.1959, grad_norm: 6.3587 2021-12-02 22:53:23,581 - mmaction - INFO - Epoch [8][200/1345] lr: 1.000e-02, eta: 12:00:18, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4445, top5_acc: 0.7211, loss_cls: 2.2783, loss: 2.2783, grad_norm: 6.4606 2021-12-02 22:53:38,139 - mmaction - INFO - Epoch [8][220/1345] lr: 1.000e-02, eta: 12:00:01, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4523, top5_acc: 0.7227, loss_cls: 2.2080, loss: 2.2080, grad_norm: 6.4171 2021-12-02 22:53:52,674 - mmaction - INFO - Epoch [8][240/1345] lr: 1.000e-02, eta: 11:59:43, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4336, top5_acc: 0.7063, loss_cls: 2.2716, loss: 2.2716, grad_norm: 6.0514 2021-12-02 22:54:07,258 - mmaction - INFO - Epoch [8][260/1345] lr: 1.000e-02, eta: 11:59:25, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4492, top5_acc: 0.7203, loss_cls: 2.3017, loss: 2.3017, grad_norm: 6.2523 2021-12-02 22:54:21,866 - mmaction - INFO - Epoch [8][280/1345] lr: 1.000e-02, eta: 11:59:08, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4523, top5_acc: 0.7266, loss_cls: 2.2588, loss: 2.2588, grad_norm: 6.3917 2021-12-02 22:54:36,447 - mmaction - INFO - Epoch [8][300/1345] lr: 1.000e-02, eta: 11:58:51, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.4375, top5_acc: 0.7273, loss_cls: 2.2948, loss: 2.2948, grad_norm: 6.3483 2021-12-02 22:54:51,023 - mmaction - INFO - Epoch [8][320/1345] lr: 1.000e-02, eta: 11:58:33, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4383, top5_acc: 0.7063, loss_cls: 2.3436, loss: 2.3436, grad_norm: 6.1832 2021-12-02 22:55:05,596 - mmaction - INFO - Epoch [8][340/1345] lr: 1.000e-02, eta: 11:58:16, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4445, top5_acc: 0.7117, loss_cls: 2.3215, loss: 2.3215, grad_norm: 6.3032 2021-12-02 22:55:20,254 - mmaction - INFO - Epoch [8][360/1345] lr: 1.000e-02, eta: 11:57:59, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.4562, top5_acc: 0.7289, loss_cls: 2.2137, loss: 2.2137, grad_norm: 6.0436 2021-12-02 22:55:34,824 - mmaction - INFO - Epoch [8][380/1345] lr: 1.000e-02, eta: 11:57:41, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4383, top5_acc: 0.7094, loss_cls: 2.3100, loss: 2.3100, grad_norm: 6.3582 2021-12-02 22:55:49,365 - mmaction - INFO - Epoch [8][400/1345] lr: 1.000e-02, eta: 11:57:24, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4477, top5_acc: 0.7203, loss_cls: 2.2520, loss: 2.2520, grad_norm: 6.2256 2021-12-02 22:56:04,018 - mmaction - INFO - Epoch [8][420/1345] lr: 1.000e-02, eta: 11:57:07, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.4477, top5_acc: 0.7109, loss_cls: 2.3113, loss: 2.3113, grad_norm: 6.3464 2021-12-02 22:56:18,615 - mmaction - INFO - Epoch [8][440/1345] lr: 1.000e-02, eta: 11:56:50, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.4437, top5_acc: 0.6891, loss_cls: 2.3610, loss: 2.3610, grad_norm: 6.2867 2021-12-02 22:56:33,231 - mmaction - INFO - Epoch [8][460/1345] lr: 1.000e-02, eta: 11:56:32, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4641, top5_acc: 0.7320, loss_cls: 2.2274, loss: 2.2274, grad_norm: 6.3024 2021-12-02 22:56:48,014 - mmaction - INFO - Epoch [8][480/1345] lr: 1.000e-02, eta: 11:56:16, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.4422, top5_acc: 0.7203, loss_cls: 2.3045, loss: 2.3045, grad_norm: 6.3014 2021-12-02 22:57:02,643 - mmaction - INFO - Epoch [8][500/1345] lr: 1.000e-02, eta: 11:55:59, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4414, top5_acc: 0.7211, loss_cls: 2.3154, loss: 2.3154, grad_norm: 6.1812 2021-12-02 22:57:17,194 - mmaction - INFO - Epoch [8][520/1345] lr: 1.000e-02, eta: 11:55:42, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4320, top5_acc: 0.7242, loss_cls: 2.2520, loss: 2.2520, grad_norm: 6.3814 2021-12-02 22:57:31,816 - mmaction - INFO - Epoch [8][540/1345] lr: 1.000e-02, eta: 11:55:25, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4281, top5_acc: 0.7047, loss_cls: 2.3369, loss: 2.3369, grad_norm: 6.1884 2021-12-02 22:57:46,599 - mmaction - INFO - Epoch [8][560/1345] lr: 1.000e-02, eta: 11:55:09, time: 0.739, data_time: 0.001, memory: 9795, top1_acc: 0.4461, top5_acc: 0.7312, loss_cls: 2.2538, loss: 2.2538, grad_norm: 6.3883 2021-12-02 22:58:01,188 - mmaction - INFO - Epoch [8][580/1345] lr: 1.000e-02, eta: 11:54:51, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4289, top5_acc: 0.7031, loss_cls: 2.2943, loss: 2.2943, grad_norm: 6.4731 2021-12-02 22:58:15,775 - mmaction - INFO - Epoch [8][600/1345] lr: 1.000e-02, eta: 11:54:34, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4492, top5_acc: 0.7156, loss_cls: 2.2873, loss: 2.2873, grad_norm: 6.3010 2021-12-02 22:58:30,432 - mmaction - INFO - Epoch [8][620/1345] lr: 1.000e-02, eta: 11:54:17, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.4633, top5_acc: 0.7164, loss_cls: 2.2922, loss: 2.2922, grad_norm: 6.5797 2021-12-02 22:58:45,059 - mmaction - INFO - Epoch [8][640/1345] lr: 1.000e-02, eta: 11:54:00, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4313, top5_acc: 0.6953, loss_cls: 2.3650, loss: 2.3650, grad_norm: 6.4087 2021-12-02 22:58:59,695 - mmaction - INFO - Epoch [8][660/1345] lr: 1.000e-02, eta: 11:53:43, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.4406, top5_acc: 0.7188, loss_cls: 2.2958, loss: 2.2958, grad_norm: 6.3107 2021-12-02 22:59:14,335 - mmaction - INFO - Epoch [8][680/1345] lr: 1.000e-02, eta: 11:53:26, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4430, top5_acc: 0.7305, loss_cls: 2.2903, loss: 2.2903, grad_norm: 6.3345 2021-12-02 22:59:28,985 - mmaction - INFO - Epoch [8][700/1345] lr: 1.000e-02, eta: 11:53:10, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.4555, top5_acc: 0.7445, loss_cls: 2.1931, loss: 2.1931, grad_norm: 6.0992 2021-12-02 22:59:43,626 - mmaction - INFO - Epoch [8][720/1345] lr: 1.000e-02, eta: 11:52:53, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4234, top5_acc: 0.7109, loss_cls: 2.3109, loss: 2.3109, grad_norm: 6.1761 2021-12-02 22:59:58,187 - mmaction - INFO - Epoch [8][740/1345] lr: 1.000e-02, eta: 11:52:35, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4289, top5_acc: 0.7063, loss_cls: 2.3577, loss: 2.3577, grad_norm: 6.0909 2021-12-02 23:00:12,776 - mmaction - INFO - Epoch [8][760/1345] lr: 1.000e-02, eta: 11:52:18, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.4156, top5_acc: 0.7008, loss_cls: 2.4194, loss: 2.4194, grad_norm: 6.3759 2021-12-02 23:00:27,326 - mmaction - INFO - Epoch [8][780/1345] lr: 1.000e-02, eta: 11:52:01, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4484, top5_acc: 0.7438, loss_cls: 2.2343, loss: 2.2343, grad_norm: 6.1087 2021-12-02 23:00:41,956 - mmaction - INFO - Epoch [8][800/1345] lr: 1.000e-02, eta: 11:51:44, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4664, top5_acc: 0.7211, loss_cls: 2.2259, loss: 2.2259, grad_norm: 6.1525 2021-12-02 23:00:56,461 - mmaction - INFO - Epoch [8][820/1345] lr: 1.000e-02, eta: 11:51:26, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4320, top5_acc: 0.7117, loss_cls: 2.2861, loss: 2.2861, grad_norm: 6.1295 2021-12-02 23:01:11,008 - mmaction - INFO - Epoch [8][840/1345] lr: 1.000e-02, eta: 11:51:09, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4367, top5_acc: 0.7227, loss_cls: 2.3093, loss: 2.3093, grad_norm: 6.2660 2021-12-02 23:01:25,594 - mmaction - INFO - Epoch [8][860/1345] lr: 1.000e-02, eta: 11:50:52, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4313, top5_acc: 0.7266, loss_cls: 2.2957, loss: 2.2957, grad_norm: 6.2983 2021-12-02 23:01:40,165 - mmaction - INFO - Epoch [8][880/1345] lr: 1.000e-02, eta: 11:50:35, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4523, top5_acc: 0.7219, loss_cls: 2.2760, loss: 2.2760, grad_norm: 6.3173 2021-12-02 23:01:54,651 - mmaction - INFO - Epoch [8][900/1345] lr: 1.000e-02, eta: 11:50:17, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4344, top5_acc: 0.7148, loss_cls: 2.2935, loss: 2.2935, grad_norm: 6.2353 2021-12-02 23:02:09,173 - mmaction - INFO - Epoch [8][920/1345] lr: 1.000e-02, eta: 11:50:00, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.4328, top5_acc: 0.7031, loss_cls: 2.3726, loss: 2.3726, grad_norm: 6.1927 2021-12-02 23:02:23,695 - mmaction - INFO - Epoch [8][940/1345] lr: 1.000e-02, eta: 11:49:42, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4469, top5_acc: 0.7305, loss_cls: 2.2705, loss: 2.2705, grad_norm: 6.3444 2021-12-02 23:02:38,246 - mmaction - INFO - Epoch [8][960/1345] lr: 1.000e-02, eta: 11:49:25, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4336, top5_acc: 0.7242, loss_cls: 2.2836, loss: 2.2836, grad_norm: 6.1759 2021-12-02 23:02:52,751 - mmaction - INFO - Epoch [8][980/1345] lr: 1.000e-02, eta: 11:49:07, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4289, top5_acc: 0.7234, loss_cls: 2.3712, loss: 2.3712, grad_norm: 6.5008 2021-12-02 23:03:07,278 - mmaction - INFO - Epoch [8][1000/1345] lr: 1.000e-02, eta: 11:48:50, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4414, top5_acc: 0.7156, loss_cls: 2.2862, loss: 2.2862, grad_norm: 6.2648 2021-12-02 23:03:21,761 - mmaction - INFO - Epoch [8][1020/1345] lr: 1.000e-02, eta: 11:48:32, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4305, top5_acc: 0.6953, loss_cls: 2.4105, loss: 2.4105, grad_norm: 6.2002 2021-12-02 23:03:36,279 - mmaction - INFO - Epoch [8][1040/1345] lr: 1.000e-02, eta: 11:48:15, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4453, top5_acc: 0.7156, loss_cls: 2.2738, loss: 2.2738, grad_norm: 6.1908 2021-12-02 23:03:50,769 - mmaction - INFO - Epoch [8][1060/1345] lr: 1.000e-02, eta: 11:47:57, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4562, top5_acc: 0.7531, loss_cls: 2.1864, loss: 2.1864, grad_norm: 6.2376 2021-12-02 23:04:05,244 - mmaction - INFO - Epoch [8][1080/1345] lr: 1.000e-02, eta: 11:47:40, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4344, top5_acc: 0.7188, loss_cls: 2.2889, loss: 2.2889, grad_norm: 6.3048 2021-12-02 23:04:19,707 - mmaction - INFO - Epoch [8][1100/1345] lr: 1.000e-02, eta: 11:47:22, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.4656, top5_acc: 0.7336, loss_cls: 2.2096, loss: 2.2096, grad_norm: 6.3605 2021-12-02 23:04:34,209 - mmaction - INFO - Epoch [8][1120/1345] lr: 1.000e-02, eta: 11:47:05, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4711, top5_acc: 0.7211, loss_cls: 2.2323, loss: 2.2323, grad_norm: 6.2222 2021-12-02 23:04:48,674 - mmaction - INFO - Epoch [8][1140/1345] lr: 1.000e-02, eta: 11:46:47, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.4320, top5_acc: 0.7188, loss_cls: 2.3112, loss: 2.3112, grad_norm: 6.3260 2021-12-02 23:05:03,177 - mmaction - INFO - Epoch [8][1160/1345] lr: 1.000e-02, eta: 11:46:30, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4305, top5_acc: 0.6984, loss_cls: 2.3015, loss: 2.3015, grad_norm: 6.4525 2021-12-02 23:05:17,679 - mmaction - INFO - Epoch [8][1180/1345] lr: 1.000e-02, eta: 11:46:12, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4352, top5_acc: 0.7063, loss_cls: 2.2814, loss: 2.2814, grad_norm: 6.0615 2021-12-02 23:05:32,142 - mmaction - INFO - Epoch [8][1200/1345] lr: 1.000e-02, eta: 11:45:55, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.4547, top5_acc: 0.7164, loss_cls: 2.3204, loss: 2.3204, grad_norm: 6.4314 2021-12-02 23:05:46,731 - mmaction - INFO - Epoch [8][1220/1345] lr: 1.000e-02, eta: 11:45:38, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4547, top5_acc: 0.7258, loss_cls: 2.2261, loss: 2.2261, grad_norm: 6.5286 2021-12-02 23:06:01,204 - mmaction - INFO - Epoch [8][1240/1345] lr: 1.000e-02, eta: 11:45:20, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.4500, top5_acc: 0.7258, loss_cls: 2.2665, loss: 2.2665, grad_norm: 6.3220 2021-12-02 23:06:15,717 - mmaction - INFO - Epoch [8][1260/1345] lr: 1.000e-02, eta: 11:45:03, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4367, top5_acc: 0.7242, loss_cls: 2.2802, loss: 2.2802, grad_norm: 6.1146 2021-12-02 23:06:30,230 - mmaction - INFO - Epoch [8][1280/1345] lr: 1.000e-02, eta: 11:44:46, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4305, top5_acc: 0.7289, loss_cls: 2.3316, loss: 2.3316, grad_norm: 6.2933 2021-12-02 23:06:44,732 - mmaction - INFO - Epoch [8][1300/1345] lr: 1.000e-02, eta: 11:44:28, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4437, top5_acc: 0.7258, loss_cls: 2.2377, loss: 2.2377, grad_norm: 6.2099 2021-12-02 23:06:59,252 - mmaction - INFO - Epoch [8][1320/1345] lr: 1.000e-02, eta: 11:44:11, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.4383, top5_acc: 0.7172, loss_cls: 2.2688, loss: 2.2688, grad_norm: 6.4099 2021-12-02 23:07:13,836 - mmaction - INFO - Epoch [8][1340/1345] lr: 1.000e-02, eta: 11:43:54, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4398, top5_acc: 0.7133, loss_cls: 2.2870, loss: 2.2870, grad_norm: 6.0743 2021-12-02 23:08:17,099 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 23:08:17,252 - mmaction - INFO - top1_acc 0.3211 top5_acc 0.6335 2021-12-02 23:08:17,252 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 23:08:17,262 - mmaction - INFO - mean_acc 0.2931 2021-12-02 23:08:17,267 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-12-02 23:08:18,543 - mmaction - INFO - Epoch(val) [8][181] top1_acc: 0.3211, top5_acc: 0.6335, mean_class_accuracy: 0.2931 2021-12-02 23:08:59,820 - mmaction - INFO - Epoch [9][20/1345] lr: 1.000e-02, eta: 11:45:34, time: 2.064, data_time: 1.336, memory: 9795, top1_acc: 0.4531, top5_acc: 0.7523, loss_cls: 2.1671, loss: 2.1671, grad_norm: 6.5348 2021-12-02 23:09:14,266 - mmaction - INFO - Epoch [9][40/1345] lr: 1.000e-02, eta: 11:45:16, time: 0.722, data_time: 0.001, memory: 9795, top1_acc: 0.4734, top5_acc: 0.7219, loss_cls: 2.1854, loss: 2.1854, grad_norm: 6.4601 2021-12-02 23:09:28,725 - mmaction - INFO - Epoch [9][60/1345] lr: 1.000e-02, eta: 11:44:58, time: 0.723, data_time: 0.001, memory: 9795, top1_acc: 0.4750, top5_acc: 0.7375, loss_cls: 2.1479, loss: 2.1479, grad_norm: 6.2754 2021-12-02 23:09:43,192 - mmaction - INFO - Epoch [9][80/1345] lr: 1.000e-02, eta: 11:44:40, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.4469, top5_acc: 0.6992, loss_cls: 2.2962, loss: 2.2962, grad_norm: 6.5300 2021-12-02 23:09:57,741 - mmaction - INFO - Epoch [9][100/1345] lr: 1.000e-02, eta: 11:44:23, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4578, top5_acc: 0.7406, loss_cls: 2.1793, loss: 2.1793, grad_norm: 6.4470 2021-12-02 23:10:12,286 - mmaction - INFO - Epoch [9][120/1345] lr: 1.000e-02, eta: 11:44:06, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4445, top5_acc: 0.7188, loss_cls: 2.3000, loss: 2.3000, grad_norm: 6.2938 2021-12-02 23:10:26,735 - mmaction - INFO - Epoch [9][140/1345] lr: 1.000e-02, eta: 11:43:48, time: 0.722, data_time: 0.000, memory: 9795, top1_acc: 0.4781, top5_acc: 0.7359, loss_cls: 2.1509, loss: 2.1509, grad_norm: 6.2301 2021-12-02 23:10:41,237 - mmaction - INFO - Epoch [9][160/1345] lr: 1.000e-02, eta: 11:43:31, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.4789, top5_acc: 0.7312, loss_cls: 2.1575, loss: 2.1575, grad_norm: 6.0521 2021-12-02 23:10:55,702 - mmaction - INFO - Epoch [9][180/1345] lr: 1.000e-02, eta: 11:43:13, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.4750, top5_acc: 0.7305, loss_cls: 2.1630, loss: 2.1630, grad_norm: 6.1104 2021-12-02 23:11:10,291 - mmaction - INFO - Epoch [9][200/1345] lr: 1.000e-02, eta: 11:42:56, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4484, top5_acc: 0.7320, loss_cls: 2.2702, loss: 2.2702, grad_norm: 6.3712 2021-12-02 23:11:24,786 - mmaction - INFO - Epoch [9][220/1345] lr: 1.000e-02, eta: 11:42:38, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.4586, top5_acc: 0.7312, loss_cls: 2.2445, loss: 2.2445, grad_norm: 6.6440 2021-12-02 23:11:39,335 - mmaction - INFO - Epoch [9][240/1345] lr: 1.000e-02, eta: 11:42:21, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4500, top5_acc: 0.7352, loss_cls: 2.2001, loss: 2.2001, grad_norm: 6.2549 2021-12-02 23:11:53,844 - mmaction - INFO - Epoch [9][260/1345] lr: 1.000e-02, eta: 11:42:04, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4641, top5_acc: 0.7445, loss_cls: 2.1676, loss: 2.1676, grad_norm: 6.7680 2021-12-02 23:12:08,411 - mmaction - INFO - Epoch [9][280/1345] lr: 1.000e-02, eta: 11:41:47, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4594, top5_acc: 0.7344, loss_cls: 2.1979, loss: 2.1979, grad_norm: 6.3121 2021-12-02 23:12:22,998 - mmaction - INFO - Epoch [9][300/1345] lr: 1.000e-02, eta: 11:41:30, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4492, top5_acc: 0.7211, loss_cls: 2.2599, loss: 2.2599, grad_norm: 6.3686 2021-12-02 23:12:37,518 - mmaction - INFO - Epoch [9][320/1345] lr: 1.000e-02, eta: 11:41:12, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.4430, top5_acc: 0.7250, loss_cls: 2.2522, loss: 2.2522, grad_norm: 6.3240 2021-12-02 23:12:52,078 - mmaction - INFO - Epoch [9][340/1345] lr: 1.000e-02, eta: 11:40:55, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4570, top5_acc: 0.7258, loss_cls: 2.2213, loss: 2.2213, grad_norm: 6.1424 2021-12-02 23:13:06,643 - mmaction - INFO - Epoch [9][360/1345] lr: 1.000e-02, eta: 11:40:38, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4836, top5_acc: 0.7359, loss_cls: 2.1855, loss: 2.1855, grad_norm: 6.1890 2021-12-02 23:13:21,176 - mmaction - INFO - Epoch [9][380/1345] lr: 1.000e-02, eta: 11:40:21, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4672, top5_acc: 0.7352, loss_cls: 2.1235, loss: 2.1235, grad_norm: 6.5180 2021-12-02 23:13:35,692 - mmaction - INFO - Epoch [9][400/1345] lr: 1.000e-02, eta: 11:40:04, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4586, top5_acc: 0.7250, loss_cls: 2.1991, loss: 2.1991, grad_norm: 6.5912 2021-12-02 23:13:50,260 - mmaction - INFO - Epoch [9][420/1345] lr: 1.000e-02, eta: 11:39:47, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4500, top5_acc: 0.7242, loss_cls: 2.2632, loss: 2.2632, grad_norm: 6.2208 2021-12-02 23:14:04,814 - mmaction - INFO - Epoch [9][440/1345] lr: 1.000e-02, eta: 11:39:30, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4383, top5_acc: 0.7406, loss_cls: 2.2118, loss: 2.2118, grad_norm: 6.3562 2021-12-02 23:14:19,461 - mmaction - INFO - Epoch [9][460/1345] lr: 1.000e-02, eta: 11:39:13, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4461, top5_acc: 0.7086, loss_cls: 2.3117, loss: 2.3117, grad_norm: 6.6180 2021-12-02 23:14:34,023 - mmaction - INFO - Epoch [9][480/1345] lr: 1.000e-02, eta: 11:38:56, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4367, top5_acc: 0.7117, loss_cls: 2.3208, loss: 2.3208, grad_norm: 6.3220 2021-12-02 23:14:48,582 - mmaction - INFO - Epoch [9][500/1345] lr: 1.000e-02, eta: 11:38:39, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4695, top5_acc: 0.7242, loss_cls: 2.1868, loss: 2.1868, grad_norm: 6.4042 2021-12-02 23:15:03,225 - mmaction - INFO - Epoch [9][520/1345] lr: 1.000e-02, eta: 11:38:22, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4570, top5_acc: 0.7164, loss_cls: 2.2437, loss: 2.2437, grad_norm: 6.1712 2021-12-02 23:15:17,923 - mmaction - INFO - Epoch [9][540/1345] lr: 1.000e-02, eta: 11:38:06, time: 0.735, data_time: 0.001, memory: 9795, top1_acc: 0.4813, top5_acc: 0.7445, loss_cls: 2.1272, loss: 2.1272, grad_norm: 6.1457 2021-12-02 23:15:32,522 - mmaction - INFO - Epoch [9][560/1345] lr: 1.000e-02, eta: 11:37:49, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4492, top5_acc: 0.7242, loss_cls: 2.2378, loss: 2.2378, grad_norm: 6.1310 2021-12-02 23:15:47,134 - mmaction - INFO - Epoch [9][580/1345] lr: 1.000e-02, eta: 11:37:32, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4477, top5_acc: 0.7344, loss_cls: 2.2186, loss: 2.2186, grad_norm: 6.3679 2021-12-02 23:16:01,776 - mmaction - INFO - Epoch [9][600/1345] lr: 1.000e-02, eta: 11:37:16, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4852, top5_acc: 0.7461, loss_cls: 2.1510, loss: 2.1510, grad_norm: 6.4627 2021-12-02 23:16:16,294 - mmaction - INFO - Epoch [9][620/1345] lr: 1.000e-02, eta: 11:36:59, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.4422, top5_acc: 0.7281, loss_cls: 2.2314, loss: 2.2314, grad_norm: 6.3179 2021-12-02 23:16:30,953 - mmaction - INFO - Epoch [9][640/1345] lr: 1.000e-02, eta: 11:36:42, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.4367, top5_acc: 0.7180, loss_cls: 2.2816, loss: 2.2816, grad_norm: 6.4891 2021-12-02 23:16:45,521 - mmaction - INFO - Epoch [9][660/1345] lr: 1.000e-02, eta: 11:36:25, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4539, top5_acc: 0.7117, loss_cls: 2.2731, loss: 2.2731, grad_norm: 6.3727 2021-12-02 23:17:00,143 - mmaction - INFO - Epoch [9][680/1345] lr: 1.000e-02, eta: 11:36:08, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4188, top5_acc: 0.7289, loss_cls: 2.2813, loss: 2.2813, grad_norm: 6.1434 2021-12-02 23:17:14,911 - mmaction - INFO - Epoch [9][700/1345] lr: 1.000e-02, eta: 11:35:53, time: 0.738, data_time: 0.001, memory: 9795, top1_acc: 0.4656, top5_acc: 0.7391, loss_cls: 2.1842, loss: 2.1842, grad_norm: 6.4866 2021-12-02 23:17:29,534 - mmaction - INFO - Epoch [9][720/1345] lr: 1.000e-02, eta: 11:35:36, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4422, top5_acc: 0.7188, loss_cls: 2.2782, loss: 2.2782, grad_norm: 6.2146 2021-12-02 23:17:44,105 - mmaction - INFO - Epoch [9][740/1345] lr: 1.000e-02, eta: 11:35:19, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4375, top5_acc: 0.7195, loss_cls: 2.2578, loss: 2.2578, grad_norm: 6.3955 2021-12-02 23:17:58,639 - mmaction - INFO - Epoch [9][760/1345] lr: 1.000e-02, eta: 11:35:02, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4734, top5_acc: 0.7375, loss_cls: 2.1560, loss: 2.1560, grad_norm: 6.5326 2021-12-02 23:18:13,344 - mmaction - INFO - Epoch [9][780/1345] lr: 1.000e-02, eta: 11:34:46, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.4508, top5_acc: 0.7328, loss_cls: 2.2391, loss: 2.2391, grad_norm: 6.3830 2021-12-02 23:18:27,914 - mmaction - INFO - Epoch [9][800/1345] lr: 1.000e-02, eta: 11:34:29, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4273, top5_acc: 0.7227, loss_cls: 2.3008, loss: 2.3008, grad_norm: 6.3671 2021-12-02 23:18:42,578 - mmaction - INFO - Epoch [9][820/1345] lr: 1.000e-02, eta: 11:34:12, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.4398, top5_acc: 0.7320, loss_cls: 2.2136, loss: 2.2136, grad_norm: 6.2665 2021-12-02 23:18:57,267 - mmaction - INFO - Epoch [9][840/1345] lr: 1.000e-02, eta: 11:33:56, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.4633, top5_acc: 0.7383, loss_cls: 2.1805, loss: 2.1805, grad_norm: 6.4333 2021-12-02 23:19:11,938 - mmaction - INFO - Epoch [9][860/1345] lr: 1.000e-02, eta: 11:33:40, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.4648, top5_acc: 0.7305, loss_cls: 2.1846, loss: 2.1846, grad_norm: 6.3897 2021-12-02 23:19:26,524 - mmaction - INFO - Epoch [9][880/1345] lr: 1.000e-02, eta: 11:33:23, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4477, top5_acc: 0.7406, loss_cls: 2.1603, loss: 2.1603, grad_norm: 6.2630 2021-12-02 23:19:41,125 - mmaction - INFO - Epoch [9][900/1345] lr: 1.000e-02, eta: 11:33:06, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4617, top5_acc: 0.7375, loss_cls: 2.1764, loss: 2.1764, grad_norm: 6.4853 2021-12-02 23:19:55,753 - mmaction - INFO - Epoch [9][920/1345] lr: 1.000e-02, eta: 11:32:50, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4664, top5_acc: 0.7359, loss_cls: 2.2044, loss: 2.2044, grad_norm: 6.0683 2021-12-02 23:20:10,404 - mmaction - INFO - Epoch [9][940/1345] lr: 1.000e-02, eta: 11:32:33, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.4570, top5_acc: 0.7234, loss_cls: 2.2061, loss: 2.2061, grad_norm: 6.2133 2021-12-02 23:20:25,042 - mmaction - INFO - Epoch [9][960/1345] lr: 1.000e-02, eta: 11:32:17, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4437, top5_acc: 0.7180, loss_cls: 2.2728, loss: 2.2728, grad_norm: 6.1388 2021-12-02 23:20:39,641 - mmaction - INFO - Epoch [9][980/1345] lr: 1.000e-02, eta: 11:32:00, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.4461, top5_acc: 0.7203, loss_cls: 2.2730, loss: 2.2730, grad_norm: 6.2731 2021-12-02 23:20:54,182 - mmaction - INFO - Epoch [9][1000/1345] lr: 1.000e-02, eta: 11:31:43, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4453, top5_acc: 0.7250, loss_cls: 2.2126, loss: 2.2126, grad_norm: 6.3206 2021-12-02 23:21:08,810 - mmaction - INFO - Epoch [9][1020/1345] lr: 1.000e-02, eta: 11:31:27, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4695, top5_acc: 0.7453, loss_cls: 2.1456, loss: 2.1456, grad_norm: 6.3396 2021-12-02 23:21:23,331 - mmaction - INFO - Epoch [9][1040/1345] lr: 1.000e-02, eta: 11:31:10, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.4508, top5_acc: 0.7234, loss_cls: 2.2852, loss: 2.2852, grad_norm: 6.2487 2021-12-02 23:21:37,956 - mmaction - INFO - Epoch [9][1060/1345] lr: 1.000e-02, eta: 11:30:53, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4359, top5_acc: 0.7195, loss_cls: 2.2338, loss: 2.2338, grad_norm: 6.3589 2021-12-02 23:21:52,551 - mmaction - INFO - Epoch [9][1080/1345] lr: 1.000e-02, eta: 11:30:37, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4656, top5_acc: 0.7367, loss_cls: 2.1881, loss: 2.1881, grad_norm: 6.4543 2021-12-02 23:22:07,060 - mmaction - INFO - Epoch [9][1100/1345] lr: 1.000e-02, eta: 11:30:19, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4523, top5_acc: 0.7305, loss_cls: 2.2454, loss: 2.2454, grad_norm: 6.6201 2021-12-02 23:22:21,686 - mmaction - INFO - Epoch [9][1120/1345] lr: 1.000e-02, eta: 11:30:03, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4609, top5_acc: 0.7281, loss_cls: 2.2446, loss: 2.2446, grad_norm: 6.2594 2021-12-02 23:22:36,222 - mmaction - INFO - Epoch [9][1140/1345] lr: 1.000e-02, eta: 11:29:46, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4578, top5_acc: 0.7305, loss_cls: 2.2531, loss: 2.2531, grad_norm: 6.5548 2021-12-02 23:22:50,814 - mmaction - INFO - Epoch [9][1160/1345] lr: 1.000e-02, eta: 11:29:29, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.4500, top5_acc: 0.7148, loss_cls: 2.2883, loss: 2.2883, grad_norm: 6.0962 2021-12-02 23:23:05,343 - mmaction - INFO - Epoch [9][1180/1345] lr: 1.000e-02, eta: 11:29:13, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4508, top5_acc: 0.7336, loss_cls: 2.2241, loss: 2.2241, grad_norm: 6.5855 2021-12-02 23:23:19,838 - mmaction - INFO - Epoch [9][1200/1345] lr: 1.000e-02, eta: 11:28:55, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.4461, top5_acc: 0.7320, loss_cls: 2.2545, loss: 2.2545, grad_norm: 6.6081 2021-12-02 23:23:34,329 - mmaction - INFO - Epoch [9][1220/1345] lr: 1.000e-02, eta: 11:28:38, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4508, top5_acc: 0.7305, loss_cls: 2.2410, loss: 2.2410, grad_norm: 6.2636 2021-12-02 23:23:48,880 - mmaction - INFO - Epoch [9][1240/1345] lr: 1.000e-02, eta: 11:28:22, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4398, top5_acc: 0.7227, loss_cls: 2.2876, loss: 2.2876, grad_norm: 6.2939 2021-12-02 23:24:03,452 - mmaction - INFO - Epoch [9][1260/1345] lr: 1.000e-02, eta: 11:28:05, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4477, top5_acc: 0.7484, loss_cls: 2.1580, loss: 2.1580, grad_norm: 6.4870 2021-12-02 23:24:17,960 - mmaction - INFO - Epoch [9][1280/1345] lr: 1.000e-02, eta: 11:27:48, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4594, top5_acc: 0.7375, loss_cls: 2.1882, loss: 2.1882, grad_norm: 6.3412 2021-12-02 23:24:32,514 - mmaction - INFO - Epoch [9][1300/1345] lr: 1.000e-02, eta: 11:27:31, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4461, top5_acc: 0.7281, loss_cls: 2.2534, loss: 2.2534, grad_norm: 6.4375 2021-12-02 23:24:46,984 - mmaction - INFO - Epoch [9][1320/1345] lr: 1.000e-02, eta: 11:27:14, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4578, top5_acc: 0.7188, loss_cls: 2.2678, loss: 2.2678, grad_norm: 6.2762 2021-12-02 23:25:01,497 - mmaction - INFO - Epoch [9][1340/1345] lr: 1.000e-02, eta: 11:26:57, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4391, top5_acc: 0.7289, loss_cls: 2.2704, loss: 2.2704, grad_norm: 6.1748 2021-12-02 23:25:05,138 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-12-02 23:25:47,874 - mmaction - INFO - Epoch [10][20/1345] lr: 1.000e-02, eta: 11:28:21, time: 2.065, data_time: 1.331, memory: 9795, top1_acc: 0.4602, top5_acc: 0.7398, loss_cls: 2.1724, loss: 2.1724, grad_norm: 6.5481 2021-12-02 23:26:02,357 - mmaction - INFO - Epoch [10][40/1345] lr: 1.000e-02, eta: 11:28:04, time: 0.724, data_time: 0.002, memory: 9795, top1_acc: 0.4867, top5_acc: 0.7617, loss_cls: 2.0451, loss: 2.0451, grad_norm: 6.2024 2021-12-02 23:26:16,828 - mmaction - INFO - Epoch [10][60/1345] lr: 1.000e-02, eta: 11:27:47, time: 0.723, data_time: 0.001, memory: 9795, top1_acc: 0.4656, top5_acc: 0.7344, loss_cls: 2.1574, loss: 2.1574, grad_norm: 6.2353 2021-12-02 23:26:31,324 - mmaction - INFO - Epoch [10][80/1345] lr: 1.000e-02, eta: 11:27:29, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.4383, top5_acc: 0.7352, loss_cls: 2.2068, loss: 2.2068, grad_norm: 6.3799 2021-12-02 23:26:45,946 - mmaction - INFO - Epoch [10][100/1345] lr: 1.000e-02, eta: 11:27:13, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.4773, top5_acc: 0.7391, loss_cls: 2.1602, loss: 2.1602, grad_norm: 6.4399 2021-12-02 23:27:00,458 - mmaction - INFO - Epoch [10][120/1345] lr: 1.000e-02, eta: 11:26:56, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.4531, top5_acc: 0.7305, loss_cls: 2.1923, loss: 2.1923, grad_norm: 6.2287 2021-12-02 23:27:15,048 - mmaction - INFO - Epoch [10][140/1345] lr: 1.000e-02, eta: 11:26:39, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4695, top5_acc: 0.7430, loss_cls: 2.1480, loss: 2.1480, grad_norm: 6.5920 2021-12-02 23:27:29,575 - mmaction - INFO - Epoch [10][160/1345] lr: 1.000e-02, eta: 11:26:22, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4867, top5_acc: 0.7508, loss_cls: 2.1003, loss: 2.1003, grad_norm: 6.2402 2021-12-02 23:27:44,129 - mmaction - INFO - Epoch [10][180/1345] lr: 1.000e-02, eta: 11:26:05, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4367, top5_acc: 0.7195, loss_cls: 2.2500, loss: 2.2500, grad_norm: 6.3933 2021-12-02 23:27:58,669 - mmaction - INFO - Epoch [10][200/1345] lr: 1.000e-02, eta: 11:25:48, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4602, top5_acc: 0.7234, loss_cls: 2.2288, loss: 2.2288, grad_norm: 6.6236 2021-12-02 23:28:13,237 - mmaction - INFO - Epoch [10][220/1345] lr: 1.000e-02, eta: 11:25:31, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4359, top5_acc: 0.7227, loss_cls: 2.1928, loss: 2.1928, grad_norm: 6.4271 2021-12-02 23:28:27,833 - mmaction - INFO - Epoch [10][240/1345] lr: 1.000e-02, eta: 11:25:15, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4555, top5_acc: 0.7250, loss_cls: 2.2236, loss: 2.2236, grad_norm: 6.2716 2021-12-02 23:28:42,435 - mmaction - INFO - Epoch [10][260/1345] lr: 1.000e-02, eta: 11:24:58, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.4711, top5_acc: 0.7336, loss_cls: 2.1805, loss: 2.1805, grad_norm: 6.2442 2021-12-02 23:28:56,980 - mmaction - INFO - Epoch [10][280/1345] lr: 1.000e-02, eta: 11:24:41, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4711, top5_acc: 0.7617, loss_cls: 2.1069, loss: 2.1069, grad_norm: 6.4923 2021-12-02 23:29:11,657 - mmaction - INFO - Epoch [10][300/1345] lr: 1.000e-02, eta: 11:24:25, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.4734, top5_acc: 0.7547, loss_cls: 2.0950, loss: 2.0950, grad_norm: 6.2827 2021-12-02 23:29:26,229 - mmaction - INFO - Epoch [10][320/1345] lr: 1.000e-02, eta: 11:24:08, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4828, top5_acc: 0.7680, loss_cls: 2.0491, loss: 2.0491, grad_norm: 6.7394 2021-12-02 23:29:40,797 - mmaction - INFO - Epoch [10][340/1345] lr: 1.000e-02, eta: 11:23:51, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4594, top5_acc: 0.7320, loss_cls: 2.2065, loss: 2.2065, grad_norm: 6.2610 2021-12-02 23:29:55,281 - mmaction - INFO - Epoch [10][360/1345] lr: 1.000e-02, eta: 11:23:34, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4758, top5_acc: 0.7391, loss_cls: 2.1627, loss: 2.1627, grad_norm: 6.1484 2021-12-02 23:30:09,796 - mmaction - INFO - Epoch [10][380/1345] lr: 1.000e-02, eta: 11:23:17, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.4695, top5_acc: 0.7594, loss_cls: 2.1166, loss: 2.1166, grad_norm: 6.6918 2021-12-02 23:30:24,402 - mmaction - INFO - Epoch [10][400/1345] lr: 1.000e-02, eta: 11:23:01, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4375, top5_acc: 0.6945, loss_cls: 2.3570, loss: 2.3570, grad_norm: 6.4898 2021-12-02 23:30:38,946 - mmaction - INFO - Epoch [10][420/1345] lr: 1.000e-02, eta: 11:22:44, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4602, top5_acc: 0.7289, loss_cls: 2.2336, loss: 2.2336, grad_norm: 6.4590 2021-12-02 23:30:53,473 - mmaction - INFO - Epoch [10][440/1345] lr: 1.000e-02, eta: 11:22:27, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4672, top5_acc: 0.7320, loss_cls: 2.1808, loss: 2.1808, grad_norm: 6.1208 2021-12-02 23:31:07,984 - mmaction - INFO - Epoch [10][460/1345] lr: 1.000e-02, eta: 11:22:10, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4414, top5_acc: 0.7234, loss_cls: 2.2933, loss: 2.2933, grad_norm: 6.3250 2021-12-02 23:31:22,491 - mmaction - INFO - Epoch [10][480/1345] lr: 1.000e-02, eta: 11:21:53, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.4336, top5_acc: 0.7242, loss_cls: 2.2526, loss: 2.2526, grad_norm: 6.4776 2021-12-02 23:31:36,996 - mmaction - INFO - Epoch [10][500/1345] lr: 1.000e-02, eta: 11:21:36, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4578, top5_acc: 0.7406, loss_cls: 2.1621, loss: 2.1621, grad_norm: 6.4430 2021-12-02 23:31:51,484 - mmaction - INFO - Epoch [10][520/1345] lr: 1.000e-02, eta: 11:21:19, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.4648, top5_acc: 0.7430, loss_cls: 2.1953, loss: 2.1953, grad_norm: 6.2361 2021-12-02 23:32:05,954 - mmaction - INFO - Epoch [10][540/1345] lr: 1.000e-02, eta: 11:21:02, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.4516, top5_acc: 0.7414, loss_cls: 2.1745, loss: 2.1745, grad_norm: 6.3133 2021-12-02 23:32:20,434 - mmaction - INFO - Epoch [10][560/1345] lr: 1.000e-02, eta: 11:20:45, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4594, top5_acc: 0.7219, loss_cls: 2.2296, loss: 2.2296, grad_norm: 6.1833 2021-12-02 23:32:34,910 - mmaction - INFO - Epoch [10][580/1345] lr: 1.000e-02, eta: 11:20:28, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4734, top5_acc: 0.7414, loss_cls: 2.1227, loss: 2.1227, grad_norm: 6.5760 2021-12-02 23:32:49,455 - mmaction - INFO - Epoch [10][600/1345] lr: 1.000e-02, eta: 11:20:11, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4719, top5_acc: 0.7453, loss_cls: 2.1620, loss: 2.1620, grad_norm: 6.1332 2021-12-02 23:33:03,979 - mmaction - INFO - Epoch [10][620/1345] lr: 1.000e-02, eta: 11:19:54, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4875, top5_acc: 0.7523, loss_cls: 2.1239, loss: 2.1239, grad_norm: 6.5038 2021-12-02 23:33:18,529 - mmaction - INFO - Epoch [10][640/1345] lr: 1.000e-02, eta: 11:19:37, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4594, top5_acc: 0.7328, loss_cls: 2.2100, loss: 2.2100, grad_norm: 6.1958 2021-12-02 23:33:33,075 - mmaction - INFO - Epoch [10][660/1345] lr: 1.000e-02, eta: 11:19:21, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4719, top5_acc: 0.7336, loss_cls: 2.1807, loss: 2.1807, grad_norm: 6.4278 2021-12-02 23:33:47,587 - mmaction - INFO - Epoch [10][680/1345] lr: 1.000e-02, eta: 11:19:04, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4586, top5_acc: 0.7430, loss_cls: 2.1788, loss: 2.1788, grad_norm: 6.4547 2021-12-02 23:34:02,124 - mmaction - INFO - Epoch [10][700/1345] lr: 1.000e-02, eta: 11:18:47, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.4523, top5_acc: 0.7391, loss_cls: 2.2294, loss: 2.2294, grad_norm: 6.3769 2021-12-02 23:34:16,728 - mmaction - INFO - Epoch [10][720/1345] lr: 1.000e-02, eta: 11:18:30, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4859, top5_acc: 0.7281, loss_cls: 2.1626, loss: 2.1626, grad_norm: 6.4089 2021-12-02 23:34:31,298 - mmaction - INFO - Epoch [10][740/1345] lr: 1.000e-02, eta: 11:18:14, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4586, top5_acc: 0.7188, loss_cls: 2.2513, loss: 2.2513, grad_norm: 6.4081 2021-12-02 23:34:45,859 - mmaction - INFO - Epoch [10][760/1345] lr: 1.000e-02, eta: 11:17:57, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4508, top5_acc: 0.7273, loss_cls: 2.2157, loss: 2.2157, grad_norm: 6.3430 2021-12-02 23:35:00,397 - mmaction - INFO - Epoch [10][780/1345] lr: 1.000e-02, eta: 11:17:40, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4828, top5_acc: 0.7633, loss_cls: 2.1210, loss: 2.1210, grad_norm: 6.5181 2021-12-02 23:35:14,980 - mmaction - INFO - Epoch [10][800/1345] lr: 1.000e-02, eta: 11:17:24, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4750, top5_acc: 0.7461, loss_cls: 2.1803, loss: 2.1803, grad_norm: 6.0529 2021-12-02 23:35:29,598 - mmaction - INFO - Epoch [10][820/1345] lr: 1.000e-02, eta: 11:17:08, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.4641, top5_acc: 0.7539, loss_cls: 2.1992, loss: 2.1992, grad_norm: 6.1334 2021-12-02 23:35:44,195 - mmaction - INFO - Epoch [10][840/1345] lr: 1.000e-02, eta: 11:16:51, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4586, top5_acc: 0.7195, loss_cls: 2.2584, loss: 2.2584, grad_norm: 6.5504 2021-12-02 23:35:58,833 - mmaction - INFO - Epoch [10][860/1345] lr: 1.000e-02, eta: 11:16:35, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4516, top5_acc: 0.7281, loss_cls: 2.2224, loss: 2.2224, grad_norm: 6.5149 2021-12-02 23:36:13,357 - mmaction - INFO - Epoch [10][880/1345] lr: 1.000e-02, eta: 11:16:18, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4633, top5_acc: 0.7445, loss_cls: 2.1700, loss: 2.1700, grad_norm: 6.4021 2021-12-02 23:36:27,935 - mmaction - INFO - Epoch [10][900/1345] lr: 1.000e-02, eta: 11:16:01, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4688, top5_acc: 0.7281, loss_cls: 2.2075, loss: 2.2075, grad_norm: 6.4310 2021-12-02 23:36:42,500 - mmaction - INFO - Epoch [10][920/1345] lr: 1.000e-02, eta: 11:15:45, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4352, top5_acc: 0.7281, loss_cls: 2.2480, loss: 2.2480, grad_norm: 6.1657 2021-12-02 23:36:57,119 - mmaction - INFO - Epoch [10][940/1345] lr: 1.000e-02, eta: 11:15:29, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4539, top5_acc: 0.7227, loss_cls: 2.1703, loss: 2.1703, grad_norm: 6.3927 2021-12-02 23:37:11,705 - mmaction - INFO - Epoch [10][960/1345] lr: 1.000e-02, eta: 11:15:12, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4711, top5_acc: 0.7508, loss_cls: 2.1010, loss: 2.1010, grad_norm: 6.5659 2021-12-02 23:37:26,339 - mmaction - INFO - Epoch [10][980/1345] lr: 1.000e-02, eta: 11:14:56, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.4570, top5_acc: 0.7633, loss_cls: 2.1467, loss: 2.1467, grad_norm: 6.3431 2021-12-02 23:37:40,901 - mmaction - INFO - Epoch [10][1000/1345] lr: 1.000e-02, eta: 11:14:39, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4891, top5_acc: 0.7492, loss_cls: 2.0786, loss: 2.0786, grad_norm: 6.4549 2021-12-02 23:37:55,512 - mmaction - INFO - Epoch [10][1020/1345] lr: 1.000e-02, eta: 11:14:23, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4781, top5_acc: 0.7484, loss_cls: 2.1460, loss: 2.1460, grad_norm: 6.1702 2021-12-02 23:38:10,105 - mmaction - INFO - Epoch [10][1040/1345] lr: 1.000e-02, eta: 11:14:06, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4750, top5_acc: 0.7539, loss_cls: 2.1186, loss: 2.1186, grad_norm: 6.3285 2021-12-02 23:38:24,685 - mmaction - INFO - Epoch [10][1060/1345] lr: 1.000e-02, eta: 11:13:50, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4516, top5_acc: 0.7047, loss_cls: 2.3128, loss: 2.3128, grad_norm: 5.9279 2021-12-02 23:38:39,238 - mmaction - INFO - Epoch [10][1080/1345] lr: 1.000e-02, eta: 11:13:33, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4500, top5_acc: 0.7461, loss_cls: 2.1551, loss: 2.1551, grad_norm: 6.4009 2021-12-02 23:38:53,879 - mmaction - INFO - Epoch [10][1100/1345] lr: 1.000e-02, eta: 11:13:17, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4641, top5_acc: 0.7391, loss_cls: 2.1502, loss: 2.1502, grad_norm: 6.0037 2021-12-02 23:39:08,503 - mmaction - INFO - Epoch [10][1120/1345] lr: 1.000e-02, eta: 11:13:01, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4648, top5_acc: 0.7406, loss_cls: 2.1514, loss: 2.1514, grad_norm: 6.4235 2021-12-02 23:39:23,031 - mmaction - INFO - Epoch [10][1140/1345] lr: 1.000e-02, eta: 11:12:44, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4570, top5_acc: 0.7391, loss_cls: 2.1766, loss: 2.1766, grad_norm: 6.5207 2021-12-02 23:39:37,533 - mmaction - INFO - Epoch [10][1160/1345] lr: 1.000e-02, eta: 11:12:27, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4852, top5_acc: 0.7391, loss_cls: 2.1345, loss: 2.1345, grad_norm: 6.5072 2021-12-02 23:39:52,133 - mmaction - INFO - Epoch [10][1180/1345] lr: 1.000e-02, eta: 11:12:11, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4602, top5_acc: 0.7258, loss_cls: 2.1979, loss: 2.1979, grad_norm: 6.6778 2021-12-02 23:40:06,831 - mmaction - INFO - Epoch [10][1200/1345] lr: 1.000e-02, eta: 11:11:55, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.4508, top5_acc: 0.7266, loss_cls: 2.2722, loss: 2.2722, grad_norm: 6.4403 2021-12-02 23:40:21,433 - mmaction - INFO - Epoch [10][1220/1345] lr: 1.000e-02, eta: 11:11:39, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4766, top5_acc: 0.7500, loss_cls: 2.0934, loss: 2.0934, grad_norm: 6.4734 2021-12-02 23:40:36,062 - mmaction - INFO - Epoch [10][1240/1345] lr: 1.000e-02, eta: 11:11:23, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4656, top5_acc: 0.7312, loss_cls: 2.1682, loss: 2.1682, grad_norm: 6.2501 2021-12-02 23:40:50,600 - mmaction - INFO - Epoch [10][1260/1345] lr: 1.000e-02, eta: 11:11:06, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.4758, top5_acc: 0.7398, loss_cls: 2.1360, loss: 2.1360, grad_norm: 6.2085 2021-12-02 23:41:05,153 - mmaction - INFO - Epoch [10][1280/1345] lr: 1.000e-02, eta: 11:10:49, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4492, top5_acc: 0.7344, loss_cls: 2.2180, loss: 2.2180, grad_norm: 6.3703 2021-12-02 23:41:19,682 - mmaction - INFO - Epoch [10][1300/1345] lr: 1.000e-02, eta: 11:10:33, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4625, top5_acc: 0.7414, loss_cls: 2.1974, loss: 2.1974, grad_norm: 6.3161 2021-12-02 23:41:34,323 - mmaction - INFO - Epoch [10][1320/1345] lr: 1.000e-02, eta: 11:10:17, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.4531, top5_acc: 0.7375, loss_cls: 2.2244, loss: 2.2244, grad_norm: 6.4638 2021-12-02 23:41:48,881 - mmaction - INFO - Epoch [10][1340/1345] lr: 1.000e-02, eta: 11:10:00, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4578, top5_acc: 0.7273, loss_cls: 2.2062, loss: 2.2062, grad_norm: 6.2653 2021-12-02 23:42:52,434 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-02 23:42:52,591 - mmaction - INFO - top1_acc 0.3217 top5_acc 0.6087 2021-12-02 23:42:52,591 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-02 23:42:52,600 - mmaction - INFO - mean_acc 0.2988 2021-12-02 23:42:52,606 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-12-02 23:42:55,297 - mmaction - INFO - Epoch(val) [10][181] top1_acc: 0.3217, top5_acc: 0.6087, mean_class_accuracy: 0.2988 2021-12-02 23:43:35,462 - mmaction - INFO - Epoch [11][20/1345] lr: 1.000e-02, eta: 11:11:07, time: 2.008, data_time: 1.288, memory: 9795, top1_acc: 0.4672, top5_acc: 0.7641, loss_cls: 2.0977, loss: 2.0977, grad_norm: 6.4599 2021-12-02 23:43:49,915 - mmaction - INFO - Epoch [11][40/1345] lr: 1.000e-02, eta: 11:10:50, time: 0.723, data_time: 0.002, memory: 9795, top1_acc: 0.4805, top5_acc: 0.7539, loss_cls: 2.0935, loss: 2.0935, grad_norm: 6.3822 2021-12-02 23:44:04,441 - mmaction - INFO - Epoch [11][60/1345] lr: 1.000e-02, eta: 11:10:33, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.4875, top5_acc: 0.7414, loss_cls: 2.0788, loss: 2.0788, grad_norm: 6.2828 2021-12-02 23:44:19,081 - mmaction - INFO - Epoch [11][80/1345] lr: 1.000e-02, eta: 11:10:17, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.4734, top5_acc: 0.7641, loss_cls: 2.0884, loss: 2.0884, grad_norm: 6.3826 2021-12-02 23:44:33,639 - mmaction - INFO - Epoch [11][100/1345] lr: 1.000e-02, eta: 11:10:01, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4992, top5_acc: 0.7625, loss_cls: 2.0558, loss: 2.0558, grad_norm: 6.4346 2021-12-02 23:44:48,233 - mmaction - INFO - Epoch [11][120/1345] lr: 1.000e-02, eta: 11:09:44, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4859, top5_acc: 0.7500, loss_cls: 2.1343, loss: 2.1343, grad_norm: 6.3841 2021-12-02 23:45:02,920 - mmaction - INFO - Epoch [11][140/1345] lr: 1.000e-02, eta: 11:09:28, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.4742, top5_acc: 0.7484, loss_cls: 2.1183, loss: 2.1183, grad_norm: 6.2579 2021-12-02 23:45:17,438 - mmaction - INFO - Epoch [11][160/1345] lr: 1.000e-02, eta: 11:09:11, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4664, top5_acc: 0.7555, loss_cls: 2.0875, loss: 2.0875, grad_norm: 6.3985 2021-12-02 23:45:32,016 - mmaction - INFO - Epoch [11][180/1345] lr: 1.000e-02, eta: 11:08:55, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4797, top5_acc: 0.7367, loss_cls: 2.1809, loss: 2.1809, grad_norm: 6.4449 2021-12-02 23:45:46,639 - mmaction - INFO - Epoch [11][200/1345] lr: 1.000e-02, eta: 11:08:38, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4898, top5_acc: 0.7484, loss_cls: 2.1026, loss: 2.1026, grad_norm: 6.2952 2021-12-02 23:46:01,201 - mmaction - INFO - Epoch [11][220/1345] lr: 1.000e-02, eta: 11:08:22, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4617, top5_acc: 0.7406, loss_cls: 2.1533, loss: 2.1533, grad_norm: 6.5391 2021-12-02 23:46:15,730 - mmaction - INFO - Epoch [11][240/1345] lr: 1.000e-02, eta: 11:08:05, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4500, top5_acc: 0.7352, loss_cls: 2.2060, loss: 2.2060, grad_norm: 6.3087 2021-12-02 23:46:30,391 - mmaction - INFO - Epoch [11][260/1345] lr: 1.000e-02, eta: 11:07:49, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.4813, top5_acc: 0.7500, loss_cls: 2.1094, loss: 2.1094, grad_norm: 6.5192 2021-12-02 23:46:44,942 - mmaction - INFO - Epoch [11][280/1345] lr: 1.000e-02, eta: 11:07:32, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4695, top5_acc: 0.7352, loss_cls: 2.1875, loss: 2.1875, grad_norm: 6.4316 2021-12-02 23:46:59,501 - mmaction - INFO - Epoch [11][300/1345] lr: 1.000e-02, eta: 11:07:16, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4805, top5_acc: 0.7492, loss_cls: 2.0629, loss: 2.0629, grad_norm: 6.2048 2021-12-02 23:47:14,002 - mmaction - INFO - Epoch [11][320/1345] lr: 1.000e-02, eta: 11:06:59, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4891, top5_acc: 0.7578, loss_cls: 2.0850, loss: 2.0850, grad_norm: 6.2398 2021-12-02 23:47:28,625 - mmaction - INFO - Epoch [11][340/1345] lr: 1.000e-02, eta: 11:06:43, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4797, top5_acc: 0.7398, loss_cls: 2.1100, loss: 2.1100, grad_norm: 6.5616 2021-12-02 23:47:43,121 - mmaction - INFO - Epoch [11][360/1345] lr: 1.000e-02, eta: 11:06:26, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4828, top5_acc: 0.7539, loss_cls: 2.0689, loss: 2.0689, grad_norm: 6.2640 2021-12-02 23:47:57,724 - mmaction - INFO - Epoch [11][380/1345] lr: 1.000e-02, eta: 11:06:10, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.4766, top5_acc: 0.7484, loss_cls: 2.1566, loss: 2.1566, grad_norm: 6.6128 2021-12-02 23:48:12,276 - mmaction - INFO - Epoch [11][400/1345] lr: 1.000e-02, eta: 11:05:53, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4727, top5_acc: 0.7617, loss_cls: 2.0733, loss: 2.0733, grad_norm: 6.5251 2021-12-02 23:48:26,793 - mmaction - INFO - Epoch [11][420/1345] lr: 1.000e-02, eta: 11:05:36, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4898, top5_acc: 0.7500, loss_cls: 2.0937, loss: 2.0937, grad_norm: 6.0417 2021-12-02 23:48:41,351 - mmaction - INFO - Epoch [11][440/1345] lr: 1.000e-02, eta: 11:05:20, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4805, top5_acc: 0.7422, loss_cls: 2.1418, loss: 2.1418, grad_norm: 6.2424 2021-12-02 23:48:55,857 - mmaction - INFO - Epoch [11][460/1345] lr: 1.000e-02, eta: 11:05:03, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4758, top5_acc: 0.7602, loss_cls: 2.1144, loss: 2.1144, grad_norm: 6.4292 2021-12-02 23:49:10,409 - mmaction - INFO - Epoch [11][480/1345] lr: 1.000e-02, eta: 11:04:47, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4789, top5_acc: 0.7500, loss_cls: 2.1313, loss: 2.1313, grad_norm: 6.2072 2021-12-02 23:49:24,948 - mmaction - INFO - Epoch [11][500/1345] lr: 1.000e-02, eta: 11:04:30, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4852, top5_acc: 0.7469, loss_cls: 2.1448, loss: 2.1448, grad_norm: 6.4381 2021-12-02 23:49:39,530 - mmaction - INFO - Epoch [11][520/1345] lr: 1.000e-02, eta: 11:04:14, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4781, top5_acc: 0.7453, loss_cls: 2.1264, loss: 2.1264, grad_norm: 6.2289 2021-12-02 23:49:54,145 - mmaction - INFO - Epoch [11][540/1345] lr: 1.000e-02, eta: 11:03:57, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.4773, top5_acc: 0.7336, loss_cls: 2.1823, loss: 2.1823, grad_norm: 6.5310 2021-12-02 23:50:08,696 - mmaction - INFO - Epoch [11][560/1345] lr: 1.000e-02, eta: 11:03:41, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4695, top5_acc: 0.7477, loss_cls: 2.1447, loss: 2.1447, grad_norm: 6.4027 2021-12-02 23:50:23,189 - mmaction - INFO - Epoch [11][580/1345] lr: 1.000e-02, eta: 11:03:24, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4836, top5_acc: 0.7500, loss_cls: 2.1571, loss: 2.1571, grad_norm: 6.5045 2021-12-02 23:50:37,728 - mmaction - INFO - Epoch [11][600/1345] lr: 1.000e-02, eta: 11:03:07, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4641, top5_acc: 0.7367, loss_cls: 2.1811, loss: 2.1811, grad_norm: 6.4265 2021-12-02 23:50:52,247 - mmaction - INFO - Epoch [11][620/1345] lr: 1.000e-02, eta: 11:02:51, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.4773, top5_acc: 0.7523, loss_cls: 2.1235, loss: 2.1235, grad_norm: 6.7162 2021-12-02 23:51:06,737 - mmaction - INFO - Epoch [11][640/1345] lr: 1.000e-02, eta: 11:02:34, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4922, top5_acc: 0.7656, loss_cls: 2.0830, loss: 2.0830, grad_norm: 6.4651 2021-12-02 23:51:21,282 - mmaction - INFO - Epoch [11][660/1345] lr: 1.000e-02, eta: 11:02:18, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4875, top5_acc: 0.7469, loss_cls: 2.1217, loss: 2.1217, grad_norm: 6.6850 2021-12-02 23:51:35,834 - mmaction - INFO - Epoch [11][680/1345] lr: 1.000e-02, eta: 11:02:01, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4742, top5_acc: 0.7484, loss_cls: 2.1467, loss: 2.1467, grad_norm: 6.3293 2021-12-02 23:51:50,355 - mmaction - INFO - Epoch [11][700/1345] lr: 1.000e-02, eta: 11:01:45, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.4719, top5_acc: 0.7508, loss_cls: 2.1302, loss: 2.1302, grad_norm: 6.3858 2021-12-02 23:52:04,856 - mmaction - INFO - Epoch [11][720/1345] lr: 1.000e-02, eta: 11:01:28, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4828, top5_acc: 0.7391, loss_cls: 2.0990, loss: 2.0990, grad_norm: 6.3211 2021-12-02 23:52:19,347 - mmaction - INFO - Epoch [11][740/1345] lr: 1.000e-02, eta: 11:01:11, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4516, top5_acc: 0.7289, loss_cls: 2.2000, loss: 2.2000, grad_norm: 6.5809 2021-12-02 23:52:33,825 - mmaction - INFO - Epoch [11][760/1345] lr: 1.000e-02, eta: 11:00:55, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4734, top5_acc: 0.7453, loss_cls: 2.1250, loss: 2.1250, grad_norm: 6.2074 2021-12-02 23:52:48,353 - mmaction - INFO - Epoch [11][780/1345] lr: 1.000e-02, eta: 11:00:38, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.5047, top5_acc: 0.7695, loss_cls: 2.0060, loss: 2.0060, grad_norm: 6.3413 2021-12-02 23:53:02,984 - mmaction - INFO - Epoch [11][800/1345] lr: 1.000e-02, eta: 11:00:22, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4945, top5_acc: 0.7508, loss_cls: 2.1280, loss: 2.1280, grad_norm: 6.1540 2021-12-02 23:53:17,452 - mmaction - INFO - Epoch [11][820/1345] lr: 1.000e-02, eta: 11:00:05, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.4898, top5_acc: 0.7523, loss_cls: 2.0476, loss: 2.0476, grad_norm: 6.2753 2021-12-02 23:53:31,949 - mmaction - INFO - Epoch [11][840/1345] lr: 1.000e-02, eta: 10:59:48, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.5023, top5_acc: 0.7656, loss_cls: 2.0434, loss: 2.0434, grad_norm: 6.3918 2021-12-02 23:53:46,435 - mmaction - INFO - Epoch [11][860/1345] lr: 1.000e-02, eta: 10:59:32, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.5047, top5_acc: 0.7664, loss_cls: 2.0221, loss: 2.0221, grad_norm: 6.3329 2021-12-02 23:54:00,973 - mmaction - INFO - Epoch [11][880/1345] lr: 1.000e-02, eta: 10:59:15, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.4789, top5_acc: 0.7578, loss_cls: 2.0554, loss: 2.0554, grad_norm: 6.9536 2021-12-02 23:54:15,509 - mmaction - INFO - Epoch [11][900/1345] lr: 1.000e-02, eta: 10:58:59, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4766, top5_acc: 0.7430, loss_cls: 2.1509, loss: 2.1509, grad_norm: 6.4556 2021-12-02 23:54:30,067 - mmaction - INFO - Epoch [11][920/1345] lr: 1.000e-02, eta: 10:58:42, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4477, top5_acc: 0.7242, loss_cls: 2.2268, loss: 2.2268, grad_norm: 6.3441 2021-12-02 23:54:44,583 - mmaction - INFO - Epoch [11][940/1345] lr: 1.000e-02, eta: 10:58:26, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4453, top5_acc: 0.7305, loss_cls: 2.2153, loss: 2.2153, grad_norm: 6.5416 2021-12-02 23:54:59,150 - mmaction - INFO - Epoch [11][960/1345] lr: 1.000e-02, eta: 10:58:10, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4398, top5_acc: 0.7320, loss_cls: 2.2448, loss: 2.2448, grad_norm: 6.2837 2021-12-02 23:55:13,701 - mmaction - INFO - Epoch [11][980/1345] lr: 1.000e-02, eta: 10:57:53, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5039, top5_acc: 0.7672, loss_cls: 1.9837, loss: 1.9837, grad_norm: 6.2072 2021-12-02 23:55:28,213 - mmaction - INFO - Epoch [11][1000/1345] lr: 1.000e-02, eta: 10:57:37, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4813, top5_acc: 0.7539, loss_cls: 2.0619, loss: 2.0619, grad_norm: 6.2322 2021-12-02 23:55:42,749 - mmaction - INFO - Epoch [11][1020/1345] lr: 1.000e-02, eta: 10:57:20, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4836, top5_acc: 0.7492, loss_cls: 2.1171, loss: 2.1171, grad_norm: 6.3200 2021-12-02 23:55:57,291 - mmaction - INFO - Epoch [11][1040/1345] lr: 1.000e-02, eta: 10:57:04, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4797, top5_acc: 0.7617, loss_cls: 2.1254, loss: 2.1254, grad_norm: 6.2272 2021-12-02 23:56:11,844 - mmaction - INFO - Epoch [11][1060/1345] lr: 1.000e-02, eta: 10:56:47, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4602, top5_acc: 0.7242, loss_cls: 2.2369, loss: 2.2369, grad_norm: 6.5760 2021-12-02 23:56:26,428 - mmaction - INFO - Epoch [11][1080/1345] lr: 1.000e-02, eta: 10:56:31, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4797, top5_acc: 0.7594, loss_cls: 2.0701, loss: 2.0701, grad_norm: 6.3251 2021-12-02 23:56:40,987 - mmaction - INFO - Epoch [11][1100/1345] lr: 1.000e-02, eta: 10:56:15, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4703, top5_acc: 0.7531, loss_cls: 2.1169, loss: 2.1169, grad_norm: 6.4525 2021-12-02 23:56:55,467 - mmaction - INFO - Epoch [11][1120/1345] lr: 1.000e-02, eta: 10:55:58, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.4883, top5_acc: 0.7484, loss_cls: 2.1023, loss: 2.1023, grad_norm: 6.6033 2021-12-02 23:57:10,106 - mmaction - INFO - Epoch [11][1140/1345] lr: 1.000e-02, eta: 10:55:42, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4648, top5_acc: 0.7398, loss_cls: 2.1670, loss: 2.1670, grad_norm: 6.5162 2021-12-02 23:57:24,626 - mmaction - INFO - Epoch [11][1160/1345] lr: 1.000e-02, eta: 10:55:26, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4641, top5_acc: 0.7320, loss_cls: 2.2414, loss: 2.2414, grad_norm: 6.4770 2021-12-02 23:57:39,149 - mmaction - INFO - Epoch [11][1180/1345] lr: 1.000e-02, eta: 10:55:09, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4531, top5_acc: 0.7234, loss_cls: 2.2686, loss: 2.2686, grad_norm: 6.3403 2021-12-02 23:57:53,638 - mmaction - INFO - Epoch [11][1200/1345] lr: 1.000e-02, eta: 10:54:53, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4555, top5_acc: 0.7188, loss_cls: 2.2426, loss: 2.2426, grad_norm: 6.2051 2021-12-02 23:58:08,300 - mmaction - INFO - Epoch [11][1220/1345] lr: 1.000e-02, eta: 10:54:37, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.4313, top5_acc: 0.7320, loss_cls: 2.2442, loss: 2.2442, grad_norm: 6.1460 2021-12-02 23:58:22,861 - mmaction - INFO - Epoch [11][1240/1345] lr: 1.000e-02, eta: 10:54:20, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4484, top5_acc: 0.7391, loss_cls: 2.2332, loss: 2.2332, grad_norm: 6.4172 2021-12-02 23:58:37,434 - mmaction - INFO - Epoch [11][1260/1345] lr: 1.000e-02, eta: 10:54:04, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4578, top5_acc: 0.7242, loss_cls: 2.2499, loss: 2.2499, grad_norm: 6.3649 2021-12-02 23:58:52,051 - mmaction - INFO - Epoch [11][1280/1345] lr: 1.000e-02, eta: 10:53:48, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.4492, top5_acc: 0.7344, loss_cls: 2.2328, loss: 2.2328, grad_norm: 6.3104 2021-12-02 23:59:06,580 - mmaction - INFO - Epoch [11][1300/1345] lr: 1.000e-02, eta: 10:53:32, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4742, top5_acc: 0.7328, loss_cls: 2.1908, loss: 2.1908, grad_norm: 6.1742 2021-12-02 23:59:21,185 - mmaction - INFO - Epoch [11][1320/1345] lr: 1.000e-02, eta: 10:53:16, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4656, top5_acc: 0.7383, loss_cls: 2.1825, loss: 2.1825, grad_norm: 6.2691 2021-12-02 23:59:35,731 - mmaction - INFO - Epoch [11][1340/1345] lr: 1.000e-02, eta: 10:52:59, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4727, top5_acc: 0.7414, loss_cls: 2.1179, loss: 2.1179, grad_norm: 6.2057 2021-12-02 23:59:39,287 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-12-03 00:00:22,301 - mmaction - INFO - Epoch [12][20/1345] lr: 1.000e-02, eta: 10:54:01, time: 2.067, data_time: 1.343, memory: 9795, top1_acc: 0.4766, top5_acc: 0.7508, loss_cls: 2.1177, loss: 2.1177, grad_norm: 6.3588 2021-12-03 00:00:36,763 - mmaction - INFO - Epoch [12][40/1345] lr: 1.000e-02, eta: 10:53:44, time: 0.723, data_time: 0.001, memory: 9795, top1_acc: 0.4883, top5_acc: 0.7508, loss_cls: 2.0996, loss: 2.0996, grad_norm: 6.5809 2021-12-03 00:00:51,235 - mmaction - INFO - Epoch [12][60/1345] lr: 1.000e-02, eta: 10:53:27, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.4852, top5_acc: 0.7547, loss_cls: 2.0935, loss: 2.0935, grad_norm: 6.6844 2021-12-03 00:01:05,707 - mmaction - INFO - Epoch [12][80/1345] lr: 1.000e-02, eta: 10:53:11, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.4891, top5_acc: 0.7516, loss_cls: 2.1011, loss: 2.1011, grad_norm: 6.2150 2021-12-03 00:01:20,246 - mmaction - INFO - Epoch [12][100/1345] lr: 1.000e-02, eta: 10:52:54, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.4719, top5_acc: 0.7438, loss_cls: 2.1468, loss: 2.1468, grad_norm: 6.2899 2021-12-03 00:01:34,793 - mmaction - INFO - Epoch [12][120/1345] lr: 1.000e-02, eta: 10:52:38, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5062, top5_acc: 0.7703, loss_cls: 1.9777, loss: 1.9777, grad_norm: 6.2349 2021-12-03 00:01:49,353 - mmaction - INFO - Epoch [12][140/1345] lr: 1.000e-02, eta: 10:52:21, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4953, top5_acc: 0.7766, loss_cls: 1.9723, loss: 1.9723, grad_norm: 6.7056 2021-12-03 00:02:03,941 - mmaction - INFO - Epoch [12][160/1345] lr: 1.000e-02, eta: 10:52:05, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.4484, top5_acc: 0.7305, loss_cls: 2.2008, loss: 2.2008, grad_norm: 6.2912 2021-12-03 00:02:18,486 - mmaction - INFO - Epoch [12][180/1345] lr: 1.000e-02, eta: 10:51:49, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4758, top5_acc: 0.7516, loss_cls: 2.1006, loss: 2.1006, grad_norm: 6.5403 2021-12-03 00:02:32,988 - mmaction - INFO - Epoch [12][200/1345] lr: 1.000e-02, eta: 10:51:32, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.5008, top5_acc: 0.7641, loss_cls: 2.0326, loss: 2.0326, grad_norm: 6.0656 2021-12-03 00:02:47,545 - mmaction - INFO - Epoch [12][220/1345] lr: 1.000e-02, eta: 10:51:16, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4820, top5_acc: 0.7625, loss_cls: 2.0523, loss: 2.0523, grad_norm: 6.6189 2021-12-03 00:03:02,108 - mmaction - INFO - Epoch [12][240/1345] lr: 1.000e-02, eta: 10:50:59, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4859, top5_acc: 0.7578, loss_cls: 2.0619, loss: 2.0619, grad_norm: 6.4209 2021-12-03 00:03:16,584 - mmaction - INFO - Epoch [12][260/1345] lr: 1.000e-02, eta: 10:50:43, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4844, top5_acc: 0.7516, loss_cls: 2.0820, loss: 2.0820, grad_norm: 6.3687 2021-12-03 00:03:31,108 - mmaction - INFO - Epoch [12][280/1345] lr: 1.000e-02, eta: 10:50:26, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4945, top5_acc: 0.7469, loss_cls: 2.0654, loss: 2.0654, grad_norm: 6.2831 2021-12-03 00:03:45,664 - mmaction - INFO - Epoch [12][300/1345] lr: 1.000e-02, eta: 10:50:10, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4820, top5_acc: 0.7469, loss_cls: 2.0784, loss: 2.0784, grad_norm: 6.5892 2021-12-03 00:04:00,159 - mmaction - INFO - Epoch [12][320/1345] lr: 1.000e-02, eta: 10:49:53, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4938, top5_acc: 0.7594, loss_cls: 2.0750, loss: 2.0750, grad_norm: 6.4574 2021-12-03 00:04:14,760 - mmaction - INFO - Epoch [12][340/1345] lr: 1.000e-02, eta: 10:49:37, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.4813, top5_acc: 0.7625, loss_cls: 2.0027, loss: 2.0027, grad_norm: 6.7969 2021-12-03 00:04:29,253 - mmaction - INFO - Epoch [12][360/1345] lr: 1.000e-02, eta: 10:49:21, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4797, top5_acc: 0.7453, loss_cls: 2.1209, loss: 2.1209, grad_norm: 6.2163 2021-12-03 00:04:43,764 - mmaction - INFO - Epoch [12][380/1345] lr: 1.000e-02, eta: 10:49:04, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4797, top5_acc: 0.7492, loss_cls: 2.1281, loss: 2.1281, grad_norm: 6.2246 2021-12-03 00:04:58,289 - mmaction - INFO - Epoch [12][400/1345] lr: 1.000e-02, eta: 10:48:48, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4508, top5_acc: 0.7344, loss_cls: 2.2403, loss: 2.2403, grad_norm: 6.2479 2021-12-03 00:05:12,766 - mmaction - INFO - Epoch [12][420/1345] lr: 1.000e-02, eta: 10:48:31, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.4844, top5_acc: 0.7523, loss_cls: 2.0823, loss: 2.0823, grad_norm: 6.3205 2021-12-03 00:05:27,243 - mmaction - INFO - Epoch [12][440/1345] lr: 1.000e-02, eta: 10:48:14, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4898, top5_acc: 0.7594, loss_cls: 2.0775, loss: 2.0775, grad_norm: 6.4270 2021-12-03 00:05:41,789 - mmaction - INFO - Epoch [12][460/1345] lr: 1.000e-02, eta: 10:47:58, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4977, top5_acc: 0.7578, loss_cls: 2.0131, loss: 2.0131, grad_norm: 6.4808 2021-12-03 00:05:56,338 - mmaction - INFO - Epoch [12][480/1345] lr: 1.000e-02, eta: 10:47:42, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4852, top5_acc: 0.7547, loss_cls: 2.0768, loss: 2.0768, grad_norm: 6.5598 2021-12-03 00:06:10,870 - mmaction - INFO - Epoch [12][500/1345] lr: 1.000e-02, eta: 10:47:25, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.5078, top5_acc: 0.7742, loss_cls: 2.0115, loss: 2.0115, grad_norm: 6.3935 2021-12-03 00:06:25,408 - mmaction - INFO - Epoch [12][520/1345] lr: 1.000e-02, eta: 10:47:09, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4797, top5_acc: 0.7664, loss_cls: 2.0928, loss: 2.0928, grad_norm: 6.6262 2021-12-03 00:06:39,951 - mmaction - INFO - Epoch [12][540/1345] lr: 1.000e-02, eta: 10:46:53, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4859, top5_acc: 0.7531, loss_cls: 2.1088, loss: 2.1088, grad_norm: 6.1952 2021-12-03 00:06:54,433 - mmaction - INFO - Epoch [12][560/1345] lr: 1.000e-02, eta: 10:46:36, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.4742, top5_acc: 0.7492, loss_cls: 2.0847, loss: 2.0847, grad_norm: 6.5945 2021-12-03 00:07:08,979 - mmaction - INFO - Epoch [12][580/1345] lr: 1.000e-02, eta: 10:46:20, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4875, top5_acc: 0.7617, loss_cls: 2.0870, loss: 2.0870, grad_norm: 6.2594 2021-12-03 00:07:23,495 - mmaction - INFO - Epoch [12][600/1345] lr: 1.000e-02, eta: 10:46:03, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4789, top5_acc: 0.7625, loss_cls: 2.1000, loss: 2.1000, grad_norm: 6.7557 2021-12-03 00:07:37,991 - mmaction - INFO - Epoch [12][620/1345] lr: 1.000e-02, eta: 10:45:47, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4859, top5_acc: 0.7633, loss_cls: 2.0711, loss: 2.0711, grad_norm: 6.5440 2021-12-03 00:07:52,527 - mmaction - INFO - Epoch [12][640/1345] lr: 1.000e-02, eta: 10:45:31, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4727, top5_acc: 0.7625, loss_cls: 2.0949, loss: 2.0949, grad_norm: 6.5813 2021-12-03 00:08:07,101 - mmaction - INFO - Epoch [12][660/1345] lr: 1.000e-02, eta: 10:45:14, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4711, top5_acc: 0.7320, loss_cls: 2.1452, loss: 2.1452, grad_norm: 6.3670 2021-12-03 00:08:21,640 - mmaction - INFO - Epoch [12][680/1345] lr: 1.000e-02, eta: 10:44:58, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4859, top5_acc: 0.7484, loss_cls: 2.0871, loss: 2.0871, grad_norm: 6.2312 2021-12-03 00:08:36,140 - mmaction - INFO - Epoch [12][700/1345] lr: 1.000e-02, eta: 10:44:42, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4719, top5_acc: 0.7547, loss_cls: 2.1115, loss: 2.1115, grad_norm: 6.5378 2021-12-03 00:08:50,680 - mmaction - INFO - Epoch [12][720/1345] lr: 1.000e-02, eta: 10:44:25, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4633, top5_acc: 0.7195, loss_cls: 2.1832, loss: 2.1832, grad_norm: 6.4929 2021-12-03 00:09:05,268 - mmaction - INFO - Epoch [12][740/1345] lr: 1.000e-02, eta: 10:44:09, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4906, top5_acc: 0.7531, loss_cls: 2.1265, loss: 2.1265, grad_norm: 6.6421 2021-12-03 00:09:19,818 - mmaction - INFO - Epoch [12][760/1345] lr: 1.000e-02, eta: 10:43:53, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4727, top5_acc: 0.7344, loss_cls: 2.1387, loss: 2.1387, grad_norm: 6.5867 2021-12-03 00:09:34,425 - mmaction - INFO - Epoch [12][780/1345] lr: 1.000e-02, eta: 10:43:37, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4656, top5_acc: 0.7492, loss_cls: 2.1429, loss: 2.1429, grad_norm: 6.0236 2021-12-03 00:09:49,059 - mmaction - INFO - Epoch [12][800/1345] lr: 1.000e-02, eta: 10:43:21, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4594, top5_acc: 0.7547, loss_cls: 2.1258, loss: 2.1258, grad_norm: 6.4973 2021-12-03 00:10:03,770 - mmaction - INFO - Epoch [12][820/1345] lr: 1.000e-02, eta: 10:43:05, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.4875, top5_acc: 0.7406, loss_cls: 2.1624, loss: 2.1624, grad_norm: 6.2279 2021-12-03 00:10:18,384 - mmaction - INFO - Epoch [12][840/1345] lr: 1.000e-02, eta: 10:42:49, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4797, top5_acc: 0.7516, loss_cls: 2.0840, loss: 2.0840, grad_norm: 6.4351 2021-12-03 00:10:33,019 - mmaction - INFO - Epoch [12][860/1345] lr: 1.000e-02, eta: 10:42:33, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4844, top5_acc: 0.7570, loss_cls: 2.0597, loss: 2.0597, grad_norm: 6.3222 2021-12-03 00:10:47,577 - mmaction - INFO - Epoch [12][880/1345] lr: 1.000e-02, eta: 10:42:17, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4992, top5_acc: 0.7703, loss_cls: 2.0035, loss: 2.0035, grad_norm: 6.3634 2021-12-03 00:11:02,229 - mmaction - INFO - Epoch [12][900/1345] lr: 1.000e-02, eta: 10:42:01, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4617, top5_acc: 0.7602, loss_cls: 2.1305, loss: 2.1305, grad_norm: 6.4362 2021-12-03 00:11:16,916 - mmaction - INFO - Epoch [12][920/1345] lr: 1.000e-02, eta: 10:41:45, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.4922, top5_acc: 0.7672, loss_cls: 2.0406, loss: 2.0406, grad_norm: 6.4440 2021-12-03 00:11:31,529 - mmaction - INFO - Epoch [12][940/1345] lr: 1.000e-02, eta: 10:41:29, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.4773, top5_acc: 0.7508, loss_cls: 2.0564, loss: 2.0564, grad_norm: 6.2512 2021-12-03 00:11:46,192 - mmaction - INFO - Epoch [12][960/1345] lr: 1.000e-02, eta: 10:41:13, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.4641, top5_acc: 0.7383, loss_cls: 2.1583, loss: 2.1583, grad_norm: 6.3278 2021-12-03 00:12:00,824 - mmaction - INFO - Epoch [12][980/1345] lr: 1.000e-02, eta: 10:40:57, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4898, top5_acc: 0.7469, loss_cls: 2.1007, loss: 2.1007, grad_norm: 6.2908 2021-12-03 00:12:15,486 - mmaction - INFO - Epoch [12][1000/1345] lr: 1.000e-02, eta: 10:40:41, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.4594, top5_acc: 0.7531, loss_cls: 2.1310, loss: 2.1310, grad_norm: 6.3538 2021-12-03 00:12:30,196 - mmaction - INFO - Epoch [12][1020/1345] lr: 1.000e-02, eta: 10:40:26, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.4742, top5_acc: 0.7375, loss_cls: 2.0977, loss: 2.0977, grad_norm: 6.3106 2021-12-03 00:12:44,740 - mmaction - INFO - Epoch [12][1040/1345] lr: 1.000e-02, eta: 10:40:10, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4844, top5_acc: 0.7383, loss_cls: 2.1034, loss: 2.1034, grad_norm: 6.3875 2021-12-03 00:12:59,512 - mmaction - INFO - Epoch [12][1060/1345] lr: 1.000e-02, eta: 10:39:54, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.4844, top5_acc: 0.7617, loss_cls: 2.0648, loss: 2.0648, grad_norm: 6.4044 2021-12-03 00:13:14,225 - mmaction - INFO - Epoch [12][1080/1345] lr: 1.000e-02, eta: 10:39:38, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.4680, top5_acc: 0.7430, loss_cls: 2.2070, loss: 2.2070, grad_norm: 6.3492 2021-12-03 00:13:28,865 - mmaction - INFO - Epoch [12][1100/1345] lr: 1.000e-02, eta: 10:39:22, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4828, top5_acc: 0.7312, loss_cls: 2.1351, loss: 2.1351, grad_norm: 6.5162 2021-12-03 00:13:43,426 - mmaction - INFO - Epoch [12][1120/1345] lr: 1.000e-02, eta: 10:39:06, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4742, top5_acc: 0.7375, loss_cls: 2.1554, loss: 2.1554, grad_norm: 6.6672 2021-12-03 00:13:58,127 - mmaction - INFO - Epoch [12][1140/1345] lr: 1.000e-02, eta: 10:38:51, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.4750, top5_acc: 0.7477, loss_cls: 2.1314, loss: 2.1314, grad_norm: 6.5734 2021-12-03 00:14:12,675 - mmaction - INFO - Epoch [12][1160/1345] lr: 1.000e-02, eta: 10:38:34, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4664, top5_acc: 0.7180, loss_cls: 2.2035, loss: 2.2035, grad_norm: 6.2242 2021-12-03 00:14:27,252 - mmaction - INFO - Epoch [12][1180/1345] lr: 1.000e-02, eta: 10:38:18, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.4742, top5_acc: 0.7359, loss_cls: 2.2113, loss: 2.2113, grad_norm: 6.4034 2021-12-03 00:14:41,897 - mmaction - INFO - Epoch [12][1200/1345] lr: 1.000e-02, eta: 10:38:02, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4734, top5_acc: 0.7352, loss_cls: 2.1091, loss: 2.1091, grad_norm: 6.4128 2021-12-03 00:14:56,527 - mmaction - INFO - Epoch [12][1220/1345] lr: 1.000e-02, eta: 10:37:46, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4891, top5_acc: 0.7680, loss_cls: 2.0570, loss: 2.0570, grad_norm: 6.5745 2021-12-03 00:15:11,067 - mmaction - INFO - Epoch [12][1240/1345] lr: 1.000e-02, eta: 10:37:30, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.4813, top5_acc: 0.7438, loss_cls: 2.1182, loss: 2.1182, grad_norm: 6.3196 2021-12-03 00:15:25,631 - mmaction - INFO - Epoch [12][1260/1345] lr: 1.000e-02, eta: 10:37:14, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4742, top5_acc: 0.7359, loss_cls: 2.1732, loss: 2.1732, grad_norm: 6.3261 2021-12-03 00:15:40,250 - mmaction - INFO - Epoch [12][1280/1345] lr: 1.000e-02, eta: 10:36:58, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4898, top5_acc: 0.7500, loss_cls: 2.0848, loss: 2.0848, grad_norm: 6.3777 2021-12-03 00:15:54,888 - mmaction - INFO - Epoch [12][1300/1345] lr: 1.000e-02, eta: 10:36:42, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4859, top5_acc: 0.7406, loss_cls: 2.1074, loss: 2.1074, grad_norm: 6.4501 2021-12-03 00:16:09,625 - mmaction - INFO - Epoch [12][1320/1345] lr: 1.000e-02, eta: 10:36:27, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.4711, top5_acc: 0.7516, loss_cls: 2.1154, loss: 2.1154, grad_norm: 6.3481 2021-12-03 00:16:24,286 - mmaction - INFO - Epoch [12][1340/1345] lr: 1.000e-02, eta: 10:36:11, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.5133, top5_acc: 0.7664, loss_cls: 2.0138, loss: 2.0138, grad_norm: 6.4543 2021-12-03 00:17:28,707 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 00:17:28,860 - mmaction - INFO - top1_acc 0.3288 top5_acc 0.6242 2021-12-03 00:17:28,860 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 00:17:28,870 - mmaction - INFO - mean_acc 0.3011 2021-12-03 00:17:30,441 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2021-12-03 00:17:30,442 - mmaction - INFO - Best top1_acc is 0.3288 at 12 epoch. 2021-12-03 00:17:30,447 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-12-03 00:17:33,430 - mmaction - INFO - Epoch(val) [12][181] top1_acc: 0.3288, top5_acc: 0.6242, mean_class_accuracy: 0.3011 2021-12-03 00:18:13,790 - mmaction - INFO - Epoch [13][20/1345] lr: 1.000e-02, eta: 10:37:01, time: 2.017, data_time: 1.296, memory: 9795, top1_acc: 0.4820, top5_acc: 0.7602, loss_cls: 2.0734, loss: 2.0734, grad_norm: 6.3652 2021-12-03 00:18:28,252 - mmaction - INFO - Epoch [13][40/1345] lr: 1.000e-02, eta: 10:36:44, time: 0.723, data_time: 0.002, memory: 9795, top1_acc: 0.5109, top5_acc: 0.7688, loss_cls: 2.0045, loss: 2.0045, grad_norm: 6.4008 2021-12-03 00:18:42,722 - mmaction - INFO - Epoch [13][60/1345] lr: 1.000e-02, eta: 10:36:28, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.5117, top5_acc: 0.7852, loss_cls: 1.9628, loss: 1.9628, grad_norm: 6.5413 2021-12-03 00:18:57,179 - mmaction - INFO - Epoch [13][80/1345] lr: 1.000e-02, eta: 10:36:11, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.4766, top5_acc: 0.7508, loss_cls: 2.1217, loss: 2.1217, grad_norm: 6.6437 2021-12-03 00:19:11,710 - mmaction - INFO - Epoch [13][100/1345] lr: 1.000e-02, eta: 10:35:55, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.5055, top5_acc: 0.7727, loss_cls: 1.9944, loss: 1.9944, grad_norm: 6.3007 2021-12-03 00:19:26,246 - mmaction - INFO - Epoch [13][120/1345] lr: 1.000e-02, eta: 10:35:39, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4867, top5_acc: 0.7336, loss_cls: 2.1040, loss: 2.1040, grad_norm: 6.1822 2021-12-03 00:19:40,842 - mmaction - INFO - Epoch [13][140/1345] lr: 1.000e-02, eta: 10:35:23, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5039, top5_acc: 0.7664, loss_cls: 1.9966, loss: 1.9966, grad_norm: 6.1154 2021-12-03 00:19:55,414 - mmaction - INFO - Epoch [13][160/1345] lr: 1.000e-02, eta: 10:35:06, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4945, top5_acc: 0.7633, loss_cls: 2.0027, loss: 2.0027, grad_norm: 6.6306 2021-12-03 00:20:09,993 - mmaction - INFO - Epoch [13][180/1345] lr: 1.000e-02, eta: 10:34:50, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4641, top5_acc: 0.7398, loss_cls: 2.1464, loss: 2.1464, grad_norm: 6.5641 2021-12-03 00:20:24,531 - mmaction - INFO - Epoch [13][200/1345] lr: 1.000e-02, eta: 10:34:34, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4820, top5_acc: 0.7617, loss_cls: 2.0708, loss: 2.0708, grad_norm: 6.1402 2021-12-03 00:20:39,064 - mmaction - INFO - Epoch [13][220/1345] lr: 1.000e-02, eta: 10:34:18, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4875, top5_acc: 0.7477, loss_cls: 2.0679, loss: 2.0679, grad_norm: 6.5255 2021-12-03 00:20:53,660 - mmaction - INFO - Epoch [13][240/1345] lr: 1.000e-02, eta: 10:34:02, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5094, top5_acc: 0.7609, loss_cls: 2.0173, loss: 2.0173, grad_norm: 6.5517 2021-12-03 00:21:08,238 - mmaction - INFO - Epoch [13][260/1345] lr: 1.000e-02, eta: 10:33:45, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4891, top5_acc: 0.7594, loss_cls: 2.0407, loss: 2.0407, grad_norm: 6.8316 2021-12-03 00:21:22,799 - mmaction - INFO - Epoch [13][280/1345] lr: 1.000e-02, eta: 10:33:29, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4992, top5_acc: 0.7625, loss_cls: 2.0265, loss: 2.0265, grad_norm: 6.0710 2021-12-03 00:21:37,425 - mmaction - INFO - Epoch [13][300/1345] lr: 1.000e-02, eta: 10:33:13, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4906, top5_acc: 0.7633, loss_cls: 2.0244, loss: 2.0244, grad_norm: 6.3544 2021-12-03 00:21:52,000 - mmaction - INFO - Epoch [13][320/1345] lr: 1.000e-02, eta: 10:32:57, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4695, top5_acc: 0.7422, loss_cls: 2.1645, loss: 2.1645, grad_norm: 6.4642 2021-12-03 00:22:06,522 - mmaction - INFO - Epoch [13][340/1345] lr: 1.000e-02, eta: 10:32:41, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4844, top5_acc: 0.7500, loss_cls: 2.0781, loss: 2.0781, grad_norm: 6.5433 2021-12-03 00:22:21,131 - mmaction - INFO - Epoch [13][360/1345] lr: 1.000e-02, eta: 10:32:25, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.5008, top5_acc: 0.7672, loss_cls: 2.0291, loss: 2.0291, grad_norm: 6.5701 2021-12-03 00:22:35,714 - mmaction - INFO - Epoch [13][380/1345] lr: 1.000e-02, eta: 10:32:09, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4977, top5_acc: 0.7656, loss_cls: 2.0034, loss: 2.0034, grad_norm: 6.4142 2021-12-03 00:22:50,262 - mmaction - INFO - Epoch [13][400/1345] lr: 1.000e-02, eta: 10:31:53, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.5008, top5_acc: 0.7789, loss_cls: 2.0343, loss: 2.0343, grad_norm: 6.3561 2021-12-03 00:23:04,958 - mmaction - INFO - Epoch [13][420/1345] lr: 1.000e-02, eta: 10:31:37, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.4891, top5_acc: 0.7719, loss_cls: 2.0448, loss: 2.0448, grad_norm: 6.2657 2021-12-03 00:23:19,511 - mmaction - INFO - Epoch [13][440/1345] lr: 1.000e-02, eta: 10:31:21, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5055, top5_acc: 0.7609, loss_cls: 2.0474, loss: 2.0474, grad_norm: 6.1985 2021-12-03 00:23:34,072 - mmaction - INFO - Epoch [13][460/1345] lr: 1.000e-02, eta: 10:31:05, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4984, top5_acc: 0.7570, loss_cls: 2.0588, loss: 2.0588, grad_norm: 6.4151 2021-12-03 00:23:48,632 - mmaction - INFO - Epoch [13][480/1345] lr: 1.000e-02, eta: 10:30:48, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4969, top5_acc: 0.7742, loss_cls: 1.9805, loss: 1.9805, grad_norm: 6.5128 2021-12-03 00:24:03,207 - mmaction - INFO - Epoch [13][500/1345] lr: 1.000e-02, eta: 10:30:32, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4891, top5_acc: 0.7625, loss_cls: 2.0078, loss: 2.0078, grad_norm: 6.2595 2021-12-03 00:24:17,767 - mmaction - INFO - Epoch [13][520/1345] lr: 1.000e-02, eta: 10:30:16, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4945, top5_acc: 0.7531, loss_cls: 2.0605, loss: 2.0605, grad_norm: 6.2445 2021-12-03 00:24:32,392 - mmaction - INFO - Epoch [13][540/1345] lr: 1.000e-02, eta: 10:30:00, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4914, top5_acc: 0.7438, loss_cls: 2.0798, loss: 2.0798, grad_norm: 6.4052 2021-12-03 00:24:46,909 - mmaction - INFO - Epoch [13][560/1345] lr: 1.000e-02, eta: 10:29:44, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4828, top5_acc: 0.7617, loss_cls: 2.0929, loss: 2.0929, grad_norm: 6.3822 2021-12-03 00:25:01,511 - mmaction - INFO - Epoch [13][580/1345] lr: 1.000e-02, eta: 10:29:28, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4977, top5_acc: 0.7609, loss_cls: 2.0580, loss: 2.0580, grad_norm: 6.5290 2021-12-03 00:25:16,044 - mmaction - INFO - Epoch [13][600/1345] lr: 1.000e-02, eta: 10:29:12, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4891, top5_acc: 0.7609, loss_cls: 2.0544, loss: 2.0544, grad_norm: 6.5825 2021-12-03 00:25:30,597 - mmaction - INFO - Epoch [13][620/1345] lr: 1.000e-02, eta: 10:28:56, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4961, top5_acc: 0.7727, loss_cls: 2.0199, loss: 2.0199, grad_norm: 6.6770 2021-12-03 00:25:45,213 - mmaction - INFO - Epoch [13][640/1345] lr: 1.000e-02, eta: 10:28:40, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4922, top5_acc: 0.7680, loss_cls: 2.0390, loss: 2.0390, grad_norm: 6.5554 2021-12-03 00:25:59,745 - mmaction - INFO - Epoch [13][660/1345] lr: 1.000e-02, eta: 10:28:23, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4883, top5_acc: 0.7711, loss_cls: 1.9820, loss: 1.9820, grad_norm: 6.6510 2021-12-03 00:26:14,281 - mmaction - INFO - Epoch [13][680/1345] lr: 1.000e-02, eta: 10:28:07, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5023, top5_acc: 0.7797, loss_cls: 1.9951, loss: 1.9951, grad_norm: 6.1901 2021-12-03 00:26:28,813 - mmaction - INFO - Epoch [13][700/1345] lr: 1.000e-02, eta: 10:27:51, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4914, top5_acc: 0.7477, loss_cls: 2.1207, loss: 2.1207, grad_norm: 6.9299 2021-12-03 00:26:43,328 - mmaction - INFO - Epoch [13][720/1345] lr: 1.000e-02, eta: 10:27:35, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4883, top5_acc: 0.7578, loss_cls: 2.0602, loss: 2.0602, grad_norm: 6.3358 2021-12-03 00:26:57,945 - mmaction - INFO - Epoch [13][740/1345] lr: 1.000e-02, eta: 10:27:19, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.4555, top5_acc: 0.7445, loss_cls: 2.1300, loss: 2.1300, grad_norm: 6.6459 2021-12-03 00:27:12,486 - mmaction - INFO - Epoch [13][760/1345] lr: 1.000e-02, eta: 10:27:03, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.4719, top5_acc: 0.7414, loss_cls: 2.1279, loss: 2.1279, grad_norm: 6.8058 2021-12-03 00:27:27,038 - mmaction - INFO - Epoch [13][780/1345] lr: 1.000e-02, eta: 10:26:47, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5008, top5_acc: 0.7438, loss_cls: 2.0977, loss: 2.0977, grad_norm: 5.9973 2021-12-03 00:27:41,566 - mmaction - INFO - Epoch [13][800/1345] lr: 1.000e-02, eta: 10:26:30, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.4719, top5_acc: 0.7492, loss_cls: 2.0896, loss: 2.0896, grad_norm: 6.3059 2021-12-03 00:27:56,122 - mmaction - INFO - Epoch [13][820/1345] lr: 1.000e-02, eta: 10:26:14, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5109, top5_acc: 0.7523, loss_cls: 2.0995, loss: 2.0995, grad_norm: 6.3132 2021-12-03 00:28:10,647 - mmaction - INFO - Epoch [13][840/1345] lr: 1.000e-02, eta: 10:25:58, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4938, top5_acc: 0.7719, loss_cls: 2.0704, loss: 2.0704, grad_norm: 6.2819 2021-12-03 00:28:25,201 - mmaction - INFO - Epoch [13][860/1345] lr: 1.000e-02, eta: 10:25:42, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5039, top5_acc: 0.7711, loss_cls: 2.0156, loss: 2.0156, grad_norm: 6.4244 2021-12-03 00:28:39,768 - mmaction - INFO - Epoch [13][880/1345] lr: 1.000e-02, eta: 10:25:26, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.4930, top5_acc: 0.7586, loss_cls: 2.0645, loss: 2.0645, grad_norm: 6.6544 2021-12-03 00:28:54,336 - mmaction - INFO - Epoch [13][900/1345] lr: 1.000e-02, eta: 10:25:10, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4797, top5_acc: 0.7391, loss_cls: 2.1855, loss: 2.1855, grad_norm: 6.2729 2021-12-03 00:29:08,920 - mmaction - INFO - Epoch [13][920/1345] lr: 1.000e-02, eta: 10:24:54, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4695, top5_acc: 0.7422, loss_cls: 2.1868, loss: 2.1868, grad_norm: 6.3137 2021-12-03 00:29:23,556 - mmaction - INFO - Epoch [13][940/1345] lr: 1.000e-02, eta: 10:24:38, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4844, top5_acc: 0.7539, loss_cls: 2.0886, loss: 2.0886, grad_norm: 6.6577 2021-12-03 00:29:38,112 - mmaction - INFO - Epoch [13][960/1345] lr: 1.000e-02, eta: 10:24:22, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4688, top5_acc: 0.7578, loss_cls: 2.1115, loss: 2.1115, grad_norm: 6.4145 2021-12-03 00:29:52,615 - mmaction - INFO - Epoch [13][980/1345] lr: 1.000e-02, eta: 10:24:06, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.5258, top5_acc: 0.7820, loss_cls: 1.9412, loss: 1.9412, grad_norm: 6.8255 2021-12-03 00:30:07,184 - mmaction - INFO - Epoch [13][1000/1345] lr: 1.000e-02, eta: 10:23:50, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.4664, top5_acc: 0.7352, loss_cls: 2.1575, loss: 2.1575, grad_norm: 6.4529 2021-12-03 00:30:21,850 - mmaction - INFO - Epoch [13][1020/1345] lr: 1.000e-02, eta: 10:23:34, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.4969, top5_acc: 0.7539, loss_cls: 2.0567, loss: 2.0567, grad_norm: 6.5092 2021-12-03 00:30:36,387 - mmaction - INFO - Epoch [13][1040/1345] lr: 1.000e-02, eta: 10:23:18, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4820, top5_acc: 0.7586, loss_cls: 2.0673, loss: 2.0673, grad_norm: 6.5617 2021-12-03 00:30:51,050 - mmaction - INFO - Epoch [13][1060/1345] lr: 1.000e-02, eta: 10:23:02, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.4867, top5_acc: 0.7594, loss_cls: 2.0696, loss: 2.0696, grad_norm: 6.2995 2021-12-03 00:31:05,669 - mmaction - INFO - Epoch [13][1080/1345] lr: 1.000e-02, eta: 10:22:46, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4898, top5_acc: 0.7570, loss_cls: 2.0533, loss: 2.0533, grad_norm: 6.2077 2021-12-03 00:31:20,277 - mmaction - INFO - Epoch [13][1100/1345] lr: 1.000e-02, eta: 10:22:31, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5164, top5_acc: 0.7617, loss_cls: 1.9859, loss: 1.9859, grad_norm: 6.2202 2021-12-03 00:31:34,836 - mmaction - INFO - Epoch [13][1120/1345] lr: 1.000e-02, eta: 10:22:15, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4602, top5_acc: 0.7461, loss_cls: 2.1893, loss: 2.1893, grad_norm: 6.6766 2021-12-03 00:31:49,390 - mmaction - INFO - Epoch [13][1140/1345] lr: 1.000e-02, eta: 10:21:58, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4898, top5_acc: 0.7578, loss_cls: 2.0388, loss: 2.0388, grad_norm: 6.3916 2021-12-03 00:32:04,091 - mmaction - INFO - Epoch [13][1160/1345] lr: 1.000e-02, eta: 10:21:43, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.4750, top5_acc: 0.7500, loss_cls: 2.0937, loss: 2.0937, grad_norm: 6.5440 2021-12-03 00:32:18,650 - mmaction - INFO - Epoch [13][1180/1345] lr: 1.000e-02, eta: 10:21:27, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4789, top5_acc: 0.7477, loss_cls: 2.0790, loss: 2.0790, grad_norm: 6.7577 2021-12-03 00:32:33,305 - mmaction - INFO - Epoch [13][1200/1345] lr: 1.000e-02, eta: 10:21:11, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.4852, top5_acc: 0.7492, loss_cls: 2.1038, loss: 2.1038, grad_norm: 6.4481 2021-12-03 00:32:47,947 - mmaction - INFO - Epoch [13][1220/1345] lr: 1.000e-02, eta: 10:20:55, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4836, top5_acc: 0.7633, loss_cls: 2.0326, loss: 2.0326, grad_norm: 6.6608 2021-12-03 00:33:02,588 - mmaction - INFO - Epoch [13][1240/1345] lr: 1.000e-02, eta: 10:20:40, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4641, top5_acc: 0.7508, loss_cls: 2.1222, loss: 2.1222, grad_norm: 6.7296 2021-12-03 00:33:17,125 - mmaction - INFO - Epoch [13][1260/1345] lr: 1.000e-02, eta: 10:20:23, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4984, top5_acc: 0.7625, loss_cls: 2.0482, loss: 2.0482, grad_norm: 6.5567 2021-12-03 00:33:31,792 - mmaction - INFO - Epoch [13][1280/1345] lr: 1.000e-02, eta: 10:20:08, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.4828, top5_acc: 0.7508, loss_cls: 2.0676, loss: 2.0676, grad_norm: 6.4239 2021-12-03 00:33:46,416 - mmaction - INFO - Epoch [13][1300/1345] lr: 1.000e-02, eta: 10:19:52, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.4805, top5_acc: 0.7555, loss_cls: 2.0841, loss: 2.0841, grad_norm: 6.2283 2021-12-03 00:34:00,982 - mmaction - INFO - Epoch [13][1320/1345] lr: 1.000e-02, eta: 10:19:36, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4883, top5_acc: 0.7477, loss_cls: 2.0610, loss: 2.0610, grad_norm: 6.4724 2021-12-03 00:34:15,533 - mmaction - INFO - Epoch [13][1340/1345] lr: 1.000e-02, eta: 10:19:20, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4977, top5_acc: 0.7594, loss_cls: 2.0462, loss: 2.0462, grad_norm: 6.3059 2021-12-03 00:34:19,155 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-12-03 00:35:02,513 - mmaction - INFO - Epoch [14][20/1345] lr: 1.000e-02, eta: 10:20:06, time: 2.078, data_time: 1.357, memory: 9795, top1_acc: 0.4789, top5_acc: 0.7414, loss_cls: 2.1082, loss: 2.1082, grad_norm: 5.9537 2021-12-03 00:35:16,977 - mmaction - INFO - Epoch [14][40/1345] lr: 1.000e-02, eta: 10:19:50, time: 0.723, data_time: 0.002, memory: 9795, top1_acc: 0.5055, top5_acc: 0.7727, loss_cls: 2.0067, loss: 2.0067, grad_norm: 6.4197 2021-12-03 00:35:31,449 - mmaction - INFO - Epoch [14][60/1345] lr: 1.000e-02, eta: 10:19:34, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.5055, top5_acc: 0.7727, loss_cls: 1.9981, loss: 1.9981, grad_norm: 6.4453 2021-12-03 00:35:45,907 - mmaction - INFO - Epoch [14][80/1345] lr: 1.000e-02, eta: 10:19:17, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.5070, top5_acc: 0.7789, loss_cls: 1.9644, loss: 1.9644, grad_norm: 6.5298 2021-12-03 00:36:00,450 - mmaction - INFO - Epoch [14][100/1345] lr: 1.000e-02, eta: 10:19:01, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4891, top5_acc: 0.7672, loss_cls: 2.0730, loss: 2.0730, grad_norm: 6.4916 2021-12-03 00:36:14,974 - mmaction - INFO - Epoch [14][120/1345] lr: 1.000e-02, eta: 10:18:45, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4922, top5_acc: 0.7594, loss_cls: 2.0611, loss: 2.0611, grad_norm: 6.2876 2021-12-03 00:36:29,561 - mmaction - INFO - Epoch [14][140/1345] lr: 1.000e-02, eta: 10:18:29, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5055, top5_acc: 0.7789, loss_cls: 1.9294, loss: 1.9294, grad_norm: 6.4978 2021-12-03 00:36:44,122 - mmaction - INFO - Epoch [14][160/1345] lr: 1.000e-02, eta: 10:18:13, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5047, top5_acc: 0.7617, loss_cls: 2.0278, loss: 2.0278, grad_norm: 6.4925 2021-12-03 00:36:58,765 - mmaction - INFO - Epoch [14][180/1345] lr: 1.000e-02, eta: 10:17:57, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.5008, top5_acc: 0.7609, loss_cls: 2.0153, loss: 2.0153, grad_norm: 6.4220 2021-12-03 00:37:13,290 - mmaction - INFO - Epoch [14][200/1345] lr: 1.000e-02, eta: 10:17:41, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4914, top5_acc: 0.7641, loss_cls: 2.0220, loss: 2.0220, grad_norm: 6.7034 2021-12-03 00:37:27,917 - mmaction - INFO - Epoch [14][220/1345] lr: 1.000e-02, eta: 10:17:25, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4969, top5_acc: 0.7750, loss_cls: 1.9683, loss: 1.9683, grad_norm: 6.3275 2021-12-03 00:37:42,502 - mmaction - INFO - Epoch [14][240/1345] lr: 1.000e-02, eta: 10:17:09, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4828, top5_acc: 0.7398, loss_cls: 2.0904, loss: 2.0904, grad_norm: 6.7488 2021-12-03 00:37:57,103 - mmaction - INFO - Epoch [14][260/1345] lr: 1.000e-02, eta: 10:16:53, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5258, top5_acc: 0.7828, loss_cls: 1.9565, loss: 1.9565, grad_norm: 6.7699 2021-12-03 00:38:11,641 - mmaction - INFO - Epoch [14][280/1345] lr: 1.000e-02, eta: 10:16:37, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4750, top5_acc: 0.7508, loss_cls: 2.1197, loss: 2.1197, grad_norm: 6.3547 2021-12-03 00:38:26,170 - mmaction - INFO - Epoch [14][300/1345] lr: 1.000e-02, eta: 10:16:21, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4945, top5_acc: 0.7742, loss_cls: 1.9672, loss: 1.9672, grad_norm: 6.3403 2021-12-03 00:38:40,752 - mmaction - INFO - Epoch [14][320/1345] lr: 1.000e-02, eta: 10:16:05, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5320, top5_acc: 0.7773, loss_cls: 1.9445, loss: 1.9445, grad_norm: 6.2897 2021-12-03 00:38:55,304 - mmaction - INFO - Epoch [14][340/1345] lr: 1.000e-02, eta: 10:15:49, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.5008, top5_acc: 0.7594, loss_cls: 2.0552, loss: 2.0552, grad_norm: 6.6604 2021-12-03 00:39:09,842 - mmaction - INFO - Epoch [14][360/1345] lr: 1.000e-02, eta: 10:15:33, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4977, top5_acc: 0.7594, loss_cls: 2.0112, loss: 2.0112, grad_norm: 6.3836 2021-12-03 00:39:24,543 - mmaction - INFO - Epoch [14][380/1345] lr: 1.000e-02, eta: 10:15:17, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.4867, top5_acc: 0.7438, loss_cls: 2.1249, loss: 2.1249, grad_norm: 6.5868 2021-12-03 00:39:39,109 - mmaction - INFO - Epoch [14][400/1345] lr: 1.000e-02, eta: 10:15:01, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.4883, top5_acc: 0.7570, loss_cls: 2.0599, loss: 2.0599, grad_norm: 6.6353 2021-12-03 00:39:53,680 - mmaction - INFO - Epoch [14][420/1345] lr: 1.000e-02, eta: 10:14:45, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4945, top5_acc: 0.7586, loss_cls: 2.0116, loss: 2.0116, grad_norm: 6.4219 2021-12-03 00:40:08,261 - mmaction - INFO - Epoch [14][440/1345] lr: 1.000e-02, eta: 10:14:29, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5023, top5_acc: 0.7883, loss_cls: 1.9761, loss: 1.9761, grad_norm: 6.3584 2021-12-03 00:40:22,781 - mmaction - INFO - Epoch [14][460/1345] lr: 1.000e-02, eta: 10:14:13, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4984, top5_acc: 0.7633, loss_cls: 2.0359, loss: 2.0359, grad_norm: 6.5723 2021-12-03 00:40:37,320 - mmaction - INFO - Epoch [14][480/1345] lr: 1.000e-02, eta: 10:13:57, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4750, top5_acc: 0.7531, loss_cls: 2.0684, loss: 2.0684, grad_norm: 6.6849 2021-12-03 00:40:51,808 - mmaction - INFO - Epoch [14][500/1345] lr: 1.000e-02, eta: 10:13:41, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4961, top5_acc: 0.7703, loss_cls: 2.0324, loss: 2.0324, grad_norm: 6.2831 2021-12-03 00:41:06,420 - mmaction - INFO - Epoch [14][520/1345] lr: 1.000e-02, eta: 10:13:25, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4766, top5_acc: 0.7500, loss_cls: 2.1106, loss: 2.1106, grad_norm: 6.5397 2021-12-03 00:41:20,970 - mmaction - INFO - Epoch [14][540/1345] lr: 1.000e-02, eta: 10:13:09, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4859, top5_acc: 0.7633, loss_cls: 2.0340, loss: 2.0340, grad_norm: 6.7010 2021-12-03 00:41:35,512 - mmaction - INFO - Epoch [14][560/1345] lr: 1.000e-02, eta: 10:12:53, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5031, top5_acc: 0.7609, loss_cls: 2.0402, loss: 2.0402, grad_norm: 6.4812 2021-12-03 00:41:50,013 - mmaction - INFO - Epoch [14][580/1345] lr: 1.000e-02, eta: 10:12:37, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.5234, top5_acc: 0.7742, loss_cls: 1.9622, loss: 1.9622, grad_norm: 6.4344 2021-12-03 00:42:04,570 - mmaction - INFO - Epoch [14][600/1345] lr: 1.000e-02, eta: 10:12:21, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5016, top5_acc: 0.7750, loss_cls: 1.9642, loss: 1.9642, grad_norm: 6.4442 2021-12-03 00:42:19,072 - mmaction - INFO - Epoch [14][620/1345] lr: 1.000e-02, eta: 10:12:04, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4984, top5_acc: 0.7766, loss_cls: 1.9837, loss: 1.9837, grad_norm: 6.6297 2021-12-03 00:42:33,619 - mmaction - INFO - Epoch [14][640/1345] lr: 1.000e-02, eta: 10:11:48, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4914, top5_acc: 0.7555, loss_cls: 2.0446, loss: 2.0446, grad_norm: 6.5728 2021-12-03 00:42:48,177 - mmaction - INFO - Epoch [14][660/1345] lr: 1.000e-02, eta: 10:11:32, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5227, top5_acc: 0.7852, loss_cls: 1.9160, loss: 1.9160, grad_norm: 6.5947 2021-12-03 00:43:02,766 - mmaction - INFO - Epoch [14][680/1345] lr: 1.000e-02, eta: 10:11:16, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.4875, top5_acc: 0.7641, loss_cls: 2.0213, loss: 2.0213, grad_norm: 6.3665 2021-12-03 00:43:17,306 - mmaction - INFO - Epoch [14][700/1345] lr: 1.000e-02, eta: 10:11:00, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4773, top5_acc: 0.7586, loss_cls: 2.0730, loss: 2.0730, grad_norm: 6.4376 2021-12-03 00:43:31,875 - mmaction - INFO - Epoch [14][720/1345] lr: 1.000e-02, eta: 10:10:44, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5023, top5_acc: 0.7852, loss_cls: 1.9587, loss: 1.9587, grad_norm: 6.4262 2021-12-03 00:43:46,471 - mmaction - INFO - Epoch [14][740/1345] lr: 1.000e-02, eta: 10:10:29, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4961, top5_acc: 0.7734, loss_cls: 2.0345, loss: 2.0345, grad_norm: 6.5737 2021-12-03 00:44:01,046 - mmaction - INFO - Epoch [14][760/1345] lr: 1.000e-02, eta: 10:10:13, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4977, top5_acc: 0.7703, loss_cls: 2.0212, loss: 2.0212, grad_norm: 6.8435 2021-12-03 00:44:15,670 - mmaction - INFO - Epoch [14][780/1345] lr: 1.000e-02, eta: 10:09:57, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5273, top5_acc: 0.7664, loss_cls: 1.9134, loss: 1.9134, grad_norm: 6.4712 2021-12-03 00:44:30,303 - mmaction - INFO - Epoch [14][800/1345] lr: 1.000e-02, eta: 10:09:41, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5016, top5_acc: 0.7727, loss_cls: 1.9851, loss: 1.9851, grad_norm: 6.7231 2021-12-03 00:44:44,891 - mmaction - INFO - Epoch [14][820/1345] lr: 1.000e-02, eta: 10:09:25, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4836, top5_acc: 0.7633, loss_cls: 2.0658, loss: 2.0658, grad_norm: 6.6061 2021-12-03 00:44:59,508 - mmaction - INFO - Epoch [14][840/1345] lr: 1.000e-02, eta: 10:09:09, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4789, top5_acc: 0.7500, loss_cls: 2.0836, loss: 2.0836, grad_norm: 6.3270 2021-12-03 00:45:14,114 - mmaction - INFO - Epoch [14][860/1345] lr: 1.000e-02, eta: 10:08:54, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5070, top5_acc: 0.7766, loss_cls: 2.0137, loss: 2.0137, grad_norm: 6.4364 2021-12-03 00:45:28,828 - mmaction - INFO - Epoch [14][880/1345] lr: 1.000e-02, eta: 10:08:38, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.4969, top5_acc: 0.7578, loss_cls: 2.0844, loss: 2.0844, grad_norm: 6.4248 2021-12-03 00:45:43,478 - mmaction - INFO - Epoch [14][900/1345] lr: 1.000e-02, eta: 10:08:22, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4898, top5_acc: 0.7516, loss_cls: 2.0356, loss: 2.0356, grad_norm: 6.4977 2021-12-03 00:45:58,099 - mmaction - INFO - Epoch [14][920/1345] lr: 1.000e-02, eta: 10:08:07, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.4961, top5_acc: 0.7625, loss_cls: 2.0454, loss: 2.0454, grad_norm: 6.5414 2021-12-03 00:46:12,683 - mmaction - INFO - Epoch [14][940/1345] lr: 1.000e-02, eta: 10:07:51, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5039, top5_acc: 0.7773, loss_cls: 1.9599, loss: 1.9599, grad_norm: 6.1968 2021-12-03 00:46:27,311 - mmaction - INFO - Epoch [14][960/1345] lr: 1.000e-02, eta: 10:07:35, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4891, top5_acc: 0.7680, loss_cls: 2.0772, loss: 2.0772, grad_norm: 6.5543 2021-12-03 00:46:42,072 - mmaction - INFO - Epoch [14][980/1345] lr: 1.000e-02, eta: 10:07:19, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.5047, top5_acc: 0.7508, loss_cls: 2.0857, loss: 2.0857, grad_norm: 6.6636 2021-12-03 00:46:56,683 - mmaction - INFO - Epoch [14][1000/1345] lr: 1.000e-02, eta: 10:07:04, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.4789, top5_acc: 0.7375, loss_cls: 2.1306, loss: 2.1306, grad_norm: 6.3988 2021-12-03 00:47:11,296 - mmaction - INFO - Epoch [14][1020/1345] lr: 1.000e-02, eta: 10:06:48, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4883, top5_acc: 0.7547, loss_cls: 2.0821, loss: 2.0821, grad_norm: 6.3813 2021-12-03 00:47:25,845 - mmaction - INFO - Epoch [14][1040/1345] lr: 1.000e-02, eta: 10:06:32, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4883, top5_acc: 0.7586, loss_cls: 2.0510, loss: 2.0510, grad_norm: 6.2899 2021-12-03 00:47:40,489 - mmaction - INFO - Epoch [14][1060/1345] lr: 1.000e-02, eta: 10:06:16, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4867, top5_acc: 0.7656, loss_cls: 2.0365, loss: 2.0365, grad_norm: 6.3803 2021-12-03 00:47:55,149 - mmaction - INFO - Epoch [14][1080/1345] lr: 1.000e-02, eta: 10:06:01, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.5008, top5_acc: 0.7633, loss_cls: 2.0369, loss: 2.0369, grad_norm: 6.4865 2021-12-03 00:48:09,918 - mmaction - INFO - Epoch [14][1100/1345] lr: 1.000e-02, eta: 10:05:45, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.4594, top5_acc: 0.7359, loss_cls: 2.1588, loss: 2.1588, grad_norm: 6.7015 2021-12-03 00:48:24,672 - mmaction - INFO - Epoch [14][1120/1345] lr: 1.000e-02, eta: 10:05:30, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.4938, top5_acc: 0.7594, loss_cls: 2.0304, loss: 2.0304, grad_norm: 6.5225 2021-12-03 00:48:39,379 - mmaction - INFO - Epoch [14][1140/1345] lr: 1.000e-02, eta: 10:05:14, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.5156, top5_acc: 0.7883, loss_cls: 1.9377, loss: 1.9377, grad_norm: 6.4966 2021-12-03 00:48:53,996 - mmaction - INFO - Epoch [14][1160/1345] lr: 1.000e-02, eta: 10:04:58, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.4703, top5_acc: 0.7586, loss_cls: 2.1385, loss: 2.1385, grad_norm: 6.8691 2021-12-03 00:49:08,602 - mmaction - INFO - Epoch [14][1180/1345] lr: 1.000e-02, eta: 10:04:43, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4734, top5_acc: 0.7414, loss_cls: 2.1196, loss: 2.1196, grad_norm: 6.3059 2021-12-03 00:49:23,249 - mmaction - INFO - Epoch [14][1200/1345] lr: 1.000e-02, eta: 10:04:27, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4961, top5_acc: 0.7789, loss_cls: 1.9807, loss: 1.9807, grad_norm: 6.6031 2021-12-03 00:49:37,946 - mmaction - INFO - Epoch [14][1220/1345] lr: 1.000e-02, eta: 10:04:11, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.5047, top5_acc: 0.7688, loss_cls: 2.0150, loss: 2.0150, grad_norm: 6.3635 2021-12-03 00:49:52,525 - mmaction - INFO - Epoch [14][1240/1345] lr: 1.000e-02, eta: 10:03:55, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.4617, top5_acc: 0.7547, loss_cls: 2.0812, loss: 2.0812, grad_norm: 6.4706 2021-12-03 00:50:07,044 - mmaction - INFO - Epoch [14][1260/1345] lr: 1.000e-02, eta: 10:03:39, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.5008, top5_acc: 0.7664, loss_cls: 2.0141, loss: 2.0141, grad_norm: 6.3688 2021-12-03 00:50:21,702 - mmaction - INFO - Epoch [14][1280/1345] lr: 1.000e-02, eta: 10:03:24, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.4984, top5_acc: 0.7656, loss_cls: 2.0240, loss: 2.0240, grad_norm: 6.4200 2021-12-03 00:50:36,317 - mmaction - INFO - Epoch [14][1300/1345] lr: 1.000e-02, eta: 10:03:08, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.4766, top5_acc: 0.7312, loss_cls: 2.1745, loss: 2.1745, grad_norm: 6.4402 2021-12-03 00:50:50,997 - mmaction - INFO - Epoch [14][1320/1345] lr: 1.000e-02, eta: 10:02:52, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.4992, top5_acc: 0.7688, loss_cls: 2.0431, loss: 2.0431, grad_norm: 6.5634 2021-12-03 00:51:05,545 - mmaction - INFO - Epoch [14][1340/1345] lr: 1.000e-02, eta: 10:02:37, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4891, top5_acc: 0.7500, loss_cls: 2.1400, loss: 2.1400, grad_norm: 6.7506 2021-12-03 00:52:09,532 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 00:52:09,688 - mmaction - INFO - top1_acc 0.3363 top5_acc 0.6344 2021-12-03 00:52:09,688 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 00:52:09,698 - mmaction - INFO - mean_acc 0.3064 2021-12-03 00:52:11,129 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2021-12-03 00:52:11,129 - mmaction - INFO - Best top1_acc is 0.3363 at 14 epoch. 2021-12-03 00:52:11,133 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-12-03 00:52:12,428 - mmaction - INFO - Epoch(val) [14][181] top1_acc: 0.3363, top5_acc: 0.6344, mean_class_accuracy: 0.3064 2021-12-03 00:52:52,840 - mmaction - INFO - Epoch [15][20/1345] lr: 1.000e-02, eta: 10:03:14, time: 2.020, data_time: 1.298, memory: 9795, top1_acc: 0.5070, top5_acc: 0.7789, loss_cls: 2.0065, loss: 2.0065, grad_norm: 6.0480 2021-12-03 00:53:07,307 - mmaction - INFO - Epoch [15][40/1345] lr: 1.000e-02, eta: 10:02:58, time: 0.723, data_time: 0.001, memory: 9795, top1_acc: 0.5195, top5_acc: 0.7781, loss_cls: 1.9547, loss: 1.9547, grad_norm: 6.5828 2021-12-03 00:53:21,790 - mmaction - INFO - Epoch [15][60/1345] lr: 1.000e-02, eta: 10:02:41, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.5180, top5_acc: 0.7766, loss_cls: 1.9478, loss: 1.9478, grad_norm: 6.2608 2021-12-03 00:53:36,252 - mmaction - INFO - Epoch [15][80/1345] lr: 1.000e-02, eta: 10:02:25, time: 0.723, data_time: 0.000, memory: 9795, top1_acc: 0.5328, top5_acc: 0.7703, loss_cls: 1.9447, loss: 1.9447, grad_norm: 6.5622 2021-12-03 00:53:50,817 - mmaction - INFO - Epoch [15][100/1345] lr: 1.000e-02, eta: 10:02:09, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5125, top5_acc: 0.7766, loss_cls: 1.9560, loss: 1.9560, grad_norm: 6.4291 2021-12-03 00:54:05,323 - mmaction - INFO - Epoch [15][120/1345] lr: 1.000e-02, eta: 10:01:53, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.5016, top5_acc: 0.7922, loss_cls: 1.9678, loss: 1.9678, grad_norm: 6.7180 2021-12-03 00:54:20,048 - mmaction - INFO - Epoch [15][140/1345] lr: 1.000e-02, eta: 10:01:38, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.5211, top5_acc: 0.7734, loss_cls: 1.9136, loss: 1.9136, grad_norm: 6.5361 2021-12-03 00:54:34,552 - mmaction - INFO - Epoch [15][160/1345] lr: 1.000e-02, eta: 10:01:21, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.5211, top5_acc: 0.7758, loss_cls: 1.9535, loss: 1.9535, grad_norm: 6.7766 2021-12-03 00:54:49,073 - mmaction - INFO - Epoch [15][180/1345] lr: 1.000e-02, eta: 10:01:05, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.5117, top5_acc: 0.7633, loss_cls: 2.0141, loss: 2.0141, grad_norm: 6.6426 2021-12-03 00:55:03,612 - mmaction - INFO - Epoch [15][200/1345] lr: 1.000e-02, eta: 10:00:49, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4953, top5_acc: 0.7742, loss_cls: 2.0267, loss: 2.0267, grad_norm: 6.9047 2021-12-03 00:55:18,210 - mmaction - INFO - Epoch [15][220/1345] lr: 1.000e-02, eta: 10:00:34, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5039, top5_acc: 0.7820, loss_cls: 1.9567, loss: 1.9567, grad_norm: 6.7695 2021-12-03 00:55:32,722 - mmaction - INFO - Epoch [15][240/1345] lr: 1.000e-02, eta: 10:00:17, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4977, top5_acc: 0.7750, loss_cls: 2.0010, loss: 2.0010, grad_norm: 6.4718 2021-12-03 00:55:47,302 - mmaction - INFO - Epoch [15][260/1345] lr: 1.000e-02, eta: 10:00:02, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.5164, top5_acc: 0.7766, loss_cls: 1.9221, loss: 1.9221, grad_norm: 6.5819 2021-12-03 00:56:01,866 - mmaction - INFO - Epoch [15][280/1345] lr: 1.000e-02, eta: 9:59:46, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5250, top5_acc: 0.7797, loss_cls: 1.9254, loss: 1.9254, grad_norm: 6.4966 2021-12-03 00:56:16,415 - mmaction - INFO - Epoch [15][300/1345] lr: 1.000e-02, eta: 9:59:30, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4969, top5_acc: 0.7641, loss_cls: 2.0142, loss: 2.0142, grad_norm: 6.6460 2021-12-03 00:56:30,981 - mmaction - INFO - Epoch [15][320/1345] lr: 1.000e-02, eta: 9:59:14, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5039, top5_acc: 0.7695, loss_cls: 1.9841, loss: 1.9841, grad_norm: 6.4092 2021-12-03 00:56:45,529 - mmaction - INFO - Epoch [15][340/1345] lr: 1.000e-02, eta: 9:58:58, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4977, top5_acc: 0.7688, loss_cls: 2.0064, loss: 2.0064, grad_norm: 6.7153 2021-12-03 00:57:00,125 - mmaction - INFO - Epoch [15][360/1345] lr: 1.000e-02, eta: 9:58:42, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.4945, top5_acc: 0.7672, loss_cls: 2.0247, loss: 2.0247, grad_norm: 6.7238 2021-12-03 00:57:14,751 - mmaction - INFO - Epoch [15][380/1345] lr: 1.000e-02, eta: 9:58:26, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5141, top5_acc: 0.7539, loss_cls: 2.0339, loss: 2.0339, grad_norm: 6.4607 2021-12-03 00:57:29,334 - mmaction - INFO - Epoch [15][400/1345] lr: 1.000e-02, eta: 9:58:10, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5047, top5_acc: 0.7727, loss_cls: 1.9555, loss: 1.9555, grad_norm: 6.5084 2021-12-03 00:57:44,032 - mmaction - INFO - Epoch [15][420/1345] lr: 1.000e-02, eta: 9:57:55, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.4813, top5_acc: 0.7555, loss_cls: 2.0570, loss: 2.0570, grad_norm: 6.6115 2021-12-03 00:57:58,600 - mmaction - INFO - Epoch [15][440/1345] lr: 1.000e-02, eta: 9:57:39, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5102, top5_acc: 0.7945, loss_cls: 1.9454, loss: 1.9454, grad_norm: 6.5280 2021-12-03 00:58:13,148 - mmaction - INFO - Epoch [15][460/1345] lr: 1.000e-02, eta: 9:57:23, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5062, top5_acc: 0.7953, loss_cls: 1.9211, loss: 1.9211, grad_norm: 6.3607 2021-12-03 00:58:27,816 - mmaction - INFO - Epoch [15][480/1345] lr: 1.000e-02, eta: 9:57:07, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.5148, top5_acc: 0.7711, loss_cls: 1.9465, loss: 1.9465, grad_norm: 6.6089 2021-12-03 00:58:42,400 - mmaction - INFO - Epoch [15][500/1345] lr: 1.000e-02, eta: 9:56:51, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5102, top5_acc: 0.7773, loss_cls: 1.9539, loss: 1.9539, grad_norm: 6.6942 2021-12-03 00:58:56,944 - mmaction - INFO - Epoch [15][520/1345] lr: 1.000e-02, eta: 9:56:36, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.4766, top5_acc: 0.7555, loss_cls: 2.0852, loss: 2.0852, grad_norm: 6.7166 2021-12-03 00:59:11,489 - mmaction - INFO - Epoch [15][540/1345] lr: 1.000e-02, eta: 9:56:20, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5195, top5_acc: 0.7766, loss_cls: 1.9486, loss: 1.9486, grad_norm: 6.3011 2021-12-03 00:59:26,019 - mmaction - INFO - Epoch [15][560/1345] lr: 1.000e-02, eta: 9:56:04, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4898, top5_acc: 0.7531, loss_cls: 2.0498, loss: 2.0498, grad_norm: 6.4489 2021-12-03 00:59:40,571 - mmaction - INFO - Epoch [15][580/1345] lr: 1.000e-02, eta: 9:55:48, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5125, top5_acc: 0.7625, loss_cls: 2.0214, loss: 2.0214, grad_norm: 6.5620 2021-12-03 00:59:55,111 - mmaction - INFO - Epoch [15][600/1345] lr: 1.000e-02, eta: 9:55:32, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5070, top5_acc: 0.7672, loss_cls: 1.9707, loss: 1.9707, grad_norm: 6.4621 2021-12-03 01:00:09,677 - mmaction - INFO - Epoch [15][620/1345] lr: 1.000e-02, eta: 9:55:16, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4898, top5_acc: 0.7508, loss_cls: 2.0646, loss: 2.0646, grad_norm: 6.3168 2021-12-03 01:00:24,247 - mmaction - INFO - Epoch [15][640/1345] lr: 1.000e-02, eta: 9:55:00, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4781, top5_acc: 0.7594, loss_cls: 2.0561, loss: 2.0561, grad_norm: 6.2848 2021-12-03 01:00:38,869 - mmaction - INFO - Epoch [15][660/1345] lr: 1.000e-02, eta: 9:54:44, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5039, top5_acc: 0.7648, loss_cls: 2.0447, loss: 2.0447, grad_norm: 6.5147 2021-12-03 01:00:53,366 - mmaction - INFO - Epoch [15][680/1345] lr: 1.000e-02, eta: 9:54:28, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4945, top5_acc: 0.7836, loss_cls: 2.0057, loss: 2.0057, grad_norm: 6.3715 2021-12-03 01:01:07,950 - mmaction - INFO - Epoch [15][700/1345] lr: 1.000e-02, eta: 9:54:12, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5023, top5_acc: 0.7586, loss_cls: 2.0343, loss: 2.0343, grad_norm: 6.5511 2021-12-03 01:01:22,501 - mmaction - INFO - Epoch [15][720/1345] lr: 1.000e-02, eta: 9:53:57, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5117, top5_acc: 0.7812, loss_cls: 1.9061, loss: 1.9061, grad_norm: 6.4677 2021-12-03 01:01:37,016 - mmaction - INFO - Epoch [15][740/1345] lr: 1.000e-02, eta: 9:53:41, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4930, top5_acc: 0.7664, loss_cls: 2.0215, loss: 2.0215, grad_norm: 6.5709 2021-12-03 01:01:51,578 - mmaction - INFO - Epoch [15][760/1345] lr: 1.000e-02, eta: 9:53:25, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4828, top5_acc: 0.7500, loss_cls: 2.0987, loss: 2.0987, grad_norm: 6.1904 2021-12-03 01:02:06,097 - mmaction - INFO - Epoch [15][780/1345] lr: 1.000e-02, eta: 9:53:09, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.5156, top5_acc: 0.7766, loss_cls: 1.9668, loss: 1.9668, grad_norm: 6.5646 2021-12-03 01:02:20,674 - mmaction - INFO - Epoch [15][800/1345] lr: 1.000e-02, eta: 9:52:53, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4922, top5_acc: 0.7719, loss_cls: 1.9946, loss: 1.9946, grad_norm: 6.7071 2021-12-03 01:02:35,214 - mmaction - INFO - Epoch [15][820/1345] lr: 1.000e-02, eta: 9:52:37, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5000, top5_acc: 0.7586, loss_cls: 2.0311, loss: 2.0311, grad_norm: 6.5795 2021-12-03 01:02:49,793 - mmaction - INFO - Epoch [15][840/1345] lr: 1.000e-02, eta: 9:52:21, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5031, top5_acc: 0.7539, loss_cls: 2.0872, loss: 2.0872, grad_norm: 6.3831 2021-12-03 01:03:04,350 - mmaction - INFO - Epoch [15][860/1345] lr: 1.000e-02, eta: 9:52:05, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4906, top5_acc: 0.7539, loss_cls: 2.0286, loss: 2.0286, grad_norm: 6.5463 2021-12-03 01:03:18,915 - mmaction - INFO - Epoch [15][880/1345] lr: 1.000e-02, eta: 9:51:49, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.5055, top5_acc: 0.7625, loss_cls: 1.9713, loss: 1.9713, grad_norm: 6.4361 2021-12-03 01:03:33,440 - mmaction - INFO - Epoch [15][900/1345] lr: 1.000e-02, eta: 9:51:34, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4852, top5_acc: 0.7578, loss_cls: 2.0581, loss: 2.0581, grad_norm: 6.6291 2021-12-03 01:03:47,991 - mmaction - INFO - Epoch [15][920/1345] lr: 1.000e-02, eta: 9:51:18, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4953, top5_acc: 0.7578, loss_cls: 2.0428, loss: 2.0428, grad_norm: 6.2391 2021-12-03 01:04:02,527 - mmaction - INFO - Epoch [15][940/1345] lr: 1.000e-02, eta: 9:51:02, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4961, top5_acc: 0.7547, loss_cls: 2.0413, loss: 2.0413, grad_norm: 6.6600 2021-12-03 01:04:17,091 - mmaction - INFO - Epoch [15][960/1345] lr: 1.000e-02, eta: 9:50:46, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4992, top5_acc: 0.7648, loss_cls: 2.0053, loss: 2.0053, grad_norm: 6.3720 2021-12-03 01:04:31,731 - mmaction - INFO - Epoch [15][980/1345] lr: 1.000e-02, eta: 9:50:30, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.5148, top5_acc: 0.7797, loss_cls: 1.9491, loss: 1.9491, grad_norm: 6.2662 2021-12-03 01:04:46,255 - mmaction - INFO - Epoch [15][1000/1345] lr: 1.000e-02, eta: 9:50:14, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4828, top5_acc: 0.7656, loss_cls: 2.0809, loss: 2.0809, grad_norm: 6.7436 2021-12-03 01:05:00,758 - mmaction - INFO - Epoch [15][1020/1345] lr: 1.000e-02, eta: 9:49:58, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.5055, top5_acc: 0.7648, loss_cls: 1.9952, loss: 1.9952, grad_norm: 6.4722 2021-12-03 01:05:15,304 - mmaction - INFO - Epoch [15][1040/1345] lr: 1.000e-02, eta: 9:49:43, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4758, top5_acc: 0.7422, loss_cls: 2.1382, loss: 2.1382, grad_norm: 6.8286 2021-12-03 01:05:29,911 - mmaction - INFO - Epoch [15][1060/1345] lr: 1.000e-02, eta: 9:49:27, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.4789, top5_acc: 0.7523, loss_cls: 2.1151, loss: 2.1151, grad_norm: 6.4032 2021-12-03 01:05:44,500 - mmaction - INFO - Epoch [15][1080/1345] lr: 1.000e-02, eta: 9:49:11, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4898, top5_acc: 0.7516, loss_cls: 2.1257, loss: 2.1257, grad_norm: 6.4089 2021-12-03 01:05:59,045 - mmaction - INFO - Epoch [15][1100/1345] lr: 1.000e-02, eta: 9:48:55, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.5039, top5_acc: 0.7812, loss_cls: 2.0177, loss: 2.0177, grad_norm: 6.3710 2021-12-03 01:06:13,611 - mmaction - INFO - Epoch [15][1120/1345] lr: 1.000e-02, eta: 9:48:39, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4992, top5_acc: 0.7773, loss_cls: 2.0232, loss: 2.0232, grad_norm: 6.4468 2021-12-03 01:06:28,146 - mmaction - INFO - Epoch [15][1140/1345] lr: 1.000e-02, eta: 9:48:23, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4992, top5_acc: 0.7609, loss_cls: 1.9684, loss: 1.9684, grad_norm: 6.5757 2021-12-03 01:06:42,731 - mmaction - INFO - Epoch [15][1160/1345] lr: 1.000e-02, eta: 9:48:08, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.4914, top5_acc: 0.7695, loss_cls: 2.0350, loss: 2.0350, grad_norm: 6.4912 2021-12-03 01:06:57,236 - mmaction - INFO - Epoch [15][1180/1345] lr: 1.000e-02, eta: 9:47:52, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4813, top5_acc: 0.7523, loss_cls: 2.1165, loss: 2.1165, grad_norm: 6.5722 2021-12-03 01:07:11,768 - mmaction - INFO - Epoch [15][1200/1345] lr: 1.000e-02, eta: 9:47:36, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5102, top5_acc: 0.7750, loss_cls: 1.9877, loss: 1.9877, grad_norm: 6.2877 2021-12-03 01:07:26,248 - mmaction - INFO - Epoch [15][1220/1345] lr: 1.000e-02, eta: 9:47:20, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4898, top5_acc: 0.7672, loss_cls: 2.0039, loss: 2.0039, grad_norm: 6.2906 2021-12-03 01:07:40,913 - mmaction - INFO - Epoch [15][1240/1345] lr: 1.000e-02, eta: 9:47:04, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.4992, top5_acc: 0.7875, loss_cls: 2.0108, loss: 2.0108, grad_norm: 6.6268 2021-12-03 01:07:55,402 - mmaction - INFO - Epoch [15][1260/1345] lr: 1.000e-02, eta: 9:46:48, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4898, top5_acc: 0.7641, loss_cls: 2.0522, loss: 2.0522, grad_norm: 6.3187 2021-12-03 01:08:09,928 - mmaction - INFO - Epoch [15][1280/1345] lr: 1.000e-02, eta: 9:46:32, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4766, top5_acc: 0.7680, loss_cls: 2.0608, loss: 2.0608, grad_norm: 6.6317 2021-12-03 01:08:24,472 - mmaction - INFO - Epoch [15][1300/1345] lr: 1.000e-02, eta: 9:46:17, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4930, top5_acc: 0.7539, loss_cls: 2.0908, loss: 2.0908, grad_norm: 6.3732 2021-12-03 01:08:39,012 - mmaction - INFO - Epoch [15][1320/1345] lr: 1.000e-02, eta: 9:46:01, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4695, top5_acc: 0.7695, loss_cls: 2.0707, loss: 2.0707, grad_norm: 6.5007 2021-12-03 01:08:53,612 - mmaction - INFO - Epoch [15][1340/1345] lr: 1.000e-02, eta: 9:45:45, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4969, top5_acc: 0.7648, loss_cls: 2.0446, loss: 2.0446, grad_norm: 6.3507 2021-12-03 01:08:57,258 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-12-03 01:09:40,375 - mmaction - INFO - Epoch [16][20/1345] lr: 1.000e-02, eta: 9:46:20, time: 2.086, data_time: 1.345, memory: 9795, top1_acc: 0.5172, top5_acc: 0.7750, loss_cls: 1.9269, loss: 1.9269, grad_norm: 6.1746 2021-12-03 01:09:54,843 - mmaction - INFO - Epoch [16][40/1345] lr: 1.000e-02, eta: 9:46:04, time: 0.723, data_time: 0.001, memory: 9795, top1_acc: 0.5305, top5_acc: 0.7875, loss_cls: 1.8922, loss: 1.8922, grad_norm: 6.3943 2021-12-03 01:10:09,309 - mmaction - INFO - Epoch [16][60/1345] lr: 1.000e-02, eta: 9:45:48, time: 0.723, data_time: 0.001, memory: 9795, top1_acc: 0.5320, top5_acc: 0.8031, loss_cls: 1.8360, loss: 1.8360, grad_norm: 6.3443 2021-12-03 01:10:23,795 - mmaction - INFO - Epoch [16][80/1345] lr: 1.000e-02, eta: 9:45:32, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.5367, top5_acc: 0.7875, loss_cls: 1.9059, loss: 1.9059, grad_norm: 6.6874 2021-12-03 01:10:38,352 - mmaction - INFO - Epoch [16][100/1345] lr: 1.000e-02, eta: 9:45:16, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5109, top5_acc: 0.7766, loss_cls: 1.9574, loss: 1.9574, grad_norm: 6.4746 2021-12-03 01:10:52,961 - mmaction - INFO - Epoch [16][120/1345] lr: 1.000e-02, eta: 9:45:00, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5219, top5_acc: 0.7906, loss_cls: 1.8965, loss: 1.8965, grad_norm: 6.4844 2021-12-03 01:11:07,557 - mmaction - INFO - Epoch [16][140/1345] lr: 1.000e-02, eta: 9:44:45, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.5117, top5_acc: 0.7812, loss_cls: 1.9297, loss: 1.9297, grad_norm: 6.6290 2021-12-03 01:11:22,184 - mmaction - INFO - Epoch [16][160/1345] lr: 1.000e-02, eta: 9:44:29, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5102, top5_acc: 0.8125, loss_cls: 1.8512, loss: 1.8512, grad_norm: 6.4499 2021-12-03 01:11:36,790 - mmaction - INFO - Epoch [16][180/1345] lr: 1.000e-02, eta: 9:44:13, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5211, top5_acc: 0.7719, loss_cls: 1.9639, loss: 1.9639, grad_norm: 6.5182 2021-12-03 01:11:51,440 - mmaction - INFO - Epoch [16][200/1345] lr: 1.000e-02, eta: 9:43:58, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5375, top5_acc: 0.7914, loss_cls: 1.8471, loss: 1.8471, grad_norm: 6.3057 2021-12-03 01:12:06,077 - mmaction - INFO - Epoch [16][220/1345] lr: 1.000e-02, eta: 9:43:42, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5086, top5_acc: 0.7703, loss_cls: 1.9894, loss: 1.9894, grad_norm: 6.6852 2021-12-03 01:12:20,618 - mmaction - INFO - Epoch [16][240/1345] lr: 1.000e-02, eta: 9:43:26, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5164, top5_acc: 0.7758, loss_cls: 1.9837, loss: 1.9837, grad_norm: 6.5966 2021-12-03 01:12:35,156 - mmaction - INFO - Epoch [16][260/1345] lr: 1.000e-02, eta: 9:43:10, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5148, top5_acc: 0.7750, loss_cls: 1.9796, loss: 1.9796, grad_norm: 6.4928 2021-12-03 01:12:49,714 - mmaction - INFO - Epoch [16][280/1345] lr: 1.000e-02, eta: 9:42:54, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4938, top5_acc: 0.7617, loss_cls: 2.0309, loss: 2.0309, grad_norm: 6.4898 2021-12-03 01:13:04,347 - mmaction - INFO - Epoch [16][300/1345] lr: 1.000e-02, eta: 9:42:39, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5000, top5_acc: 0.7734, loss_cls: 2.0086, loss: 2.0086, grad_norm: 6.4495 2021-12-03 01:13:18,992 - mmaction - INFO - Epoch [16][320/1345] lr: 1.000e-02, eta: 9:42:23, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5148, top5_acc: 0.7758, loss_cls: 1.9336, loss: 1.9336, grad_norm: 6.6144 2021-12-03 01:13:33,636 - mmaction - INFO - Epoch [16][340/1345] lr: 1.000e-02, eta: 9:42:07, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5117, top5_acc: 0.7852, loss_cls: 1.9462, loss: 1.9462, grad_norm: 6.5710 2021-12-03 01:13:48,314 - mmaction - INFO - Epoch [16][360/1345] lr: 1.000e-02, eta: 9:41:52, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.5031, top5_acc: 0.7766, loss_cls: 1.9738, loss: 1.9738, grad_norm: 6.6788 2021-12-03 01:14:02,914 - mmaction - INFO - Epoch [16][380/1345] lr: 1.000e-02, eta: 9:41:36, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5008, top5_acc: 0.7766, loss_cls: 1.9575, loss: 1.9575, grad_norm: 6.5454 2021-12-03 01:14:17,544 - mmaction - INFO - Epoch [16][400/1345] lr: 1.000e-02, eta: 9:41:20, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5195, top5_acc: 0.7773, loss_cls: 1.9555, loss: 1.9555, grad_norm: 6.4206 2021-12-03 01:14:32,124 - mmaction - INFO - Epoch [16][420/1345] lr: 1.000e-02, eta: 9:41:05, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4992, top5_acc: 0.7672, loss_cls: 1.9656, loss: 1.9656, grad_norm: 6.3075 2021-12-03 01:14:46,748 - mmaction - INFO - Epoch [16][440/1345] lr: 1.000e-02, eta: 9:40:49, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5031, top5_acc: 0.7781, loss_cls: 1.9302, loss: 1.9302, grad_norm: 6.7096 2021-12-03 01:15:01,355 - mmaction - INFO - Epoch [16][460/1345] lr: 1.000e-02, eta: 9:40:33, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5133, top5_acc: 0.7844, loss_cls: 1.8961, loss: 1.8961, grad_norm: 6.5147 2021-12-03 01:15:15,995 - mmaction - INFO - Epoch [16][480/1345] lr: 1.000e-02, eta: 9:40:18, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5539, top5_acc: 0.7805, loss_cls: 1.8571, loss: 1.8571, grad_norm: 6.3650 2021-12-03 01:15:30,601 - mmaction - INFO - Epoch [16][500/1345] lr: 1.000e-02, eta: 9:40:02, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.4992, top5_acc: 0.7734, loss_cls: 1.9988, loss: 1.9988, grad_norm: 6.7695 2021-12-03 01:15:45,204 - mmaction - INFO - Epoch [16][520/1345] lr: 1.000e-02, eta: 9:39:46, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5094, top5_acc: 0.7633, loss_cls: 1.9946, loss: 1.9946, grad_norm: 6.4610 2021-12-03 01:15:59,797 - mmaction - INFO - Epoch [16][540/1345] lr: 1.000e-02, eta: 9:39:30, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5234, top5_acc: 0.7727, loss_cls: 1.9294, loss: 1.9294, grad_norm: 6.7406 2021-12-03 01:16:14,493 - mmaction - INFO - Epoch [16][560/1345] lr: 1.000e-02, eta: 9:39:15, time: 0.735, data_time: 0.001, memory: 9795, top1_acc: 0.5281, top5_acc: 0.7852, loss_cls: 1.9005, loss: 1.9005, grad_norm: 6.6164 2021-12-03 01:16:29,078 - mmaction - INFO - Epoch [16][580/1345] lr: 1.000e-02, eta: 9:38:59, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5102, top5_acc: 0.7633, loss_cls: 1.9796, loss: 1.9796, grad_norm: 6.5401 2021-12-03 01:16:43,648 - mmaction - INFO - Epoch [16][600/1345] lr: 1.000e-02, eta: 9:38:43, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.5102, top5_acc: 0.7523, loss_cls: 2.0593, loss: 2.0593, grad_norm: 6.8458 2021-12-03 01:16:58,427 - mmaction - INFO - Epoch [16][620/1345] lr: 1.000e-02, eta: 9:38:28, time: 0.739, data_time: 0.001, memory: 9795, top1_acc: 0.5047, top5_acc: 0.7594, loss_cls: 2.0330, loss: 2.0330, grad_norm: 6.3671 2021-12-03 01:17:12,978 - mmaction - INFO - Epoch [16][640/1345] lr: 1.000e-02, eta: 9:38:12, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5078, top5_acc: 0.7719, loss_cls: 1.9769, loss: 1.9769, grad_norm: 6.7990 2021-12-03 01:17:27,561 - mmaction - INFO - Epoch [16][660/1345] lr: 1.000e-02, eta: 9:37:56, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4938, top5_acc: 0.7781, loss_cls: 1.9500, loss: 1.9500, grad_norm: 6.5881 2021-12-03 01:17:42,399 - mmaction - INFO - Epoch [16][680/1345] lr: 1.000e-02, eta: 9:37:41, time: 0.742, data_time: 0.001, memory: 9795, top1_acc: 0.5109, top5_acc: 0.7641, loss_cls: 1.9948, loss: 1.9948, grad_norm: 6.5588 2021-12-03 01:17:57,064 - mmaction - INFO - Epoch [16][700/1345] lr: 1.000e-02, eta: 9:37:26, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.5055, top5_acc: 0.7672, loss_cls: 1.9961, loss: 1.9961, grad_norm: 6.4165 2021-12-03 01:18:11,664 - mmaction - INFO - Epoch [16][720/1345] lr: 1.000e-02, eta: 9:37:10, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5031, top5_acc: 0.7625, loss_cls: 1.9794, loss: 1.9794, grad_norm: 6.6182 2021-12-03 01:18:26,240 - mmaction - INFO - Epoch [16][740/1345] lr: 1.000e-02, eta: 9:36:54, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5141, top5_acc: 0.7742, loss_cls: 1.9565, loss: 1.9565, grad_norm: 6.4646 2021-12-03 01:18:40,838 - mmaction - INFO - Epoch [16][760/1345] lr: 1.000e-02, eta: 9:36:39, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4852, top5_acc: 0.7539, loss_cls: 2.0707, loss: 2.0707, grad_norm: 6.6974 2021-12-03 01:18:55,470 - mmaction - INFO - Epoch [16][780/1345] lr: 1.000e-02, eta: 9:36:23, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4867, top5_acc: 0.7664, loss_cls: 2.0429, loss: 2.0429, grad_norm: 6.6208 2021-12-03 01:19:10,037 - mmaction - INFO - Epoch [16][800/1345] lr: 1.000e-02, eta: 9:36:07, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5016, top5_acc: 0.7812, loss_cls: 1.9673, loss: 1.9673, grad_norm: 6.6494 2021-12-03 01:19:24,715 - mmaction - INFO - Epoch [16][820/1345] lr: 1.000e-02, eta: 9:35:52, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.5031, top5_acc: 0.7711, loss_cls: 2.0375, loss: 2.0375, grad_norm: 6.4779 2021-12-03 01:19:39,323 - mmaction - INFO - Epoch [16][840/1345] lr: 1.000e-02, eta: 9:35:36, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5180, top5_acc: 0.7711, loss_cls: 1.9835, loss: 1.9835, grad_norm: 6.8568 2021-12-03 01:19:53,869 - mmaction - INFO - Epoch [16][860/1345] lr: 1.000e-02, eta: 9:35:20, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4836, top5_acc: 0.7609, loss_cls: 2.0279, loss: 2.0279, grad_norm: 6.6648 2021-12-03 01:20:08,532 - mmaction - INFO - Epoch [16][880/1345] lr: 1.000e-02, eta: 9:35:05, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.4930, top5_acc: 0.7734, loss_cls: 2.0090, loss: 2.0090, grad_norm: 6.5275 2021-12-03 01:20:23,073 - mmaction - INFO - Epoch [16][900/1345] lr: 1.000e-02, eta: 9:34:49, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4883, top5_acc: 0.7555, loss_cls: 2.1172, loss: 2.1172, grad_norm: 6.5483 2021-12-03 01:20:37,703 - mmaction - INFO - Epoch [16][920/1345] lr: 1.000e-02, eta: 9:34:33, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5086, top5_acc: 0.7758, loss_cls: 1.9454, loss: 1.9454, grad_norm: 6.6711 2021-12-03 01:20:52,320 - mmaction - INFO - Epoch [16][940/1345] lr: 1.000e-02, eta: 9:34:18, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5102, top5_acc: 0.7711, loss_cls: 1.9552, loss: 1.9552, grad_norm: 6.5591 2021-12-03 01:21:06,914 - mmaction - INFO - Epoch [16][960/1345] lr: 1.000e-02, eta: 9:34:02, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5297, top5_acc: 0.7953, loss_cls: 1.9191, loss: 1.9191, grad_norm: 6.2889 2021-12-03 01:21:21,453 - mmaction - INFO - Epoch [16][980/1345] lr: 1.000e-02, eta: 9:33:46, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5398, top5_acc: 0.7898, loss_cls: 1.8919, loss: 1.8919, grad_norm: 6.7415 2021-12-03 01:21:36,037 - mmaction - INFO - Epoch [16][1000/1345] lr: 1.000e-02, eta: 9:33:30, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4930, top5_acc: 0.7812, loss_cls: 1.9572, loss: 1.9572, grad_norm: 6.5001 2021-12-03 01:21:50,576 - mmaction - INFO - Epoch [16][1020/1345] lr: 1.000e-02, eta: 9:33:15, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5109, top5_acc: 0.7719, loss_cls: 2.0378, loss: 2.0378, grad_norm: 6.6489 2021-12-03 01:22:05,101 - mmaction - INFO - Epoch [16][1040/1345] lr: 1.000e-02, eta: 9:32:59, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4969, top5_acc: 0.7773, loss_cls: 1.9849, loss: 1.9849, grad_norm: 6.4685 2021-12-03 01:22:19,689 - mmaction - INFO - Epoch [16][1060/1345] lr: 1.000e-02, eta: 9:32:43, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5266, top5_acc: 0.7695, loss_cls: 1.9161, loss: 1.9161, grad_norm: 6.4568 2021-12-03 01:22:34,211 - mmaction - INFO - Epoch [16][1080/1345] lr: 1.000e-02, eta: 9:32:27, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4836, top5_acc: 0.7633, loss_cls: 2.0426, loss: 2.0426, grad_norm: 6.7170 2021-12-03 01:22:48,762 - mmaction - INFO - Epoch [16][1100/1345] lr: 1.000e-02, eta: 9:32:11, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5055, top5_acc: 0.7602, loss_cls: 1.9906, loss: 1.9906, grad_norm: 6.5392 2021-12-03 01:23:03,288 - mmaction - INFO - Epoch [16][1120/1345] lr: 1.000e-02, eta: 9:31:56, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.5258, top5_acc: 0.7734, loss_cls: 1.9680, loss: 1.9680, grad_norm: 6.3097 2021-12-03 01:23:17,858 - mmaction - INFO - Epoch [16][1140/1345] lr: 1.000e-02, eta: 9:31:40, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5078, top5_acc: 0.7828, loss_cls: 1.9861, loss: 1.9861, grad_norm: 6.2911 2021-12-03 01:23:32,478 - mmaction - INFO - Epoch [16][1160/1345] lr: 1.000e-02, eta: 9:31:24, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5164, top5_acc: 0.7969, loss_cls: 1.9258, loss: 1.9258, grad_norm: 6.7799 2021-12-03 01:23:47,038 - mmaction - INFO - Epoch [16][1180/1345] lr: 1.000e-02, eta: 9:31:09, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4930, top5_acc: 0.7766, loss_cls: 1.9968, loss: 1.9968, grad_norm: 6.7320 2021-12-03 01:24:01,569 - mmaction - INFO - Epoch [16][1200/1345] lr: 1.000e-02, eta: 9:30:53, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5102, top5_acc: 0.7695, loss_cls: 1.9785, loss: 1.9785, grad_norm: 6.7189 2021-12-03 01:24:16,102 - mmaction - INFO - Epoch [16][1220/1345] lr: 1.000e-02, eta: 9:30:37, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4875, top5_acc: 0.7664, loss_cls: 2.0061, loss: 2.0061, grad_norm: 6.5660 2021-12-03 01:24:30,666 - mmaction - INFO - Epoch [16][1240/1345] lr: 1.000e-02, eta: 9:30:21, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5062, top5_acc: 0.7523, loss_cls: 2.0254, loss: 2.0254, grad_norm: 6.6560 2021-12-03 01:24:45,169 - mmaction - INFO - Epoch [16][1260/1345] lr: 1.000e-02, eta: 9:30:05, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.4953, top5_acc: 0.7469, loss_cls: 2.0384, loss: 2.0384, grad_norm: 6.5097 2021-12-03 01:24:59,738 - mmaction - INFO - Epoch [16][1280/1345] lr: 1.000e-02, eta: 9:29:50, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.4633, top5_acc: 0.7586, loss_cls: 2.1271, loss: 2.1271, grad_norm: 6.5363 2021-12-03 01:25:14,392 - mmaction - INFO - Epoch [16][1300/1345] lr: 1.000e-02, eta: 9:29:34, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.5258, top5_acc: 0.7867, loss_cls: 1.9053, loss: 1.9053, grad_norm: 6.3176 2021-12-03 01:25:28,986 - mmaction - INFO - Epoch [16][1320/1345] lr: 1.000e-02, eta: 9:29:19, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.4773, top5_acc: 0.7547, loss_cls: 2.0687, loss: 2.0687, grad_norm: 6.4278 2021-12-03 01:25:43,643 - mmaction - INFO - Epoch [16][1340/1345] lr: 1.000e-02, eta: 9:29:03, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.5203, top5_acc: 0.7859, loss_cls: 1.9368, loss: 1.9368, grad_norm: 6.4889 2021-12-03 01:26:46,875 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 01:26:47,030 - mmaction - INFO - top1_acc 0.3492 top5_acc 0.6350 2021-12-03 01:26:47,031 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 01:26:47,040 - mmaction - INFO - mean_acc 0.3111 2021-12-03 01:26:48,795 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. 2021-12-03 01:26:48,796 - mmaction - INFO - Best top1_acc is 0.3492 at 16 epoch. 2021-12-03 01:26:48,800 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-12-03 01:26:50,318 - mmaction - INFO - Epoch(val) [16][181] top1_acc: 0.3492, top5_acc: 0.6350, mean_class_accuracy: 0.3111 2021-12-03 01:27:31,346 - mmaction - INFO - Epoch [17][20/1345] lr: 1.000e-02, eta: 9:29:32, time: 2.051, data_time: 1.330, memory: 9795, top1_acc: 0.5172, top5_acc: 0.8031, loss_cls: 1.8643, loss: 1.8643, grad_norm: 6.7893 2021-12-03 01:27:45,832 - mmaction - INFO - Epoch [17][40/1345] lr: 1.000e-02, eta: 9:29:16, time: 0.725, data_time: 0.002, memory: 9795, top1_acc: 0.5195, top5_acc: 0.7766, loss_cls: 1.9631, loss: 1.9631, grad_norm: 6.5338 2021-12-03 01:28:00,327 - mmaction - INFO - Epoch [17][60/1345] lr: 1.000e-02, eta: 9:29:00, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.5047, top5_acc: 0.7852, loss_cls: 1.9810, loss: 1.9810, grad_norm: 6.7093 2021-12-03 01:28:14,905 - mmaction - INFO - Epoch [17][80/1345] lr: 1.000e-02, eta: 9:28:44, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5125, top5_acc: 0.7750, loss_cls: 1.9923, loss: 1.9923, grad_norm: 6.8119 2021-12-03 01:28:29,611 - mmaction - INFO - Epoch [17][100/1345] lr: 1.000e-02, eta: 9:28:29, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.5352, top5_acc: 0.7875, loss_cls: 1.9176, loss: 1.9176, grad_norm: 6.4597 2021-12-03 01:28:44,180 - mmaction - INFO - Epoch [17][120/1345] lr: 1.000e-02, eta: 9:28:13, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5227, top5_acc: 0.7937, loss_cls: 1.8503, loss: 1.8503, grad_norm: 6.4265 2021-12-03 01:28:58,751 - mmaction - INFO - Epoch [17][140/1345] lr: 1.000e-02, eta: 9:27:57, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5203, top5_acc: 0.7867, loss_cls: 1.8761, loss: 1.8761, grad_norm: 6.3806 2021-12-03 01:29:13,372 - mmaction - INFO - Epoch [17][160/1345] lr: 1.000e-02, eta: 9:27:42, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5305, top5_acc: 0.8039, loss_cls: 1.8343, loss: 1.8343, grad_norm: 6.5890 2021-12-03 01:29:27,947 - mmaction - INFO - Epoch [17][180/1345] lr: 1.000e-02, eta: 9:27:26, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5062, top5_acc: 0.7609, loss_cls: 2.0160, loss: 2.0160, grad_norm: 6.4648 2021-12-03 01:29:42,610 - mmaction - INFO - Epoch [17][200/1345] lr: 1.000e-02, eta: 9:27:10, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.5320, top5_acc: 0.7914, loss_cls: 1.8748, loss: 1.8748, grad_norm: 6.5065 2021-12-03 01:29:57,188 - mmaction - INFO - Epoch [17][220/1345] lr: 1.000e-02, eta: 9:26:55, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5180, top5_acc: 0.7773, loss_cls: 1.8971, loss: 1.8971, grad_norm: 6.4812 2021-12-03 01:30:11,750 - mmaction - INFO - Epoch [17][240/1345] lr: 1.000e-02, eta: 9:26:39, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5219, top5_acc: 0.7805, loss_cls: 1.9377, loss: 1.9377, grad_norm: 6.7426 2021-12-03 01:30:26,402 - mmaction - INFO - Epoch [17][260/1345] lr: 1.000e-02, eta: 9:26:23, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.5359, top5_acc: 0.7836, loss_cls: 1.8993, loss: 1.8993, grad_norm: 6.5317 2021-12-03 01:30:41,064 - mmaction - INFO - Epoch [17][280/1345] lr: 1.000e-02, eta: 9:26:08, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.5211, top5_acc: 0.7883, loss_cls: 1.9123, loss: 1.9123, grad_norm: 6.5574 2021-12-03 01:30:55,662 - mmaction - INFO - Epoch [17][300/1345] lr: 1.000e-02, eta: 9:25:52, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5125, top5_acc: 0.7789, loss_cls: 1.9552, loss: 1.9552, grad_norm: 6.4865 2021-12-03 01:31:10,248 - mmaction - INFO - Epoch [17][320/1345] lr: 1.000e-02, eta: 9:25:36, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5258, top5_acc: 0.7945, loss_cls: 1.8909, loss: 1.8909, grad_norm: 6.5719 2021-12-03 01:31:24,878 - mmaction - INFO - Epoch [17][340/1345] lr: 1.000e-02, eta: 9:25:21, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5078, top5_acc: 0.7664, loss_cls: 1.9856, loss: 1.9856, grad_norm: 6.6274 2021-12-03 01:31:39,435 - mmaction - INFO - Epoch [17][360/1345] lr: 1.000e-02, eta: 9:25:05, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5266, top5_acc: 0.7773, loss_cls: 1.8868, loss: 1.8868, grad_norm: 6.6177 2021-12-03 01:31:54,159 - mmaction - INFO - Epoch [17][380/1345] lr: 1.000e-02, eta: 9:24:50, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.5109, top5_acc: 0.7727, loss_cls: 1.9584, loss: 1.9584, grad_norm: 6.7428 2021-12-03 01:32:08,722 - mmaction - INFO - Epoch [17][400/1345] lr: 1.000e-02, eta: 9:24:34, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5117, top5_acc: 0.7789, loss_cls: 1.9266, loss: 1.9266, grad_norm: 6.2669 2021-12-03 01:32:23,286 - mmaction - INFO - Epoch [17][420/1345] lr: 1.000e-02, eta: 9:24:18, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5180, top5_acc: 0.7969, loss_cls: 1.9129, loss: 1.9129, grad_norm: 6.7011 2021-12-03 01:32:37,894 - mmaction - INFO - Epoch [17][440/1345] lr: 1.000e-02, eta: 9:24:02, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5250, top5_acc: 0.7719, loss_cls: 1.9086, loss: 1.9086, grad_norm: 6.6551 2021-12-03 01:32:52,489 - mmaction - INFO - Epoch [17][460/1345] lr: 1.000e-02, eta: 9:23:47, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5141, top5_acc: 0.7820, loss_cls: 1.9432, loss: 1.9432, grad_norm: 6.7564 2021-12-03 01:33:07,176 - mmaction - INFO - Epoch [17][480/1345] lr: 1.000e-02, eta: 9:23:31, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.4844, top5_acc: 0.7672, loss_cls: 2.0090, loss: 2.0090, grad_norm: 6.8749 2021-12-03 01:33:21,808 - mmaction - INFO - Epoch [17][500/1345] lr: 1.000e-02, eta: 9:23:16, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4930, top5_acc: 0.7734, loss_cls: 1.9967, loss: 1.9967, grad_norm: 6.5857 2021-12-03 01:33:36,459 - mmaction - INFO - Epoch [17][520/1345] lr: 1.000e-02, eta: 9:23:00, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.5031, top5_acc: 0.7750, loss_cls: 2.0123, loss: 2.0123, grad_norm: 6.5310 2021-12-03 01:33:51,032 - mmaction - INFO - Epoch [17][540/1345] lr: 1.000e-02, eta: 9:22:44, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4938, top5_acc: 0.7781, loss_cls: 1.9727, loss: 1.9727, grad_norm: 6.5872 2021-12-03 01:34:05,633 - mmaction - INFO - Epoch [17][560/1345] lr: 1.000e-02, eta: 9:22:29, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5398, top5_acc: 0.7906, loss_cls: 1.8920, loss: 1.8920, grad_norm: 6.7058 2021-12-03 01:34:20,328 - mmaction - INFO - Epoch [17][580/1345] lr: 1.000e-02, eta: 9:22:13, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.5258, top5_acc: 0.7844, loss_cls: 1.8721, loss: 1.8721, grad_norm: 6.7790 2021-12-03 01:34:34,923 - mmaction - INFO - Epoch [17][600/1345] lr: 1.000e-02, eta: 9:21:58, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5219, top5_acc: 0.7688, loss_cls: 2.0038, loss: 2.0038, grad_norm: 6.3703 2021-12-03 01:34:49,596 - mmaction - INFO - Epoch [17][620/1345] lr: 1.000e-02, eta: 9:21:42, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.5414, top5_acc: 0.7844, loss_cls: 1.8668, loss: 1.8668, grad_norm: 6.6502 2021-12-03 01:35:04,209 - mmaction - INFO - Epoch [17][640/1345] lr: 1.000e-02, eta: 9:21:27, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5055, top5_acc: 0.7703, loss_cls: 2.0070, loss: 2.0070, grad_norm: 6.6154 2021-12-03 01:35:18,827 - mmaction - INFO - Epoch [17][660/1345] lr: 1.000e-02, eta: 9:21:11, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5172, top5_acc: 0.7789, loss_cls: 1.9138, loss: 1.9138, grad_norm: 6.4829 2021-12-03 01:35:33,390 - mmaction - INFO - Epoch [17][680/1345] lr: 1.000e-02, eta: 9:20:55, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4859, top5_acc: 0.7789, loss_cls: 2.0291, loss: 2.0291, grad_norm: 6.6440 2021-12-03 01:35:47,973 - mmaction - INFO - Epoch [17][700/1345] lr: 1.000e-02, eta: 9:20:40, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5211, top5_acc: 0.7844, loss_cls: 1.9410, loss: 1.9410, grad_norm: 6.8239 2021-12-03 01:36:02,507 - mmaction - INFO - Epoch [17][720/1345] lr: 1.000e-02, eta: 9:20:24, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4953, top5_acc: 0.7594, loss_cls: 1.9907, loss: 1.9907, grad_norm: 6.8101 2021-12-03 01:36:17,048 - mmaction - INFO - Epoch [17][740/1345] lr: 1.000e-02, eta: 9:20:08, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5125, top5_acc: 0.7680, loss_cls: 1.9862, loss: 1.9862, grad_norm: 6.4807 2021-12-03 01:36:31,650 - mmaction - INFO - Epoch [17][760/1345] lr: 1.000e-02, eta: 9:19:53, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5117, top5_acc: 0.7555, loss_cls: 2.0034, loss: 2.0034, grad_norm: 6.4024 2021-12-03 01:36:46,203 - mmaction - INFO - Epoch [17][780/1345] lr: 1.000e-02, eta: 9:19:37, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4883, top5_acc: 0.7633, loss_cls: 2.0038, loss: 2.0038, grad_norm: 6.7545 2021-12-03 01:37:00,759 - mmaction - INFO - Epoch [17][800/1345] lr: 1.000e-02, eta: 9:19:21, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5180, top5_acc: 0.7930, loss_cls: 1.8921, loss: 1.8921, grad_norm: 6.6350 2021-12-03 01:37:15,333 - mmaction - INFO - Epoch [17][820/1345] lr: 1.000e-02, eta: 9:19:05, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5000, top5_acc: 0.7664, loss_cls: 2.0262, loss: 2.0262, grad_norm: 6.5406 2021-12-03 01:37:29,857 - mmaction - INFO - Epoch [17][840/1345] lr: 1.000e-02, eta: 9:18:50, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.5094, top5_acc: 0.7719, loss_cls: 1.9806, loss: 1.9806, grad_norm: 6.5710 2021-12-03 01:37:44,366 - mmaction - INFO - Epoch [17][860/1345] lr: 1.000e-02, eta: 9:18:34, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.5094, top5_acc: 0.7609, loss_cls: 1.9448, loss: 1.9448, grad_norm: 6.6681 2021-12-03 01:37:58,903 - mmaction - INFO - Epoch [17][880/1345] lr: 1.000e-02, eta: 9:18:18, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5492, top5_acc: 0.7852, loss_cls: 1.8406, loss: 1.8406, grad_norm: 6.7424 2021-12-03 01:38:13,458 - mmaction - INFO - Epoch [17][900/1345] lr: 1.000e-02, eta: 9:18:02, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5102, top5_acc: 0.7664, loss_cls: 1.9826, loss: 1.9826, grad_norm: 6.5230 2021-12-03 01:38:28,026 - mmaction - INFO - Epoch [17][920/1345] lr: 1.000e-02, eta: 9:17:47, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5078, top5_acc: 0.7789, loss_cls: 1.9341, loss: 1.9341, grad_norm: 6.8074 2021-12-03 01:38:42,616 - mmaction - INFO - Epoch [17][940/1345] lr: 1.000e-02, eta: 9:17:31, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5133, top5_acc: 0.7602, loss_cls: 1.9965, loss: 1.9965, grad_norm: 6.8814 2021-12-03 01:38:57,179 - mmaction - INFO - Epoch [17][960/1345] lr: 1.000e-02, eta: 9:17:15, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5125, top5_acc: 0.7617, loss_cls: 1.9990, loss: 1.9990, grad_norm: 6.5868 2021-12-03 01:39:11,721 - mmaction - INFO - Epoch [17][980/1345] lr: 1.000e-02, eta: 9:17:00, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5133, top5_acc: 0.7828, loss_cls: 1.9359, loss: 1.9359, grad_norm: 6.2837 2021-12-03 01:39:26,243 - mmaction - INFO - Epoch [17][1000/1345] lr: 1.000e-02, eta: 9:16:44, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.4898, top5_acc: 0.7633, loss_cls: 2.0406, loss: 2.0406, grad_norm: 6.4013 2021-12-03 01:39:40,764 - mmaction - INFO - Epoch [17][1020/1345] lr: 1.000e-02, eta: 9:16:28, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.5125, top5_acc: 0.7766, loss_cls: 1.9546, loss: 1.9546, grad_norm: 6.5381 2021-12-03 01:39:55,306 - mmaction - INFO - Epoch [17][1040/1345] lr: 1.000e-02, eta: 9:16:12, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5023, top5_acc: 0.7602, loss_cls: 2.0039, loss: 2.0039, grad_norm: 6.5611 2021-12-03 01:40:09,977 - mmaction - INFO - Epoch [17][1060/1345] lr: 1.000e-02, eta: 9:15:57, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.4977, top5_acc: 0.7648, loss_cls: 2.0344, loss: 2.0344, grad_norm: 6.7610 2021-12-03 01:40:24,528 - mmaction - INFO - Epoch [17][1080/1345] lr: 1.000e-02, eta: 9:15:41, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5211, top5_acc: 0.7750, loss_cls: 1.9302, loss: 1.9302, grad_norm: 6.6443 2021-12-03 01:40:39,049 - mmaction - INFO - Epoch [17][1100/1345] lr: 1.000e-02, eta: 9:15:26, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.5039, top5_acc: 0.7578, loss_cls: 1.9775, loss: 1.9775, grad_norm: 6.4770 2021-12-03 01:40:53,615 - mmaction - INFO - Epoch [17][1120/1345] lr: 1.000e-02, eta: 9:15:10, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5195, top5_acc: 0.7750, loss_cls: 1.9659, loss: 1.9659, grad_norm: 6.8536 2021-12-03 01:41:08,184 - mmaction - INFO - Epoch [17][1140/1345] lr: 1.000e-02, eta: 9:14:54, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5312, top5_acc: 0.7766, loss_cls: 1.9115, loss: 1.9115, grad_norm: 6.3373 2021-12-03 01:41:22,774 - mmaction - INFO - Epoch [17][1160/1345] lr: 1.000e-02, eta: 9:14:39, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5086, top5_acc: 0.7555, loss_cls: 2.0076, loss: 2.0076, grad_norm: 6.6439 2021-12-03 01:41:37,414 - mmaction - INFO - Epoch [17][1180/1345] lr: 1.000e-02, eta: 9:14:23, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4820, top5_acc: 0.7539, loss_cls: 2.0618, loss: 2.0618, grad_norm: 6.6584 2021-12-03 01:41:52,030 - mmaction - INFO - Epoch [17][1200/1345] lr: 1.000e-02, eta: 9:14:08, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5156, top5_acc: 0.7836, loss_cls: 1.9147, loss: 1.9147, grad_norm: 6.2757 2021-12-03 01:42:06,709 - mmaction - INFO - Epoch [17][1220/1345] lr: 1.000e-02, eta: 9:13:52, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.4828, top5_acc: 0.7766, loss_cls: 1.9796, loss: 1.9796, grad_norm: 6.6541 2021-12-03 01:42:21,372 - mmaction - INFO - Epoch [17][1240/1345] lr: 1.000e-02, eta: 9:13:37, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.5039, top5_acc: 0.7758, loss_cls: 1.9278, loss: 1.9278, grad_norm: 6.4105 2021-12-03 01:42:36,008 - mmaction - INFO - Epoch [17][1260/1345] lr: 1.000e-02, eta: 9:13:21, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.4906, top5_acc: 0.7539, loss_cls: 2.0421, loss: 2.0421, grad_norm: 6.6671 2021-12-03 01:42:50,614 - mmaction - INFO - Epoch [17][1280/1345] lr: 1.000e-02, eta: 9:13:06, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5055, top5_acc: 0.7758, loss_cls: 1.9659, loss: 1.9659, grad_norm: 6.6146 2021-12-03 01:43:05,246 - mmaction - INFO - Epoch [17][1300/1345] lr: 1.000e-02, eta: 9:12:50, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.5352, top5_acc: 0.7852, loss_cls: 1.8742, loss: 1.8742, grad_norm: 6.8285 2021-12-03 01:43:19,793 - mmaction - INFO - Epoch [17][1320/1345] lr: 1.000e-02, eta: 9:12:34, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5008, top5_acc: 0.7562, loss_cls: 2.0608, loss: 2.0608, grad_norm: 6.7416 2021-12-03 01:43:34,443 - mmaction - INFO - Epoch [17][1340/1345] lr: 1.000e-02, eta: 9:12:19, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5023, top5_acc: 0.7555, loss_cls: 2.0340, loss: 2.0340, grad_norm: 6.3769 2021-12-03 01:43:38,139 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-12-03 01:44:20,943 - mmaction - INFO - Epoch [18][20/1345] lr: 1.000e-02, eta: 9:12:44, time: 2.050, data_time: 1.321, memory: 9795, top1_acc: 0.5359, top5_acc: 0.7977, loss_cls: 1.8239, loss: 1.8239, grad_norm: 6.5414 2021-12-03 01:44:35,441 - mmaction - INFO - Epoch [18][40/1345] lr: 1.000e-02, eta: 9:12:28, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.4820, top5_acc: 0.7648, loss_cls: 2.0428, loss: 2.0428, grad_norm: 6.5366 2021-12-03 01:44:49,980 - mmaction - INFO - Epoch [18][60/1345] lr: 1.000e-02, eta: 9:12:12, time: 0.727, data_time: 0.002, memory: 9795, top1_acc: 0.5305, top5_acc: 0.7875, loss_cls: 1.8893, loss: 1.8893, grad_norm: 6.6312 2021-12-03 01:45:04,582 - mmaction - INFO - Epoch [18][80/1345] lr: 1.000e-02, eta: 9:11:56, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.5039, top5_acc: 0.7625, loss_cls: 1.9918, loss: 1.9918, grad_norm: 6.5513 2021-12-03 01:45:19,109 - mmaction - INFO - Epoch [18][100/1345] lr: 1.000e-02, eta: 9:11:41, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.5383, top5_acc: 0.7719, loss_cls: 1.8782, loss: 1.8782, grad_norm: 6.5613 2021-12-03 01:45:33,835 - mmaction - INFO - Epoch [18][120/1345] lr: 1.000e-02, eta: 9:11:25, time: 0.736, data_time: 0.001, memory: 9795, top1_acc: 0.5266, top5_acc: 0.8000, loss_cls: 1.8471, loss: 1.8471, grad_norm: 6.6840 2021-12-03 01:45:48,422 - mmaction - INFO - Epoch [18][140/1345] lr: 1.000e-02, eta: 9:11:10, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5242, top5_acc: 0.7875, loss_cls: 1.8756, loss: 1.8756, grad_norm: 6.6505 2021-12-03 01:46:03,073 - mmaction - INFO - Epoch [18][160/1345] lr: 1.000e-02, eta: 9:10:54, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5180, top5_acc: 0.7828, loss_cls: 1.9089, loss: 1.9089, grad_norm: 6.5850 2021-12-03 01:46:17,667 - mmaction - INFO - Epoch [18][180/1345] lr: 1.000e-02, eta: 9:10:38, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.5383, top5_acc: 0.8039, loss_cls: 1.7769, loss: 1.7769, grad_norm: 6.4970 2021-12-03 01:46:32,439 - mmaction - INFO - Epoch [18][200/1345] lr: 1.000e-02, eta: 9:10:23, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.5227, top5_acc: 0.7812, loss_cls: 1.8923, loss: 1.8923, grad_norm: 6.7451 2021-12-03 01:46:47,031 - mmaction - INFO - Epoch [18][220/1345] lr: 1.000e-02, eta: 9:10:08, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.5266, top5_acc: 0.7875, loss_cls: 1.8587, loss: 1.8587, grad_norm: 6.6104 2021-12-03 01:47:01,671 - mmaction - INFO - Epoch [18][240/1345] lr: 1.000e-02, eta: 9:09:52, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5094, top5_acc: 0.7852, loss_cls: 1.9650, loss: 1.9650, grad_norm: 6.6506 2021-12-03 01:47:16,298 - mmaction - INFO - Epoch [18][260/1345] lr: 1.000e-02, eta: 9:09:36, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5094, top5_acc: 0.7758, loss_cls: 1.9616, loss: 1.9616, grad_norm: 6.3951 2021-12-03 01:47:30,962 - mmaction - INFO - Epoch [18][280/1345] lr: 1.000e-02, eta: 9:09:21, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.5156, top5_acc: 0.7859, loss_cls: 1.8998, loss: 1.8998, grad_norm: 6.8327 2021-12-03 01:47:45,602 - mmaction - INFO - Epoch [18][300/1345] lr: 1.000e-02, eta: 9:09:05, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5078, top5_acc: 0.7750, loss_cls: 1.9574, loss: 1.9574, grad_norm: 6.4475 2021-12-03 01:48:00,258 - mmaction - INFO - Epoch [18][320/1345] lr: 1.000e-02, eta: 9:08:50, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.5227, top5_acc: 0.7820, loss_cls: 1.9263, loss: 1.9263, grad_norm: 6.3416 2021-12-03 01:48:15,014 - mmaction - INFO - Epoch [18][340/1345] lr: 1.000e-02, eta: 9:08:35, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.5062, top5_acc: 0.7711, loss_cls: 1.9344, loss: 1.9344, grad_norm: 6.6394 2021-12-03 01:48:29,560 - mmaction - INFO - Epoch [18][360/1345] lr: 1.000e-02, eta: 9:08:19, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.5492, top5_acc: 0.7898, loss_cls: 1.8451, loss: 1.8451, grad_norm: 6.4398 2021-12-03 01:48:44,207 - mmaction - INFO - Epoch [18][380/1345] lr: 1.000e-02, eta: 9:08:03, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5266, top5_acc: 0.7836, loss_cls: 1.9038, loss: 1.9038, grad_norm: 6.5703 2021-12-03 01:48:58,823 - mmaction - INFO - Epoch [18][400/1345] lr: 1.000e-02, eta: 9:07:48, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5148, top5_acc: 0.7742, loss_cls: 1.9261, loss: 1.9261, grad_norm: 6.5686 2021-12-03 01:49:13,455 - mmaction - INFO - Epoch [18][420/1345] lr: 1.000e-02, eta: 9:07:32, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5273, top5_acc: 0.7695, loss_cls: 1.9244, loss: 1.9244, grad_norm: 6.5281 2021-12-03 01:49:28,094 - mmaction - INFO - Epoch [18][440/1345] lr: 1.000e-02, eta: 9:07:17, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5375, top5_acc: 0.7992, loss_cls: 1.8764, loss: 1.8764, grad_norm: 6.8327 2021-12-03 01:49:42,727 - mmaction - INFO - Epoch [18][460/1345] lr: 1.000e-02, eta: 9:07:01, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5406, top5_acc: 0.7867, loss_cls: 1.8299, loss: 1.8299, grad_norm: 6.4680 2021-12-03 01:49:57,359 - mmaction - INFO - Epoch [18][480/1345] lr: 1.000e-02, eta: 9:06:46, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5359, top5_acc: 0.8094, loss_cls: 1.8283, loss: 1.8283, grad_norm: 6.6326 2021-12-03 01:50:11,963 - mmaction - INFO - Epoch [18][500/1345] lr: 1.000e-02, eta: 9:06:30, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5375, top5_acc: 0.7977, loss_cls: 1.8805, loss: 1.8805, grad_norm: 6.7344 2021-12-03 01:50:26,599 - mmaction - INFO - Epoch [18][520/1345] lr: 1.000e-02, eta: 9:06:15, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5242, top5_acc: 0.7945, loss_cls: 1.9083, loss: 1.9083, grad_norm: 7.0792 2021-12-03 01:50:41,203 - mmaction - INFO - Epoch [18][540/1345] lr: 1.000e-02, eta: 9:05:59, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5008, top5_acc: 0.7945, loss_cls: 1.9395, loss: 1.9395, grad_norm: 6.4313 2021-12-03 01:50:55,778 - mmaction - INFO - Epoch [18][560/1345] lr: 1.000e-02, eta: 9:05:43, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5195, top5_acc: 0.7836, loss_cls: 1.9232, loss: 1.9232, grad_norm: 6.6132 2021-12-03 01:51:10,392 - mmaction - INFO - Epoch [18][580/1345] lr: 1.000e-02, eta: 9:05:28, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5117, top5_acc: 0.7672, loss_cls: 1.9625, loss: 1.9625, grad_norm: 6.5779 2021-12-03 01:51:25,112 - mmaction - INFO - Epoch [18][600/1345] lr: 1.000e-02, eta: 9:05:12, time: 0.736, data_time: 0.001, memory: 9795, top1_acc: 0.5125, top5_acc: 0.7781, loss_cls: 1.9287, loss: 1.9287, grad_norm: 6.4718 2021-12-03 01:51:39,687 - mmaction - INFO - Epoch [18][620/1345] lr: 1.000e-02, eta: 9:04:57, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5141, top5_acc: 0.7766, loss_cls: 1.9661, loss: 1.9661, grad_norm: 6.6176 2021-12-03 01:51:54,264 - mmaction - INFO - Epoch [18][640/1345] lr: 1.000e-02, eta: 9:04:41, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5055, top5_acc: 0.7883, loss_cls: 1.9114, loss: 1.9114, grad_norm: 6.9415 2021-12-03 01:52:08,849 - mmaction - INFO - Epoch [18][660/1345] lr: 1.000e-02, eta: 9:04:26, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5188, top5_acc: 0.7664, loss_cls: 2.0030, loss: 2.0030, grad_norm: 6.7220 2021-12-03 01:52:23,388 - mmaction - INFO - Epoch [18][680/1345] lr: 1.000e-02, eta: 9:04:10, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5102, top5_acc: 0.7727, loss_cls: 1.9528, loss: 1.9528, grad_norm: 6.3468 2021-12-03 01:52:37,959 - mmaction - INFO - Epoch [18][700/1345] lr: 1.000e-02, eta: 9:03:54, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5281, top5_acc: 0.7719, loss_cls: 1.9236, loss: 1.9236, grad_norm: 6.4527 2021-12-03 01:52:52,506 - mmaction - INFO - Epoch [18][720/1345] lr: 1.000e-02, eta: 9:03:39, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5383, top5_acc: 0.7891, loss_cls: 1.8002, loss: 1.8002, grad_norm: 6.5348 2021-12-03 01:53:07,141 - mmaction - INFO - Epoch [18][740/1345] lr: 1.000e-02, eta: 9:03:23, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.4867, top5_acc: 0.7656, loss_cls: 2.0372, loss: 2.0372, grad_norm: 6.6264 2021-12-03 01:53:21,697 - mmaction - INFO - Epoch [18][760/1345] lr: 1.000e-02, eta: 9:03:07, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5141, top5_acc: 0.7820, loss_cls: 1.9326, loss: 1.9326, grad_norm: 6.5226 2021-12-03 01:53:36,235 - mmaction - INFO - Epoch [18][780/1345] lr: 1.000e-02, eta: 9:02:52, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4961, top5_acc: 0.7773, loss_cls: 1.9679, loss: 1.9679, grad_norm: 6.6483 2021-12-03 01:53:50,779 - mmaction - INFO - Epoch [18][800/1345] lr: 1.000e-02, eta: 9:02:36, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5133, top5_acc: 0.7789, loss_cls: 1.9358, loss: 1.9358, grad_norm: 6.9263 2021-12-03 01:54:05,351 - mmaction - INFO - Epoch [18][820/1345] lr: 1.000e-02, eta: 9:02:20, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5086, top5_acc: 0.7773, loss_cls: 1.9163, loss: 1.9163, grad_norm: 6.5114 2021-12-03 01:54:19,870 - mmaction - INFO - Epoch [18][840/1345] lr: 1.000e-02, eta: 9:02:05, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.5312, top5_acc: 0.7977, loss_cls: 1.9127, loss: 1.9127, grad_norm: 6.8850 2021-12-03 01:54:34,400 - mmaction - INFO - Epoch [18][860/1345] lr: 1.000e-02, eta: 9:01:49, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.5125, top5_acc: 0.7844, loss_cls: 1.9621, loss: 1.9621, grad_norm: 6.3601 2021-12-03 01:54:48,925 - mmaction - INFO - Epoch [18][880/1345] lr: 1.000e-02, eta: 9:01:33, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.5344, top5_acc: 0.7922, loss_cls: 1.8817, loss: 1.8817, grad_norm: 6.1554 2021-12-03 01:55:03,515 - mmaction - INFO - Epoch [18][900/1345] lr: 1.000e-02, eta: 9:01:18, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5164, top5_acc: 0.8000, loss_cls: 1.8821, loss: 1.8821, grad_norm: 6.7142 2021-12-03 01:55:18,023 - mmaction - INFO - Epoch [18][920/1345] lr: 1.000e-02, eta: 9:01:02, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.5281, top5_acc: 0.7937, loss_cls: 1.8932, loss: 1.8932, grad_norm: 6.6854 2021-12-03 01:55:32,625 - mmaction - INFO - Epoch [18][940/1345] lr: 1.000e-02, eta: 9:00:47, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5117, top5_acc: 0.7797, loss_cls: 2.0171, loss: 2.0171, grad_norm: 6.5952 2021-12-03 01:55:47,167 - mmaction - INFO - Epoch [18][960/1345] lr: 1.000e-02, eta: 9:00:31, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.5102, top5_acc: 0.7773, loss_cls: 1.9449, loss: 1.9449, grad_norm: 6.8490 2021-12-03 01:56:01,717 - mmaction - INFO - Epoch [18][980/1345] lr: 1.000e-02, eta: 9:00:15, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4773, top5_acc: 0.7641, loss_cls: 2.0228, loss: 2.0228, grad_norm: 6.7093 2021-12-03 01:56:16,260 - mmaction - INFO - Epoch [18][1000/1345] lr: 1.000e-02, eta: 9:00:00, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.4875, top5_acc: 0.7617, loss_cls: 2.0104, loss: 2.0104, grad_norm: 6.3893 2021-12-03 01:56:30,868 - mmaction - INFO - Epoch [18][1020/1345] lr: 1.000e-02, eta: 8:59:44, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5281, top5_acc: 0.7836, loss_cls: 1.8477, loss: 1.8477, grad_norm: 6.7862 2021-12-03 01:56:45,415 - mmaction - INFO - Epoch [18][1040/1345] lr: 1.000e-02, eta: 8:59:28, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5039, top5_acc: 0.7773, loss_cls: 1.9195, loss: 1.9195, grad_norm: 6.6074 2021-12-03 01:56:59,982 - mmaction - INFO - Epoch [18][1060/1345] lr: 1.000e-02, eta: 8:59:13, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5227, top5_acc: 0.7859, loss_cls: 1.9099, loss: 1.9099, grad_norm: 6.5241 2021-12-03 01:57:14,648 - mmaction - INFO - Epoch [18][1080/1345] lr: 1.000e-02, eta: 8:58:57, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.5031, top5_acc: 0.7664, loss_cls: 1.9644, loss: 1.9644, grad_norm: 6.8090 2021-12-03 01:57:29,388 - mmaction - INFO - Epoch [18][1100/1345] lr: 1.000e-02, eta: 8:58:42, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.5094, top5_acc: 0.7648, loss_cls: 2.0056, loss: 2.0056, grad_norm: 6.6246 2021-12-03 01:57:44,031 - mmaction - INFO - Epoch [18][1120/1345] lr: 1.000e-02, eta: 8:58:27, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5055, top5_acc: 0.7742, loss_cls: 1.9989, loss: 1.9989, grad_norm: 6.6336 2021-12-03 01:57:58,678 - mmaction - INFO - Epoch [18][1140/1345] lr: 1.000e-02, eta: 8:58:11, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5148, top5_acc: 0.7680, loss_cls: 1.9800, loss: 1.9800, grad_norm: 6.4304 2021-12-03 01:58:13,464 - mmaction - INFO - Epoch [18][1160/1345] lr: 1.000e-02, eta: 8:57:56, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.5148, top5_acc: 0.7805, loss_cls: 1.9166, loss: 1.9166, grad_norm: 6.5990 2021-12-03 01:58:28,122 - mmaction - INFO - Epoch [18][1180/1345] lr: 1.000e-02, eta: 8:57:41, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.5117, top5_acc: 0.7812, loss_cls: 1.9684, loss: 1.9684, grad_norm: 6.7084 2021-12-03 01:58:42,689 - mmaction - INFO - Epoch [18][1200/1345] lr: 1.000e-02, eta: 8:57:25, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5156, top5_acc: 0.7633, loss_cls: 1.9447, loss: 1.9447, grad_norm: 6.7721 2021-12-03 01:58:57,294 - mmaction - INFO - Epoch [18][1220/1345] lr: 1.000e-02, eta: 8:57:09, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5000, top5_acc: 0.7656, loss_cls: 2.0117, loss: 2.0117, grad_norm: 6.6902 2021-12-03 01:59:12,093 - mmaction - INFO - Epoch [18][1240/1345] lr: 1.000e-02, eta: 8:56:54, time: 0.740, data_time: 0.000, memory: 9795, top1_acc: 0.5320, top5_acc: 0.7789, loss_cls: 1.9133, loss: 1.9133, grad_norm: 6.5565 2021-12-03 01:59:26,745 - mmaction - INFO - Epoch [18][1260/1345] lr: 1.000e-02, eta: 8:56:39, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5055, top5_acc: 0.7602, loss_cls: 2.0327, loss: 2.0327, grad_norm: 6.5468 2021-12-03 01:59:41,406 - mmaction - INFO - Epoch [18][1280/1345] lr: 1.000e-02, eta: 8:56:23, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.5023, top5_acc: 0.7719, loss_cls: 1.9761, loss: 1.9761, grad_norm: 6.6357 2021-12-03 01:59:56,155 - mmaction - INFO - Epoch [18][1300/1345] lr: 1.000e-02, eta: 8:56:08, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.5008, top5_acc: 0.7625, loss_cls: 2.0482, loss: 2.0482, grad_norm: 6.7381 2021-12-03 02:00:10,854 - mmaction - INFO - Epoch [18][1320/1345] lr: 1.000e-02, eta: 8:55:53, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.5352, top5_acc: 0.7727, loss_cls: 1.9289, loss: 1.9289, grad_norm: 6.5337 2021-12-03 02:00:25,498 - mmaction - INFO - Epoch [18][1340/1345] lr: 1.000e-02, eta: 8:55:37, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.5039, top5_acc: 0.7797, loss_cls: 1.9507, loss: 1.9507, grad_norm: 6.6748 2021-12-03 02:01:41,800 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 02:01:41,969 - mmaction - INFO - top1_acc 0.3541 top5_acc 0.6516 2021-12-03 02:01:41,970 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 02:01:41,980 - mmaction - INFO - mean_acc 0.3145 2021-12-03 02:01:43,695 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. 2021-12-03 02:01:43,695 - mmaction - INFO - Best top1_acc is 0.3541 at 18 epoch. 2021-12-03 02:01:43,699 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-12-03 02:01:45,871 - mmaction - INFO - Epoch(val) [18][181] top1_acc: 0.3541, top5_acc: 0.6516, mean_class_accuracy: 0.3145 2021-12-03 02:02:26,305 - mmaction - INFO - Epoch [19][20/1345] lr: 1.000e-02, eta: 8:55:57, time: 2.021, data_time: 1.300, memory: 9795, top1_acc: 0.5336, top5_acc: 0.7969, loss_cls: 1.8583, loss: 1.8583, grad_norm: 6.6755 2021-12-03 02:02:40,783 - mmaction - INFO - Epoch [19][40/1345] lr: 1.000e-02, eta: 8:55:42, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.5336, top5_acc: 0.7844, loss_cls: 1.8716, loss: 1.8716, grad_norm: 6.5118 2021-12-03 02:02:55,327 - mmaction - INFO - Epoch [19][60/1345] lr: 1.000e-02, eta: 8:55:26, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5430, top5_acc: 0.7945, loss_cls: 1.8537, loss: 1.8537, grad_norm: 6.5793 2021-12-03 02:03:09,816 - mmaction - INFO - Epoch [19][80/1345] lr: 1.000e-02, eta: 8:55:10, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.5102, top5_acc: 0.7875, loss_cls: 1.8927, loss: 1.8927, grad_norm: 6.7208 2021-12-03 02:03:24,397 - mmaction - INFO - Epoch [19][100/1345] lr: 1.000e-02, eta: 8:54:55, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5219, top5_acc: 0.7945, loss_cls: 1.8943, loss: 1.8943, grad_norm: 6.7963 2021-12-03 02:03:38,955 - mmaction - INFO - Epoch [19][120/1345] lr: 1.000e-02, eta: 8:54:39, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5211, top5_acc: 0.7906, loss_cls: 1.8818, loss: 1.8818, grad_norm: 6.5095 2021-12-03 02:03:53,507 - mmaction - INFO - Epoch [19][140/1345] lr: 1.000e-02, eta: 8:54:23, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5359, top5_acc: 0.7891, loss_cls: 1.8465, loss: 1.8465, grad_norm: 6.6059 2021-12-03 02:04:08,065 - mmaction - INFO - Epoch [19][160/1345] lr: 1.000e-02, eta: 8:54:08, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5172, top5_acc: 0.7961, loss_cls: 1.8830, loss: 1.8830, grad_norm: 6.5670 2021-12-03 02:04:22,661 - mmaction - INFO - Epoch [19][180/1345] lr: 1.000e-02, eta: 8:53:52, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5219, top5_acc: 0.7945, loss_cls: 1.8601, loss: 1.8601, grad_norm: 7.0111 2021-12-03 02:04:37,256 - mmaction - INFO - Epoch [19][200/1345] lr: 1.000e-02, eta: 8:53:36, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5195, top5_acc: 0.7719, loss_cls: 1.9198, loss: 1.9198, grad_norm: 6.6633 2021-12-03 02:04:51,816 - mmaction - INFO - Epoch [19][220/1345] lr: 1.000e-02, eta: 8:53:21, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5148, top5_acc: 0.7937, loss_cls: 1.8402, loss: 1.8402, grad_norm: 6.6861 2021-12-03 02:05:06,396 - mmaction - INFO - Epoch [19][240/1345] lr: 1.000e-02, eta: 8:53:05, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5312, top5_acc: 0.7891, loss_cls: 1.8540, loss: 1.8540, grad_norm: 6.6820 2021-12-03 02:05:20,909 - mmaction - INFO - Epoch [19][260/1345] lr: 1.000e-02, eta: 8:52:50, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.5211, top5_acc: 0.7781, loss_cls: 1.9680, loss: 1.9680, grad_norm: 6.3866 2021-12-03 02:05:35,513 - mmaction - INFO - Epoch [19][280/1345] lr: 1.000e-02, eta: 8:52:34, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5164, top5_acc: 0.7562, loss_cls: 1.9893, loss: 1.9893, grad_norm: 6.7159 2021-12-03 02:05:50,102 - mmaction - INFO - Epoch [19][300/1345] lr: 1.000e-02, eta: 8:52:18, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5164, top5_acc: 0.7953, loss_cls: 1.8594, loss: 1.8594, grad_norm: 6.9890 2021-12-03 02:06:04,705 - mmaction - INFO - Epoch [19][320/1345] lr: 1.000e-02, eta: 8:52:03, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5164, top5_acc: 0.7688, loss_cls: 1.9803, loss: 1.9803, grad_norm: 6.6879 2021-12-03 02:06:19,239 - mmaction - INFO - Epoch [19][340/1345] lr: 1.000e-02, eta: 8:51:47, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.5211, top5_acc: 0.7836, loss_cls: 1.8653, loss: 1.8653, grad_norm: 6.8641 2021-12-03 02:06:33,771 - mmaction - INFO - Epoch [19][360/1345] lr: 1.000e-02, eta: 8:51:32, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.5094, top5_acc: 0.7703, loss_cls: 2.0049, loss: 2.0049, grad_norm: 6.5043 2021-12-03 02:06:48,305 - mmaction - INFO - Epoch [19][380/1345] lr: 1.000e-02, eta: 8:51:16, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5477, top5_acc: 0.8187, loss_cls: 1.7681, loss: 1.7681, grad_norm: 6.7616 2021-12-03 02:07:02,868 - mmaction - INFO - Epoch [19][400/1345] lr: 1.000e-02, eta: 8:51:00, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5062, top5_acc: 0.7664, loss_cls: 1.9834, loss: 1.9834, grad_norm: 7.0454 2021-12-03 02:07:17,360 - mmaction - INFO - Epoch [19][420/1345] lr: 1.000e-02, eta: 8:50:45, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.5156, top5_acc: 0.7898, loss_cls: 1.9037, loss: 1.9037, grad_norm: 6.3604 2021-12-03 02:07:31,889 - mmaction - INFO - Epoch [19][440/1345] lr: 1.000e-02, eta: 8:50:29, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.5133, top5_acc: 0.7766, loss_cls: 1.9373, loss: 1.9373, grad_norm: 6.4292 2021-12-03 02:07:46,460 - mmaction - INFO - Epoch [19][460/1345] lr: 1.000e-02, eta: 8:50:13, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5141, top5_acc: 0.7766, loss_cls: 1.9583, loss: 1.9583, grad_norm: 6.4540 2021-12-03 02:08:00,960 - mmaction - INFO - Epoch [19][480/1345] lr: 1.000e-02, eta: 8:49:58, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.5367, top5_acc: 0.8023, loss_cls: 1.8417, loss: 1.8417, grad_norm: 6.6085 2021-12-03 02:08:15,447 - mmaction - INFO - Epoch [19][500/1345] lr: 1.000e-02, eta: 8:49:42, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.5453, top5_acc: 0.8070, loss_cls: 1.7712, loss: 1.7712, grad_norm: 6.5154 2021-12-03 02:08:29,967 - mmaction - INFO - Epoch [19][520/1345] lr: 1.000e-02, eta: 8:49:26, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.5125, top5_acc: 0.7812, loss_cls: 1.9644, loss: 1.9644, grad_norm: 6.8417 2021-12-03 02:08:44,483 - mmaction - INFO - Epoch [19][540/1345] lr: 1.000e-02, eta: 8:49:11, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.5289, top5_acc: 0.7891, loss_cls: 1.8644, loss: 1.8644, grad_norm: 6.8877 2021-12-03 02:08:58,977 - mmaction - INFO - Epoch [19][560/1345] lr: 1.000e-02, eta: 8:48:55, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.5016, top5_acc: 0.7711, loss_cls: 1.9989, loss: 1.9989, grad_norm: 6.8754 2021-12-03 02:09:13,451 - mmaction - INFO - Epoch [19][580/1345] lr: 1.000e-02, eta: 8:48:39, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.4945, top5_acc: 0.7555, loss_cls: 2.0209, loss: 2.0209, grad_norm: 6.5314 2021-12-03 02:09:28,023 - mmaction - INFO - Epoch [19][600/1345] lr: 1.000e-02, eta: 8:48:24, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.5211, top5_acc: 0.7797, loss_cls: 1.9571, loss: 1.9571, grad_norm: 6.5619 2021-12-03 02:09:42,511 - mmaction - INFO - Epoch [19][620/1345] lr: 1.000e-02, eta: 8:48:08, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.5109, top5_acc: 0.7844, loss_cls: 1.9117, loss: 1.9117, grad_norm: 6.8153 2021-12-03 02:09:57,040 - mmaction - INFO - Epoch [19][640/1345] lr: 1.000e-02, eta: 8:47:52, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.5234, top5_acc: 0.7781, loss_cls: 1.9203, loss: 1.9203, grad_norm: 6.3561 2021-12-03 02:10:11,622 - mmaction - INFO - Epoch [19][660/1345] lr: 1.000e-02, eta: 8:47:37, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.5164, top5_acc: 0.7930, loss_cls: 1.8745, loss: 1.8745, grad_norm: 6.8728 2021-12-03 02:10:26,201 - mmaction - INFO - Epoch [19][680/1345] lr: 1.000e-02, eta: 8:47:21, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5094, top5_acc: 0.7828, loss_cls: 1.9282, loss: 1.9282, grad_norm: 6.7467 2021-12-03 02:10:40,774 - mmaction - INFO - Epoch [19][700/1345] lr: 1.000e-02, eta: 8:47:06, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5375, top5_acc: 0.7727, loss_cls: 1.9386, loss: 1.9386, grad_norm: 6.6496 2021-12-03 02:10:55,346 - mmaction - INFO - Epoch [19][720/1345] lr: 1.000e-02, eta: 8:46:50, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5273, top5_acc: 0.7836, loss_cls: 1.8886, loss: 1.8886, grad_norm: 6.3982 2021-12-03 02:11:09,919 - mmaction - INFO - Epoch [19][740/1345] lr: 1.000e-02, eta: 8:46:34, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5492, top5_acc: 0.7844, loss_cls: 1.8877, loss: 1.8877, grad_norm: 6.6925 2021-12-03 02:11:24,415 - mmaction - INFO - Epoch [19][760/1345] lr: 1.000e-02, eta: 8:46:19, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.5148, top5_acc: 0.7797, loss_cls: 1.9515, loss: 1.9515, grad_norm: 6.3926 2021-12-03 02:11:39,022 - mmaction - INFO - Epoch [19][780/1345] lr: 1.000e-02, eta: 8:46:03, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5102, top5_acc: 0.7766, loss_cls: 2.0169, loss: 2.0169, grad_norm: 6.9048 2021-12-03 02:11:53,652 - mmaction - INFO - Epoch [19][800/1345] lr: 1.000e-02, eta: 8:45:48, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.4898, top5_acc: 0.7734, loss_cls: 2.0019, loss: 2.0019, grad_norm: 6.4574 2021-12-03 02:12:08,341 - mmaction - INFO - Epoch [19][820/1345] lr: 1.000e-02, eta: 8:45:32, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.5328, top5_acc: 0.7992, loss_cls: 1.8940, loss: 1.8940, grad_norm: 6.3987 2021-12-03 02:12:22,971 - mmaction - INFO - Epoch [19][840/1345] lr: 1.000e-02, eta: 8:45:17, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5086, top5_acc: 0.7781, loss_cls: 1.9309, loss: 1.9309, grad_norm: 6.7828 2021-12-03 02:12:37,598 - mmaction - INFO - Epoch [19][860/1345] lr: 1.000e-02, eta: 8:45:01, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5141, top5_acc: 0.7789, loss_cls: 1.9668, loss: 1.9668, grad_norm: 6.6689 2021-12-03 02:12:52,296 - mmaction - INFO - Epoch [19][880/1345] lr: 1.000e-02, eta: 8:44:46, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.5297, top5_acc: 0.7781, loss_cls: 1.8920, loss: 1.8920, grad_norm: 6.2756 2021-12-03 02:13:06,792 - mmaction - INFO - Epoch [19][900/1345] lr: 1.000e-02, eta: 8:44:30, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.5258, top5_acc: 0.7766, loss_cls: 1.8984, loss: 1.8984, grad_norm: 6.5193 2021-12-03 02:13:21,466 - mmaction - INFO - Epoch [19][920/1345] lr: 1.000e-02, eta: 8:44:15, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.5234, top5_acc: 0.7773, loss_cls: 1.8868, loss: 1.8868, grad_norm: 6.7632 2021-12-03 02:13:36,147 - mmaction - INFO - Epoch [19][940/1345] lr: 1.000e-02, eta: 8:44:00, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.5453, top5_acc: 0.7805, loss_cls: 1.8956, loss: 1.8956, grad_norm: 6.2537 2021-12-03 02:13:50,746 - mmaction - INFO - Epoch [19][960/1345] lr: 1.000e-02, eta: 8:43:44, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5266, top5_acc: 0.7812, loss_cls: 1.8742, loss: 1.8742, grad_norm: 6.6958 2021-12-03 02:14:05,570 - mmaction - INFO - Epoch [19][980/1345] lr: 1.000e-02, eta: 8:43:29, time: 0.741, data_time: 0.001, memory: 9795, top1_acc: 0.5258, top5_acc: 0.7828, loss_cls: 1.9261, loss: 1.9261, grad_norm: 6.4632 2021-12-03 02:14:20,135 - mmaction - INFO - Epoch [19][1000/1345] lr: 1.000e-02, eta: 8:43:14, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.4773, top5_acc: 0.7516, loss_cls: 2.0507, loss: 2.0507, grad_norm: 6.6869 2021-12-03 02:14:34,781 - mmaction - INFO - Epoch [19][1020/1345] lr: 1.000e-02, eta: 8:42:58, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.4906, top5_acc: 0.7641, loss_cls: 2.0017, loss: 2.0017, grad_norm: 6.4730 2021-12-03 02:14:49,366 - mmaction - INFO - Epoch [19][1040/1345] lr: 1.000e-02, eta: 8:42:43, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.5227, top5_acc: 0.7875, loss_cls: 1.8991, loss: 1.8991, grad_norm: 6.8387 2021-12-03 02:15:03,950 - mmaction - INFO - Epoch [19][1060/1345] lr: 1.000e-02, eta: 8:42:27, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5219, top5_acc: 0.7820, loss_cls: 1.8964, loss: 1.8964, grad_norm: 6.6207 2021-12-03 02:15:18,600 - mmaction - INFO - Epoch [19][1080/1345] lr: 1.000e-02, eta: 8:42:12, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5266, top5_acc: 0.7891, loss_cls: 1.9091, loss: 1.9091, grad_norm: 6.6588 2021-12-03 02:15:33,245 - mmaction - INFO - Epoch [19][1100/1345] lr: 1.000e-02, eta: 8:41:56, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5180, top5_acc: 0.7750, loss_cls: 1.9278, loss: 1.9278, grad_norm: 6.6248 2021-12-03 02:15:47,821 - mmaction - INFO - Epoch [19][1120/1345] lr: 1.000e-02, eta: 8:41:41, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5156, top5_acc: 0.7672, loss_cls: 1.9312, loss: 1.9312, grad_norm: 6.6016 2021-12-03 02:16:02,432 - mmaction - INFO - Epoch [19][1140/1345] lr: 1.000e-02, eta: 8:41:25, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.5211, top5_acc: 0.7852, loss_cls: 1.9184, loss: 1.9184, grad_norm: 6.6947 2021-12-03 02:16:17,244 - mmaction - INFO - Epoch [19][1160/1345] lr: 1.000e-02, eta: 8:41:10, time: 0.741, data_time: 0.000, memory: 9795, top1_acc: 0.5188, top5_acc: 0.7867, loss_cls: 1.9012, loss: 1.9012, grad_norm: 6.8761 2021-12-03 02:16:31,892 - mmaction - INFO - Epoch [19][1180/1345] lr: 1.000e-02, eta: 8:40:55, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5242, top5_acc: 0.7953, loss_cls: 1.8615, loss: 1.8615, grad_norm: 6.4346 2021-12-03 02:16:46,524 - mmaction - INFO - Epoch [19][1200/1345] lr: 1.000e-02, eta: 8:40:39, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5469, top5_acc: 0.7836, loss_cls: 1.8618, loss: 1.8618, grad_norm: 6.6383 2021-12-03 02:17:01,119 - mmaction - INFO - Epoch [19][1220/1345] lr: 1.000e-02, eta: 8:40:24, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5211, top5_acc: 0.7836, loss_cls: 1.8825, loss: 1.8825, grad_norm: 6.7336 2021-12-03 02:17:15,676 - mmaction - INFO - Epoch [19][1240/1345] lr: 1.000e-02, eta: 8:40:08, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5242, top5_acc: 0.7891, loss_cls: 1.8741, loss: 1.8741, grad_norm: 6.5039 2021-12-03 02:17:30,289 - mmaction - INFO - Epoch [19][1260/1345] lr: 1.000e-02, eta: 8:39:53, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5305, top5_acc: 0.7758, loss_cls: 1.9234, loss: 1.9234, grad_norm: 6.4375 2021-12-03 02:17:44,858 - mmaction - INFO - Epoch [19][1280/1345] lr: 1.000e-02, eta: 8:39:37, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5188, top5_acc: 0.7805, loss_cls: 1.9030, loss: 1.9030, grad_norm: 6.4708 2021-12-03 02:17:59,444 - mmaction - INFO - Epoch [19][1300/1345] lr: 1.000e-02, eta: 8:39:22, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.4852, top5_acc: 0.7578, loss_cls: 2.0619, loss: 2.0619, grad_norm: 6.9075 2021-12-03 02:18:14,002 - mmaction - INFO - Epoch [19][1320/1345] lr: 1.000e-02, eta: 8:39:06, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5008, top5_acc: 0.7680, loss_cls: 1.9678, loss: 1.9678, grad_norm: 6.6033 2021-12-03 02:18:28,549 - mmaction - INFO - Epoch [19][1340/1345] lr: 1.000e-02, eta: 8:38:51, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5211, top5_acc: 0.7734, loss_cls: 1.9669, loss: 1.9669, grad_norm: 6.5310 2021-12-03 02:18:32,159 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-12-03 02:19:14,976 - mmaction - INFO - Epoch [20][20/1345] lr: 1.000e-02, eta: 8:39:09, time: 2.067, data_time: 1.339, memory: 9795, top1_acc: 0.5594, top5_acc: 0.8055, loss_cls: 1.7986, loss: 1.7986, grad_norm: 6.3773 2021-12-03 02:19:29,471 - mmaction - INFO - Epoch [20][40/1345] lr: 1.000e-02, eta: 8:38:53, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.5359, top5_acc: 0.7984, loss_cls: 1.8228, loss: 1.8228, grad_norm: 6.5664 2021-12-03 02:19:43,998 - mmaction - INFO - Epoch [20][60/1345] lr: 1.000e-02, eta: 8:38:38, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.5500, top5_acc: 0.7961, loss_cls: 1.8284, loss: 1.8284, grad_norm: 6.6843 2021-12-03 02:19:58,589 - mmaction - INFO - Epoch [20][80/1345] lr: 1.000e-02, eta: 8:38:22, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.5227, top5_acc: 0.7930, loss_cls: 1.8729, loss: 1.8729, grad_norm: 6.4881 2021-12-03 02:20:13,113 - mmaction - INFO - Epoch [20][100/1345] lr: 1.000e-02, eta: 8:38:06, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.5266, top5_acc: 0.7898, loss_cls: 1.8856, loss: 1.8856, grad_norm: 7.0647 2021-12-03 02:20:27,653 - mmaction - INFO - Epoch [20][120/1345] lr: 1.000e-02, eta: 8:37:51, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5344, top5_acc: 0.7922, loss_cls: 1.8518, loss: 1.8518, grad_norm: 6.7678 2021-12-03 02:20:42,292 - mmaction - INFO - Epoch [20][140/1345] lr: 1.000e-02, eta: 8:37:35, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5461, top5_acc: 0.7984, loss_cls: 1.7797, loss: 1.7797, grad_norm: 6.5797 2021-12-03 02:20:56,870 - mmaction - INFO - Epoch [20][160/1345] lr: 1.000e-02, eta: 8:37:20, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5203, top5_acc: 0.7758, loss_cls: 1.9336, loss: 1.9336, grad_norm: 6.7121 2021-12-03 02:21:11,409 - mmaction - INFO - Epoch [20][180/1345] lr: 1.000e-02, eta: 8:37:04, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5367, top5_acc: 0.7961, loss_cls: 1.8047, loss: 1.8047, grad_norm: 6.5811 2021-12-03 02:21:25,961 - mmaction - INFO - Epoch [20][200/1345] lr: 1.000e-02, eta: 8:36:49, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5250, top5_acc: 0.7922, loss_cls: 1.8549, loss: 1.8549, grad_norm: 6.6581 2021-12-03 02:21:40,686 - mmaction - INFO - Epoch [20][220/1345] lr: 1.000e-02, eta: 8:36:33, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.5164, top5_acc: 0.7758, loss_cls: 1.9533, loss: 1.9533, grad_norm: 6.5092 2021-12-03 02:21:55,259 - mmaction - INFO - Epoch [20][240/1345] lr: 1.000e-02, eta: 8:36:18, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5180, top5_acc: 0.7906, loss_cls: 1.8164, loss: 1.8164, grad_norm: 6.5703 2021-12-03 02:22:09,815 - mmaction - INFO - Epoch [20][260/1345] lr: 1.000e-02, eta: 8:36:02, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5219, top5_acc: 0.7781, loss_cls: 1.9055, loss: 1.9055, grad_norm: 6.8108 2021-12-03 02:22:24,363 - mmaction - INFO - Epoch [20][280/1345] lr: 1.000e-02, eta: 8:35:47, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5188, top5_acc: 0.7953, loss_cls: 1.9042, loss: 1.9042, grad_norm: 7.1704 2021-12-03 02:22:38,873 - mmaction - INFO - Epoch [20][300/1345] lr: 1.000e-02, eta: 8:35:31, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.5172, top5_acc: 0.7875, loss_cls: 1.8676, loss: 1.8676, grad_norm: 6.5706 2021-12-03 02:22:53,392 - mmaction - INFO - Epoch [20][320/1345] lr: 1.000e-02, eta: 8:35:15, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.5406, top5_acc: 0.7961, loss_cls: 1.8323, loss: 1.8323, grad_norm: 6.6902 2021-12-03 02:23:07,937 - mmaction - INFO - Epoch [20][340/1345] lr: 1.000e-02, eta: 8:35:00, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5305, top5_acc: 0.7812, loss_cls: 1.8786, loss: 1.8786, grad_norm: 6.6226 2021-12-03 02:23:22,453 - mmaction - INFO - Epoch [20][360/1345] lr: 1.000e-02, eta: 8:34:44, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.5172, top5_acc: 0.7836, loss_cls: 1.8912, loss: 1.8912, grad_norm: 6.6584 2021-12-03 02:23:37,052 - mmaction - INFO - Epoch [20][380/1345] lr: 1.000e-02, eta: 8:34:29, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5227, top5_acc: 0.7742, loss_cls: 1.9293, loss: 1.9293, grad_norm: 6.5879 2021-12-03 02:23:51,560 - mmaction - INFO - Epoch [20][400/1345] lr: 1.000e-02, eta: 8:34:13, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.5195, top5_acc: 0.7836, loss_cls: 1.9013, loss: 1.9013, grad_norm: 6.4732 2021-12-03 02:24:06,081 - mmaction - INFO - Epoch [20][420/1345] lr: 1.000e-02, eta: 8:33:57, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.5211, top5_acc: 0.7875, loss_cls: 1.8652, loss: 1.8652, grad_norm: 6.7321 2021-12-03 02:24:20,697 - mmaction - INFO - Epoch [20][440/1345] lr: 1.000e-02, eta: 8:33:42, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5242, top5_acc: 0.7844, loss_cls: 1.9279, loss: 1.9279, grad_norm: 6.6247 2021-12-03 02:24:35,286 - mmaction - INFO - Epoch [20][460/1345] lr: 1.000e-02, eta: 8:33:27, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5445, top5_acc: 0.8102, loss_cls: 1.8174, loss: 1.8174, grad_norm: 6.5543 2021-12-03 02:24:49,835 - mmaction - INFO - Epoch [20][480/1345] lr: 1.000e-02, eta: 8:33:11, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5328, top5_acc: 0.7914, loss_cls: 1.8523, loss: 1.8523, grad_norm: 6.6815 2021-12-03 02:25:04,372 - mmaction - INFO - Epoch [20][500/1345] lr: 1.000e-02, eta: 8:32:55, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.5250, top5_acc: 0.7750, loss_cls: 1.9464, loss: 1.9464, grad_norm: 6.8171 2021-12-03 02:25:18,866 - mmaction - INFO - Epoch [20][520/1345] lr: 1.000e-02, eta: 8:32:40, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.5250, top5_acc: 0.7852, loss_cls: 1.9088, loss: 1.9088, grad_norm: 6.7784 2021-12-03 02:25:33,415 - mmaction - INFO - Epoch [20][540/1345] lr: 1.000e-02, eta: 8:32:24, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5242, top5_acc: 0.7898, loss_cls: 1.8992, loss: 1.8992, grad_norm: 6.3763 2021-12-03 02:25:47,993 - mmaction - INFO - Epoch [20][560/1345] lr: 1.000e-02, eta: 8:32:09, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.5297, top5_acc: 0.7852, loss_cls: 1.8924, loss: 1.8924, grad_norm: 6.6613 2021-12-03 02:26:02,548 - mmaction - INFO - Epoch [20][580/1345] lr: 1.000e-02, eta: 8:31:53, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5047, top5_acc: 0.7891, loss_cls: 1.9208, loss: 1.9208, grad_norm: 6.7239 2021-12-03 02:26:17,069 - mmaction - INFO - Epoch [20][600/1345] lr: 1.000e-02, eta: 8:31:38, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.5328, top5_acc: 0.7727, loss_cls: 1.9312, loss: 1.9312, grad_norm: 6.5371 2021-12-03 02:26:31,621 - mmaction - INFO - Epoch [20][620/1345] lr: 1.000e-02, eta: 8:31:22, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5242, top5_acc: 0.7859, loss_cls: 1.9199, loss: 1.9199, grad_norm: 6.6115 2021-12-03 02:26:46,172 - mmaction - INFO - Epoch [20][640/1345] lr: 1.000e-02, eta: 8:31:06, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5164, top5_acc: 0.7844, loss_cls: 1.9155, loss: 1.9155, grad_norm: 6.8127 2021-12-03 02:27:00,741 - mmaction - INFO - Epoch [20][660/1345] lr: 1.000e-02, eta: 8:30:51, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.5281, top5_acc: 0.7867, loss_cls: 1.8306, loss: 1.8306, grad_norm: 6.6862 2021-12-03 02:27:15,292 - mmaction - INFO - Epoch [20][680/1345] lr: 1.000e-02, eta: 8:30:35, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5414, top5_acc: 0.8039, loss_cls: 1.8214, loss: 1.8214, grad_norm: 6.7641 2021-12-03 02:27:29,967 - mmaction - INFO - Epoch [20][700/1345] lr: 1.000e-02, eta: 8:30:20, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.5430, top5_acc: 0.8047, loss_cls: 1.8136, loss: 1.8136, grad_norm: 6.6108 2021-12-03 02:27:44,567 - mmaction - INFO - Epoch [20][720/1345] lr: 1.000e-02, eta: 8:30:05, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5344, top5_acc: 0.7750, loss_cls: 1.9015, loss: 1.9015, grad_norm: 6.5890 2021-12-03 02:27:59,202 - mmaction - INFO - Epoch [20][740/1345] lr: 1.000e-02, eta: 8:29:49, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5328, top5_acc: 0.7805, loss_cls: 1.8886, loss: 1.8886, grad_norm: 6.7385 2021-12-03 02:28:13,779 - mmaction - INFO - Epoch [20][760/1345] lr: 1.000e-02, eta: 8:29:34, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5375, top5_acc: 0.7898, loss_cls: 1.8449, loss: 1.8449, grad_norm: 6.3512 2021-12-03 02:28:28,325 - mmaction - INFO - Epoch [20][780/1345] lr: 1.000e-02, eta: 8:29:18, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.5477, top5_acc: 0.8109, loss_cls: 1.7863, loss: 1.7863, grad_norm: 6.5483 2021-12-03 02:28:43,055 - mmaction - INFO - Epoch [20][800/1345] lr: 1.000e-02, eta: 8:29:03, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.5086, top5_acc: 0.7758, loss_cls: 2.0013, loss: 2.0013, grad_norm: 6.8244 2021-12-03 02:28:57,696 - mmaction - INFO - Epoch [20][820/1345] lr: 1.000e-02, eta: 8:28:47, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5305, top5_acc: 0.7977, loss_cls: 1.8750, loss: 1.8750, grad_norm: 6.3783 2021-12-03 02:29:12,272 - mmaction - INFO - Epoch [20][840/1345] lr: 1.000e-02, eta: 8:28:32, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5477, top5_acc: 0.7852, loss_cls: 1.8580, loss: 1.8580, grad_norm: 6.4780 2021-12-03 02:29:26,905 - mmaction - INFO - Epoch [20][860/1345] lr: 1.000e-02, eta: 8:28:17, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5430, top5_acc: 0.7891, loss_cls: 1.8534, loss: 1.8534, grad_norm: 6.6784 2021-12-03 02:29:41,613 - mmaction - INFO - Epoch [20][880/1345] lr: 1.000e-02, eta: 8:28:01, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.5203, top5_acc: 0.7781, loss_cls: 1.9246, loss: 1.9246, grad_norm: 6.8997 2021-12-03 02:29:56,164 - mmaction - INFO - Epoch [20][900/1345] lr: 1.000e-02, eta: 8:27:46, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.4992, top5_acc: 0.7617, loss_cls: 2.0175, loss: 2.0175, grad_norm: 6.5866 2021-12-03 02:30:10,726 - mmaction - INFO - Epoch [20][920/1345] lr: 1.000e-02, eta: 8:27:30, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5375, top5_acc: 0.7898, loss_cls: 1.8509, loss: 1.8509, grad_norm: 6.7421 2021-12-03 02:30:25,345 - mmaction - INFO - Epoch [20][940/1345] lr: 1.000e-02, eta: 8:27:15, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5258, top5_acc: 0.7859, loss_cls: 1.9557, loss: 1.9557, grad_norm: 6.8388 2021-12-03 02:30:39,951 - mmaction - INFO - Epoch [20][960/1345] lr: 1.000e-02, eta: 8:26:59, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5266, top5_acc: 0.7727, loss_cls: 1.9155, loss: 1.9155, grad_norm: 6.4990 2021-12-03 02:30:54,705 - mmaction - INFO - Epoch [20][980/1345] lr: 1.000e-02, eta: 8:26:44, time: 0.738, data_time: 0.001, memory: 9795, top1_acc: 0.5117, top5_acc: 0.7812, loss_cls: 1.9716, loss: 1.9716, grad_norm: 6.8927 2021-12-03 02:31:09,400 - mmaction - INFO - Epoch [20][1000/1345] lr: 1.000e-02, eta: 8:26:29, time: 0.735, data_time: 0.001, memory: 9795, top1_acc: 0.5227, top5_acc: 0.7578, loss_cls: 1.9358, loss: 1.9358, grad_norm: 6.5747 2021-12-03 02:31:24,116 - mmaction - INFO - Epoch [20][1020/1345] lr: 1.000e-02, eta: 8:26:14, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.5336, top5_acc: 0.7898, loss_cls: 1.8911, loss: 1.8911, grad_norm: 6.6363 2021-12-03 02:31:38,727 - mmaction - INFO - Epoch [20][1040/1345] lr: 1.000e-02, eta: 8:25:58, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5461, top5_acc: 0.7984, loss_cls: 1.8198, loss: 1.8198, grad_norm: 6.8165 2021-12-03 02:31:53,425 - mmaction - INFO - Epoch [20][1060/1345] lr: 1.000e-02, eta: 8:25:43, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.5227, top5_acc: 0.7742, loss_cls: 1.9569, loss: 1.9569, grad_norm: 6.7919 2021-12-03 02:32:07,964 - mmaction - INFO - Epoch [20][1080/1345] lr: 1.000e-02, eta: 8:25:27, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.5039, top5_acc: 0.7758, loss_cls: 1.9224, loss: 1.9224, grad_norm: 6.9064 2021-12-03 02:32:22,713 - mmaction - INFO - Epoch [20][1100/1345] lr: 1.000e-02, eta: 8:25:12, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.5391, top5_acc: 0.7867, loss_cls: 1.9105, loss: 1.9105, grad_norm: 6.7193 2021-12-03 02:32:37,289 - mmaction - INFO - Epoch [20][1120/1345] lr: 1.000e-02, eta: 8:24:57, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.5289, top5_acc: 0.7961, loss_cls: 1.9279, loss: 1.9279, grad_norm: 6.5528 2021-12-03 02:32:51,888 - mmaction - INFO - Epoch [20][1140/1345] lr: 1.000e-02, eta: 8:24:41, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5273, top5_acc: 0.7930, loss_cls: 1.8536, loss: 1.8536, grad_norm: 6.6593 2021-12-03 02:33:06,567 - mmaction - INFO - Epoch [20][1160/1345] lr: 1.000e-02, eta: 8:24:26, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.5141, top5_acc: 0.7836, loss_cls: 1.9213, loss: 1.9213, grad_norm: 6.7185 2021-12-03 02:33:21,127 - mmaction - INFO - Epoch [20][1180/1345] lr: 1.000e-02, eta: 8:24:10, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5133, top5_acc: 0.7750, loss_cls: 1.9648, loss: 1.9648, grad_norm: 6.4219 2021-12-03 02:33:35,725 - mmaction - INFO - Epoch [20][1200/1345] lr: 1.000e-02, eta: 8:23:55, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5156, top5_acc: 0.7641, loss_cls: 1.9677, loss: 1.9677, grad_norm: 6.6947 2021-12-03 02:33:50,375 - mmaction - INFO - Epoch [20][1220/1345] lr: 1.000e-02, eta: 8:23:40, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5258, top5_acc: 0.7820, loss_cls: 1.8794, loss: 1.8794, grad_norm: 6.6337 2021-12-03 02:34:05,045 - mmaction - INFO - Epoch [20][1240/1345] lr: 1.000e-02, eta: 8:23:24, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.5023, top5_acc: 0.7688, loss_cls: 1.9478, loss: 1.9478, grad_norm: 6.4867 2021-12-03 02:34:19,644 - mmaction - INFO - Epoch [20][1260/1345] lr: 1.000e-02, eta: 8:23:09, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5242, top5_acc: 0.7766, loss_cls: 1.9448, loss: 1.9448, grad_norm: 6.3996 2021-12-03 02:34:34,243 - mmaction - INFO - Epoch [20][1280/1345] lr: 1.000e-02, eta: 8:22:53, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5281, top5_acc: 0.7930, loss_cls: 1.8980, loss: 1.8980, grad_norm: 6.3158 2021-12-03 02:34:48,874 - mmaction - INFO - Epoch [20][1300/1345] lr: 1.000e-02, eta: 8:22:38, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.5273, top5_acc: 0.7836, loss_cls: 1.9006, loss: 1.9006, grad_norm: 6.3876 2021-12-03 02:35:03,428 - mmaction - INFO - Epoch [20][1320/1345] lr: 1.000e-02, eta: 8:22:22, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.5352, top5_acc: 0.7711, loss_cls: 1.9257, loss: 1.9257, grad_norm: 6.7577 2021-12-03 02:35:18,029 - mmaction - INFO - Epoch [20][1340/1345] lr: 1.000e-02, eta: 8:22:07, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.5359, top5_acc: 0.7945, loss_cls: 1.8177, loss: 1.8177, grad_norm: 6.5187 2021-12-03 02:36:24,341 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 02:36:24,500 - mmaction - INFO - top1_acc 0.3615 top5_acc 0.6584 2021-12-03 02:36:24,500 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 02:36:24,510 - mmaction - INFO - mean_acc 0.3219 2021-12-03 02:36:26,233 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2021-12-03 02:36:26,233 - mmaction - INFO - Best top1_acc is 0.3615 at 20 epoch. 2021-12-03 02:36:26,241 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-12-03 02:36:27,858 - mmaction - INFO - Epoch(val) [20][181] top1_acc: 0.3615, top5_acc: 0.6584, mean_class_accuracy: 0.3219 2021-12-03 02:37:08,749 - mmaction - INFO - Epoch [21][20/1345] lr: 1.000e-03, eta: 8:22:22, time: 2.044, data_time: 1.323, memory: 9795, top1_acc: 0.5359, top5_acc: 0.7781, loss_cls: 1.9295, loss: 1.9295, grad_norm: 6.7604 2021-12-03 02:37:23,250 - mmaction - INFO - Epoch [21][40/1345] lr: 1.000e-03, eta: 8:22:06, time: 0.725, data_time: 0.002, memory: 9795, top1_acc: 0.5617, top5_acc: 0.8180, loss_cls: 1.6790, loss: 1.6790, grad_norm: 6.2600 2021-12-03 02:37:37,731 - mmaction - INFO - Epoch [21][60/1345] lr: 1.000e-03, eta: 8:21:50, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.5945, top5_acc: 0.8180, loss_cls: 1.6103, loss: 1.6103, grad_norm: 6.3188 2021-12-03 02:37:52,205 - mmaction - INFO - Epoch [21][80/1345] lr: 1.000e-03, eta: 8:21:35, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.6000, top5_acc: 0.8289, loss_cls: 1.6140, loss: 1.6140, grad_norm: 6.2182 2021-12-03 02:38:06,713 - mmaction - INFO - Epoch [21][100/1345] lr: 1.000e-03, eta: 8:21:19, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.5805, top5_acc: 0.8164, loss_cls: 1.6822, loss: 1.6822, grad_norm: 6.1898 2021-12-03 02:38:21,216 - mmaction - INFO - Epoch [21][120/1345] lr: 1.000e-03, eta: 8:21:03, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.5977, top5_acc: 0.8391, loss_cls: 1.5342, loss: 1.5342, grad_norm: 6.1178 2021-12-03 02:38:35,730 - mmaction - INFO - Epoch [21][140/1345] lr: 1.000e-03, eta: 8:20:48, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.6031, top5_acc: 0.8562, loss_cls: 1.5047, loss: 1.5047, grad_norm: 6.1327 2021-12-03 02:38:50,272 - mmaction - INFO - Epoch [21][160/1345] lr: 1.000e-03, eta: 8:20:32, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6281, top5_acc: 0.8445, loss_cls: 1.4751, loss: 1.4751, grad_norm: 6.1424 2021-12-03 02:39:04,805 - mmaction - INFO - Epoch [21][180/1345] lr: 1.000e-03, eta: 8:20:17, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6312, top5_acc: 0.8477, loss_cls: 1.4587, loss: 1.4587, grad_norm: 6.1675 2021-12-03 02:39:19,421 - mmaction - INFO - Epoch [21][200/1345] lr: 1.000e-03, eta: 8:20:01, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.5898, top5_acc: 0.8313, loss_cls: 1.5656, loss: 1.5656, grad_norm: 6.4253 2021-12-03 02:39:34,021 - mmaction - INFO - Epoch [21][220/1345] lr: 1.000e-03, eta: 8:19:46, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6211, top5_acc: 0.8336, loss_cls: 1.4900, loss: 1.4900, grad_norm: 5.9466 2021-12-03 02:39:48,525 - mmaction - INFO - Epoch [21][240/1345] lr: 1.000e-03, eta: 8:19:30, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.6047, top5_acc: 0.8508, loss_cls: 1.4917, loss: 1.4917, grad_norm: 6.3311 2021-12-03 02:40:03,047 - mmaction - INFO - Epoch [21][260/1345] lr: 1.000e-03, eta: 8:19:15, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.6188, top5_acc: 0.8445, loss_cls: 1.4913, loss: 1.4913, grad_norm: 6.5022 2021-12-03 02:40:17,562 - mmaction - INFO - Epoch [21][280/1345] lr: 1.000e-03, eta: 8:18:59, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.6328, top5_acc: 0.8516, loss_cls: 1.4431, loss: 1.4431, grad_norm: 6.1967 2021-12-03 02:40:32,153 - mmaction - INFO - Epoch [21][300/1345] lr: 1.000e-03, eta: 8:18:44, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6453, top5_acc: 0.8633, loss_cls: 1.3661, loss: 1.3661, grad_norm: 6.3410 2021-12-03 02:40:46,729 - mmaction - INFO - Epoch [21][320/1345] lr: 1.000e-03, eta: 8:18:28, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6141, top5_acc: 0.8453, loss_cls: 1.4647, loss: 1.4647, grad_norm: 6.6247 2021-12-03 02:41:01,254 - mmaction - INFO - Epoch [21][340/1345] lr: 1.000e-03, eta: 8:18:13, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.6156, top5_acc: 0.8430, loss_cls: 1.5072, loss: 1.5072, grad_norm: 6.5330 2021-12-03 02:41:15,811 - mmaction - INFO - Epoch [21][360/1345] lr: 1.000e-03, eta: 8:17:57, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6391, top5_acc: 0.8547, loss_cls: 1.4355, loss: 1.4355, grad_norm: 6.3524 2021-12-03 02:41:30,420 - mmaction - INFO - Epoch [21][380/1345] lr: 1.000e-03, eta: 8:17:42, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.6148, top5_acc: 0.8422, loss_cls: 1.4738, loss: 1.4738, grad_norm: 6.5326 2021-12-03 02:41:44,950 - mmaction - INFO - Epoch [21][400/1345] lr: 1.000e-03, eta: 8:17:26, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.6438, top5_acc: 0.8484, loss_cls: 1.3954, loss: 1.3954, grad_norm: 6.3281 2021-12-03 02:41:59,631 - mmaction - INFO - Epoch [21][420/1345] lr: 1.000e-03, eta: 8:17:11, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.6117, top5_acc: 0.8422, loss_cls: 1.4915, loss: 1.4915, grad_norm: 6.4508 2021-12-03 02:42:14,275 - mmaction - INFO - Epoch [21][440/1345] lr: 1.000e-03, eta: 8:16:55, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6414, top5_acc: 0.8469, loss_cls: 1.4222, loss: 1.4222, grad_norm: 6.2555 2021-12-03 02:42:28,913 - mmaction - INFO - Epoch [21][460/1345] lr: 1.000e-03, eta: 8:16:40, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6297, top5_acc: 0.8406, loss_cls: 1.5144, loss: 1.5144, grad_norm: 6.6943 2021-12-03 02:42:43,563 - mmaction - INFO - Epoch [21][480/1345] lr: 1.000e-03, eta: 8:16:25, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6594, top5_acc: 0.8516, loss_cls: 1.3746, loss: 1.3746, grad_norm: 6.0329 2021-12-03 02:42:58,189 - mmaction - INFO - Epoch [21][500/1345] lr: 1.000e-03, eta: 8:16:09, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6312, top5_acc: 0.8594, loss_cls: 1.4161, loss: 1.4161, grad_norm: 6.4056 2021-12-03 02:43:12,859 - mmaction - INFO - Epoch [21][520/1345] lr: 1.000e-03, eta: 8:15:54, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.6281, top5_acc: 0.8555, loss_cls: 1.4516, loss: 1.4516, grad_norm: 6.6346 2021-12-03 02:43:27,559 - mmaction - INFO - Epoch [21][540/1345] lr: 1.000e-03, eta: 8:15:39, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.6297, top5_acc: 0.8664, loss_cls: 1.4142, loss: 1.4142, grad_norm: 6.5463 2021-12-03 02:43:42,102 - mmaction - INFO - Epoch [21][560/1345] lr: 1.000e-03, eta: 8:15:23, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6109, top5_acc: 0.8516, loss_cls: 1.4460, loss: 1.4460, grad_norm: 6.5118 2021-12-03 02:43:56,822 - mmaction - INFO - Epoch [21][580/1345] lr: 1.000e-03, eta: 8:15:08, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.6539, top5_acc: 0.8648, loss_cls: 1.3463, loss: 1.3463, grad_norm: 6.2844 2021-12-03 02:44:11,362 - mmaction - INFO - Epoch [21][600/1345] lr: 1.000e-03, eta: 8:14:52, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6141, top5_acc: 0.8430, loss_cls: 1.4644, loss: 1.4644, grad_norm: 6.5794 2021-12-03 02:44:26,049 - mmaction - INFO - Epoch [21][620/1345] lr: 1.000e-03, eta: 8:14:37, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.6102, top5_acc: 0.8461, loss_cls: 1.4525, loss: 1.4525, grad_norm: 6.5167 2021-12-03 02:44:40,841 - mmaction - INFO - Epoch [21][640/1345] lr: 1.000e-03, eta: 8:14:22, time: 0.740, data_time: 0.000, memory: 9795, top1_acc: 0.6414, top5_acc: 0.8586, loss_cls: 1.3944, loss: 1.3944, grad_norm: 6.2888 2021-12-03 02:44:55,565 - mmaction - INFO - Epoch [21][660/1345] lr: 1.000e-03, eta: 8:14:07, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.6281, top5_acc: 0.8633, loss_cls: 1.4057, loss: 1.4057, grad_norm: 6.4682 2021-12-03 02:45:10,134 - mmaction - INFO - Epoch [21][680/1345] lr: 1.000e-03, eta: 8:13:51, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6609, top5_acc: 0.8602, loss_cls: 1.3406, loss: 1.3406, grad_norm: 6.5477 2021-12-03 02:45:25,002 - mmaction - INFO - Epoch [21][700/1345] lr: 1.000e-03, eta: 8:13:36, time: 0.743, data_time: 0.000, memory: 9795, top1_acc: 0.6336, top5_acc: 0.8594, loss_cls: 1.3829, loss: 1.3829, grad_norm: 6.5186 2021-12-03 02:45:39,599 - mmaction - INFO - Epoch [21][720/1345] lr: 1.000e-03, eta: 8:13:21, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6516, top5_acc: 0.8766, loss_cls: 1.3624, loss: 1.3624, grad_norm: 6.4611 2021-12-03 02:45:54,208 - mmaction - INFO - Epoch [21][740/1345] lr: 1.000e-03, eta: 8:13:05, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6328, top5_acc: 0.8484, loss_cls: 1.4384, loss: 1.4384, grad_norm: 6.7739 2021-12-03 02:46:08,809 - mmaction - INFO - Epoch [21][760/1345] lr: 1.000e-03, eta: 8:12:50, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6336, top5_acc: 0.8672, loss_cls: 1.3687, loss: 1.3687, grad_norm: 6.5165 2021-12-03 02:46:23,483 - mmaction - INFO - Epoch [21][780/1345] lr: 1.000e-03, eta: 8:12:35, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.6461, top5_acc: 0.8492, loss_cls: 1.3900, loss: 1.3900, grad_norm: 6.7368 2021-12-03 02:46:38,087 - mmaction - INFO - Epoch [21][800/1345] lr: 1.000e-03, eta: 8:12:19, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6523, top5_acc: 0.8812, loss_cls: 1.3140, loss: 1.3140, grad_norm: 6.5748 2021-12-03 02:46:52,699 - mmaction - INFO - Epoch [21][820/1345] lr: 1.000e-03, eta: 8:12:04, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6539, top5_acc: 0.8633, loss_cls: 1.3561, loss: 1.3561, grad_norm: 6.5217 2021-12-03 02:47:07,278 - mmaction - INFO - Epoch [21][840/1345] lr: 1.000e-03, eta: 8:11:48, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6453, top5_acc: 0.8602, loss_cls: 1.3609, loss: 1.3609, grad_norm: 6.4981 2021-12-03 02:47:21,997 - mmaction - INFO - Epoch [21][860/1345] lr: 1.000e-03, eta: 8:11:33, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.6477, top5_acc: 0.8625, loss_cls: 1.4029, loss: 1.4029, grad_norm: 6.5204 2021-12-03 02:47:36,661 - mmaction - INFO - Epoch [21][880/1345] lr: 1.000e-03, eta: 8:11:18, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.6531, top5_acc: 0.8602, loss_cls: 1.3324, loss: 1.3324, grad_norm: 6.3808 2021-12-03 02:47:51,286 - mmaction - INFO - Epoch [21][900/1345] lr: 1.000e-03, eta: 8:11:02, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6367, top5_acc: 0.8453, loss_cls: 1.4303, loss: 1.4303, grad_norm: 6.5788 2021-12-03 02:48:05,963 - mmaction - INFO - Epoch [21][920/1345] lr: 1.000e-03, eta: 8:10:47, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.6586, top5_acc: 0.8617, loss_cls: 1.3473, loss: 1.3473, grad_norm: 6.4406 2021-12-03 02:48:20,578 - mmaction - INFO - Epoch [21][940/1345] lr: 1.000e-03, eta: 8:10:32, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6836, top5_acc: 0.8789, loss_cls: 1.2420, loss: 1.2420, grad_norm: 6.3632 2021-12-03 02:48:35,153 - mmaction - INFO - Epoch [21][960/1345] lr: 1.000e-03, eta: 8:10:16, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.6562, top5_acc: 0.8562, loss_cls: 1.3175, loss: 1.3175, grad_norm: 6.4565 2021-12-03 02:48:49,838 - mmaction - INFO - Epoch [21][980/1345] lr: 1.000e-03, eta: 8:10:01, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.6141, top5_acc: 0.8609, loss_cls: 1.4051, loss: 1.4051, grad_norm: 6.6563 2021-12-03 02:49:04,395 - mmaction - INFO - Epoch [21][1000/1345] lr: 1.000e-03, eta: 8:09:45, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6430, top5_acc: 0.8594, loss_cls: 1.4122, loss: 1.4122, grad_norm: 6.7407 2021-12-03 02:49:18,981 - mmaction - INFO - Epoch [21][1020/1345] lr: 1.000e-03, eta: 8:09:30, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6539, top5_acc: 0.8688, loss_cls: 1.3277, loss: 1.3277, grad_norm: 6.3834 2021-12-03 02:49:33,614 - mmaction - INFO - Epoch [21][1040/1345] lr: 1.000e-03, eta: 8:09:15, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6383, top5_acc: 0.8758, loss_cls: 1.3667, loss: 1.3667, grad_norm: 6.5549 2021-12-03 02:49:48,265 - mmaction - INFO - Epoch [21][1060/1345] lr: 1.000e-03, eta: 8:08:59, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.6312, top5_acc: 0.8711, loss_cls: 1.3760, loss: 1.3760, grad_norm: 6.5797 2021-12-03 02:50:02,956 - mmaction - INFO - Epoch [21][1080/1345] lr: 1.000e-03, eta: 8:08:44, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.6391, top5_acc: 0.8656, loss_cls: 1.3697, loss: 1.3697, grad_norm: 6.7042 2021-12-03 02:50:17,537 - mmaction - INFO - Epoch [21][1100/1345] lr: 1.000e-03, eta: 8:08:29, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.6422, top5_acc: 0.8641, loss_cls: 1.3763, loss: 1.3763, grad_norm: 6.6541 2021-12-03 02:50:32,078 - mmaction - INFO - Epoch [21][1120/1345] lr: 1.000e-03, eta: 8:08:13, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6453, top5_acc: 0.8602, loss_cls: 1.4053, loss: 1.4053, grad_norm: 6.5332 2021-12-03 02:50:46,668 - mmaction - INFO - Epoch [21][1140/1345] lr: 1.000e-03, eta: 8:07:58, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6695, top5_acc: 0.8664, loss_cls: 1.3137, loss: 1.3137, grad_norm: 6.3602 2021-12-03 02:51:01,255 - mmaction - INFO - Epoch [21][1160/1345] lr: 1.000e-03, eta: 8:07:42, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6438, top5_acc: 0.8531, loss_cls: 1.3741, loss: 1.3741, grad_norm: 6.5467 2021-12-03 02:51:15,832 - mmaction - INFO - Epoch [21][1180/1345] lr: 1.000e-03, eta: 8:07:27, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6102, top5_acc: 0.8586, loss_cls: 1.4660, loss: 1.4660, grad_norm: 6.7346 2021-12-03 02:51:30,438 - mmaction - INFO - Epoch [21][1200/1345] lr: 1.000e-03, eta: 8:07:12, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6266, top5_acc: 0.8586, loss_cls: 1.4179, loss: 1.4179, grad_norm: 6.6427 2021-12-03 02:51:44,990 - mmaction - INFO - Epoch [21][1220/1345] lr: 1.000e-03, eta: 8:06:56, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6648, top5_acc: 0.8734, loss_cls: 1.3244, loss: 1.3244, grad_norm: 6.4195 2021-12-03 02:51:59,529 - mmaction - INFO - Epoch [21][1240/1345] lr: 1.000e-03, eta: 8:06:41, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6477, top5_acc: 0.8680, loss_cls: 1.3303, loss: 1.3303, grad_norm: 6.8181 2021-12-03 02:52:14,031 - mmaction - INFO - Epoch [21][1260/1345] lr: 1.000e-03, eta: 8:06:25, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.6523, top5_acc: 0.8508, loss_cls: 1.3675, loss: 1.3675, grad_norm: 6.5878 2021-12-03 02:52:28,623 - mmaction - INFO - Epoch [21][1280/1345] lr: 1.000e-03, eta: 8:06:10, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6789, top5_acc: 0.8641, loss_cls: 1.2744, loss: 1.2744, grad_norm: 6.4428 2021-12-03 02:52:43,137 - mmaction - INFO - Epoch [21][1300/1345] lr: 1.000e-03, eta: 8:05:54, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.6492, top5_acc: 0.8664, loss_cls: 1.3480, loss: 1.3480, grad_norm: 6.8726 2021-12-03 02:52:57,652 - mmaction - INFO - Epoch [21][1320/1345] lr: 1.000e-03, eta: 8:05:39, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.6227, top5_acc: 0.8703, loss_cls: 1.3916, loss: 1.3916, grad_norm: 6.8907 2021-12-03 02:53:12,239 - mmaction - INFO - Epoch [21][1340/1345] lr: 1.000e-03, eta: 8:05:23, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6609, top5_acc: 0.8875, loss_cls: 1.2550, loss: 1.2550, grad_norm: 6.6333 2021-12-03 02:53:15,838 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-12-03 02:53:58,602 - mmaction - INFO - Epoch [22][20/1345] lr: 1.000e-03, eta: 8:05:35, time: 2.043, data_time: 1.313, memory: 9795, top1_acc: 0.6828, top5_acc: 0.8820, loss_cls: 1.2649, loss: 1.2649, grad_norm: 6.5546 2021-12-03 02:54:13,070 - mmaction - INFO - Epoch [22][40/1345] lr: 1.000e-03, eta: 8:05:20, time: 0.724, data_time: 0.002, memory: 9795, top1_acc: 0.6672, top5_acc: 0.8844, loss_cls: 1.2590, loss: 1.2590, grad_norm: 6.3753 2021-12-03 02:54:27,582 - mmaction - INFO - Epoch [22][60/1345] lr: 1.000e-03, eta: 8:05:04, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.6438, top5_acc: 0.8617, loss_cls: 1.3908, loss: 1.3908, grad_norm: 7.0129 2021-12-03 02:54:42,110 - mmaction - INFO - Epoch [22][80/1345] lr: 1.000e-03, eta: 8:04:48, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.6633, top5_acc: 0.8578, loss_cls: 1.3244, loss: 1.3244, grad_norm: 6.5310 2021-12-03 02:54:56,601 - mmaction - INFO - Epoch [22][100/1345] lr: 1.000e-03, eta: 8:04:33, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.6570, top5_acc: 0.8609, loss_cls: 1.3594, loss: 1.3594, grad_norm: 6.8684 2021-12-03 02:55:11,146 - mmaction - INFO - Epoch [22][120/1345] lr: 1.000e-03, eta: 8:04:17, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6586, top5_acc: 0.8562, loss_cls: 1.3305, loss: 1.3305, grad_norm: 6.5276 2021-12-03 02:55:25,682 - mmaction - INFO - Epoch [22][140/1345] lr: 1.000e-03, eta: 8:04:02, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6695, top5_acc: 0.8789, loss_cls: 1.2139, loss: 1.2139, grad_norm: 6.5388 2021-12-03 02:55:40,220 - mmaction - INFO - Epoch [22][160/1345] lr: 1.000e-03, eta: 8:03:46, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6844, top5_acc: 0.8891, loss_cls: 1.2017, loss: 1.2017, grad_norm: 6.3383 2021-12-03 02:55:54,824 - mmaction - INFO - Epoch [22][180/1345] lr: 1.000e-03, eta: 8:03:31, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6703, top5_acc: 0.8727, loss_cls: 1.2916, loss: 1.2916, grad_norm: 6.7296 2021-12-03 02:56:09,449 - mmaction - INFO - Epoch [22][200/1345] lr: 1.000e-03, eta: 8:03:16, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6750, top5_acc: 0.8703, loss_cls: 1.2828, loss: 1.2828, grad_norm: 6.8607 2021-12-03 02:56:24,028 - mmaction - INFO - Epoch [22][220/1345] lr: 1.000e-03, eta: 8:03:00, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6539, top5_acc: 0.8734, loss_cls: 1.2758, loss: 1.2758, grad_norm: 6.6667 2021-12-03 02:56:38,607 - mmaction - INFO - Epoch [22][240/1345] lr: 1.000e-03, eta: 8:02:45, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6492, top5_acc: 0.8508, loss_cls: 1.3886, loss: 1.3886, grad_norm: 6.9824 2021-12-03 02:56:53,155 - mmaction - INFO - Epoch [22][260/1345] lr: 1.000e-03, eta: 8:02:29, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.6281, top5_acc: 0.8633, loss_cls: 1.3943, loss: 1.3943, grad_norm: 6.9300 2021-12-03 02:57:07,804 - mmaction - INFO - Epoch [22][280/1345] lr: 1.000e-03, eta: 8:02:14, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.6523, top5_acc: 0.8742, loss_cls: 1.3084, loss: 1.3084, grad_norm: 6.5256 2021-12-03 02:57:22,418 - mmaction - INFO - Epoch [22][300/1345] lr: 1.000e-03, eta: 8:01:59, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6477, top5_acc: 0.8625, loss_cls: 1.3411, loss: 1.3411, grad_norm: 6.4922 2021-12-03 02:57:37,025 - mmaction - INFO - Epoch [22][320/1345] lr: 1.000e-03, eta: 8:01:43, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6617, top5_acc: 0.8609, loss_cls: 1.2952, loss: 1.2952, grad_norm: 6.5673 2021-12-03 02:57:51,597 - mmaction - INFO - Epoch [22][340/1345] lr: 1.000e-03, eta: 8:01:28, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.6547, top5_acc: 0.8750, loss_cls: 1.3280, loss: 1.3280, grad_norm: 7.1155 2021-12-03 02:58:06,233 - mmaction - INFO - Epoch [22][360/1345] lr: 1.000e-03, eta: 8:01:12, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6469, top5_acc: 0.8633, loss_cls: 1.3568, loss: 1.3568, grad_norm: 6.8888 2021-12-03 02:58:20,883 - mmaction - INFO - Epoch [22][380/1345] lr: 1.000e-03, eta: 8:00:57, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6664, top5_acc: 0.8773, loss_cls: 1.2883, loss: 1.2883, grad_norm: 6.5373 2021-12-03 02:58:35,453 - mmaction - INFO - Epoch [22][400/1345] lr: 1.000e-03, eta: 8:00:42, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6859, top5_acc: 0.8812, loss_cls: 1.2715, loss: 1.2715, grad_norm: 6.6945 2021-12-03 02:58:50,144 - mmaction - INFO - Epoch [22][420/1345] lr: 1.000e-03, eta: 8:00:26, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.6805, top5_acc: 0.8828, loss_cls: 1.2317, loss: 1.2317, grad_norm: 6.6013 2021-12-03 02:59:04,818 - mmaction - INFO - Epoch [22][440/1345] lr: 1.000e-03, eta: 8:00:11, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.6594, top5_acc: 0.8797, loss_cls: 1.3189, loss: 1.3189, grad_norm: 6.8018 2021-12-03 02:59:19,382 - mmaction - INFO - Epoch [22][460/1345] lr: 1.000e-03, eta: 7:59:55, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6695, top5_acc: 0.8828, loss_cls: 1.2679, loss: 1.2679, grad_norm: 6.7138 2021-12-03 02:59:34,008 - mmaction - INFO - Epoch [22][480/1345] lr: 1.000e-03, eta: 7:59:40, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6602, top5_acc: 0.8844, loss_cls: 1.2293, loss: 1.2293, grad_norm: 6.6745 2021-12-03 02:59:48,560 - mmaction - INFO - Epoch [22][500/1345] lr: 1.000e-03, eta: 7:59:25, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6648, top5_acc: 0.8617, loss_cls: 1.3334, loss: 1.3334, grad_norm: 6.9106 2021-12-03 03:00:03,155 - mmaction - INFO - Epoch [22][520/1345] lr: 1.000e-03, eta: 7:59:09, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6648, top5_acc: 0.8820, loss_cls: 1.2566, loss: 1.2566, grad_norm: 6.4196 2021-12-03 03:00:17,805 - mmaction - INFO - Epoch [22][540/1345] lr: 1.000e-03, eta: 7:58:54, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6758, top5_acc: 0.8727, loss_cls: 1.2618, loss: 1.2618, grad_norm: 6.6234 2021-12-03 03:00:32,430 - mmaction - INFO - Epoch [22][560/1345] lr: 1.000e-03, eta: 7:58:39, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.6641, top5_acc: 0.8766, loss_cls: 1.2858, loss: 1.2858, grad_norm: 6.7901 2021-12-03 03:00:47,045 - mmaction - INFO - Epoch [22][580/1345] lr: 1.000e-03, eta: 7:58:23, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6766, top5_acc: 0.8727, loss_cls: 1.2453, loss: 1.2453, grad_norm: 6.8928 2021-12-03 03:01:01,637 - mmaction - INFO - Epoch [22][600/1345] lr: 1.000e-03, eta: 7:58:08, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6445, top5_acc: 0.8758, loss_cls: 1.3119, loss: 1.3119, grad_norm: 6.8614 2021-12-03 03:01:16,271 - mmaction - INFO - Epoch [22][620/1345] lr: 1.000e-03, eta: 7:57:52, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6703, top5_acc: 0.8742, loss_cls: 1.2693, loss: 1.2693, grad_norm: 6.8693 2021-12-03 03:01:30,785 - mmaction - INFO - Epoch [22][640/1345] lr: 1.000e-03, eta: 7:57:37, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.6680, top5_acc: 0.8695, loss_cls: 1.3146, loss: 1.3146, grad_norm: 6.8364 2021-12-03 03:01:45,393 - mmaction - INFO - Epoch [22][660/1345] lr: 1.000e-03, eta: 7:57:22, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6617, top5_acc: 0.8734, loss_cls: 1.2814, loss: 1.2814, grad_norm: 6.7166 2021-12-03 03:01:59,934 - mmaction - INFO - Epoch [22][680/1345] lr: 1.000e-03, eta: 7:57:06, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6664, top5_acc: 0.8672, loss_cls: 1.2824, loss: 1.2824, grad_norm: 6.5055 2021-12-03 03:02:14,474 - mmaction - INFO - Epoch [22][700/1345] lr: 1.000e-03, eta: 7:56:51, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6641, top5_acc: 0.8742, loss_cls: 1.2972, loss: 1.2972, grad_norm: 6.7047 2021-12-03 03:02:29,091 - mmaction - INFO - Epoch [22][720/1345] lr: 1.000e-03, eta: 7:56:35, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6414, top5_acc: 0.8648, loss_cls: 1.3707, loss: 1.3707, grad_norm: 7.1406 2021-12-03 03:02:43,653 - mmaction - INFO - Epoch [22][740/1345] lr: 1.000e-03, eta: 7:56:20, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6672, top5_acc: 0.8688, loss_cls: 1.2563, loss: 1.2563, grad_norm: 6.9238 2021-12-03 03:02:58,321 - mmaction - INFO - Epoch [22][760/1345] lr: 1.000e-03, eta: 7:56:05, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.6250, top5_acc: 0.8602, loss_cls: 1.3945, loss: 1.3945, grad_norm: 7.0789 2021-12-03 03:03:12,956 - mmaction - INFO - Epoch [22][780/1345] lr: 1.000e-03, eta: 7:55:49, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6547, top5_acc: 0.8617, loss_cls: 1.3357, loss: 1.3357, grad_norm: 6.7978 2021-12-03 03:03:27,542 - mmaction - INFO - Epoch [22][800/1345] lr: 1.000e-03, eta: 7:55:34, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6648, top5_acc: 0.8664, loss_cls: 1.3263, loss: 1.3263, grad_norm: 6.8569 2021-12-03 03:03:42,124 - mmaction - INFO - Epoch [22][820/1345] lr: 1.000e-03, eta: 7:55:18, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6625, top5_acc: 0.8734, loss_cls: 1.2616, loss: 1.2616, grad_norm: 6.9859 2021-12-03 03:03:56,666 - mmaction - INFO - Epoch [22][840/1345] lr: 1.000e-03, eta: 7:55:03, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6883, top5_acc: 0.8898, loss_cls: 1.1846, loss: 1.1846, grad_norm: 6.4834 2021-12-03 03:04:11,217 - mmaction - INFO - Epoch [22][860/1345] lr: 1.000e-03, eta: 7:54:48, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.6641, top5_acc: 0.8719, loss_cls: 1.2506, loss: 1.2506, grad_norm: 6.6136 2021-12-03 03:04:25,820 - mmaction - INFO - Epoch [22][880/1345] lr: 1.000e-03, eta: 7:54:32, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6641, top5_acc: 0.8680, loss_cls: 1.2726, loss: 1.2726, grad_norm: 6.6628 2021-12-03 03:04:40,357 - mmaction - INFO - Epoch [22][900/1345] lr: 1.000e-03, eta: 7:54:17, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.6594, top5_acc: 0.8828, loss_cls: 1.2503, loss: 1.2503, grad_norm: 6.8087 2021-12-03 03:04:54,975 - mmaction - INFO - Epoch [22][920/1345] lr: 1.000e-03, eta: 7:54:01, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6766, top5_acc: 0.8727, loss_cls: 1.2548, loss: 1.2548, grad_norm: 6.8239 2021-12-03 03:05:09,521 - mmaction - INFO - Epoch [22][940/1345] lr: 1.000e-03, eta: 7:53:46, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6813, top5_acc: 0.8742, loss_cls: 1.2461, loss: 1.2461, grad_norm: 6.6698 2021-12-03 03:05:24,014 - mmaction - INFO - Epoch [22][960/1345] lr: 1.000e-03, eta: 7:53:30, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.6562, top5_acc: 0.8664, loss_cls: 1.3181, loss: 1.3181, grad_norm: 6.6574 2021-12-03 03:05:38,561 - mmaction - INFO - Epoch [22][980/1345] lr: 1.000e-03, eta: 7:53:15, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6461, top5_acc: 0.8672, loss_cls: 1.3089, loss: 1.3089, grad_norm: 6.8312 2021-12-03 03:05:53,227 - mmaction - INFO - Epoch [22][1000/1345] lr: 1.000e-03, eta: 7:53:00, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.6570, top5_acc: 0.8781, loss_cls: 1.2717, loss: 1.2717, grad_norm: 6.9701 2021-12-03 03:06:07,748 - mmaction - INFO - Epoch [22][1020/1345] lr: 1.000e-03, eta: 7:52:44, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.6531, top5_acc: 0.8609, loss_cls: 1.3208, loss: 1.3208, grad_norm: 6.8057 2021-12-03 03:06:22,301 - mmaction - INFO - Epoch [22][1040/1345] lr: 1.000e-03, eta: 7:52:29, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.6641, top5_acc: 0.8750, loss_cls: 1.2872, loss: 1.2872, grad_norm: 6.7710 2021-12-03 03:06:36,812 - mmaction - INFO - Epoch [22][1060/1345] lr: 1.000e-03, eta: 7:52:13, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.6586, top5_acc: 0.8797, loss_cls: 1.2806, loss: 1.2806, grad_norm: 6.8934 2021-12-03 03:06:51,319 - mmaction - INFO - Epoch [22][1080/1345] lr: 1.000e-03, eta: 7:51:58, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.6742, top5_acc: 0.8633, loss_cls: 1.2915, loss: 1.2915, grad_norm: 6.8529 2021-12-03 03:07:05,894 - mmaction - INFO - Epoch [22][1100/1345] lr: 1.000e-03, eta: 7:51:42, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6813, top5_acc: 0.8703, loss_cls: 1.2709, loss: 1.2709, grad_norm: 6.5273 2021-12-03 03:07:20,477 - mmaction - INFO - Epoch [22][1120/1345] lr: 1.000e-03, eta: 7:51:27, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6531, top5_acc: 0.8641, loss_cls: 1.3351, loss: 1.3351, grad_norm: 6.8499 2021-12-03 03:07:34,998 - mmaction - INFO - Epoch [22][1140/1345] lr: 1.000e-03, eta: 7:51:12, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.6773, top5_acc: 0.8680, loss_cls: 1.2729, loss: 1.2729, grad_norm: 6.8468 2021-12-03 03:07:49,624 - mmaction - INFO - Epoch [22][1160/1345] lr: 1.000e-03, eta: 7:50:56, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6609, top5_acc: 0.8812, loss_cls: 1.2817, loss: 1.2817, grad_norm: 6.8761 2021-12-03 03:08:04,142 - mmaction - INFO - Epoch [22][1180/1345] lr: 1.000e-03, eta: 7:50:41, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.6758, top5_acc: 0.8781, loss_cls: 1.2491, loss: 1.2491, grad_norm: 6.6376 2021-12-03 03:08:18,672 - mmaction - INFO - Epoch [22][1200/1345] lr: 1.000e-03, eta: 7:50:25, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6719, top5_acc: 0.8688, loss_cls: 1.3134, loss: 1.3134, grad_norm: 6.9151 2021-12-03 03:08:33,212 - mmaction - INFO - Epoch [22][1220/1345] lr: 1.000e-03, eta: 7:50:10, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6648, top5_acc: 0.8672, loss_cls: 1.2869, loss: 1.2869, grad_norm: 6.9160 2021-12-03 03:08:47,776 - mmaction - INFO - Epoch [22][1240/1345] lr: 1.000e-03, eta: 7:49:54, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6758, top5_acc: 0.8852, loss_cls: 1.2269, loss: 1.2269, grad_norm: 6.8369 2021-12-03 03:09:02,333 - mmaction - INFO - Epoch [22][1260/1345] lr: 1.000e-03, eta: 7:49:39, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6742, top5_acc: 0.8742, loss_cls: 1.2716, loss: 1.2716, grad_norm: 6.7594 2021-12-03 03:09:16,889 - mmaction - INFO - Epoch [22][1280/1345] lr: 1.000e-03, eta: 7:49:24, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6547, top5_acc: 0.8695, loss_cls: 1.3216, loss: 1.3216, grad_norm: 7.0914 2021-12-03 03:09:31,423 - mmaction - INFO - Epoch [22][1300/1345] lr: 1.000e-03, eta: 7:49:08, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6672, top5_acc: 0.8750, loss_cls: 1.2813, loss: 1.2813, grad_norm: 6.7077 2021-12-03 03:09:45,982 - mmaction - INFO - Epoch [22][1320/1345] lr: 1.000e-03, eta: 7:48:53, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6773, top5_acc: 0.8742, loss_cls: 1.2499, loss: 1.2499, grad_norm: 6.7150 2021-12-03 03:10:00,650 - mmaction - INFO - Epoch [22][1340/1345] lr: 1.000e-03, eta: 7:48:37, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.6781, top5_acc: 0.8844, loss_cls: 1.2326, loss: 1.2326, grad_norm: 6.7159 2021-12-03 03:11:08,042 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 03:11:08,196 - mmaction - INFO - top1_acc 0.4535 top5_acc 0.7469 2021-12-03 03:11:08,197 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 03:11:08,206 - mmaction - INFO - mean_acc 0.4149 2021-12-03 03:11:12,807 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. 2021-12-03 03:11:12,807 - mmaction - INFO - Best top1_acc is 0.4535 at 22 epoch. 2021-12-03 03:11:12,811 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-12-03 03:11:15,034 - mmaction - INFO - Epoch(val) [22][181] top1_acc: 0.4535, top5_acc: 0.7469, mean_class_accuracy: 0.4149 2021-12-03 03:11:55,648 - mmaction - INFO - Epoch [23][20/1345] lr: 1.000e-03, eta: 7:48:47, time: 2.029, data_time: 1.306, memory: 9795, top1_acc: 0.6719, top5_acc: 0.8789, loss_cls: 1.2126, loss: 1.2126, grad_norm: 6.8768 2021-12-03 03:12:10,162 - mmaction - INFO - Epoch [23][40/1345] lr: 1.000e-03, eta: 7:48:31, time: 0.726, data_time: 0.002, memory: 9795, top1_acc: 0.6953, top5_acc: 0.8883, loss_cls: 1.2229, loss: 1.2229, grad_norm: 6.8286 2021-12-03 03:12:24,668 - mmaction - INFO - Epoch [23][60/1345] lr: 1.000e-03, eta: 7:48:16, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.6977, top5_acc: 0.9000, loss_cls: 1.1468, loss: 1.1468, grad_norm: 6.6120 2021-12-03 03:12:39,205 - mmaction - INFO - Epoch [23][80/1345] lr: 1.000e-03, eta: 7:48:00, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.6758, top5_acc: 0.8805, loss_cls: 1.2518, loss: 1.2518, grad_norm: 6.8212 2021-12-03 03:12:53,768 - mmaction - INFO - Epoch [23][100/1345] lr: 1.000e-03, eta: 7:47:45, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6523, top5_acc: 0.8727, loss_cls: 1.3191, loss: 1.3191, grad_norm: 7.0361 2021-12-03 03:13:08,354 - mmaction - INFO - Epoch [23][120/1345] lr: 1.000e-03, eta: 7:47:29, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6852, top5_acc: 0.8859, loss_cls: 1.1852, loss: 1.1852, grad_norm: 6.4899 2021-12-03 03:13:23,008 - mmaction - INFO - Epoch [23][140/1345] lr: 1.000e-03, eta: 7:47:14, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.6656, top5_acc: 0.8578, loss_cls: 1.3312, loss: 1.3312, grad_norm: 7.0183 2021-12-03 03:13:37,621 - mmaction - INFO - Epoch [23][160/1345] lr: 1.000e-03, eta: 7:46:59, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6883, top5_acc: 0.8789, loss_cls: 1.2148, loss: 1.2148, grad_norm: 6.9161 2021-12-03 03:13:52,324 - mmaction - INFO - Epoch [23][180/1345] lr: 1.000e-03, eta: 7:46:44, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.6922, top5_acc: 0.8961, loss_cls: 1.1339, loss: 1.1339, grad_norm: 6.6925 2021-12-03 03:14:06,964 - mmaction - INFO - Epoch [23][200/1345] lr: 1.000e-03, eta: 7:46:28, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6859, top5_acc: 0.8852, loss_cls: 1.1664, loss: 1.1664, grad_norm: 6.7211 2021-12-03 03:14:21,590 - mmaction - INFO - Epoch [23][220/1345] lr: 1.000e-03, eta: 7:46:13, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6914, top5_acc: 0.8922, loss_cls: 1.1638, loss: 1.1638, grad_norm: 6.8363 2021-12-03 03:14:36,360 - mmaction - INFO - Epoch [23][240/1345] lr: 1.000e-03, eta: 7:45:58, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.6539, top5_acc: 0.8766, loss_cls: 1.3052, loss: 1.3052, grad_norm: 7.2546 2021-12-03 03:14:50,990 - mmaction - INFO - Epoch [23][260/1345] lr: 1.000e-03, eta: 7:45:42, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6813, top5_acc: 0.8953, loss_cls: 1.2014, loss: 1.2014, grad_norm: 7.1078 2021-12-03 03:15:05,561 - mmaction - INFO - Epoch [23][280/1345] lr: 1.000e-03, eta: 7:45:27, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6445, top5_acc: 0.8547, loss_cls: 1.3564, loss: 1.3564, grad_norm: 7.1816 2021-12-03 03:15:20,194 - mmaction - INFO - Epoch [23][300/1345] lr: 1.000e-03, eta: 7:45:12, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.6859, top5_acc: 0.8852, loss_cls: 1.2189, loss: 1.2189, grad_norm: 6.6640 2021-12-03 03:15:34,791 - mmaction - INFO - Epoch [23][320/1345] lr: 1.000e-03, eta: 7:44:56, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6562, top5_acc: 0.8820, loss_cls: 1.2622, loss: 1.2622, grad_norm: 6.9951 2021-12-03 03:15:49,478 - mmaction - INFO - Epoch [23][340/1345] lr: 1.000e-03, eta: 7:44:41, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.6977, top5_acc: 0.9023, loss_cls: 1.1159, loss: 1.1159, grad_norm: 7.0059 2021-12-03 03:16:04,140 - mmaction - INFO - Epoch [23][360/1345] lr: 1.000e-03, eta: 7:44:26, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.6750, top5_acc: 0.8656, loss_cls: 1.2976, loss: 1.2976, grad_norm: 7.1232 2021-12-03 03:16:18,762 - mmaction - INFO - Epoch [23][380/1345] lr: 1.000e-03, eta: 7:44:10, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6750, top5_acc: 0.8719, loss_cls: 1.2800, loss: 1.2800, grad_norm: 6.9139 2021-12-03 03:16:33,478 - mmaction - INFO - Epoch [23][400/1345] lr: 1.000e-03, eta: 7:43:55, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.6844, top5_acc: 0.8672, loss_cls: 1.2769, loss: 1.2769, grad_norm: 7.0519 2021-12-03 03:16:48,045 - mmaction - INFO - Epoch [23][420/1345] lr: 1.000e-03, eta: 7:43:40, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.6859, top5_acc: 0.8828, loss_cls: 1.1908, loss: 1.1908, grad_norm: 7.0355 2021-12-03 03:17:02,612 - mmaction - INFO - Epoch [23][440/1345] lr: 1.000e-03, eta: 7:43:24, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6852, top5_acc: 0.8609, loss_cls: 1.2562, loss: 1.2562, grad_norm: 6.9194 2021-12-03 03:17:17,238 - mmaction - INFO - Epoch [23][460/1345] lr: 1.000e-03, eta: 7:43:09, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6578, top5_acc: 0.8688, loss_cls: 1.2736, loss: 1.2736, grad_norm: 7.1731 2021-12-03 03:17:31,806 - mmaction - INFO - Epoch [23][480/1345] lr: 1.000e-03, eta: 7:42:54, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6695, top5_acc: 0.8812, loss_cls: 1.2418, loss: 1.2418, grad_norm: 7.2427 2021-12-03 03:17:46,395 - mmaction - INFO - Epoch [23][500/1345] lr: 1.000e-03, eta: 7:42:38, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7023, top5_acc: 0.8891, loss_cls: 1.1681, loss: 1.1681, grad_norm: 6.7711 2021-12-03 03:18:00,978 - mmaction - INFO - Epoch [23][520/1345] lr: 1.000e-03, eta: 7:42:23, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6992, top5_acc: 0.8797, loss_cls: 1.1946, loss: 1.1946, grad_norm: 6.9719 2021-12-03 03:18:15,529 - mmaction - INFO - Epoch [23][540/1345] lr: 1.000e-03, eta: 7:42:07, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6766, top5_acc: 0.8656, loss_cls: 1.2600, loss: 1.2600, grad_norm: 7.0847 2021-12-03 03:18:30,110 - mmaction - INFO - Epoch [23][560/1345] lr: 1.000e-03, eta: 7:41:52, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6930, top5_acc: 0.8891, loss_cls: 1.1962, loss: 1.1962, grad_norm: 7.0877 2021-12-03 03:18:44,721 - mmaction - INFO - Epoch [23][580/1345] lr: 1.000e-03, eta: 7:41:37, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7078, top5_acc: 0.8875, loss_cls: 1.1732, loss: 1.1732, grad_norm: 6.8156 2021-12-03 03:18:59,302 - mmaction - INFO - Epoch [23][600/1345] lr: 1.000e-03, eta: 7:41:21, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6617, top5_acc: 0.8727, loss_cls: 1.3049, loss: 1.3049, grad_norm: 7.1399 2021-12-03 03:19:13,997 - mmaction - INFO - Epoch [23][620/1345] lr: 1.000e-03, eta: 7:41:06, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.6797, top5_acc: 0.8875, loss_cls: 1.1859, loss: 1.1859, grad_norm: 7.1805 2021-12-03 03:19:28,566 - mmaction - INFO - Epoch [23][640/1345] lr: 1.000e-03, eta: 7:40:51, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6852, top5_acc: 0.8656, loss_cls: 1.2402, loss: 1.2402, grad_norm: 7.1239 2021-12-03 03:19:43,137 - mmaction - INFO - Epoch [23][660/1345] lr: 1.000e-03, eta: 7:40:35, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6914, top5_acc: 0.8922, loss_cls: 1.1560, loss: 1.1560, grad_norm: 6.9244 2021-12-03 03:19:57,691 - mmaction - INFO - Epoch [23][680/1345] lr: 1.000e-03, eta: 7:40:20, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6836, top5_acc: 0.8836, loss_cls: 1.2164, loss: 1.2164, grad_norm: 7.1778 2021-12-03 03:20:12,281 - mmaction - INFO - Epoch [23][700/1345] lr: 1.000e-03, eta: 7:40:05, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6945, top5_acc: 0.8781, loss_cls: 1.2123, loss: 1.2123, grad_norm: 6.8847 2021-12-03 03:20:26,807 - mmaction - INFO - Epoch [23][720/1345] lr: 1.000e-03, eta: 7:39:49, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.6625, top5_acc: 0.8602, loss_cls: 1.3201, loss: 1.3201, grad_norm: 6.9829 2021-12-03 03:20:41,339 - mmaction - INFO - Epoch [23][740/1345] lr: 1.000e-03, eta: 7:39:34, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6766, top5_acc: 0.8859, loss_cls: 1.2074, loss: 1.2074, grad_norm: 7.0198 2021-12-03 03:20:55,865 - mmaction - INFO - Epoch [23][760/1345] lr: 1.000e-03, eta: 7:39:18, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.6680, top5_acc: 0.8711, loss_cls: 1.2533, loss: 1.2533, grad_norm: 6.9372 2021-12-03 03:21:10,428 - mmaction - INFO - Epoch [23][780/1345] lr: 1.000e-03, eta: 7:39:03, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6734, top5_acc: 0.8867, loss_cls: 1.2114, loss: 1.2114, grad_norm: 7.0376 2021-12-03 03:21:24,994 - mmaction - INFO - Epoch [23][800/1345] lr: 1.000e-03, eta: 7:38:47, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6641, top5_acc: 0.8703, loss_cls: 1.2665, loss: 1.2665, grad_norm: 7.2785 2021-12-03 03:21:39,519 - mmaction - INFO - Epoch [23][820/1345] lr: 1.000e-03, eta: 7:38:32, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.6867, top5_acc: 0.8883, loss_cls: 1.1671, loss: 1.1671, grad_norm: 6.7744 2021-12-03 03:21:54,127 - mmaction - INFO - Epoch [23][840/1345] lr: 1.000e-03, eta: 7:38:17, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6711, top5_acc: 0.8766, loss_cls: 1.2080, loss: 1.2080, grad_norm: 7.0520 2021-12-03 03:22:08,721 - mmaction - INFO - Epoch [23][860/1345] lr: 1.000e-03, eta: 7:38:01, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6898, top5_acc: 0.8789, loss_cls: 1.2073, loss: 1.2073, grad_norm: 7.0425 2021-12-03 03:22:23,259 - mmaction - INFO - Epoch [23][880/1345] lr: 1.000e-03, eta: 7:37:46, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6937, top5_acc: 0.8969, loss_cls: 1.1343, loss: 1.1343, grad_norm: 6.8216 2021-12-03 03:22:37,815 - mmaction - INFO - Epoch [23][900/1345] lr: 1.000e-03, eta: 7:37:30, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6687, top5_acc: 0.8758, loss_cls: 1.2950, loss: 1.2950, grad_norm: 7.2152 2021-12-03 03:22:52,415 - mmaction - INFO - Epoch [23][920/1345] lr: 1.000e-03, eta: 7:37:15, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6937, top5_acc: 0.8859, loss_cls: 1.1870, loss: 1.1870, grad_norm: 7.0146 2021-12-03 03:23:06,956 - mmaction - INFO - Epoch [23][940/1345] lr: 1.000e-03, eta: 7:37:00, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6727, top5_acc: 0.8867, loss_cls: 1.2102, loss: 1.2102, grad_norm: 7.1775 2021-12-03 03:23:21,512 - mmaction - INFO - Epoch [23][960/1345] lr: 1.000e-03, eta: 7:36:44, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6836, top5_acc: 0.8773, loss_cls: 1.2365, loss: 1.2365, grad_norm: 7.2222 2021-12-03 03:23:36,034 - mmaction - INFO - Epoch [23][980/1345] lr: 1.000e-03, eta: 7:36:29, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.6875, top5_acc: 0.8773, loss_cls: 1.2281, loss: 1.2281, grad_norm: 7.0150 2021-12-03 03:23:50,731 - mmaction - INFO - Epoch [23][1000/1345] lr: 1.000e-03, eta: 7:36:14, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7070, top5_acc: 0.8852, loss_cls: 1.1856, loss: 1.1856, grad_norm: 6.8189 2021-12-03 03:24:05,358 - mmaction - INFO - Epoch [23][1020/1345] lr: 1.000e-03, eta: 7:35:58, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.6844, top5_acc: 0.8883, loss_cls: 1.1482, loss: 1.1482, grad_norm: 6.9416 2021-12-03 03:24:19,905 - mmaction - INFO - Epoch [23][1040/1345] lr: 1.000e-03, eta: 7:35:43, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7063, top5_acc: 0.9039, loss_cls: 1.1208, loss: 1.1208, grad_norm: 6.7935 2021-12-03 03:24:34,520 - mmaction - INFO - Epoch [23][1060/1345] lr: 1.000e-03, eta: 7:35:28, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6844, top5_acc: 0.8852, loss_cls: 1.1858, loss: 1.1858, grad_norm: 6.9394 2021-12-03 03:24:49,221 - mmaction - INFO - Epoch [23][1080/1345] lr: 1.000e-03, eta: 7:35:12, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.6828, top5_acc: 0.8656, loss_cls: 1.2440, loss: 1.2440, grad_norm: 6.8911 2021-12-03 03:25:03,819 - mmaction - INFO - Epoch [23][1100/1345] lr: 1.000e-03, eta: 7:34:57, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6922, top5_acc: 0.8742, loss_cls: 1.2060, loss: 1.2060, grad_norm: 7.1635 2021-12-03 03:25:18,429 - mmaction - INFO - Epoch [23][1120/1345] lr: 1.000e-03, eta: 7:34:42, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6609, top5_acc: 0.8719, loss_cls: 1.2924, loss: 1.2924, grad_norm: 7.3223 2021-12-03 03:25:33,024 - mmaction - INFO - Epoch [23][1140/1345] lr: 1.000e-03, eta: 7:34:26, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6766, top5_acc: 0.8812, loss_cls: 1.2284, loss: 1.2284, grad_norm: 7.0447 2021-12-03 03:25:47,612 - mmaction - INFO - Epoch [23][1160/1345] lr: 1.000e-03, eta: 7:34:11, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.6844, top5_acc: 0.8828, loss_cls: 1.1950, loss: 1.1950, grad_norm: 7.0366 2021-12-03 03:26:02,255 - mmaction - INFO - Epoch [23][1180/1345] lr: 1.000e-03, eta: 7:33:56, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6602, top5_acc: 0.8781, loss_cls: 1.2301, loss: 1.2301, grad_norm: 7.0730 2021-12-03 03:26:16,987 - mmaction - INFO - Epoch [23][1200/1345] lr: 1.000e-03, eta: 7:33:41, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.6578, top5_acc: 0.8719, loss_cls: 1.3123, loss: 1.3123, grad_norm: 7.4601 2021-12-03 03:26:31,536 - mmaction - INFO - Epoch [23][1220/1345] lr: 1.000e-03, eta: 7:33:25, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6664, top5_acc: 0.8914, loss_cls: 1.2398, loss: 1.2398, grad_norm: 7.4434 2021-12-03 03:26:46,081 - mmaction - INFO - Epoch [23][1240/1345] lr: 1.000e-03, eta: 7:33:10, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6687, top5_acc: 0.8828, loss_cls: 1.2354, loss: 1.2354, grad_norm: 6.9660 2021-12-03 03:27:00,741 - mmaction - INFO - Epoch [23][1260/1345] lr: 1.000e-03, eta: 7:32:55, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.6813, top5_acc: 0.8711, loss_cls: 1.2778, loss: 1.2778, grad_norm: 7.0830 2021-12-03 03:27:15,345 - mmaction - INFO - Epoch [23][1280/1345] lr: 1.000e-03, eta: 7:32:39, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7070, top5_acc: 0.8984, loss_cls: 1.1417, loss: 1.1417, grad_norm: 6.8294 2021-12-03 03:27:30,082 - mmaction - INFO - Epoch [23][1300/1345] lr: 1.000e-03, eta: 7:32:24, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.6883, top5_acc: 0.8812, loss_cls: 1.1796, loss: 1.1796, grad_norm: 7.2354 2021-12-03 03:27:44,663 - mmaction - INFO - Epoch [23][1320/1345] lr: 1.000e-03, eta: 7:32:09, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6844, top5_acc: 0.8836, loss_cls: 1.2020, loss: 1.2020, grad_norm: 7.2879 2021-12-03 03:27:59,308 - mmaction - INFO - Epoch [23][1340/1345] lr: 1.000e-03, eta: 7:31:54, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6828, top5_acc: 0.8812, loss_cls: 1.2173, loss: 1.2173, grad_norm: 7.2392 2021-12-03 03:28:02,939 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-12-03 03:28:47,630 - mmaction - INFO - Epoch [24][20/1345] lr: 1.000e-03, eta: 7:32:01, time: 2.025, data_time: 1.301, memory: 9795, top1_acc: 0.6859, top5_acc: 0.8820, loss_cls: 1.2100, loss: 1.2100, grad_norm: 6.9658 2021-12-03 03:29:02,124 - mmaction - INFO - Epoch [24][40/1345] lr: 1.000e-03, eta: 7:31:45, time: 0.725, data_time: 0.002, memory: 9795, top1_acc: 0.6711, top5_acc: 0.8836, loss_cls: 1.2020, loss: 1.2020, grad_norm: 7.0643 2021-12-03 03:29:16,726 - mmaction - INFO - Epoch [24][60/1345] lr: 1.000e-03, eta: 7:31:30, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.6813, top5_acc: 0.8836, loss_cls: 1.2005, loss: 1.2005, grad_norm: 7.1485 2021-12-03 03:29:31,453 - mmaction - INFO - Epoch [24][80/1345] lr: 1.000e-03, eta: 7:31:15, time: 0.736, data_time: 0.001, memory: 9795, top1_acc: 0.6680, top5_acc: 0.8773, loss_cls: 1.2398, loss: 1.2398, grad_norm: 7.2574 2021-12-03 03:29:46,020 - mmaction - INFO - Epoch [24][100/1345] lr: 1.000e-03, eta: 7:30:59, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6648, top5_acc: 0.8742, loss_cls: 1.2264, loss: 1.2264, grad_norm: 7.4415 2021-12-03 03:30:00,666 - mmaction - INFO - Epoch [24][120/1345] lr: 1.000e-03, eta: 7:30:44, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6969, top5_acc: 0.8977, loss_cls: 1.1600, loss: 1.1600, grad_norm: 7.0519 2021-12-03 03:30:15,295 - mmaction - INFO - Epoch [24][140/1345] lr: 1.000e-03, eta: 7:30:29, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7086, top5_acc: 0.8945, loss_cls: 1.1653, loss: 1.1653, grad_norm: 7.3196 2021-12-03 03:30:29,975 - mmaction - INFO - Epoch [24][160/1345] lr: 1.000e-03, eta: 7:30:13, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.1763, loss: 1.1763, grad_norm: 7.2236 2021-12-03 03:30:44,664 - mmaction - INFO - Epoch [24][180/1345] lr: 1.000e-03, eta: 7:29:58, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7117, top5_acc: 0.8984, loss_cls: 1.1224, loss: 1.1224, grad_norm: 7.1253 2021-12-03 03:30:59,240 - mmaction - INFO - Epoch [24][200/1345] lr: 1.000e-03, eta: 7:29:43, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6992, top5_acc: 0.8859, loss_cls: 1.1643, loss: 1.1643, grad_norm: 7.2326 2021-12-03 03:31:13,988 - mmaction - INFO - Epoch [24][220/1345] lr: 1.000e-03, eta: 7:29:28, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.6914, top5_acc: 0.8945, loss_cls: 1.1444, loss: 1.1444, grad_norm: 7.1828 2021-12-03 03:31:28,717 - mmaction - INFO - Epoch [24][240/1345] lr: 1.000e-03, eta: 7:29:12, time: 0.737, data_time: 0.001, memory: 9795, top1_acc: 0.6984, top5_acc: 0.8852, loss_cls: 1.1717, loss: 1.1717, grad_norm: 7.2041 2021-12-03 03:31:43,359 - mmaction - INFO - Epoch [24][260/1345] lr: 1.000e-03, eta: 7:28:57, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6930, top5_acc: 0.8836, loss_cls: 1.1677, loss: 1.1677, grad_norm: 7.3268 2021-12-03 03:31:58,006 - mmaction - INFO - Epoch [24][280/1345] lr: 1.000e-03, eta: 7:28:42, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7008, top5_acc: 0.8953, loss_cls: 1.1786, loss: 1.1786, grad_norm: 7.0007 2021-12-03 03:32:12,724 - mmaction - INFO - Epoch [24][300/1345] lr: 1.000e-03, eta: 7:28:27, time: 0.736, data_time: 0.001, memory: 9795, top1_acc: 0.6789, top5_acc: 0.8805, loss_cls: 1.2076, loss: 1.2076, grad_norm: 7.5236 2021-12-03 03:32:27,354 - mmaction - INFO - Epoch [24][320/1345] lr: 1.000e-03, eta: 7:28:11, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6977, top5_acc: 0.8984, loss_cls: 1.1506, loss: 1.1506, grad_norm: 7.2777 2021-12-03 03:32:42,044 - mmaction - INFO - Epoch [24][340/1345] lr: 1.000e-03, eta: 7:27:56, time: 0.735, data_time: 0.001, memory: 9795, top1_acc: 0.6781, top5_acc: 0.8820, loss_cls: 1.2283, loss: 1.2283, grad_norm: 7.2013 2021-12-03 03:32:56,701 - mmaction - INFO - Epoch [24][360/1345] lr: 1.000e-03, eta: 7:27:41, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.6852, top5_acc: 0.8797, loss_cls: 1.1955, loss: 1.1955, grad_norm: 7.0584 2021-12-03 03:33:11,421 - mmaction - INFO - Epoch [24][380/1345] lr: 1.000e-03, eta: 7:27:26, time: 0.736, data_time: 0.001, memory: 9795, top1_acc: 0.6883, top5_acc: 0.8875, loss_cls: 1.1993, loss: 1.1993, grad_norm: 7.2790 2021-12-03 03:33:26,022 - mmaction - INFO - Epoch [24][400/1345] lr: 1.000e-03, eta: 7:27:10, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6977, top5_acc: 0.8953, loss_cls: 1.1440, loss: 1.1440, grad_norm: 7.0706 2021-12-03 03:33:40,593 - mmaction - INFO - Epoch [24][420/1345] lr: 1.000e-03, eta: 7:26:55, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6773, top5_acc: 0.8742, loss_cls: 1.2319, loss: 1.2319, grad_norm: 7.3346 2021-12-03 03:33:55,149 - mmaction - INFO - Epoch [24][440/1345] lr: 1.000e-03, eta: 7:26:39, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6859, top5_acc: 0.8914, loss_cls: 1.2018, loss: 1.2018, grad_norm: 7.4852 2021-12-03 03:34:09,804 - mmaction - INFO - Epoch [24][460/1345] lr: 1.000e-03, eta: 7:26:24, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7000, top5_acc: 0.8953, loss_cls: 1.1669, loss: 1.1669, grad_norm: 7.1086 2021-12-03 03:34:24,396 - mmaction - INFO - Epoch [24][480/1345] lr: 1.000e-03, eta: 7:26:09, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7063, top5_acc: 0.8922, loss_cls: 1.1602, loss: 1.1602, grad_norm: 6.9148 2021-12-03 03:34:38,984 - mmaction - INFO - Epoch [24][500/1345] lr: 1.000e-03, eta: 7:25:54, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7000, top5_acc: 0.8812, loss_cls: 1.1559, loss: 1.1559, grad_norm: 6.8234 2021-12-03 03:34:53,539 - mmaction - INFO - Epoch [24][520/1345] lr: 1.000e-03, eta: 7:25:38, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6797, top5_acc: 0.8875, loss_cls: 1.2296, loss: 1.2296, grad_norm: 7.4031 2021-12-03 03:35:08,092 - mmaction - INFO - Epoch [24][540/1345] lr: 1.000e-03, eta: 7:25:23, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6773, top5_acc: 0.8758, loss_cls: 1.2380, loss: 1.2380, grad_norm: 7.4056 2021-12-03 03:35:22,728 - mmaction - INFO - Epoch [24][560/1345] lr: 1.000e-03, eta: 7:25:07, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6820, top5_acc: 0.8734, loss_cls: 1.2105, loss: 1.2105, grad_norm: 7.4964 2021-12-03 03:35:37,328 - mmaction - INFO - Epoch [24][580/1345] lr: 1.000e-03, eta: 7:24:52, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.7039, top5_acc: 0.8938, loss_cls: 1.1745, loss: 1.1745, grad_norm: 7.1355 2021-12-03 03:35:51,889 - mmaction - INFO - Epoch [24][600/1345] lr: 1.000e-03, eta: 7:24:37, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7023, top5_acc: 0.8797, loss_cls: 1.1702, loss: 1.1702, grad_norm: 7.2614 2021-12-03 03:36:06,446 - mmaction - INFO - Epoch [24][620/1345] lr: 1.000e-03, eta: 7:24:21, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6781, top5_acc: 0.8938, loss_cls: 1.1471, loss: 1.1471, grad_norm: 7.1272 2021-12-03 03:36:20,985 - mmaction - INFO - Epoch [24][640/1345] lr: 1.000e-03, eta: 7:24:06, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6883, top5_acc: 0.8836, loss_cls: 1.1924, loss: 1.1924, grad_norm: 7.1997 2021-12-03 03:36:35,536 - mmaction - INFO - Epoch [24][660/1345] lr: 1.000e-03, eta: 7:23:51, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6836, top5_acc: 0.8906, loss_cls: 1.1543, loss: 1.1543, grad_norm: 7.2995 2021-12-03 03:36:50,183 - mmaction - INFO - Epoch [24][680/1345] lr: 1.000e-03, eta: 7:23:35, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6781, top5_acc: 0.8906, loss_cls: 1.1898, loss: 1.1898, grad_norm: 7.5173 2021-12-03 03:37:04,916 - mmaction - INFO - Epoch [24][700/1345] lr: 1.000e-03, eta: 7:23:20, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.6773, top5_acc: 0.8836, loss_cls: 1.1945, loss: 1.1945, grad_norm: 7.5436 2021-12-03 03:37:19,429 - mmaction - INFO - Epoch [24][720/1345] lr: 1.000e-03, eta: 7:23:05, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.6719, top5_acc: 0.8758, loss_cls: 1.2522, loss: 1.2522, grad_norm: 7.4910 2021-12-03 03:37:34,015 - mmaction - INFO - Epoch [24][740/1345] lr: 1.000e-03, eta: 7:22:49, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6875, top5_acc: 0.8938, loss_cls: 1.1678, loss: 1.1678, grad_norm: 7.2455 2021-12-03 03:37:48,598 - mmaction - INFO - Epoch [24][760/1345] lr: 1.000e-03, eta: 7:22:34, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6969, top5_acc: 0.8672, loss_cls: 1.2161, loss: 1.2161, grad_norm: 7.2736 2021-12-03 03:38:03,115 - mmaction - INFO - Epoch [24][780/1345] lr: 1.000e-03, eta: 7:22:19, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.6875, top5_acc: 0.8695, loss_cls: 1.2192, loss: 1.2192, grad_norm: 7.1307 2021-12-03 03:38:17,697 - mmaction - INFO - Epoch [24][800/1345] lr: 1.000e-03, eta: 7:22:03, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6992, top5_acc: 0.8945, loss_cls: 1.1333, loss: 1.1333, grad_norm: 7.1465 2021-12-03 03:38:32,308 - mmaction - INFO - Epoch [24][820/1345] lr: 1.000e-03, eta: 7:21:48, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7016, top5_acc: 0.8922, loss_cls: 1.1222, loss: 1.1222, grad_norm: 7.1648 2021-12-03 03:38:46,903 - mmaction - INFO - Epoch [24][840/1345] lr: 1.000e-03, eta: 7:21:33, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6672, top5_acc: 0.8828, loss_cls: 1.2147, loss: 1.2147, grad_norm: 7.6546 2021-12-03 03:39:01,519 - mmaction - INFO - Epoch [24][860/1345] lr: 1.000e-03, eta: 7:21:17, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6719, top5_acc: 0.8828, loss_cls: 1.2096, loss: 1.2096, grad_norm: 7.4656 2021-12-03 03:39:16,112 - mmaction - INFO - Epoch [24][880/1345] lr: 1.000e-03, eta: 7:21:02, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7141, top5_acc: 0.8930, loss_cls: 1.1224, loss: 1.1224, grad_norm: 7.2812 2021-12-03 03:39:30,751 - mmaction - INFO - Epoch [24][900/1345] lr: 1.000e-03, eta: 7:20:47, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6625, top5_acc: 0.8711, loss_cls: 1.2669, loss: 1.2669, grad_norm: 7.5437 2021-12-03 03:39:45,470 - mmaction - INFO - Epoch [24][920/1345] lr: 1.000e-03, eta: 7:20:32, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.6633, top5_acc: 0.8891, loss_cls: 1.2007, loss: 1.2007, grad_norm: 7.3118 2021-12-03 03:40:00,041 - mmaction - INFO - Epoch [24][940/1345] lr: 1.000e-03, eta: 7:20:16, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6766, top5_acc: 0.8688, loss_cls: 1.2163, loss: 1.2163, grad_norm: 7.3165 2021-12-03 03:40:14,688 - mmaction - INFO - Epoch [24][960/1345] lr: 1.000e-03, eta: 7:20:01, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.6820, top5_acc: 0.8961, loss_cls: 1.1742, loss: 1.1742, grad_norm: 7.2420 2021-12-03 03:40:29,395 - mmaction - INFO - Epoch [24][980/1345] lr: 1.000e-03, eta: 7:19:46, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.6742, top5_acc: 0.8734, loss_cls: 1.2595, loss: 1.2595, grad_norm: 7.3495 2021-12-03 03:40:44,049 - mmaction - INFO - Epoch [24][1000/1345] lr: 1.000e-03, eta: 7:19:31, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.6828, top5_acc: 0.8883, loss_cls: 1.1973, loss: 1.1973, grad_norm: 7.0999 2021-12-03 03:40:58,741 - mmaction - INFO - Epoch [24][1020/1345] lr: 1.000e-03, eta: 7:19:15, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.6648, top5_acc: 0.8852, loss_cls: 1.2249, loss: 1.2249, grad_norm: 7.3875 2021-12-03 03:41:13,372 - mmaction - INFO - Epoch [24][1040/1345] lr: 1.000e-03, eta: 7:19:00, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6867, top5_acc: 0.8812, loss_cls: 1.2019, loss: 1.2019, grad_norm: 7.2726 2021-12-03 03:41:27,953 - mmaction - INFO - Epoch [24][1060/1345] lr: 1.000e-03, eta: 7:18:45, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6773, top5_acc: 0.8938, loss_cls: 1.1850, loss: 1.1850, grad_norm: 7.3259 2021-12-03 03:41:42,613 - mmaction - INFO - Epoch [24][1080/1345] lr: 1.000e-03, eta: 7:18:30, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.6703, top5_acc: 0.8836, loss_cls: 1.2226, loss: 1.2226, grad_norm: 7.5057 2021-12-03 03:41:57,191 - mmaction - INFO - Epoch [24][1100/1345] lr: 1.000e-03, eta: 7:18:14, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7023, top5_acc: 0.8891, loss_cls: 1.1454, loss: 1.1454, grad_norm: 7.5376 2021-12-03 03:42:11,904 - mmaction - INFO - Epoch [24][1120/1345] lr: 1.000e-03, eta: 7:17:59, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.6922, top5_acc: 0.8852, loss_cls: 1.1887, loss: 1.1887, grad_norm: 7.4288 2021-12-03 03:42:26,558 - mmaction - INFO - Epoch [24][1140/1345] lr: 1.000e-03, eta: 7:17:44, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.6844, top5_acc: 0.8812, loss_cls: 1.2112, loss: 1.2112, grad_norm: 7.5853 2021-12-03 03:42:41,118 - mmaction - INFO - Epoch [24][1160/1345] lr: 1.000e-03, eta: 7:17:29, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7023, top5_acc: 0.8867, loss_cls: 1.1563, loss: 1.1563, grad_norm: 7.2661 2021-12-03 03:42:55,819 - mmaction - INFO - Epoch [24][1180/1345] lr: 1.000e-03, eta: 7:17:13, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.6758, top5_acc: 0.8914, loss_cls: 1.2065, loss: 1.2065, grad_norm: 7.7005 2021-12-03 03:43:10,583 - mmaction - INFO - Epoch [24][1200/1345] lr: 1.000e-03, eta: 7:16:58, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.6875, top5_acc: 0.8828, loss_cls: 1.2316, loss: 1.2316, grad_norm: 7.4319 2021-12-03 03:43:25,151 - mmaction - INFO - Epoch [24][1220/1345] lr: 1.000e-03, eta: 7:16:43, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6883, top5_acc: 0.8812, loss_cls: 1.2104, loss: 1.2104, grad_norm: 7.4336 2021-12-03 03:43:39,777 - mmaction - INFO - Epoch [24][1240/1345] lr: 1.000e-03, eta: 7:16:28, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6891, top5_acc: 0.8891, loss_cls: 1.1636, loss: 1.1636, grad_norm: 7.1720 2021-12-03 03:43:54,422 - mmaction - INFO - Epoch [24][1260/1345] lr: 1.000e-03, eta: 7:16:12, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6703, top5_acc: 0.8805, loss_cls: 1.2426, loss: 1.2426, grad_norm: 7.4606 2021-12-03 03:44:09,055 - mmaction - INFO - Epoch [24][1280/1345] lr: 1.000e-03, eta: 7:15:57, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6766, top5_acc: 0.8898, loss_cls: 1.2163, loss: 1.2163, grad_norm: 7.5053 2021-12-03 03:44:23,750 - mmaction - INFO - Epoch [24][1300/1345] lr: 1.000e-03, eta: 7:15:42, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.6703, top5_acc: 0.8906, loss_cls: 1.2234, loss: 1.2234, grad_norm: 7.3246 2021-12-03 03:44:38,491 - mmaction - INFO - Epoch [24][1320/1345] lr: 1.000e-03, eta: 7:15:27, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.6906, top5_acc: 0.8805, loss_cls: 1.2379, loss: 1.2379, grad_norm: 7.5337 2021-12-03 03:44:53,145 - mmaction - INFO - Epoch [24][1340/1345] lr: 1.000e-03, eta: 7:15:12, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.6852, top5_acc: 0.8836, loss_cls: 1.1986, loss: 1.1986, grad_norm: 7.3865 2021-12-03 03:45:57,207 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 03:45:57,361 - mmaction - INFO - top1_acc 0.4596 top5_acc 0.7484 2021-12-03 03:45:57,361 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 03:45:57,371 - mmaction - INFO - mean_acc 0.4182 2021-12-03 03:45:58,716 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. 2021-12-03 03:45:58,716 - mmaction - INFO - Best top1_acc is 0.4596 at 24 epoch. 2021-12-03 03:45:58,720 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-12-03 03:45:59,932 - mmaction - INFO - Epoch(val) [24][181] top1_acc: 0.4596, top5_acc: 0.7484, mean_class_accuracy: 0.4182 2021-12-03 03:46:41,286 - mmaction - INFO - Epoch [25][20/1345] lr: 1.000e-03, eta: 7:15:17, time: 2.067, data_time: 1.297, memory: 9795, top1_acc: 0.6977, top5_acc: 0.8891, loss_cls: 1.1371, loss: 1.1371, grad_norm: 6.7996 2021-12-03 03:46:55,789 - mmaction - INFO - Epoch [25][40/1345] lr: 1.000e-03, eta: 7:15:02, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.7047, top5_acc: 0.8969, loss_cls: 1.1066, loss: 1.1066, grad_norm: 6.9046 2021-12-03 03:47:10,436 - mmaction - INFO - Epoch [25][60/1345] lr: 1.000e-03, eta: 7:14:47, time: 0.732, data_time: 0.002, memory: 9795, top1_acc: 0.6922, top5_acc: 0.8805, loss_cls: 1.2127, loss: 1.2127, grad_norm: 7.4696 2021-12-03 03:47:24,975 - mmaction - INFO - Epoch [25][80/1345] lr: 1.000e-03, eta: 7:14:31, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.7133, top5_acc: 0.9008, loss_cls: 1.1229, loss: 1.1229, grad_norm: 7.2364 2021-12-03 03:47:39,595 - mmaction - INFO - Epoch [25][100/1345] lr: 1.000e-03, eta: 7:14:16, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7008, top5_acc: 0.8984, loss_cls: 1.1388, loss: 1.1388, grad_norm: 7.2764 2021-12-03 03:47:54,157 - mmaction - INFO - Epoch [25][120/1345] lr: 1.000e-03, eta: 7:14:01, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7180, top5_acc: 0.9039, loss_cls: 1.1100, loss: 1.1100, grad_norm: 7.0794 2021-12-03 03:48:08,737 - mmaction - INFO - Epoch [25][140/1345] lr: 1.000e-03, eta: 7:13:45, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.7195, top5_acc: 0.8914, loss_cls: 1.1218, loss: 1.1218, grad_norm: 7.4152 2021-12-03 03:48:23,451 - mmaction - INFO - Epoch [25][160/1345] lr: 1.000e-03, eta: 7:13:30, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.6984, top5_acc: 0.8953, loss_cls: 1.1712, loss: 1.1712, grad_norm: 7.4870 2021-12-03 03:48:38,041 - mmaction - INFO - Epoch [25][180/1345] lr: 1.000e-03, eta: 7:13:15, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6836, top5_acc: 0.8836, loss_cls: 1.2214, loss: 1.2214, grad_norm: 7.6774 2021-12-03 03:48:52,596 - mmaction - INFO - Epoch [25][200/1345] lr: 1.000e-03, eta: 7:13:00, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7078, top5_acc: 0.9094, loss_cls: 1.0606, loss: 1.0606, grad_norm: 7.2603 2021-12-03 03:49:07,157 - mmaction - INFO - Epoch [25][220/1345] lr: 1.000e-03, eta: 7:12:44, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7063, top5_acc: 0.8914, loss_cls: 1.1377, loss: 1.1377, grad_norm: 7.1410 2021-12-03 03:49:21,735 - mmaction - INFO - Epoch [25][240/1345] lr: 1.000e-03, eta: 7:12:29, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7023, top5_acc: 0.8977, loss_cls: 1.0924, loss: 1.0924, grad_norm: 7.3850 2021-12-03 03:49:36,360 - mmaction - INFO - Epoch [25][260/1345] lr: 1.000e-03, eta: 7:12:14, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7016, top5_acc: 0.9016, loss_cls: 1.1085, loss: 1.1085, grad_norm: 7.3827 2021-12-03 03:49:50,995 - mmaction - INFO - Epoch [25][280/1345] lr: 1.000e-03, eta: 7:11:58, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6969, top5_acc: 0.8961, loss_cls: 1.1237, loss: 1.1237, grad_norm: 7.6472 2021-12-03 03:50:05,570 - mmaction - INFO - Epoch [25][300/1345] lr: 1.000e-03, eta: 7:11:43, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.7070, top5_acc: 0.8945, loss_cls: 1.1007, loss: 1.1007, grad_norm: 7.2926 2021-12-03 03:50:20,134 - mmaction - INFO - Epoch [25][320/1345] lr: 1.000e-03, eta: 7:11:28, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6992, top5_acc: 0.8898, loss_cls: 1.1669, loss: 1.1669, grad_norm: 7.5747 2021-12-03 03:50:34,710 - mmaction - INFO - Epoch [25][340/1345] lr: 1.000e-03, eta: 7:11:12, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6727, top5_acc: 0.8781, loss_cls: 1.2378, loss: 1.2378, grad_norm: 7.7454 2021-12-03 03:50:49,327 - mmaction - INFO - Epoch [25][360/1345] lr: 1.000e-03, eta: 7:10:57, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7023, top5_acc: 0.8750, loss_cls: 1.2239, loss: 1.2239, grad_norm: 7.4186 2021-12-03 03:51:03,916 - mmaction - INFO - Epoch [25][380/1345] lr: 1.000e-03, eta: 7:10:42, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7063, top5_acc: 0.8844, loss_cls: 1.1672, loss: 1.1672, grad_norm: 7.6143 2021-12-03 03:51:18,452 - mmaction - INFO - Epoch [25][400/1345] lr: 1.000e-03, eta: 7:10:26, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6992, top5_acc: 0.9008, loss_cls: 1.0932, loss: 1.0932, grad_norm: 7.2448 2021-12-03 03:51:32,964 - mmaction - INFO - Epoch [25][420/1345] lr: 1.000e-03, eta: 7:10:11, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.7164, top5_acc: 0.9109, loss_cls: 1.0564, loss: 1.0564, grad_norm: 7.4524 2021-12-03 03:51:47,508 - mmaction - INFO - Epoch [25][440/1345] lr: 1.000e-03, eta: 7:09:56, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7117, top5_acc: 0.8891, loss_cls: 1.1311, loss: 1.1311, grad_norm: 7.3525 2021-12-03 03:52:02,093 - mmaction - INFO - Epoch [25][460/1345] lr: 1.000e-03, eta: 7:09:40, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6844, top5_acc: 0.8906, loss_cls: 1.1971, loss: 1.1971, grad_norm: 7.6420 2021-12-03 03:52:16,696 - mmaction - INFO - Epoch [25][480/1345] lr: 1.000e-03, eta: 7:09:25, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7055, top5_acc: 0.8922, loss_cls: 1.1290, loss: 1.1290, grad_norm: 7.3334 2021-12-03 03:52:31,270 - mmaction - INFO - Epoch [25][500/1345] lr: 1.000e-03, eta: 7:09:10, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6828, top5_acc: 0.8938, loss_cls: 1.1319, loss: 1.1319, grad_norm: 7.5470 2021-12-03 03:52:45,902 - mmaction - INFO - Epoch [25][520/1345] lr: 1.000e-03, eta: 7:08:54, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.6977, top5_acc: 0.8773, loss_cls: 1.1608, loss: 1.1608, grad_norm: 7.3152 2021-12-03 03:53:00,521 - mmaction - INFO - Epoch [25][540/1345] lr: 1.000e-03, eta: 7:08:39, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7211, top5_acc: 0.9070, loss_cls: 1.0776, loss: 1.0776, grad_norm: 7.2465 2021-12-03 03:53:15,130 - mmaction - INFO - Epoch [25][560/1345] lr: 1.000e-03, eta: 7:08:24, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6961, top5_acc: 0.8945, loss_cls: 1.1645, loss: 1.1645, grad_norm: 7.3295 2021-12-03 03:53:29,741 - mmaction - INFO - Epoch [25][580/1345] lr: 1.000e-03, eta: 7:08:08, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.6844, top5_acc: 0.8883, loss_cls: 1.2151, loss: 1.2151, grad_norm: 7.5715 2021-12-03 03:53:44,375 - mmaction - INFO - Epoch [25][600/1345] lr: 1.000e-03, eta: 7:07:53, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7055, top5_acc: 0.8969, loss_cls: 1.1334, loss: 1.1334, grad_norm: 7.4565 2021-12-03 03:53:58,940 - mmaction - INFO - Epoch [25][620/1345] lr: 1.000e-03, eta: 7:07:38, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.7133, top5_acc: 0.8867, loss_cls: 1.1488, loss: 1.1488, grad_norm: 7.4581 2021-12-03 03:54:13,556 - mmaction - INFO - Epoch [25][640/1345] lr: 1.000e-03, eta: 7:07:23, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.6906, top5_acc: 0.8945, loss_cls: 1.1643, loss: 1.1643, grad_norm: 7.3752 2021-12-03 03:54:28,173 - mmaction - INFO - Epoch [25][660/1345] lr: 1.000e-03, eta: 7:07:07, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6977, top5_acc: 0.8891, loss_cls: 1.1444, loss: 1.1444, grad_norm: 7.5017 2021-12-03 03:54:42,767 - mmaction - INFO - Epoch [25][680/1345] lr: 1.000e-03, eta: 7:06:52, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7164, top5_acc: 0.9031, loss_cls: 1.0978, loss: 1.0978, grad_norm: 7.3137 2021-12-03 03:54:57,320 - mmaction - INFO - Epoch [25][700/1345] lr: 1.000e-03, eta: 7:06:37, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7125, top5_acc: 0.9047, loss_cls: 1.1165, loss: 1.1165, grad_norm: 7.7391 2021-12-03 03:55:11,875 - mmaction - INFO - Epoch [25][720/1345] lr: 1.000e-03, eta: 7:06:21, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7031, top5_acc: 0.8930, loss_cls: 1.1186, loss: 1.1186, grad_norm: 7.5542 2021-12-03 03:55:26,446 - mmaction - INFO - Epoch [25][740/1345] lr: 1.000e-03, eta: 7:06:06, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6820, top5_acc: 0.8789, loss_cls: 1.2199, loss: 1.2199, grad_norm: 7.7896 2021-12-03 03:55:41,007 - mmaction - INFO - Epoch [25][760/1345] lr: 1.000e-03, eta: 7:05:51, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6758, top5_acc: 0.8906, loss_cls: 1.1949, loss: 1.1949, grad_norm: 7.5352 2021-12-03 03:55:55,558 - mmaction - INFO - Epoch [25][780/1345] lr: 1.000e-03, eta: 7:05:35, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6992, top5_acc: 0.8898, loss_cls: 1.1376, loss: 1.1376, grad_norm: 7.2297 2021-12-03 03:56:10,143 - mmaction - INFO - Epoch [25][800/1345] lr: 1.000e-03, eta: 7:05:20, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7016, top5_acc: 0.8852, loss_cls: 1.1516, loss: 1.1516, grad_norm: 7.3377 2021-12-03 03:56:24,773 - mmaction - INFO - Epoch [25][820/1345] lr: 1.000e-03, eta: 7:05:05, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6602, top5_acc: 0.8750, loss_cls: 1.2572, loss: 1.2572, grad_norm: 7.7332 2021-12-03 03:56:39,381 - mmaction - INFO - Epoch [25][840/1345] lr: 1.000e-03, eta: 7:04:50, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6937, top5_acc: 0.8828, loss_cls: 1.1688, loss: 1.1688, grad_norm: 7.3648 2021-12-03 03:56:53,934 - mmaction - INFO - Epoch [25][860/1345] lr: 1.000e-03, eta: 7:04:34, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6602, top5_acc: 0.8820, loss_cls: 1.2347, loss: 1.2347, grad_norm: 7.7455 2021-12-03 03:57:08,524 - mmaction - INFO - Epoch [25][880/1345] lr: 1.000e-03, eta: 7:04:19, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6852, top5_acc: 0.8938, loss_cls: 1.1661, loss: 1.1661, grad_norm: 7.3840 2021-12-03 03:57:23,076 - mmaction - INFO - Epoch [25][900/1345] lr: 1.000e-03, eta: 7:04:04, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6898, top5_acc: 0.9039, loss_cls: 1.1053, loss: 1.1053, grad_norm: 7.3159 2021-12-03 03:57:37,660 - mmaction - INFO - Epoch [25][920/1345] lr: 1.000e-03, eta: 7:03:48, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.6875, top5_acc: 0.8945, loss_cls: 1.1659, loss: 1.1659, grad_norm: 7.4458 2021-12-03 03:57:52,277 - mmaction - INFO - Epoch [25][940/1345] lr: 1.000e-03, eta: 7:03:33, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7063, top5_acc: 0.8914, loss_cls: 1.1276, loss: 1.1276, grad_norm: 7.3648 2021-12-03 03:58:06,902 - mmaction - INFO - Epoch [25][960/1345] lr: 1.000e-03, eta: 7:03:18, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6961, top5_acc: 0.8844, loss_cls: 1.1619, loss: 1.1619, grad_norm: 7.5228 2021-12-03 03:58:21,472 - mmaction - INFO - Epoch [25][980/1345] lr: 1.000e-03, eta: 7:03:02, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7109, top5_acc: 0.8969, loss_cls: 1.1270, loss: 1.1270, grad_norm: 7.4889 2021-12-03 03:58:36,109 - mmaction - INFO - Epoch [25][1000/1345] lr: 1.000e-03, eta: 7:02:47, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6828, top5_acc: 0.8930, loss_cls: 1.1289, loss: 1.1289, grad_norm: 7.2195 2021-12-03 03:58:50,708 - mmaction - INFO - Epoch [25][1020/1345] lr: 1.000e-03, eta: 7:02:32, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6937, top5_acc: 0.9047, loss_cls: 1.1409, loss: 1.1409, grad_norm: 7.5354 2021-12-03 03:59:05,373 - mmaction - INFO - Epoch [25][1040/1345] lr: 1.000e-03, eta: 7:02:17, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.2345, loss: 1.2345, grad_norm: 7.7341 2021-12-03 03:59:19,995 - mmaction - INFO - Epoch [25][1060/1345] lr: 1.000e-03, eta: 7:02:01, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6805, top5_acc: 0.8977, loss_cls: 1.2175, loss: 1.2175, grad_norm: 7.8822 2021-12-03 03:59:34,642 - mmaction - INFO - Epoch [25][1080/1345] lr: 1.000e-03, eta: 7:01:46, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7078, top5_acc: 0.8953, loss_cls: 1.1085, loss: 1.1085, grad_norm: 7.4385 2021-12-03 03:59:49,315 - mmaction - INFO - Epoch [25][1100/1345] lr: 1.000e-03, eta: 7:01:31, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7086, top5_acc: 0.8914, loss_cls: 1.1339, loss: 1.1339, grad_norm: 7.7168 2021-12-03 04:00:03,934 - mmaction - INFO - Epoch [25][1120/1345] lr: 1.000e-03, eta: 7:01:16, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.6664, top5_acc: 0.8828, loss_cls: 1.2305, loss: 1.2305, grad_norm: 7.9815 2021-12-03 04:00:18,586 - mmaction - INFO - Epoch [25][1140/1345] lr: 1.000e-03, eta: 7:01:01, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7094, top5_acc: 0.8992, loss_cls: 1.1079, loss: 1.1079, grad_norm: 7.5843 2021-12-03 04:00:33,208 - mmaction - INFO - Epoch [25][1160/1345] lr: 1.000e-03, eta: 7:00:45, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6867, top5_acc: 0.8953, loss_cls: 1.1404, loss: 1.1404, grad_norm: 7.6633 2021-12-03 04:00:47,808 - mmaction - INFO - Epoch [25][1180/1345] lr: 1.000e-03, eta: 7:00:30, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6844, top5_acc: 0.8789, loss_cls: 1.1831, loss: 1.1831, grad_norm: 7.5501 2021-12-03 04:01:02,381 - mmaction - INFO - Epoch [25][1200/1345] lr: 1.000e-03, eta: 7:00:15, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.6914, top5_acc: 0.8938, loss_cls: 1.1365, loss: 1.1365, grad_norm: 7.7193 2021-12-03 04:01:17,001 - mmaction - INFO - Epoch [25][1220/1345] lr: 1.000e-03, eta: 7:00:00, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7039, top5_acc: 0.8977, loss_cls: 1.1117, loss: 1.1117, grad_norm: 7.3952 2021-12-03 04:01:31,637 - mmaction - INFO - Epoch [25][1240/1345] lr: 1.000e-03, eta: 6:59:44, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7086, top5_acc: 0.8891, loss_cls: 1.1468, loss: 1.1468, grad_norm: 7.4727 2021-12-03 04:01:46,261 - mmaction - INFO - Epoch [25][1260/1345] lr: 1.000e-03, eta: 6:59:29, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6547, top5_acc: 0.8859, loss_cls: 1.2857, loss: 1.2857, grad_norm: 7.8066 2021-12-03 04:02:00,933 - mmaction - INFO - Epoch [25][1280/1345] lr: 1.000e-03, eta: 6:59:14, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.6930, top5_acc: 0.8859, loss_cls: 1.1497, loss: 1.1497, grad_norm: 7.6336 2021-12-03 04:02:15,579 - mmaction - INFO - Epoch [25][1300/1345] lr: 1.000e-03, eta: 6:58:59, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6883, top5_acc: 0.8852, loss_cls: 1.1673, loss: 1.1673, grad_norm: 7.8093 2021-12-03 04:02:30,180 - mmaction - INFO - Epoch [25][1320/1345] lr: 1.000e-03, eta: 6:58:43, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6906, top5_acc: 0.8945, loss_cls: 1.1428, loss: 1.1428, grad_norm: 7.8088 2021-12-03 04:02:44,731 - mmaction - INFO - Epoch [25][1340/1345] lr: 1.000e-03, eta: 6:58:28, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6953, top5_acc: 0.8844, loss_cls: 1.1547, loss: 1.1547, grad_norm: 7.4780 2021-12-03 04:02:48,334 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-12-03 04:03:32,515 - mmaction - INFO - Epoch [26][20/1345] lr: 1.000e-03, eta: 6:58:31, time: 2.026, data_time: 1.303, memory: 9795, top1_acc: 0.7086, top5_acc: 0.8961, loss_cls: 1.0921, loss: 1.0921, grad_norm: 7.1940 2021-12-03 04:03:47,024 - mmaction - INFO - Epoch [26][40/1345] lr: 1.000e-03, eta: 6:58:16, time: 0.725, data_time: 0.002, memory: 9795, top1_acc: 0.7094, top5_acc: 0.9031, loss_cls: 1.0591, loss: 1.0591, grad_norm: 7.1981 2021-12-03 04:04:01,547 - mmaction - INFO - Epoch [26][60/1345] lr: 1.000e-03, eta: 6:58:00, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.7148, top5_acc: 0.8953, loss_cls: 1.0753, loss: 1.0753, grad_norm: 7.2187 2021-12-03 04:04:16,033 - mmaction - INFO - Epoch [26][80/1345] lr: 1.000e-03, eta: 6:57:45, time: 0.724, data_time: 0.000, memory: 9795, top1_acc: 0.6852, top5_acc: 0.8766, loss_cls: 1.2193, loss: 1.2193, grad_norm: 7.5969 2021-12-03 04:04:30,557 - mmaction - INFO - Epoch [26][100/1345] lr: 1.000e-03, eta: 6:57:30, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.6891, top5_acc: 0.8984, loss_cls: 1.1276, loss: 1.1276, grad_norm: 7.7177 2021-12-03 04:04:45,163 - mmaction - INFO - Epoch [26][120/1345] lr: 1.000e-03, eta: 6:57:14, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7148, top5_acc: 0.8984, loss_cls: 1.1030, loss: 1.1030, grad_norm: 7.1723 2021-12-03 04:04:59,697 - mmaction - INFO - Epoch [26][140/1345] lr: 1.000e-03, eta: 6:56:59, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7086, top5_acc: 0.9133, loss_cls: 1.0882, loss: 1.0882, grad_norm: 7.6837 2021-12-03 04:05:14,255 - mmaction - INFO - Epoch [26][160/1345] lr: 1.000e-03, eta: 6:56:44, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7117, top5_acc: 0.9023, loss_cls: 1.1028, loss: 1.1028, grad_norm: 7.5123 2021-12-03 04:05:28,970 - mmaction - INFO - Epoch [26][180/1345] lr: 1.000e-03, eta: 6:56:29, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7148, top5_acc: 0.9016, loss_cls: 1.0690, loss: 1.0690, grad_norm: 7.5572 2021-12-03 04:05:43,510 - mmaction - INFO - Epoch [26][200/1345] lr: 1.000e-03, eta: 6:56:13, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7094, top5_acc: 0.8984, loss_cls: 1.1343, loss: 1.1343, grad_norm: 7.6667 2021-12-03 04:05:58,097 - mmaction - INFO - Epoch [26][220/1345] lr: 1.000e-03, eta: 6:55:58, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6969, top5_acc: 0.8906, loss_cls: 1.1168, loss: 1.1168, grad_norm: 7.5557 2021-12-03 04:06:12,706 - mmaction - INFO - Epoch [26][240/1345] lr: 1.000e-03, eta: 6:55:43, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7094, top5_acc: 0.8969, loss_cls: 1.1058, loss: 1.1058, grad_norm: 7.6487 2021-12-03 04:06:27,282 - mmaction - INFO - Epoch [26][260/1345] lr: 1.000e-03, eta: 6:55:27, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7078, top5_acc: 0.9016, loss_cls: 1.0893, loss: 1.0893, grad_norm: 7.7251 2021-12-03 04:06:41,995 - mmaction - INFO - Epoch [26][280/1345] lr: 1.000e-03, eta: 6:55:12, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.6898, top5_acc: 0.8969, loss_cls: 1.1191, loss: 1.1191, grad_norm: 7.9009 2021-12-03 04:06:56,563 - mmaction - INFO - Epoch [26][300/1345] lr: 1.000e-03, eta: 6:54:57, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7031, top5_acc: 0.8836, loss_cls: 1.1656, loss: 1.1656, grad_norm: 7.7911 2021-12-03 04:07:11,109 - mmaction - INFO - Epoch [26][320/1345] lr: 1.000e-03, eta: 6:54:42, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7063, top5_acc: 0.9062, loss_cls: 1.0808, loss: 1.0808, grad_norm: 7.5987 2021-12-03 04:07:25,814 - mmaction - INFO - Epoch [26][340/1345] lr: 1.000e-03, eta: 6:54:26, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.6805, top5_acc: 0.8789, loss_cls: 1.1988, loss: 1.1988, grad_norm: 7.9232 2021-12-03 04:07:40,514 - mmaction - INFO - Epoch [26][360/1345] lr: 1.000e-03, eta: 6:54:11, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7148, top5_acc: 0.9070, loss_cls: 1.0524, loss: 1.0524, grad_norm: 7.4381 2021-12-03 04:07:55,205 - mmaction - INFO - Epoch [26][380/1345] lr: 1.000e-03, eta: 6:53:56, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7172, top5_acc: 0.9055, loss_cls: 1.0827, loss: 1.0827, grad_norm: 7.6934 2021-12-03 04:08:09,837 - mmaction - INFO - Epoch [26][400/1345] lr: 1.000e-03, eta: 6:53:41, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.6961, top5_acc: 0.8805, loss_cls: 1.1864, loss: 1.1864, grad_norm: 7.8603 2021-12-03 04:08:24,458 - mmaction - INFO - Epoch [26][420/1345] lr: 1.000e-03, eta: 6:53:26, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7070, top5_acc: 0.9047, loss_cls: 1.0611, loss: 1.0611, grad_norm: 7.4541 2021-12-03 04:08:39,056 - mmaction - INFO - Epoch [26][440/1345] lr: 1.000e-03, eta: 6:53:10, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6859, top5_acc: 0.9000, loss_cls: 1.1405, loss: 1.1405, grad_norm: 7.8955 2021-12-03 04:08:53,691 - mmaction - INFO - Epoch [26][460/1345] lr: 1.000e-03, eta: 6:52:55, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7008, top5_acc: 0.8875, loss_cls: 1.1721, loss: 1.1721, grad_norm: 7.9182 2021-12-03 04:09:08,325 - mmaction - INFO - Epoch [26][480/1345] lr: 1.000e-03, eta: 6:52:40, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7109, top5_acc: 0.8875, loss_cls: 1.1106, loss: 1.1106, grad_norm: 7.4979 2021-12-03 04:09:22,897 - mmaction - INFO - Epoch [26][500/1345] lr: 1.000e-03, eta: 6:52:24, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7078, top5_acc: 0.8922, loss_cls: 1.1025, loss: 1.1025, grad_norm: 7.4084 2021-12-03 04:09:37,481 - mmaction - INFO - Epoch [26][520/1345] lr: 1.000e-03, eta: 6:52:09, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6977, top5_acc: 0.9000, loss_cls: 1.1279, loss: 1.1279, grad_norm: 7.7798 2021-12-03 04:09:52,084 - mmaction - INFO - Epoch [26][540/1345] lr: 1.000e-03, eta: 6:51:54, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6883, top5_acc: 0.8930, loss_cls: 1.1481, loss: 1.1481, grad_norm: 7.7412 2021-12-03 04:10:06,837 - mmaction - INFO - Epoch [26][560/1345] lr: 1.000e-03, eta: 6:51:39, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.6977, top5_acc: 0.8984, loss_cls: 1.1280, loss: 1.1280, grad_norm: 7.9909 2021-12-03 04:10:21,558 - mmaction - INFO - Epoch [26][580/1345] lr: 1.000e-03, eta: 6:51:24, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7008, top5_acc: 0.8922, loss_cls: 1.1368, loss: 1.1368, grad_norm: 7.8582 2021-12-03 04:10:36,197 - mmaction - INFO - Epoch [26][600/1345] lr: 1.000e-03, eta: 6:51:08, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7156, top5_acc: 0.8992, loss_cls: 1.1333, loss: 1.1333, grad_norm: 7.6960 2021-12-03 04:10:50,810 - mmaction - INFO - Epoch [26][620/1345] lr: 1.000e-03, eta: 6:50:53, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7039, top5_acc: 0.9023, loss_cls: 1.0986, loss: 1.0986, grad_norm: 7.5341 2021-12-03 04:11:05,489 - mmaction - INFO - Epoch [26][640/1345] lr: 1.000e-03, eta: 6:50:38, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7211, top5_acc: 0.8977, loss_cls: 1.0740, loss: 1.0740, grad_norm: 7.5751 2021-12-03 04:11:20,292 - mmaction - INFO - Epoch [26][660/1345] lr: 1.000e-03, eta: 6:50:23, time: 0.740, data_time: 0.000, memory: 9795, top1_acc: 0.7070, top5_acc: 0.8984, loss_cls: 1.1186, loss: 1.1186, grad_norm: 7.8059 2021-12-03 04:11:34,973 - mmaction - INFO - Epoch [26][680/1345] lr: 1.000e-03, eta: 6:50:08, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.6742, top5_acc: 0.8984, loss_cls: 1.1560, loss: 1.1560, grad_norm: 7.6670 2021-12-03 04:11:49,650 - mmaction - INFO - Epoch [26][700/1345] lr: 1.000e-03, eta: 6:49:53, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7258, top5_acc: 0.9094, loss_cls: 1.0445, loss: 1.0445, grad_norm: 7.5173 2021-12-03 04:12:04,327 - mmaction - INFO - Epoch [26][720/1345] lr: 1.000e-03, eta: 6:49:37, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7055, top5_acc: 0.8961, loss_cls: 1.1317, loss: 1.1317, grad_norm: 7.6070 2021-12-03 04:12:19,014 - mmaction - INFO - Epoch [26][740/1345] lr: 1.000e-03, eta: 6:49:22, time: 0.735, data_time: 0.001, memory: 9795, top1_acc: 0.6977, top5_acc: 0.8922, loss_cls: 1.1478, loss: 1.1478, grad_norm: 8.0807 2021-12-03 04:12:33,757 - mmaction - INFO - Epoch [26][760/1345] lr: 1.000e-03, eta: 6:49:07, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7086, top5_acc: 0.8883, loss_cls: 1.1489, loss: 1.1489, grad_norm: 7.8049 2021-12-03 04:12:48,398 - mmaction - INFO - Epoch [26][780/1345] lr: 1.000e-03, eta: 6:48:52, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6898, top5_acc: 0.8914, loss_cls: 1.1592, loss: 1.1592, grad_norm: 7.6303 2021-12-03 04:13:03,031 - mmaction - INFO - Epoch [26][800/1345] lr: 1.000e-03, eta: 6:48:37, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7000, top5_acc: 0.9055, loss_cls: 1.0783, loss: 1.0783, grad_norm: 7.4910 2021-12-03 04:13:17,806 - mmaction - INFO - Epoch [26][820/1345] lr: 1.000e-03, eta: 6:48:21, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.7070, top5_acc: 0.8789, loss_cls: 1.1606, loss: 1.1606, grad_norm: 7.7599 2021-12-03 04:13:32,413 - mmaction - INFO - Epoch [26][840/1345] lr: 1.000e-03, eta: 6:48:06, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1296, loss: 1.1296, grad_norm: 7.6230 2021-12-03 04:13:47,073 - mmaction - INFO - Epoch [26][860/1345] lr: 1.000e-03, eta: 6:47:51, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7016, top5_acc: 0.9016, loss_cls: 1.1159, loss: 1.1159, grad_norm: 7.8043 2021-12-03 04:14:01,739 - mmaction - INFO - Epoch [26][880/1345] lr: 1.000e-03, eta: 6:47:36, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7031, top5_acc: 0.8875, loss_cls: 1.1466, loss: 1.1466, grad_norm: 7.9075 2021-12-03 04:14:16,564 - mmaction - INFO - Epoch [26][900/1345] lr: 1.000e-03, eta: 6:47:21, time: 0.741, data_time: 0.000, memory: 9795, top1_acc: 0.6875, top5_acc: 0.8898, loss_cls: 1.1560, loss: 1.1560, grad_norm: 7.7934 2021-12-03 04:14:31,240 - mmaction - INFO - Epoch [26][920/1345] lr: 1.000e-03, eta: 6:47:06, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7039, top5_acc: 0.8953, loss_cls: 1.1024, loss: 1.1024, grad_norm: 7.7225 2021-12-03 04:14:45,846 - mmaction - INFO - Epoch [26][940/1345] lr: 1.000e-03, eta: 6:46:50, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6867, top5_acc: 0.8883, loss_cls: 1.1710, loss: 1.1710, grad_norm: 7.8577 2021-12-03 04:15:00,507 - mmaction - INFO - Epoch [26][960/1345] lr: 1.000e-03, eta: 6:46:35, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7063, top5_acc: 0.9047, loss_cls: 1.0804, loss: 1.0804, grad_norm: 7.6493 2021-12-03 04:15:15,196 - mmaction - INFO - Epoch [26][980/1345] lr: 1.000e-03, eta: 6:46:20, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.7016, top5_acc: 0.9055, loss_cls: 1.1037, loss: 1.1037, grad_norm: 7.9494 2021-12-03 04:15:29,915 - mmaction - INFO - Epoch [26][1000/1345] lr: 1.000e-03, eta: 6:46:05, time: 0.736, data_time: 0.001, memory: 9795, top1_acc: 0.6945, top5_acc: 0.8859, loss_cls: 1.1562, loss: 1.1562, grad_norm: 7.9693 2021-12-03 04:15:44,636 - mmaction - INFO - Epoch [26][1020/1345] lr: 1.000e-03, eta: 6:45:50, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.6953, top5_acc: 0.9070, loss_cls: 1.1153, loss: 1.1153, grad_norm: 7.8594 2021-12-03 04:15:59,229 - mmaction - INFO - Epoch [26][1040/1345] lr: 1.000e-03, eta: 6:45:34, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7141, top5_acc: 0.9031, loss_cls: 1.1014, loss: 1.1014, grad_norm: 7.9456 2021-12-03 04:16:13,914 - mmaction - INFO - Epoch [26][1060/1345] lr: 1.000e-03, eta: 6:45:19, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.6914, top5_acc: 0.8812, loss_cls: 1.2114, loss: 1.2114, grad_norm: 8.0066 2021-12-03 04:16:28,546 - mmaction - INFO - Epoch [26][1080/1345] lr: 1.000e-03, eta: 6:45:04, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7000, top5_acc: 0.8961, loss_cls: 1.1347, loss: 1.1347, grad_norm: 7.8000 2021-12-03 04:16:43,255 - mmaction - INFO - Epoch [26][1100/1345] lr: 1.000e-03, eta: 6:44:49, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.6875, top5_acc: 0.8914, loss_cls: 1.1557, loss: 1.1557, grad_norm: 8.0393 2021-12-03 04:16:57,931 - mmaction - INFO - Epoch [26][1120/1345] lr: 1.000e-03, eta: 6:44:34, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.6930, top5_acc: 0.8938, loss_cls: 1.1436, loss: 1.1436, grad_norm: 7.7506 2021-12-03 04:17:12,518 - mmaction - INFO - Epoch [26][1140/1345] lr: 1.000e-03, eta: 6:44:18, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7258, top5_acc: 0.8977, loss_cls: 1.0829, loss: 1.0829, grad_norm: 7.2838 2021-12-03 04:17:27,117 - mmaction - INFO - Epoch [26][1160/1345] lr: 1.000e-03, eta: 6:44:03, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6992, top5_acc: 0.8867, loss_cls: 1.1579, loss: 1.1579, grad_norm: 7.9456 2021-12-03 04:17:41,814 - mmaction - INFO - Epoch [26][1180/1345] lr: 1.000e-03, eta: 6:43:48, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7109, top5_acc: 0.8867, loss_cls: 1.1472, loss: 1.1472, grad_norm: 7.9694 2021-12-03 04:17:56,418 - mmaction - INFO - Epoch [26][1200/1345] lr: 1.000e-03, eta: 6:43:33, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6594, top5_acc: 0.8734, loss_cls: 1.2769, loss: 1.2769, grad_norm: 8.1953 2021-12-03 04:18:10,976 - mmaction - INFO - Epoch [26][1220/1345] lr: 1.000e-03, eta: 6:43:18, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6945, top5_acc: 0.8922, loss_cls: 1.1654, loss: 1.1654, grad_norm: 7.9277 2021-12-03 04:18:25,516 - mmaction - INFO - Epoch [26][1240/1345] lr: 1.000e-03, eta: 6:43:02, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7102, top5_acc: 0.9055, loss_cls: 1.0849, loss: 1.0849, grad_norm: 7.9043 2021-12-03 04:18:40,054 - mmaction - INFO - Epoch [26][1260/1345] lr: 1.000e-03, eta: 6:42:47, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6852, top5_acc: 0.8867, loss_cls: 1.1725, loss: 1.1725, grad_norm: 7.7460 2021-12-03 04:18:54,637 - mmaction - INFO - Epoch [26][1280/1345] lr: 1.000e-03, eta: 6:42:32, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.6781, top5_acc: 0.8797, loss_cls: 1.2141, loss: 1.2141, grad_norm: 7.8375 2021-12-03 04:19:09,172 - mmaction - INFO - Epoch [26][1300/1345] lr: 1.000e-03, eta: 6:42:16, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6922, top5_acc: 0.8859, loss_cls: 1.1873, loss: 1.1873, grad_norm: 8.0046 2021-12-03 04:19:23,750 - mmaction - INFO - Epoch [26][1320/1345] lr: 1.000e-03, eta: 6:42:01, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.6891, top5_acc: 0.8898, loss_cls: 1.1887, loss: 1.1887, grad_norm: 7.9026 2021-12-03 04:19:38,288 - mmaction - INFO - Epoch [26][1340/1345] lr: 1.000e-03, eta: 6:41:46, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.6719, top5_acc: 0.8852, loss_cls: 1.2045, loss: 1.2045, grad_norm: 7.9429 2021-12-03 04:20:42,950 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 04:20:43,106 - mmaction - INFO - top1_acc 0.4576 top5_acc 0.7546 2021-12-03 04:20:43,106 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 04:20:43,115 - mmaction - INFO - mean_acc 0.4141 2021-12-03 04:20:43,121 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-12-03 04:20:44,570 - mmaction - INFO - Epoch(val) [26][181] top1_acc: 0.4576, top5_acc: 0.7546, mean_class_accuracy: 0.4141 2021-12-03 04:21:25,734 - mmaction - INFO - Epoch [27][20/1345] lr: 1.000e-03, eta: 6:41:48, time: 2.057, data_time: 1.330, memory: 9795, top1_acc: 0.6859, top5_acc: 0.8930, loss_cls: 1.1753, loss: 1.1753, grad_norm: 7.6207 2021-12-03 04:21:40,228 - mmaction - INFO - Epoch [27][40/1345] lr: 1.000e-03, eta: 6:41:32, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.6984, top5_acc: 0.9055, loss_cls: 1.1214, loss: 1.1214, grad_norm: 7.5792 2021-12-03 04:21:54,703 - mmaction - INFO - Epoch [27][60/1345] lr: 1.000e-03, eta: 6:41:17, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.7250, top5_acc: 0.8992, loss_cls: 1.0376, loss: 1.0376, grad_norm: 7.3026 2021-12-03 04:22:09,188 - mmaction - INFO - Epoch [27][80/1345] lr: 1.000e-03, eta: 6:41:02, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.7227, top5_acc: 0.8914, loss_cls: 1.1014, loss: 1.1014, grad_norm: 7.5627 2021-12-03 04:22:23,708 - mmaction - INFO - Epoch [27][100/1345] lr: 1.000e-03, eta: 6:40:46, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.7227, top5_acc: 0.9031, loss_cls: 1.0493, loss: 1.0493, grad_norm: 7.7199 2021-12-03 04:22:38,283 - mmaction - INFO - Epoch [27][120/1345] lr: 1.000e-03, eta: 6:40:31, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7117, top5_acc: 0.8930, loss_cls: 1.0868, loss: 1.0868, grad_norm: 7.6487 2021-12-03 04:22:52,879 - mmaction - INFO - Epoch [27][140/1345] lr: 1.000e-03, eta: 6:40:16, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.7281, top5_acc: 0.9141, loss_cls: 1.0240, loss: 1.0240, grad_norm: 7.7224 2021-12-03 04:23:07,427 - mmaction - INFO - Epoch [27][160/1345] lr: 1.000e-03, eta: 6:40:01, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7102, top5_acc: 0.8992, loss_cls: 1.0746, loss: 1.0746, grad_norm: 7.7428 2021-12-03 04:23:22,027 - mmaction - INFO - Epoch [27][180/1345] lr: 1.000e-03, eta: 6:39:45, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7195, top5_acc: 0.8977, loss_cls: 1.0584, loss: 1.0584, grad_norm: 7.7830 2021-12-03 04:23:36,653 - mmaction - INFO - Epoch [27][200/1345] lr: 1.000e-03, eta: 6:39:30, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7227, top5_acc: 0.8977, loss_cls: 1.0499, loss: 1.0499, grad_norm: 7.8782 2021-12-03 04:23:51,238 - mmaction - INFO - Epoch [27][220/1345] lr: 1.000e-03, eta: 6:39:15, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7102, top5_acc: 0.9000, loss_cls: 1.0828, loss: 1.0828, grad_norm: 7.9230 2021-12-03 04:24:05,799 - mmaction - INFO - Epoch [27][240/1345] lr: 1.000e-03, eta: 6:38:59, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7000, top5_acc: 0.8906, loss_cls: 1.1574, loss: 1.1574, grad_norm: 8.4129 2021-12-03 04:24:20,333 - mmaction - INFO - Epoch [27][260/1345] lr: 1.000e-03, eta: 6:38:44, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6953, top5_acc: 0.8891, loss_cls: 1.1524, loss: 1.1524, grad_norm: 7.9942 2021-12-03 04:24:34,898 - mmaction - INFO - Epoch [27][280/1345] lr: 1.000e-03, eta: 6:38:29, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6898, top5_acc: 0.8883, loss_cls: 1.1695, loss: 1.1695, grad_norm: 7.8690 2021-12-03 04:24:49,550 - mmaction - INFO - Epoch [27][300/1345] lr: 1.000e-03, eta: 6:38:14, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7250, top5_acc: 0.9156, loss_cls: 1.0088, loss: 1.0088, grad_norm: 7.6026 2021-12-03 04:25:04,160 - mmaction - INFO - Epoch [27][320/1345] lr: 1.000e-03, eta: 6:37:58, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7320, top5_acc: 0.9047, loss_cls: 1.0549, loss: 1.0549, grad_norm: 7.8533 2021-12-03 04:25:18,780 - mmaction - INFO - Epoch [27][340/1345] lr: 1.000e-03, eta: 6:37:43, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6969, top5_acc: 0.8969, loss_cls: 1.1336, loss: 1.1336, grad_norm: 7.8155 2021-12-03 04:25:33,350 - mmaction - INFO - Epoch [27][360/1345] lr: 1.000e-03, eta: 6:37:28, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.6836, top5_acc: 0.8750, loss_cls: 1.2145, loss: 1.2145, grad_norm: 8.1780 2021-12-03 04:25:47,894 - mmaction - INFO - Epoch [27][380/1345] lr: 1.000e-03, eta: 6:37:13, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.7203, top5_acc: 0.9008, loss_cls: 1.0625, loss: 1.0625, grad_norm: 7.5082 2021-12-03 04:26:02,497 - mmaction - INFO - Epoch [27][400/1345] lr: 1.000e-03, eta: 6:36:57, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7234, top5_acc: 0.9109, loss_cls: 1.0316, loss: 1.0316, grad_norm: 7.5110 2021-12-03 04:26:17,056 - mmaction - INFO - Epoch [27][420/1345] lr: 1.000e-03, eta: 6:36:42, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6977, top5_acc: 0.8961, loss_cls: 1.1153, loss: 1.1153, grad_norm: 8.1334 2021-12-03 04:26:31,623 - mmaction - INFO - Epoch [27][440/1345] lr: 1.000e-03, eta: 6:36:27, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7039, top5_acc: 0.9062, loss_cls: 1.0992, loss: 1.0992, grad_norm: 8.1337 2021-12-03 04:26:46,195 - mmaction - INFO - Epoch [27][460/1345] lr: 1.000e-03, eta: 6:36:12, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7320, top5_acc: 0.8930, loss_cls: 1.0520, loss: 1.0520, grad_norm: 7.8786 2021-12-03 04:27:00,798 - mmaction - INFO - Epoch [27][480/1345] lr: 1.000e-03, eta: 6:35:56, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.7383, top5_acc: 0.9070, loss_cls: 1.0444, loss: 1.0444, grad_norm: 7.9385 2021-12-03 04:27:15,360 - mmaction - INFO - Epoch [27][500/1345] lr: 1.000e-03, eta: 6:35:41, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7250, top5_acc: 0.9195, loss_cls: 1.0122, loss: 1.0122, grad_norm: 7.8751 2021-12-03 04:27:29,892 - mmaction - INFO - Epoch [27][520/1345] lr: 1.000e-03, eta: 6:35:26, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6844, top5_acc: 0.8820, loss_cls: 1.1981, loss: 1.1981, grad_norm: 8.0615 2021-12-03 04:27:44,504 - mmaction - INFO - Epoch [27][540/1345] lr: 1.000e-03, eta: 6:35:10, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7031, top5_acc: 0.8938, loss_cls: 1.1627, loss: 1.1627, grad_norm: 8.2488 2021-12-03 04:27:59,063 - mmaction - INFO - Epoch [27][560/1345] lr: 1.000e-03, eta: 6:34:55, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7227, top5_acc: 0.9062, loss_cls: 1.0285, loss: 1.0285, grad_norm: 7.6916 2021-12-03 04:28:13,620 - mmaction - INFO - Epoch [27][580/1345] lr: 1.000e-03, eta: 6:34:40, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.7039, top5_acc: 0.9000, loss_cls: 1.0695, loss: 1.0695, grad_norm: 7.7744 2021-12-03 04:28:28,272 - mmaction - INFO - Epoch [27][600/1345] lr: 1.000e-03, eta: 6:34:25, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.6984, top5_acc: 0.9031, loss_cls: 1.1151, loss: 1.1151, grad_norm: 8.5657 2021-12-03 04:28:42,946 - mmaction - INFO - Epoch [27][620/1345] lr: 1.000e-03, eta: 6:34:10, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7141, top5_acc: 0.8977, loss_cls: 1.0682, loss: 1.0682, grad_norm: 7.9590 2021-12-03 04:28:57,603 - mmaction - INFO - Epoch [27][640/1345] lr: 1.000e-03, eta: 6:33:54, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.6805, top5_acc: 0.9000, loss_cls: 1.1280, loss: 1.1280, grad_norm: 7.9358 2021-12-03 04:29:12,154 - mmaction - INFO - Epoch [27][660/1345] lr: 1.000e-03, eta: 6:33:39, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7133, top5_acc: 0.9227, loss_cls: 1.0352, loss: 1.0352, grad_norm: 7.6981 2021-12-03 04:29:26,718 - mmaction - INFO - Epoch [27][680/1345] lr: 1.000e-03, eta: 6:33:24, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7086, top5_acc: 0.8938, loss_cls: 1.1120, loss: 1.1120, grad_norm: 7.9159 2021-12-03 04:29:41,279 - mmaction - INFO - Epoch [27][700/1345] lr: 1.000e-03, eta: 6:33:08, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.7211, top5_acc: 0.9102, loss_cls: 1.0594, loss: 1.0594, grad_norm: 8.0888 2021-12-03 04:29:55,828 - mmaction - INFO - Epoch [27][720/1345] lr: 1.000e-03, eta: 6:32:53, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7133, top5_acc: 0.9078, loss_cls: 1.0639, loss: 1.0639, grad_norm: 7.9932 2021-12-03 04:30:10,470 - mmaction - INFO - Epoch [27][740/1345] lr: 1.000e-03, eta: 6:32:38, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6969, top5_acc: 0.8984, loss_cls: 1.1015, loss: 1.1015, grad_norm: 7.9188 2021-12-03 04:30:25,097 - mmaction - INFO - Epoch [27][760/1345] lr: 1.000e-03, eta: 6:32:23, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.6992, top5_acc: 0.8891, loss_cls: 1.1525, loss: 1.1525, grad_norm: 8.0707 2021-12-03 04:30:39,712 - mmaction - INFO - Epoch [27][780/1345] lr: 1.000e-03, eta: 6:32:08, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7258, top5_acc: 0.9070, loss_cls: 1.0726, loss: 1.0726, grad_norm: 7.8229 2021-12-03 04:30:54,255 - mmaction - INFO - Epoch [27][800/1345] lr: 1.000e-03, eta: 6:31:52, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.6852, top5_acc: 0.8898, loss_cls: 1.1333, loss: 1.1333, grad_norm: 8.1884 2021-12-03 04:31:08,827 - mmaction - INFO - Epoch [27][820/1345] lr: 1.000e-03, eta: 6:31:37, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7156, top5_acc: 0.9070, loss_cls: 1.0557, loss: 1.0557, grad_norm: 7.7632 2021-12-03 04:31:23,373 - mmaction - INFO - Epoch [27][840/1345] lr: 1.000e-03, eta: 6:31:22, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7023, top5_acc: 0.8969, loss_cls: 1.1344, loss: 1.1344, grad_norm: 7.8874 2021-12-03 04:31:37,967 - mmaction - INFO - Epoch [27][860/1345] lr: 1.000e-03, eta: 6:31:07, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6852, top5_acc: 0.8945, loss_cls: 1.1393, loss: 1.1393, grad_norm: 8.1986 2021-12-03 04:31:52,519 - mmaction - INFO - Epoch [27][880/1345] lr: 1.000e-03, eta: 6:30:51, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6961, top5_acc: 0.8938, loss_cls: 1.1052, loss: 1.1052, grad_norm: 7.9237 2021-12-03 04:32:07,083 - mmaction - INFO - Epoch [27][900/1345] lr: 1.000e-03, eta: 6:30:36, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7031, top5_acc: 0.9000, loss_cls: 1.0954, loss: 1.0954, grad_norm: 7.9536 2021-12-03 04:32:21,641 - mmaction - INFO - Epoch [27][920/1345] lr: 1.000e-03, eta: 6:30:21, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6945, top5_acc: 0.8953, loss_cls: 1.1616, loss: 1.1616, grad_norm: 8.1720 2021-12-03 04:32:36,317 - mmaction - INFO - Epoch [27][940/1345] lr: 1.000e-03, eta: 6:30:06, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7078, top5_acc: 0.9000, loss_cls: 1.1241, loss: 1.1241, grad_norm: 8.0683 2021-12-03 04:32:50,917 - mmaction - INFO - Epoch [27][960/1345] lr: 1.000e-03, eta: 6:29:50, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6945, top5_acc: 0.9047, loss_cls: 1.1244, loss: 1.1244, grad_norm: 8.0423 2021-12-03 04:33:05,492 - mmaction - INFO - Epoch [27][980/1345] lr: 1.000e-03, eta: 6:29:35, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.6969, top5_acc: 0.8750, loss_cls: 1.2088, loss: 1.2088, grad_norm: 8.2807 2021-12-03 04:33:20,011 - mmaction - INFO - Epoch [27][1000/1345] lr: 1.000e-03, eta: 6:29:20, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.7258, top5_acc: 0.8977, loss_cls: 1.0534, loss: 1.0534, grad_norm: 7.6501 2021-12-03 04:33:34,693 - mmaction - INFO - Epoch [27][1020/1345] lr: 1.000e-03, eta: 6:29:05, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.6961, top5_acc: 0.8992, loss_cls: 1.1072, loss: 1.1072, grad_norm: 8.0535 2021-12-03 04:33:49,268 - mmaction - INFO - Epoch [27][1040/1345] lr: 1.000e-03, eta: 6:28:49, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7000, top5_acc: 0.8883, loss_cls: 1.1447, loss: 1.1447, grad_norm: 8.1519 2021-12-03 04:34:03,923 - mmaction - INFO - Epoch [27][1060/1345] lr: 1.000e-03, eta: 6:28:34, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.6945, top5_acc: 0.8891, loss_cls: 1.1329, loss: 1.1329, grad_norm: 7.9167 2021-12-03 04:34:18,560 - mmaction - INFO - Epoch [27][1080/1345] lr: 1.000e-03, eta: 6:28:19, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7125, top5_acc: 0.9031, loss_cls: 1.1024, loss: 1.1024, grad_norm: 7.9591 2021-12-03 04:34:33,121 - mmaction - INFO - Epoch [27][1100/1345] lr: 1.000e-03, eta: 6:28:04, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6836, top5_acc: 0.8922, loss_cls: 1.1343, loss: 1.1343, grad_norm: 7.8782 2021-12-03 04:34:47,678 - mmaction - INFO - Epoch [27][1120/1345] lr: 1.000e-03, eta: 6:27:48, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7000, top5_acc: 0.9055, loss_cls: 1.0815, loss: 1.0815, grad_norm: 7.8115 2021-12-03 04:35:02,263 - mmaction - INFO - Epoch [27][1140/1345] lr: 1.000e-03, eta: 6:27:33, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7242, top5_acc: 0.8945, loss_cls: 1.0928, loss: 1.0928, grad_norm: 8.0945 2021-12-03 04:35:16,933 - mmaction - INFO - Epoch [27][1160/1345] lr: 1.000e-03, eta: 6:27:18, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.6859, top5_acc: 0.8828, loss_cls: 1.1694, loss: 1.1694, grad_norm: 8.2853 2021-12-03 04:35:31,617 - mmaction - INFO - Epoch [27][1180/1345] lr: 1.000e-03, eta: 6:27:03, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.7039, top5_acc: 0.8984, loss_cls: 1.1037, loss: 1.1037, grad_norm: 8.1369 2021-12-03 04:35:46,346 - mmaction - INFO - Epoch [27][1200/1345] lr: 1.000e-03, eta: 6:26:48, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7203, top5_acc: 0.8945, loss_cls: 1.0951, loss: 1.0951, grad_norm: 7.7103 2021-12-03 04:36:00,952 - mmaction - INFO - Epoch [27][1220/1345] lr: 1.000e-03, eta: 6:26:33, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6883, top5_acc: 0.8922, loss_cls: 1.1564, loss: 1.1564, grad_norm: 8.3121 2021-12-03 04:36:15,562 - mmaction - INFO - Epoch [27][1240/1345] lr: 1.000e-03, eta: 6:26:17, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7219, top5_acc: 0.8945, loss_cls: 1.0712, loss: 1.0712, grad_norm: 7.8354 2021-12-03 04:36:30,180 - mmaction - INFO - Epoch [27][1260/1345] lr: 1.000e-03, eta: 6:26:02, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6961, top5_acc: 0.8914, loss_cls: 1.1580, loss: 1.1580, grad_norm: 8.1609 2021-12-03 04:36:44,910 - mmaction - INFO - Epoch [27][1280/1345] lr: 1.000e-03, eta: 6:25:47, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 1.1195, loss: 1.1195, grad_norm: 7.9948 2021-12-03 04:36:59,598 - mmaction - INFO - Epoch [27][1300/1345] lr: 1.000e-03, eta: 6:25:32, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7297, top5_acc: 0.8961, loss_cls: 1.1027, loss: 1.1027, grad_norm: 8.0750 2021-12-03 04:37:14,213 - mmaction - INFO - Epoch [27][1320/1345] lr: 1.000e-03, eta: 6:25:17, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.6953, top5_acc: 0.9039, loss_cls: 1.1118, loss: 1.1118, grad_norm: 8.4427 2021-12-03 04:37:28,855 - mmaction - INFO - Epoch [27][1340/1345] lr: 1.000e-03, eta: 6:25:02, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7109, top5_acc: 0.9109, loss_cls: 1.0502, loss: 1.0502, grad_norm: 8.0830 2021-12-03 04:37:32,520 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-12-03 04:38:15,201 - mmaction - INFO - Epoch [28][20/1345] lr: 1.000e-03, eta: 6:25:02, time: 2.051, data_time: 1.321, memory: 9795, top1_acc: 0.7258, top5_acc: 0.9023, loss_cls: 1.0394, loss: 1.0394, grad_norm: 7.4280 2021-12-03 04:38:29,766 - mmaction - INFO - Epoch [28][40/1345] lr: 1.000e-03, eta: 6:24:47, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.7141, top5_acc: 0.8898, loss_cls: 1.1043, loss: 1.1043, grad_norm: 7.9495 2021-12-03 04:38:44,325 - mmaction - INFO - Epoch [28][60/1345] lr: 1.000e-03, eta: 6:24:31, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.7117, top5_acc: 0.9078, loss_cls: 1.0834, loss: 1.0834, grad_norm: 8.0276 2021-12-03 04:38:59,026 - mmaction - INFO - Epoch [28][80/1345] lr: 1.000e-03, eta: 6:24:16, time: 0.735, data_time: 0.001, memory: 9795, top1_acc: 0.7344, top5_acc: 0.9016, loss_cls: 1.0399, loss: 1.0399, grad_norm: 7.8847 2021-12-03 04:39:13,706 - mmaction - INFO - Epoch [28][100/1345] lr: 1.000e-03, eta: 6:24:01, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.7312, top5_acc: 0.8930, loss_cls: 1.0824, loss: 1.0824, grad_norm: 8.0190 2021-12-03 04:39:28,475 - mmaction - INFO - Epoch [28][120/1345] lr: 1.000e-03, eta: 6:23:46, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.7047, top5_acc: 0.9055, loss_cls: 1.0729, loss: 1.0729, grad_norm: 8.2282 2021-12-03 04:39:43,119 - mmaction - INFO - Epoch [28][140/1345] lr: 1.000e-03, eta: 6:23:31, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7297, top5_acc: 0.8992, loss_cls: 1.0695, loss: 1.0695, grad_norm: 7.8069 2021-12-03 04:39:57,856 - mmaction - INFO - Epoch [28][160/1345] lr: 1.000e-03, eta: 6:23:16, time: 0.737, data_time: 0.001, memory: 9795, top1_acc: 0.7328, top5_acc: 0.9086, loss_cls: 0.9855, loss: 0.9855, grad_norm: 7.6948 2021-12-03 04:40:12,495 - mmaction - INFO - Epoch [28][180/1345] lr: 1.000e-03, eta: 6:23:00, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7305, top5_acc: 0.8992, loss_cls: 1.0690, loss: 1.0690, grad_norm: 8.0141 2021-12-03 04:40:27,139 - mmaction - INFO - Epoch [28][200/1345] lr: 1.000e-03, eta: 6:22:45, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7320, top5_acc: 0.9016, loss_cls: 1.0738, loss: 1.0738, grad_norm: 8.1209 2021-12-03 04:40:41,943 - mmaction - INFO - Epoch [28][220/1345] lr: 1.000e-03, eta: 6:22:30, time: 0.740, data_time: 0.000, memory: 9795, top1_acc: 0.7258, top5_acc: 0.9117, loss_cls: 1.0271, loss: 1.0271, grad_norm: 7.4997 2021-12-03 04:40:56,618 - mmaction - INFO - Epoch [28][240/1345] lr: 1.000e-03, eta: 6:22:15, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.7188, top5_acc: 0.9008, loss_cls: 1.0571, loss: 1.0571, grad_norm: 7.9853 2021-12-03 04:41:11,167 - mmaction - INFO - Epoch [28][260/1345] lr: 1.000e-03, eta: 6:22:00, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7344, top5_acc: 0.9133, loss_cls: 1.0216, loss: 1.0216, grad_norm: 8.2743 2021-12-03 04:41:25,815 - mmaction - INFO - Epoch [28][280/1345] lr: 1.000e-03, eta: 6:21:44, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7086, top5_acc: 0.9008, loss_cls: 1.0945, loss: 1.0945, grad_norm: 8.2805 2021-12-03 04:41:40,478 - mmaction - INFO - Epoch [28][300/1345] lr: 1.000e-03, eta: 6:21:29, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.6836, top5_acc: 0.8812, loss_cls: 1.1802, loss: 1.1802, grad_norm: 8.5636 2021-12-03 04:41:55,141 - mmaction - INFO - Epoch [28][320/1345] lr: 1.000e-03, eta: 6:21:14, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.7172, top5_acc: 0.8938, loss_cls: 1.0945, loss: 1.0945, grad_norm: 8.1649 2021-12-03 04:42:09,693 - mmaction - INFO - Epoch [28][340/1345] lr: 1.000e-03, eta: 6:20:59, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7016, top5_acc: 0.8992, loss_cls: 1.0947, loss: 1.0947, grad_norm: 8.3515 2021-12-03 04:42:24,276 - mmaction - INFO - Epoch [28][360/1345] lr: 1.000e-03, eta: 6:20:44, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7047, top5_acc: 0.8898, loss_cls: 1.1468, loss: 1.1468, grad_norm: 8.0167 2021-12-03 04:42:39,042 - mmaction - INFO - Epoch [28][380/1345] lr: 1.000e-03, eta: 6:20:29, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.7008, top5_acc: 0.9023, loss_cls: 1.0863, loss: 1.0863, grad_norm: 8.0208 2021-12-03 04:42:53,724 - mmaction - INFO - Epoch [28][400/1345] lr: 1.000e-03, eta: 6:20:13, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.6961, top5_acc: 0.8969, loss_cls: 1.1433, loss: 1.1433, grad_norm: 8.0889 2021-12-03 04:43:08,310 - mmaction - INFO - Epoch [28][420/1345] lr: 1.000e-03, eta: 6:19:58, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6875, top5_acc: 0.8859, loss_cls: 1.1367, loss: 1.1367, grad_norm: 8.2322 2021-12-03 04:43:22,880 - mmaction - INFO - Epoch [28][440/1345] lr: 1.000e-03, eta: 6:19:43, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7109, top5_acc: 0.9000, loss_cls: 1.0858, loss: 1.0858, grad_norm: 8.2560 2021-12-03 04:43:37,609 - mmaction - INFO - Epoch [28][460/1345] lr: 1.000e-03, eta: 6:19:28, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7258, top5_acc: 0.9016, loss_cls: 1.0709, loss: 1.0709, grad_norm: 8.2953 2021-12-03 04:43:52,221 - mmaction - INFO - Epoch [28][480/1345] lr: 1.000e-03, eta: 6:19:13, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7141, top5_acc: 0.8984, loss_cls: 1.0992, loss: 1.0992, grad_norm: 8.1101 2021-12-03 04:44:06,773 - mmaction - INFO - Epoch [28][500/1345] lr: 1.000e-03, eta: 6:18:57, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7008, top5_acc: 0.8984, loss_cls: 1.1299, loss: 1.1299, grad_norm: 8.4742 2021-12-03 04:44:21,367 - mmaction - INFO - Epoch [28][520/1345] lr: 1.000e-03, eta: 6:18:42, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7086, top5_acc: 0.9125, loss_cls: 1.0501, loss: 1.0501, grad_norm: 7.9866 2021-12-03 04:44:35,904 - mmaction - INFO - Epoch [28][540/1345] lr: 1.000e-03, eta: 6:18:27, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7414, top5_acc: 0.9086, loss_cls: 1.0031, loss: 1.0031, grad_norm: 7.9387 2021-12-03 04:44:50,495 - mmaction - INFO - Epoch [28][560/1345] lr: 1.000e-03, eta: 6:18:12, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7109, top5_acc: 0.9039, loss_cls: 1.1085, loss: 1.1085, grad_norm: 8.1569 2021-12-03 04:45:05,018 - mmaction - INFO - Epoch [28][580/1345] lr: 1.000e-03, eta: 6:17:56, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.6937, top5_acc: 0.8977, loss_cls: 1.1189, loss: 1.1189, grad_norm: 8.2832 2021-12-03 04:45:19,564 - mmaction - INFO - Epoch [28][600/1345] lr: 1.000e-03, eta: 6:17:41, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7094, top5_acc: 0.9102, loss_cls: 1.0924, loss: 1.0924, grad_norm: 8.3424 2021-12-03 04:45:34,082 - mmaction - INFO - Epoch [28][620/1345] lr: 1.000e-03, eta: 6:17:26, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.7133, top5_acc: 0.9133, loss_cls: 1.0638, loss: 1.0638, grad_norm: 8.1448 2021-12-03 04:45:48,708 - mmaction - INFO - Epoch [28][640/1345] lr: 1.000e-03, eta: 6:17:11, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7211, top5_acc: 0.9031, loss_cls: 1.0679, loss: 1.0679, grad_norm: 8.1996 2021-12-03 04:46:03,225 - mmaction - INFO - Epoch [28][660/1345] lr: 1.000e-03, eta: 6:16:55, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.7133, top5_acc: 0.8969, loss_cls: 1.0614, loss: 1.0614, grad_norm: 8.1828 2021-12-03 04:46:17,907 - mmaction - INFO - Epoch [28][680/1345] lr: 1.000e-03, eta: 6:16:40, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7289, top5_acc: 0.9125, loss_cls: 1.0088, loss: 1.0088, grad_norm: 7.9562 2021-12-03 04:46:32,423 - mmaction - INFO - Epoch [28][700/1345] lr: 1.000e-03, eta: 6:16:25, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.7086, top5_acc: 0.8961, loss_cls: 1.1093, loss: 1.1093, grad_norm: 8.3372 2021-12-03 04:46:46,978 - mmaction - INFO - Epoch [28][720/1345] lr: 1.000e-03, eta: 6:16:10, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7305, top5_acc: 0.9148, loss_cls: 1.0232, loss: 1.0232, grad_norm: 8.2064 2021-12-03 04:47:01,579 - mmaction - INFO - Epoch [28][740/1345] lr: 1.000e-03, eta: 6:15:54, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6906, top5_acc: 0.8945, loss_cls: 1.1478, loss: 1.1478, grad_norm: 8.4742 2021-12-03 04:47:16,123 - mmaction - INFO - Epoch [28][760/1345] lr: 1.000e-03, eta: 6:15:39, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7234, top5_acc: 0.8992, loss_cls: 1.0367, loss: 1.0367, grad_norm: 8.0402 2021-12-03 04:47:30,723 - mmaction - INFO - Epoch [28][780/1345] lr: 1.000e-03, eta: 6:15:24, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.7016, top5_acc: 0.9023, loss_cls: 1.0774, loss: 1.0774, grad_norm: 8.3014 2021-12-03 04:47:45,296 - mmaction - INFO - Epoch [28][800/1345] lr: 1.000e-03, eta: 6:15:09, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7016, top5_acc: 0.8867, loss_cls: 1.1513, loss: 1.1513, grad_norm: 8.3979 2021-12-03 04:47:59,846 - mmaction - INFO - Epoch [28][820/1345] lr: 1.000e-03, eta: 6:14:53, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.7141, top5_acc: 0.9016, loss_cls: 1.0776, loss: 1.0776, grad_norm: 8.0525 2021-12-03 04:48:14,559 - mmaction - INFO - Epoch [28][840/1345] lr: 1.000e-03, eta: 6:14:38, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7109, top5_acc: 0.9133, loss_cls: 1.0726, loss: 1.0726, grad_norm: 8.3116 2021-12-03 04:48:29,210 - mmaction - INFO - Epoch [28][860/1345] lr: 1.000e-03, eta: 6:14:23, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7109, top5_acc: 0.8977, loss_cls: 1.0929, loss: 1.0929, grad_norm: 8.2104 2021-12-03 04:48:43,894 - mmaction - INFO - Epoch [28][880/1345] lr: 1.000e-03, eta: 6:14:08, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7203, top5_acc: 0.9031, loss_cls: 1.0757, loss: 1.0757, grad_norm: 8.0863 2021-12-03 04:48:58,578 - mmaction - INFO - Epoch [28][900/1345] lr: 1.000e-03, eta: 6:13:53, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7273, top5_acc: 0.9016, loss_cls: 1.0292, loss: 1.0292, grad_norm: 8.0119 2021-12-03 04:49:13,169 - mmaction - INFO - Epoch [28][920/1345] lr: 1.000e-03, eta: 6:13:38, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.6953, top5_acc: 0.9008, loss_cls: 1.0824, loss: 1.0824, grad_norm: 8.3707 2021-12-03 04:49:27,816 - mmaction - INFO - Epoch [28][940/1345] lr: 1.000e-03, eta: 6:13:22, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.6836, top5_acc: 0.8875, loss_cls: 1.1487, loss: 1.1487, grad_norm: 8.6640 2021-12-03 04:49:42,440 - mmaction - INFO - Epoch [28][960/1345] lr: 1.000e-03, eta: 6:13:07, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7078, top5_acc: 0.8945, loss_cls: 1.1086, loss: 1.1086, grad_norm: 8.3254 2021-12-03 04:49:57,039 - mmaction - INFO - Epoch [28][980/1345] lr: 1.000e-03, eta: 6:12:52, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7297, top5_acc: 0.8906, loss_cls: 1.0508, loss: 1.0508, grad_norm: 7.6550 2021-12-03 04:50:11,640 - mmaction - INFO - Epoch [28][1000/1345] lr: 1.000e-03, eta: 6:12:37, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.7227, top5_acc: 0.9023, loss_cls: 1.0641, loss: 1.0641, grad_norm: 8.0597 2021-12-03 04:50:26,287 - mmaction - INFO - Epoch [28][1020/1345] lr: 1.000e-03, eta: 6:12:22, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7219, top5_acc: 0.9086, loss_cls: 1.0584, loss: 1.0584, grad_norm: 8.1124 2021-12-03 04:50:41,043 - mmaction - INFO - Epoch [28][1040/1345] lr: 1.000e-03, eta: 6:12:07, time: 0.738, data_time: 0.001, memory: 9795, top1_acc: 0.7117, top5_acc: 0.9039, loss_cls: 1.0715, loss: 1.0715, grad_norm: 8.3031 2021-12-03 04:50:55,815 - mmaction - INFO - Epoch [28][1060/1345] lr: 1.000e-03, eta: 6:11:51, time: 0.739, data_time: 0.001, memory: 9795, top1_acc: 0.6797, top5_acc: 0.8891, loss_cls: 1.1821, loss: 1.1821, grad_norm: 8.9163 2021-12-03 04:51:10,515 - mmaction - INFO - Epoch [28][1080/1345] lr: 1.000e-03, eta: 6:11:36, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7266, top5_acc: 0.9172, loss_cls: 1.0090, loss: 1.0090, grad_norm: 8.3095 2021-12-03 04:51:25,116 - mmaction - INFO - Epoch [28][1100/1345] lr: 1.000e-03, eta: 6:11:21, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7102, top5_acc: 0.9000, loss_cls: 1.0924, loss: 1.0924, grad_norm: 8.2809 2021-12-03 04:51:39,854 - mmaction - INFO - Epoch [28][1120/1345] lr: 1.000e-03, eta: 6:11:06, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.6930, top5_acc: 0.8891, loss_cls: 1.1281, loss: 1.1281, grad_norm: 8.3262 2021-12-03 04:51:54,649 - mmaction - INFO - Epoch [28][1140/1345] lr: 1.000e-03, eta: 6:10:51, time: 0.740, data_time: 0.000, memory: 9795, top1_acc: 0.7180, top5_acc: 0.8992, loss_cls: 1.0964, loss: 1.0964, grad_norm: 8.0837 2021-12-03 04:52:09,427 - mmaction - INFO - Epoch [28][1160/1345] lr: 1.000e-03, eta: 6:10:36, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.7086, top5_acc: 0.9008, loss_cls: 1.1169, loss: 1.1169, grad_norm: 8.1685 2021-12-03 04:52:24,179 - mmaction - INFO - Epoch [28][1180/1345] lr: 1.000e-03, eta: 6:10:21, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7203, top5_acc: 0.8953, loss_cls: 1.1064, loss: 1.1064, grad_norm: 8.2654 2021-12-03 04:52:38,984 - mmaction - INFO - Epoch [28][1200/1345] lr: 1.000e-03, eta: 6:10:06, time: 0.740, data_time: 0.001, memory: 9795, top1_acc: 0.7133, top5_acc: 0.9070, loss_cls: 1.0734, loss: 1.0734, grad_norm: 8.2267 2021-12-03 04:52:53,745 - mmaction - INFO - Epoch [28][1220/1345] lr: 1.000e-03, eta: 6:09:51, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.7000, top5_acc: 0.9070, loss_cls: 1.0516, loss: 1.0516, grad_norm: 8.0764 2021-12-03 04:53:08,395 - mmaction - INFO - Epoch [28][1240/1345] lr: 1.000e-03, eta: 6:09:36, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7195, top5_acc: 0.8969, loss_cls: 1.1128, loss: 1.1128, grad_norm: 8.2303 2021-12-03 04:53:23,171 - mmaction - INFO - Epoch [28][1260/1345] lr: 1.000e-03, eta: 6:09:20, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.7273, top5_acc: 0.9125, loss_cls: 0.9936, loss: 0.9936, grad_norm: 7.8288 2021-12-03 04:53:37,900 - mmaction - INFO - Epoch [28][1280/1345] lr: 1.000e-03, eta: 6:09:05, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7164, top5_acc: 0.9023, loss_cls: 1.1068, loss: 1.1068, grad_norm: 8.3300 2021-12-03 04:53:52,516 - mmaction - INFO - Epoch [28][1300/1345] lr: 1.000e-03, eta: 6:08:50, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7133, top5_acc: 0.8977, loss_cls: 1.0963, loss: 1.0963, grad_norm: 8.1545 2021-12-03 04:54:07,199 - mmaction - INFO - Epoch [28][1320/1345] lr: 1.000e-03, eta: 6:08:35, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.6953, top5_acc: 0.8977, loss_cls: 1.1335, loss: 1.1335, grad_norm: 8.4333 2021-12-03 04:54:21,839 - mmaction - INFO - Epoch [28][1340/1345] lr: 1.000e-03, eta: 6:08:20, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7320, top5_acc: 0.9062, loss_cls: 1.0085, loss: 1.0085, grad_norm: 7.8755 2021-12-03 04:55:27,840 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 04:55:27,993 - mmaction - INFO - top1_acc 0.4608 top5_acc 0.7542 2021-12-03 04:55:27,994 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 04:55:28,003 - mmaction - INFO - mean_acc 0.4181 2021-12-03 04:55:30,351 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. 2021-12-03 04:55:30,351 - mmaction - INFO - Best top1_acc is 0.4608 at 28 epoch. 2021-12-03 04:55:30,355 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-12-03 04:55:32,091 - mmaction - INFO - Epoch(val) [28][181] top1_acc: 0.4608, top5_acc: 0.7542, mean_class_accuracy: 0.4181 2021-12-03 04:56:12,742 - mmaction - INFO - Epoch [29][20/1345] lr: 1.000e-03, eta: 6:08:18, time: 2.032, data_time: 1.306, memory: 9795, top1_acc: 0.7328, top5_acc: 0.9031, loss_cls: 1.0558, loss: 1.0558, grad_norm: 7.9611 2021-12-03 04:56:27,280 - mmaction - INFO - Epoch [29][40/1345] lr: 1.000e-03, eta: 6:08:03, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.7109, top5_acc: 0.8898, loss_cls: 1.1106, loss: 1.1106, grad_norm: 8.0940 2021-12-03 04:56:41,830 - mmaction - INFO - Epoch [29][60/1345] lr: 1.000e-03, eta: 6:07:48, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.7242, top5_acc: 0.9203, loss_cls: 0.9968, loss: 0.9968, grad_norm: 7.9466 2021-12-03 04:56:56,428 - mmaction - INFO - Epoch [29][80/1345] lr: 1.000e-03, eta: 6:07:33, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.7289, top5_acc: 0.8961, loss_cls: 1.0823, loss: 1.0823, grad_norm: 7.9439 2021-12-03 04:57:11,027 - mmaction - INFO - Epoch [29][100/1345] lr: 1.000e-03, eta: 6:07:18, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.7398, top5_acc: 0.9164, loss_cls: 0.9806, loss: 0.9806, grad_norm: 7.6706 2021-12-03 04:57:25,713 - mmaction - INFO - Epoch [29][120/1345] lr: 1.000e-03, eta: 6:07:02, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7102, top5_acc: 0.8945, loss_cls: 1.0955, loss: 1.0955, grad_norm: 8.4881 2021-12-03 04:57:40,322 - mmaction - INFO - Epoch [29][140/1345] lr: 1.000e-03, eta: 6:06:47, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7102, top5_acc: 0.8859, loss_cls: 1.1067, loss: 1.1067, grad_norm: 8.1104 2021-12-03 04:57:54,919 - mmaction - INFO - Epoch [29][160/1345] lr: 1.000e-03, eta: 6:06:32, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7258, top5_acc: 0.8945, loss_cls: 1.0847, loss: 1.0847, grad_norm: 8.0800 2021-12-03 04:58:09,622 - mmaction - INFO - Epoch [29][180/1345] lr: 1.000e-03, eta: 6:06:17, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7141, top5_acc: 0.9008, loss_cls: 1.0584, loss: 1.0584, grad_norm: 8.1307 2021-12-03 04:58:24,296 - mmaction - INFO - Epoch [29][200/1345] lr: 1.000e-03, eta: 6:06:02, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7031, top5_acc: 0.9008, loss_cls: 1.1135, loss: 1.1135, grad_norm: 8.3157 2021-12-03 04:58:38,973 - mmaction - INFO - Epoch [29][220/1345] lr: 1.000e-03, eta: 6:05:46, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.7320, top5_acc: 0.8984, loss_cls: 1.0759, loss: 1.0759, grad_norm: 7.9714 2021-12-03 04:58:53,604 - mmaction - INFO - Epoch [29][240/1345] lr: 1.000e-03, eta: 6:05:31, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7078, top5_acc: 0.9102, loss_cls: 1.0599, loss: 1.0599, grad_norm: 8.0886 2021-12-03 04:59:08,239 - mmaction - INFO - Epoch [29][260/1345] lr: 1.000e-03, eta: 6:05:16, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7141, top5_acc: 0.9086, loss_cls: 1.0328, loss: 1.0328, grad_norm: 8.0452 2021-12-03 04:59:22,861 - mmaction - INFO - Epoch [29][280/1345] lr: 1.000e-03, eta: 6:05:01, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7227, top5_acc: 0.9000, loss_cls: 1.0516, loss: 1.0516, grad_norm: 8.2671 2021-12-03 04:59:37,541 - mmaction - INFO - Epoch [29][300/1345] lr: 1.000e-03, eta: 6:04:46, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.7234, top5_acc: 0.8938, loss_cls: 1.0482, loss: 1.0482, grad_norm: 8.2311 2021-12-03 04:59:52,130 - mmaction - INFO - Epoch [29][320/1345] lr: 1.000e-03, eta: 6:04:31, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7289, top5_acc: 0.9148, loss_cls: 0.9791, loss: 0.9791, grad_norm: 8.1400 2021-12-03 05:00:06,810 - mmaction - INFO - Epoch [29][340/1345] lr: 1.000e-03, eta: 6:04:15, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7102, top5_acc: 0.9023, loss_cls: 1.0459, loss: 1.0459, grad_norm: 8.2061 2021-12-03 05:00:21,415 - mmaction - INFO - Epoch [29][360/1345] lr: 1.000e-03, eta: 6:04:00, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7211, top5_acc: 0.9078, loss_cls: 1.0493, loss: 1.0493, grad_norm: 8.1750 2021-12-03 05:00:36,001 - mmaction - INFO - Epoch [29][380/1345] lr: 1.000e-03, eta: 6:03:45, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7312, top5_acc: 0.9055, loss_cls: 1.0385, loss: 1.0385, grad_norm: 8.1599 2021-12-03 05:00:50,568 - mmaction - INFO - Epoch [29][400/1345] lr: 1.000e-03, eta: 6:03:30, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.6977, top5_acc: 0.9055, loss_cls: 1.0853, loss: 1.0853, grad_norm: 8.6509 2021-12-03 05:01:05,220 - mmaction - INFO - Epoch [29][420/1345] lr: 1.000e-03, eta: 6:03:15, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7102, top5_acc: 0.9227, loss_cls: 1.0000, loss: 1.0000, grad_norm: 8.4024 2021-12-03 05:01:19,803 - mmaction - INFO - Epoch [29][440/1345] lr: 1.000e-03, eta: 6:02:59, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.6945, top5_acc: 0.8898, loss_cls: 1.1688, loss: 1.1688, grad_norm: 8.8402 2021-12-03 05:01:34,449 - mmaction - INFO - Epoch [29][460/1345] lr: 1.000e-03, eta: 6:02:44, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7344, top5_acc: 0.9117, loss_cls: 1.0089, loss: 1.0089, grad_norm: 8.2588 2021-12-03 05:01:49,074 - mmaction - INFO - Epoch [29][480/1345] lr: 1.000e-03, eta: 6:02:29, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7297, top5_acc: 0.9062, loss_cls: 1.0135, loss: 1.0135, grad_norm: 8.3241 2021-12-03 05:02:03,696 - mmaction - INFO - Epoch [29][500/1345] lr: 1.000e-03, eta: 6:02:14, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7063, top5_acc: 0.9023, loss_cls: 1.0747, loss: 1.0747, grad_norm: 8.4692 2021-12-03 05:02:18,303 - mmaction - INFO - Epoch [29][520/1345] lr: 1.000e-03, eta: 6:01:59, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7195, top5_acc: 0.8992, loss_cls: 1.1153, loss: 1.1153, grad_norm: 8.6472 2021-12-03 05:02:32,908 - mmaction - INFO - Epoch [29][540/1345] lr: 1.000e-03, eta: 6:01:43, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7258, top5_acc: 0.9023, loss_cls: 1.0375, loss: 1.0375, grad_norm: 8.3078 2021-12-03 05:02:47,517 - mmaction - INFO - Epoch [29][560/1345] lr: 1.000e-03, eta: 6:01:28, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7180, top5_acc: 0.9078, loss_cls: 1.0472, loss: 1.0472, grad_norm: 8.4023 2021-12-03 05:03:02,238 - mmaction - INFO - Epoch [29][580/1345] lr: 1.000e-03, eta: 6:01:13, time: 0.736, data_time: 0.001, memory: 9795, top1_acc: 0.7422, top5_acc: 0.9125, loss_cls: 1.0224, loss: 1.0224, grad_norm: 8.1329 2021-12-03 05:03:16,856 - mmaction - INFO - Epoch [29][600/1345] lr: 1.000e-03, eta: 6:00:58, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7336, top5_acc: 0.9148, loss_cls: 0.9733, loss: 0.9733, grad_norm: 8.0663 2021-12-03 05:03:31,440 - mmaction - INFO - Epoch [29][620/1345] lr: 1.000e-03, eta: 6:00:43, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7117, top5_acc: 0.8922, loss_cls: 1.0735, loss: 1.0735, grad_norm: 8.3293 2021-12-03 05:03:46,156 - mmaction - INFO - Epoch [29][640/1345] lr: 1.000e-03, eta: 6:00:28, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7227, top5_acc: 0.9258, loss_cls: 1.0127, loss: 1.0127, grad_norm: 8.4734 2021-12-03 05:04:00,809 - mmaction - INFO - Epoch [29][660/1345] lr: 1.000e-03, eta: 6:00:12, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7055, top5_acc: 0.8945, loss_cls: 1.1054, loss: 1.1054, grad_norm: 8.5313 2021-12-03 05:04:15,451 - mmaction - INFO - Epoch [29][680/1345] lr: 1.000e-03, eta: 5:59:57, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7164, top5_acc: 0.9031, loss_cls: 1.0840, loss: 1.0840, grad_norm: 8.3268 2021-12-03 05:04:30,196 - mmaction - INFO - Epoch [29][700/1345] lr: 1.000e-03, eta: 5:59:42, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7164, top5_acc: 0.9094, loss_cls: 1.0131, loss: 1.0131, grad_norm: 8.1546 2021-12-03 05:04:44,930 - mmaction - INFO - Epoch [29][720/1345] lr: 1.000e-03, eta: 5:59:27, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7086, top5_acc: 0.9117, loss_cls: 1.0466, loss: 1.0466, grad_norm: 8.3852 2021-12-03 05:04:59,546 - mmaction - INFO - Epoch [29][740/1345] lr: 1.000e-03, eta: 5:59:12, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7133, top5_acc: 0.9055, loss_cls: 1.0829, loss: 1.0829, grad_norm: 8.3955 2021-12-03 05:05:14,307 - mmaction - INFO - Epoch [29][760/1345] lr: 1.000e-03, eta: 5:58:57, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.6953, top5_acc: 0.9031, loss_cls: 1.1224, loss: 1.1224, grad_norm: 8.5978 2021-12-03 05:05:28,964 - mmaction - INFO - Epoch [29][780/1345] lr: 1.000e-03, eta: 5:58:42, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7188, top5_acc: 0.9016, loss_cls: 1.0686, loss: 1.0686, grad_norm: 8.5165 2021-12-03 05:05:43,738 - mmaction - INFO - Epoch [29][800/1345] lr: 1.000e-03, eta: 5:58:27, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.7266, top5_acc: 0.8953, loss_cls: 1.0930, loss: 1.0930, grad_norm: 8.2508 2021-12-03 05:05:58,383 - mmaction - INFO - Epoch [29][820/1345] lr: 1.000e-03, eta: 5:58:11, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7250, top5_acc: 0.9047, loss_cls: 1.0328, loss: 1.0328, grad_norm: 8.4406 2021-12-03 05:06:13,019 - mmaction - INFO - Epoch [29][840/1345] lr: 1.000e-03, eta: 5:57:56, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7320, top5_acc: 0.9008, loss_cls: 1.0356, loss: 1.0356, grad_norm: 8.4159 2021-12-03 05:06:27,717 - mmaction - INFO - Epoch [29][860/1345] lr: 1.000e-03, eta: 5:57:41, time: 0.735, data_time: 0.001, memory: 9795, top1_acc: 0.7414, top5_acc: 0.9109, loss_cls: 1.0017, loss: 1.0017, grad_norm: 8.1425 2021-12-03 05:06:42,383 - mmaction - INFO - Epoch [29][880/1345] lr: 1.000e-03, eta: 5:57:26, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7336, top5_acc: 0.8984, loss_cls: 1.0299, loss: 1.0299, grad_norm: 8.4605 2021-12-03 05:06:57,019 - mmaction - INFO - Epoch [29][900/1345] lr: 1.000e-03, eta: 5:57:11, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7188, top5_acc: 0.8984, loss_cls: 1.0690, loss: 1.0690, grad_norm: 8.5443 2021-12-03 05:07:11,798 - mmaction - INFO - Epoch [29][920/1345] lr: 1.000e-03, eta: 5:56:56, time: 0.739, data_time: 0.001, memory: 9795, top1_acc: 0.7516, top5_acc: 0.9109, loss_cls: 0.9826, loss: 0.9826, grad_norm: 7.8247 2021-12-03 05:07:26,406 - mmaction - INFO - Epoch [29][940/1345] lr: 1.000e-03, eta: 5:56:41, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7266, top5_acc: 0.9016, loss_cls: 1.0442, loss: 1.0442, grad_norm: 8.4207 2021-12-03 05:07:41,013 - mmaction - INFO - Epoch [29][960/1345] lr: 1.000e-03, eta: 5:56:25, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7211, top5_acc: 0.8984, loss_cls: 1.0766, loss: 1.0766, grad_norm: 8.3013 2021-12-03 05:07:55,676 - mmaction - INFO - Epoch [29][980/1345] lr: 1.000e-03, eta: 5:56:10, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7234, top5_acc: 0.9102, loss_cls: 1.0365, loss: 1.0365, grad_norm: 8.1622 2021-12-03 05:08:10,304 - mmaction - INFO - Epoch [29][1000/1345] lr: 1.000e-03, eta: 5:55:55, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7211, top5_acc: 0.8977, loss_cls: 1.0726, loss: 1.0726, grad_norm: 8.5666 2021-12-03 05:08:24,980 - mmaction - INFO - Epoch [29][1020/1345] lr: 1.000e-03, eta: 5:55:40, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7125, top5_acc: 0.9016, loss_cls: 1.1040, loss: 1.1040, grad_norm: 8.6837 2021-12-03 05:08:39,735 - mmaction - INFO - Epoch [29][1040/1345] lr: 1.000e-03, eta: 5:55:25, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.7102, top5_acc: 0.9031, loss_cls: 1.0671, loss: 1.0671, grad_norm: 8.5221 2021-12-03 05:08:54,338 - mmaction - INFO - Epoch [29][1060/1345] lr: 1.000e-03, eta: 5:55:10, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7328, top5_acc: 0.9148, loss_cls: 1.0105, loss: 1.0105, grad_norm: 8.0872 2021-12-03 05:09:09,063 - mmaction - INFO - Epoch [29][1080/1345] lr: 1.000e-03, eta: 5:54:55, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7141, top5_acc: 0.9086, loss_cls: 1.0210, loss: 1.0210, grad_norm: 8.3284 2021-12-03 05:09:23,907 - mmaction - INFO - Epoch [29][1100/1345] lr: 1.000e-03, eta: 5:54:40, time: 0.742, data_time: 0.000, memory: 9795, top1_acc: 0.7164, top5_acc: 0.9016, loss_cls: 1.0982, loss: 1.0982, grad_norm: 8.6921 2021-12-03 05:09:38,612 - mmaction - INFO - Epoch [29][1120/1345] lr: 1.000e-03, eta: 5:54:24, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7156, top5_acc: 0.9094, loss_cls: 1.0634, loss: 1.0634, grad_norm: 8.7919 2021-12-03 05:09:53,228 - mmaction - INFO - Epoch [29][1140/1345] lr: 1.000e-03, eta: 5:54:09, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7305, top5_acc: 0.9078, loss_cls: 1.0238, loss: 1.0238, grad_norm: 8.3026 2021-12-03 05:10:08,018 - mmaction - INFO - Epoch [29][1160/1345] lr: 1.000e-03, eta: 5:53:54, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.7375, top5_acc: 0.9141, loss_cls: 0.9803, loss: 0.9803, grad_norm: 8.5774 2021-12-03 05:10:22,636 - mmaction - INFO - Epoch [29][1180/1345] lr: 1.000e-03, eta: 5:53:39, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7148, top5_acc: 0.9016, loss_cls: 1.0955, loss: 1.0955, grad_norm: 8.7624 2021-12-03 05:10:37,314 - mmaction - INFO - Epoch [29][1200/1345] lr: 1.000e-03, eta: 5:53:24, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7117, top5_acc: 0.8852, loss_cls: 1.1228, loss: 1.1228, grad_norm: 8.3989 2021-12-03 05:10:52,084 - mmaction - INFO - Epoch [29][1220/1345] lr: 1.000e-03, eta: 5:53:09, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.6906, top5_acc: 0.9008, loss_cls: 1.1042, loss: 1.1042, grad_norm: 8.7197 2021-12-03 05:11:06,821 - mmaction - INFO - Epoch [29][1240/1345] lr: 1.000e-03, eta: 5:52:54, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7031, top5_acc: 0.9062, loss_cls: 1.0944, loss: 1.0944, grad_norm: 8.6693 2021-12-03 05:11:21,460 - mmaction - INFO - Epoch [29][1260/1345] lr: 1.000e-03, eta: 5:52:39, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7156, top5_acc: 0.9023, loss_cls: 1.0681, loss: 1.0681, grad_norm: 8.3162 2021-12-03 05:11:36,096 - mmaction - INFO - Epoch [29][1280/1345] lr: 1.000e-03, eta: 5:52:24, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7281, top5_acc: 0.8914, loss_cls: 1.0901, loss: 1.0901, grad_norm: 8.6241 2021-12-03 05:11:50,697 - mmaction - INFO - Epoch [29][1300/1345] lr: 1.000e-03, eta: 5:52:08, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7055, top5_acc: 0.9000, loss_cls: 1.1132, loss: 1.1132, grad_norm: 8.7823 2021-12-03 05:12:05,305 - mmaction - INFO - Epoch [29][1320/1345] lr: 1.000e-03, eta: 5:51:53, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7164, top5_acc: 0.9148, loss_cls: 1.0486, loss: 1.0486, grad_norm: 8.7561 2021-12-03 05:12:19,944 - mmaction - INFO - Epoch [29][1340/1345] lr: 1.000e-03, eta: 5:51:38, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7258, top5_acc: 0.8969, loss_cls: 1.0841, loss: 1.0841, grad_norm: 8.6027 2021-12-03 05:12:23,671 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-12-03 05:13:07,118 - mmaction - INFO - Epoch [30][20/1345] lr: 1.000e-03, eta: 5:51:35, time: 2.026, data_time: 1.301, memory: 9795, top1_acc: 0.7492, top5_acc: 0.9305, loss_cls: 0.9069, loss: 0.9069, grad_norm: 7.5061 2021-12-03 05:13:21,632 - mmaction - INFO - Epoch [30][40/1345] lr: 1.000e-03, eta: 5:51:20, time: 0.726, data_time: 0.002, memory: 9795, top1_acc: 0.7203, top5_acc: 0.8953, loss_cls: 1.0618, loss: 1.0618, grad_norm: 8.7299 2021-12-03 05:13:36,294 - mmaction - INFO - Epoch [30][60/1345] lr: 1.000e-03, eta: 5:51:05, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.7359, top5_acc: 0.9070, loss_cls: 1.0028, loss: 1.0028, grad_norm: 8.3422 2021-12-03 05:13:50,869 - mmaction - INFO - Epoch [30][80/1345] lr: 1.000e-03, eta: 5:50:49, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7188, top5_acc: 0.9172, loss_cls: 1.0355, loss: 1.0355, grad_norm: 8.6119 2021-12-03 05:14:05,475 - mmaction - INFO - Epoch [30][100/1345] lr: 1.000e-03, eta: 5:50:34, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7102, top5_acc: 0.8977, loss_cls: 1.0621, loss: 1.0621, grad_norm: 8.2499 2021-12-03 05:14:20,033 - mmaction - INFO - Epoch [30][120/1345] lr: 1.000e-03, eta: 5:50:19, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7336, top5_acc: 0.9164, loss_cls: 0.9839, loss: 0.9839, grad_norm: 8.3798 2021-12-03 05:14:34,665 - mmaction - INFO - Epoch [30][140/1345] lr: 1.000e-03, eta: 5:50:04, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7430, top5_acc: 0.8953, loss_cls: 1.0100, loss: 1.0100, grad_norm: 8.1913 2021-12-03 05:14:49,272 - mmaction - INFO - Epoch [30][160/1345] lr: 1.000e-03, eta: 5:49:49, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7195, top5_acc: 0.9047, loss_cls: 1.0192, loss: 1.0192, grad_norm: 8.1151 2021-12-03 05:15:03,902 - mmaction - INFO - Epoch [30][180/1345] lr: 1.000e-03, eta: 5:49:34, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7242, top5_acc: 0.9250, loss_cls: 0.9925, loss: 0.9925, grad_norm: 8.6659 2021-12-03 05:15:18,497 - mmaction - INFO - Epoch [30][200/1345] lr: 1.000e-03, eta: 5:49:18, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7188, top5_acc: 0.9000, loss_cls: 1.0689, loss: 1.0689, grad_norm: 8.7578 2021-12-03 05:15:33,104 - mmaction - INFO - Epoch [30][220/1345] lr: 1.000e-03, eta: 5:49:03, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7211, top5_acc: 0.9234, loss_cls: 1.0078, loss: 1.0078, grad_norm: 8.5135 2021-12-03 05:15:47,643 - mmaction - INFO - Epoch [30][240/1345] lr: 1.000e-03, eta: 5:48:48, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7234, top5_acc: 0.9078, loss_cls: 1.0044, loss: 1.0044, grad_norm: 8.2842 2021-12-03 05:16:02,312 - mmaction - INFO - Epoch [30][260/1345] lr: 1.000e-03, eta: 5:48:33, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.7016, top5_acc: 0.9109, loss_cls: 1.0355, loss: 1.0355, grad_norm: 8.5308 2021-12-03 05:16:16,878 - mmaction - INFO - Epoch [30][280/1345] lr: 1.000e-03, eta: 5:48:18, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7289, top5_acc: 0.9109, loss_cls: 0.9974, loss: 0.9974, grad_norm: 8.4614 2021-12-03 05:16:31,504 - mmaction - INFO - Epoch [30][300/1345] lr: 1.000e-03, eta: 5:48:02, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7195, top5_acc: 0.9008, loss_cls: 1.0436, loss: 1.0436, grad_norm: 8.4718 2021-12-03 05:16:46,063 - mmaction - INFO - Epoch [30][320/1345] lr: 1.000e-03, eta: 5:47:47, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7172, top5_acc: 0.8977, loss_cls: 1.0780, loss: 1.0780, grad_norm: 9.1476 2021-12-03 05:17:00,742 - mmaction - INFO - Epoch [30][340/1345] lr: 1.000e-03, eta: 5:47:32, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7102, top5_acc: 0.8969, loss_cls: 1.0648, loss: 1.0648, grad_norm: 8.5941 2021-12-03 05:17:15,333 - mmaction - INFO - Epoch [30][360/1345] lr: 1.000e-03, eta: 5:47:17, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7219, top5_acc: 0.9023, loss_cls: 1.0289, loss: 1.0289, grad_norm: 8.3183 2021-12-03 05:17:30,039 - mmaction - INFO - Epoch [30][380/1345] lr: 1.000e-03, eta: 5:47:02, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7211, top5_acc: 0.9023, loss_cls: 1.0515, loss: 1.0515, grad_norm: 8.2977 2021-12-03 05:17:44,653 - mmaction - INFO - Epoch [30][400/1345] lr: 1.000e-03, eta: 5:46:47, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7180, top5_acc: 0.9016, loss_cls: 1.0991, loss: 1.0991, grad_norm: 8.9018 2021-12-03 05:17:59,278 - mmaction - INFO - Epoch [30][420/1345] lr: 1.000e-03, eta: 5:46:31, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7391, top5_acc: 0.9086, loss_cls: 1.0398, loss: 1.0398, grad_norm: 8.5686 2021-12-03 05:18:13,978 - mmaction - INFO - Epoch [30][440/1345] lr: 1.000e-03, eta: 5:46:16, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7336, top5_acc: 0.9016, loss_cls: 1.0140, loss: 1.0140, grad_norm: 8.7046 2021-12-03 05:18:28,665 - mmaction - INFO - Epoch [30][460/1345] lr: 1.000e-03, eta: 5:46:01, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.7312, top5_acc: 0.9164, loss_cls: 1.0033, loss: 1.0033, grad_norm: 8.4890 2021-12-03 05:18:43,228 - mmaction - INFO - Epoch [30][480/1345] lr: 1.000e-03, eta: 5:45:46, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7250, top5_acc: 0.9070, loss_cls: 1.0423, loss: 1.0423, grad_norm: 8.2911 2021-12-03 05:18:57,842 - mmaction - INFO - Epoch [30][500/1345] lr: 1.000e-03, eta: 5:45:31, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7320, top5_acc: 0.9234, loss_cls: 0.9848, loss: 0.9848, grad_norm: 8.5060 2021-12-03 05:19:12,514 - mmaction - INFO - Epoch [30][520/1345] lr: 1.000e-03, eta: 5:45:16, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7344, top5_acc: 0.9078, loss_cls: 1.0248, loss: 1.0248, grad_norm: 8.4983 2021-12-03 05:19:27,105 - mmaction - INFO - Epoch [30][540/1345] lr: 1.000e-03, eta: 5:45:00, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.7273, top5_acc: 0.9070, loss_cls: 0.9984, loss: 0.9984, grad_norm: 8.4694 2021-12-03 05:19:41,776 - mmaction - INFO - Epoch [30][560/1345] lr: 1.000e-03, eta: 5:44:45, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7172, top5_acc: 0.8953, loss_cls: 1.0838, loss: 1.0838, grad_norm: 8.6606 2021-12-03 05:19:56,533 - mmaction - INFO - Epoch [30][580/1345] lr: 1.000e-03, eta: 5:44:30, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.7367, top5_acc: 0.9070, loss_cls: 0.9875, loss: 0.9875, grad_norm: 8.4058 2021-12-03 05:20:11,176 - mmaction - INFO - Epoch [30][600/1345] lr: 1.000e-03, eta: 5:44:15, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7141, top5_acc: 0.9070, loss_cls: 1.0634, loss: 1.0634, grad_norm: 8.8701 2021-12-03 05:20:25,840 - mmaction - INFO - Epoch [30][620/1345] lr: 1.000e-03, eta: 5:44:00, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7352, top5_acc: 0.9180, loss_cls: 0.9850, loss: 0.9850, grad_norm: 8.3006 2021-12-03 05:20:40,490 - mmaction - INFO - Epoch [30][640/1345] lr: 1.000e-03, eta: 5:43:45, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.7164, top5_acc: 0.9070, loss_cls: 1.0504, loss: 1.0504, grad_norm: 8.7815 2021-12-03 05:20:55,122 - mmaction - INFO - Epoch [30][660/1345] lr: 1.000e-03, eta: 5:43:30, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7461, top5_acc: 0.9148, loss_cls: 0.9674, loss: 0.9674, grad_norm: 8.6270 2021-12-03 05:21:09,818 - mmaction - INFO - Epoch [30][680/1345] lr: 1.000e-03, eta: 5:43:14, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7078, top5_acc: 0.9055, loss_cls: 1.0667, loss: 1.0667, grad_norm: 8.6320 2021-12-03 05:21:24,500 - mmaction - INFO - Epoch [30][700/1345] lr: 1.000e-03, eta: 5:42:59, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7172, top5_acc: 0.9109, loss_cls: 1.0125, loss: 1.0125, grad_norm: 8.3491 2021-12-03 05:21:39,139 - mmaction - INFO - Epoch [30][720/1345] lr: 1.000e-03, eta: 5:42:44, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7320, top5_acc: 0.9109, loss_cls: 0.9900, loss: 0.9900, grad_norm: 8.2858 2021-12-03 05:21:53,779 - mmaction - INFO - Epoch [30][740/1345] lr: 1.000e-03, eta: 5:42:29, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7211, top5_acc: 0.8945, loss_cls: 1.0607, loss: 1.0607, grad_norm: 8.5912 2021-12-03 05:22:08,527 - mmaction - INFO - Epoch [30][760/1345] lr: 1.000e-03, eta: 5:42:14, time: 0.738, data_time: 0.001, memory: 9795, top1_acc: 0.7367, top5_acc: 0.9102, loss_cls: 1.0187, loss: 1.0187, grad_norm: 8.6585 2021-12-03 05:22:23,260 - mmaction - INFO - Epoch [30][780/1345] lr: 1.000e-03, eta: 5:41:59, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7094, top5_acc: 0.9078, loss_cls: 1.0602, loss: 1.0602, grad_norm: 8.8653 2021-12-03 05:22:37,930 - mmaction - INFO - Epoch [30][800/1345] lr: 1.000e-03, eta: 5:41:44, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7273, top5_acc: 0.9125, loss_cls: 0.9929, loss: 0.9929, grad_norm: 8.2460 2021-12-03 05:22:52,735 - mmaction - INFO - Epoch [30][820/1345] lr: 1.000e-03, eta: 5:41:29, time: 0.740, data_time: 0.000, memory: 9795, top1_acc: 0.7289, top5_acc: 0.9133, loss_cls: 1.0148, loss: 1.0148, grad_norm: 8.6266 2021-12-03 05:23:07,400 - mmaction - INFO - Epoch [30][840/1345] lr: 1.000e-03, eta: 5:41:14, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7195, top5_acc: 0.9086, loss_cls: 1.0395, loss: 1.0395, grad_norm: 8.6014 2021-12-03 05:23:22,142 - mmaction - INFO - Epoch [30][860/1345] lr: 1.000e-03, eta: 5:40:59, time: 0.737, data_time: 0.001, memory: 9795, top1_acc: 0.7344, top5_acc: 0.9172, loss_cls: 0.9894, loss: 0.9894, grad_norm: 8.4551 2021-12-03 05:23:36,772 - mmaction - INFO - Epoch [30][880/1345] lr: 1.000e-03, eta: 5:40:43, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7469, top5_acc: 0.9234, loss_cls: 0.9448, loss: 0.9448, grad_norm: 8.6485 2021-12-03 05:23:51,506 - mmaction - INFO - Epoch [30][900/1345] lr: 1.000e-03, eta: 5:40:28, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7156, top5_acc: 0.9039, loss_cls: 1.0367, loss: 1.0367, grad_norm: 8.6134 2021-12-03 05:24:06,093 - mmaction - INFO - Epoch [30][920/1345] lr: 1.000e-03, eta: 5:40:13, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7375, top5_acc: 0.9078, loss_cls: 1.0049, loss: 1.0049, grad_norm: 8.4623 2021-12-03 05:24:20,830 - mmaction - INFO - Epoch [30][940/1345] lr: 1.000e-03, eta: 5:39:58, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7414, top5_acc: 0.9078, loss_cls: 1.0257, loss: 1.0257, grad_norm: 8.7483 2021-12-03 05:24:35,475 - mmaction - INFO - Epoch [30][960/1345] lr: 1.000e-03, eta: 5:39:43, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7289, top5_acc: 0.9008, loss_cls: 1.0271, loss: 1.0271, grad_norm: 8.7856 2021-12-03 05:24:50,172 - mmaction - INFO - Epoch [30][980/1345] lr: 1.000e-03, eta: 5:39:28, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7297, top5_acc: 0.9078, loss_cls: 1.0132, loss: 1.0132, grad_norm: 8.7687 2021-12-03 05:25:04,735 - mmaction - INFO - Epoch [30][1000/1345] lr: 1.000e-03, eta: 5:39:13, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7281, top5_acc: 0.8953, loss_cls: 1.0563, loss: 1.0563, grad_norm: 8.5093 2021-12-03 05:25:19,423 - mmaction - INFO - Epoch [30][1020/1345] lr: 1.000e-03, eta: 5:38:57, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7273, top5_acc: 0.9125, loss_cls: 1.0329, loss: 1.0329, grad_norm: 8.6093 2021-12-03 05:25:34,050 - mmaction - INFO - Epoch [30][1040/1345] lr: 1.000e-03, eta: 5:38:42, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7148, top5_acc: 0.9008, loss_cls: 1.0928, loss: 1.0928, grad_norm: 8.7527 2021-12-03 05:25:48,708 - mmaction - INFO - Epoch [30][1060/1345] lr: 1.000e-03, eta: 5:38:27, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7219, top5_acc: 0.9094, loss_cls: 1.0239, loss: 1.0239, grad_norm: 8.6242 2021-12-03 05:26:03,399 - mmaction - INFO - Epoch [30][1080/1345] lr: 1.000e-03, eta: 5:38:12, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7352, top5_acc: 0.9016, loss_cls: 1.0236, loss: 1.0236, grad_norm: 8.4108 2021-12-03 05:26:18,073 - mmaction - INFO - Epoch [30][1100/1345] lr: 1.000e-03, eta: 5:37:57, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.7375, top5_acc: 0.9008, loss_cls: 1.0636, loss: 1.0636, grad_norm: 8.7567 2021-12-03 05:26:32,848 - mmaction - INFO - Epoch [30][1120/1345] lr: 1.000e-03, eta: 5:37:42, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.7180, top5_acc: 0.9039, loss_cls: 1.0217, loss: 1.0217, grad_norm: 8.6048 2021-12-03 05:26:47,449 - mmaction - INFO - Epoch [30][1140/1345] lr: 1.000e-03, eta: 5:37:27, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7594, top5_acc: 0.9141, loss_cls: 0.9666, loss: 0.9666, grad_norm: 8.3964 2021-12-03 05:27:02,106 - mmaction - INFO - Epoch [30][1160/1345] lr: 1.000e-03, eta: 5:37:12, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7055, top5_acc: 0.8867, loss_cls: 1.1600, loss: 1.1600, grad_norm: 9.1049 2021-12-03 05:27:16,758 - mmaction - INFO - Epoch [30][1180/1345] lr: 1.000e-03, eta: 5:36:56, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7109, top5_acc: 0.9031, loss_cls: 1.0506, loss: 1.0506, grad_norm: 8.4671 2021-12-03 05:27:31,384 - mmaction - INFO - Epoch [30][1200/1345] lr: 1.000e-03, eta: 5:36:41, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7297, top5_acc: 0.9172, loss_cls: 1.0075, loss: 1.0075, grad_norm: 8.6536 2021-12-03 05:27:46,048 - mmaction - INFO - Epoch [30][1220/1345] lr: 1.000e-03, eta: 5:36:26, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.7336, top5_acc: 0.9094, loss_cls: 0.9878, loss: 0.9878, grad_norm: 8.8044 2021-12-03 05:28:00,715 - mmaction - INFO - Epoch [30][1240/1345] lr: 1.000e-03, eta: 5:36:11, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7492, top5_acc: 0.9133, loss_cls: 0.9428, loss: 0.9428, grad_norm: 8.4342 2021-12-03 05:28:15,324 - mmaction - INFO - Epoch [30][1260/1345] lr: 1.000e-03, eta: 5:35:56, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7398, top5_acc: 0.9047, loss_cls: 1.0194, loss: 1.0194, grad_norm: 8.5464 2021-12-03 05:28:30,007 - mmaction - INFO - Epoch [30][1280/1345] lr: 1.000e-03, eta: 5:35:41, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7266, top5_acc: 0.9008, loss_cls: 1.0591, loss: 1.0591, grad_norm: 8.6341 2021-12-03 05:28:44,599 - mmaction - INFO - Epoch [30][1300/1345] lr: 1.000e-03, eta: 5:35:26, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7102, top5_acc: 0.8945, loss_cls: 1.0949, loss: 1.0949, grad_norm: 8.5360 2021-12-03 05:28:59,377 - mmaction - INFO - Epoch [30][1320/1345] lr: 1.000e-03, eta: 5:35:11, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.7211, top5_acc: 0.9070, loss_cls: 1.0345, loss: 1.0345, grad_norm: 8.4601 2021-12-03 05:29:14,030 - mmaction - INFO - Epoch [30][1340/1345] lr: 1.000e-03, eta: 5:34:55, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7102, top5_acc: 0.9031, loss_cls: 1.0943, loss: 1.0943, grad_norm: 8.8500 2021-12-03 05:30:17,835 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 05:30:17,989 - mmaction - INFO - top1_acc 0.4609 top5_acc 0.7541 2021-12-03 05:30:17,989 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 05:30:17,999 - mmaction - INFO - mean_acc 0.4194 2021-12-03 05:30:19,615 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. 2021-12-03 05:30:19,616 - mmaction - INFO - Best top1_acc is 0.4609 at 30 epoch. 2021-12-03 05:30:19,636 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-12-03 05:30:21,090 - mmaction - INFO - Epoch(val) [30][181] top1_acc: 0.4609, top5_acc: 0.7541, mean_class_accuracy: 0.4194 2021-12-03 05:31:01,776 - mmaction - INFO - Epoch [31][20/1345] lr: 1.000e-03, eta: 5:34:51, time: 2.034, data_time: 1.310, memory: 9795, top1_acc: 0.7391, top5_acc: 0.9078, loss_cls: 0.9770, loss: 0.9770, grad_norm: 8.3644 2021-12-03 05:31:16,283 - mmaction - INFO - Epoch [31][40/1345] lr: 1.000e-03, eta: 5:34:36, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.7492, top5_acc: 0.9094, loss_cls: 1.0122, loss: 1.0122, grad_norm: 8.5558 2021-12-03 05:31:30,780 - mmaction - INFO - Epoch [31][60/1345] lr: 1.000e-03, eta: 5:34:21, time: 0.725, data_time: 0.002, memory: 9795, top1_acc: 0.7109, top5_acc: 0.8977, loss_cls: 1.0693, loss: 1.0693, grad_norm: 8.8708 2021-12-03 05:31:45,299 - mmaction - INFO - Epoch [31][80/1345] lr: 1.000e-03, eta: 5:34:06, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9211, loss_cls: 0.9446, loss: 0.9446, grad_norm: 8.4134 2021-12-03 05:31:59,847 - mmaction - INFO - Epoch [31][100/1345] lr: 1.000e-03, eta: 5:33:50, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7344, top5_acc: 0.9086, loss_cls: 0.9949, loss: 0.9949, grad_norm: 8.3867 2021-12-03 05:32:14,453 - mmaction - INFO - Epoch [31][120/1345] lr: 1.000e-03, eta: 5:33:35, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7422, top5_acc: 0.9187, loss_cls: 0.9527, loss: 0.9527, grad_norm: 8.4624 2021-12-03 05:32:29,034 - mmaction - INFO - Epoch [31][140/1345] lr: 1.000e-03, eta: 5:33:20, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7445, top5_acc: 0.9266, loss_cls: 0.9514, loss: 0.9514, grad_norm: 8.3947 2021-12-03 05:32:43,589 - mmaction - INFO - Epoch [31][160/1345] lr: 1.000e-03, eta: 5:33:05, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7445, top5_acc: 0.9141, loss_cls: 0.9661, loss: 0.9661, grad_norm: 8.8337 2021-12-03 05:32:58,134 - mmaction - INFO - Epoch [31][180/1345] lr: 1.000e-03, eta: 5:32:50, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7305, top5_acc: 0.9055, loss_cls: 1.0349, loss: 1.0349, grad_norm: 8.6714 2021-12-03 05:33:12,707 - mmaction - INFO - Epoch [31][200/1345] lr: 1.000e-03, eta: 5:32:34, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7516, top5_acc: 0.9203, loss_cls: 0.9555, loss: 0.9555, grad_norm: 8.5461 2021-12-03 05:33:27,318 - mmaction - INFO - Epoch [31][220/1345] lr: 1.000e-03, eta: 5:32:19, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7453, top5_acc: 0.9156, loss_cls: 0.9741, loss: 0.9741, grad_norm: 8.6135 2021-12-03 05:33:41,951 - mmaction - INFO - Epoch [31][240/1345] lr: 1.000e-03, eta: 5:32:04, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7359, top5_acc: 0.9148, loss_cls: 0.9746, loss: 0.9746, grad_norm: 8.3929 2021-12-03 05:33:56,538 - mmaction - INFO - Epoch [31][260/1345] lr: 1.000e-03, eta: 5:31:49, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7258, top5_acc: 0.9000, loss_cls: 1.0459, loss: 1.0459, grad_norm: 8.6917 2021-12-03 05:34:11,125 - mmaction - INFO - Epoch [31][280/1345] lr: 1.000e-03, eta: 5:31:34, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7164, top5_acc: 0.9016, loss_cls: 1.0520, loss: 1.0520, grad_norm: 8.9598 2021-12-03 05:34:25,683 - mmaction - INFO - Epoch [31][300/1345] lr: 1.000e-03, eta: 5:31:19, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.7391, top5_acc: 0.9016, loss_cls: 1.0071, loss: 1.0071, grad_norm: 8.5196 2021-12-03 05:34:40,432 - mmaction - INFO - Epoch [31][320/1345] lr: 1.000e-03, eta: 5:31:04, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7391, top5_acc: 0.9250, loss_cls: 0.9453, loss: 0.9453, grad_norm: 8.5404 2021-12-03 05:34:55,049 - mmaction - INFO - Epoch [31][340/1345] lr: 1.000e-03, eta: 5:30:48, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7445, top5_acc: 0.9047, loss_cls: 0.9824, loss: 0.9824, grad_norm: 8.6809 2021-12-03 05:35:09,666 - mmaction - INFO - Epoch [31][360/1345] lr: 1.000e-03, eta: 5:30:33, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7367, top5_acc: 0.9125, loss_cls: 0.9711, loss: 0.9711, grad_norm: 8.5501 2021-12-03 05:35:24,341 - mmaction - INFO - Epoch [31][380/1345] lr: 1.000e-03, eta: 5:30:18, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7445, top5_acc: 0.9156, loss_cls: 0.9457, loss: 0.9457, grad_norm: 8.6461 2021-12-03 05:35:38,932 - mmaction - INFO - Epoch [31][400/1345] lr: 1.000e-03, eta: 5:30:03, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7234, top5_acc: 0.9039, loss_cls: 1.0250, loss: 1.0250, grad_norm: 9.1336 2021-12-03 05:35:53,491 - mmaction - INFO - Epoch [31][420/1345] lr: 1.000e-03, eta: 5:29:48, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.7367, top5_acc: 0.9109, loss_cls: 0.9998, loss: 0.9998, grad_norm: 8.8825 2021-12-03 05:36:08,134 - mmaction - INFO - Epoch [31][440/1345] lr: 1.000e-03, eta: 5:29:33, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7445, top5_acc: 0.9062, loss_cls: 1.0066, loss: 1.0066, grad_norm: 8.7588 2021-12-03 05:36:22,698 - mmaction - INFO - Epoch [31][460/1345] lr: 1.000e-03, eta: 5:29:17, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7461, top5_acc: 0.9141, loss_cls: 0.9779, loss: 0.9779, grad_norm: 8.6478 2021-12-03 05:36:37,269 - mmaction - INFO - Epoch [31][480/1345] lr: 1.000e-03, eta: 5:29:02, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7516, top5_acc: 0.9117, loss_cls: 0.9248, loss: 0.9248, grad_norm: 8.3076 2021-12-03 05:36:51,857 - mmaction - INFO - Epoch [31][500/1345] lr: 1.000e-03, eta: 5:28:47, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7172, top5_acc: 0.9070, loss_cls: 1.0608, loss: 1.0608, grad_norm: 8.9267 2021-12-03 05:37:06,495 - mmaction - INFO - Epoch [31][520/1345] lr: 1.000e-03, eta: 5:28:32, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7047, top5_acc: 0.8977, loss_cls: 1.0887, loss: 1.0887, grad_norm: 9.2149 2021-12-03 05:37:21,106 - mmaction - INFO - Epoch [31][540/1345] lr: 1.000e-03, eta: 5:28:17, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7406, top5_acc: 0.9258, loss_cls: 0.9659, loss: 0.9659, grad_norm: 8.5976 2021-12-03 05:37:35,692 - mmaction - INFO - Epoch [31][560/1345] lr: 1.000e-03, eta: 5:28:02, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7328, top5_acc: 0.9055, loss_cls: 1.0062, loss: 1.0062, grad_norm: 8.4169 2021-12-03 05:37:50,311 - mmaction - INFO - Epoch [31][580/1345] lr: 1.000e-03, eta: 5:27:46, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9070, loss_cls: 1.0117, loss: 1.0117, grad_norm: 8.8548 2021-12-03 05:38:04,845 - mmaction - INFO - Epoch [31][600/1345] lr: 1.000e-03, eta: 5:27:31, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7422, top5_acc: 0.9219, loss_cls: 0.9287, loss: 0.9287, grad_norm: 8.8020 2021-12-03 05:38:19,400 - mmaction - INFO - Epoch [31][620/1345] lr: 1.000e-03, eta: 5:27:16, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7273, top5_acc: 0.9102, loss_cls: 0.9935, loss: 0.9935, grad_norm: 8.9011 2021-12-03 05:38:33,976 - mmaction - INFO - Epoch [31][640/1345] lr: 1.000e-03, eta: 5:27:01, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7430, top5_acc: 0.9133, loss_cls: 0.9730, loss: 0.9730, grad_norm: 8.7708 2021-12-03 05:38:48,578 - mmaction - INFO - Epoch [31][660/1345] lr: 1.000e-03, eta: 5:26:46, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7430, top5_acc: 0.9148, loss_cls: 0.9851, loss: 0.9851, grad_norm: 8.7843 2021-12-03 05:39:03,216 - mmaction - INFO - Epoch [31][680/1345] lr: 1.000e-03, eta: 5:26:30, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7242, top5_acc: 0.9070, loss_cls: 1.0217, loss: 1.0217, grad_norm: 8.9180 2021-12-03 05:39:17,785 - mmaction - INFO - Epoch [31][700/1345] lr: 1.000e-03, eta: 5:26:15, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7328, top5_acc: 0.9094, loss_cls: 1.0374, loss: 1.0374, grad_norm: 8.7341 2021-12-03 05:39:32,378 - mmaction - INFO - Epoch [31][720/1345] lr: 1.000e-03, eta: 5:26:00, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7328, top5_acc: 0.9219, loss_cls: 0.9700, loss: 0.9700, grad_norm: 8.6484 2021-12-03 05:39:46,924 - mmaction - INFO - Epoch [31][740/1345] lr: 1.000e-03, eta: 5:25:45, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7180, top5_acc: 0.9047, loss_cls: 1.0556, loss: 1.0556, grad_norm: 8.9378 2021-12-03 05:40:01,533 - mmaction - INFO - Epoch [31][760/1345] lr: 1.000e-03, eta: 5:25:30, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7406, top5_acc: 0.9195, loss_cls: 0.9835, loss: 0.9835, grad_norm: 8.7232 2021-12-03 05:40:16,100 - mmaction - INFO - Epoch [31][780/1345] lr: 1.000e-03, eta: 5:25:15, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7430, top5_acc: 0.9133, loss_cls: 0.9692, loss: 0.9692, grad_norm: 8.5447 2021-12-03 05:40:30,690 - mmaction - INFO - Epoch [31][800/1345] lr: 1.000e-03, eta: 5:24:59, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7398, top5_acc: 0.9078, loss_cls: 0.9941, loss: 0.9941, grad_norm: 8.6189 2021-12-03 05:40:45,332 - mmaction - INFO - Epoch [31][820/1345] lr: 1.000e-03, eta: 5:24:44, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7289, top5_acc: 0.9187, loss_cls: 1.0027, loss: 1.0027, grad_norm: 9.0514 2021-12-03 05:40:59,923 - mmaction - INFO - Epoch [31][840/1345] lr: 1.000e-03, eta: 5:24:29, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7188, top5_acc: 0.9133, loss_cls: 0.9916, loss: 0.9916, grad_norm: 8.9745 2021-12-03 05:41:14,569 - mmaction - INFO - Epoch [31][860/1345] lr: 1.000e-03, eta: 5:24:14, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7289, top5_acc: 0.9102, loss_cls: 1.0220, loss: 1.0220, grad_norm: 9.0312 2021-12-03 05:41:29,253 - mmaction - INFO - Epoch [31][880/1345] lr: 1.000e-03, eta: 5:23:59, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7352, top5_acc: 0.9094, loss_cls: 1.0064, loss: 1.0064, grad_norm: 9.0068 2021-12-03 05:41:43,890 - mmaction - INFO - Epoch [31][900/1345] lr: 1.000e-03, eta: 5:23:44, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7258, top5_acc: 0.9062, loss_cls: 0.9888, loss: 0.9888, grad_norm: 8.5880 2021-12-03 05:41:58,579 - mmaction - INFO - Epoch [31][920/1345] lr: 1.000e-03, eta: 5:23:29, time: 0.735, data_time: 0.001, memory: 9795, top1_acc: 0.7477, top5_acc: 0.9164, loss_cls: 0.9781, loss: 0.9781, grad_norm: 8.4934 2021-12-03 05:42:13,153 - mmaction - INFO - Epoch [31][940/1345] lr: 1.000e-03, eta: 5:23:13, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.6914, top5_acc: 0.8852, loss_cls: 1.1588, loss: 1.1588, grad_norm: 9.2188 2021-12-03 05:42:27,845 - mmaction - INFO - Epoch [31][960/1345] lr: 1.000e-03, eta: 5:22:58, time: 0.735, data_time: 0.001, memory: 9795, top1_acc: 0.7188, top5_acc: 0.9102, loss_cls: 1.0053, loss: 1.0053, grad_norm: 8.8759 2021-12-03 05:42:42,516 - mmaction - INFO - Epoch [31][980/1345] lr: 1.000e-03, eta: 5:22:43, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7359, top5_acc: 0.9039, loss_cls: 1.0160, loss: 1.0160, grad_norm: 8.9768 2021-12-03 05:42:57,129 - mmaction - INFO - Epoch [31][1000/1345] lr: 1.000e-03, eta: 5:22:28, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.6883, top5_acc: 0.8867, loss_cls: 1.1663, loss: 1.1663, grad_norm: 9.6504 2021-12-03 05:43:11,876 - mmaction - INFO - Epoch [31][1020/1345] lr: 1.000e-03, eta: 5:22:13, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7125, top5_acc: 0.9102, loss_cls: 1.0454, loss: 1.0454, grad_norm: 9.0972 2021-12-03 05:43:26,525 - mmaction - INFO - Epoch [31][1040/1345] lr: 1.000e-03, eta: 5:21:58, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7266, top5_acc: 0.9187, loss_cls: 0.9973, loss: 0.9973, grad_norm: 8.7932 2021-12-03 05:43:41,133 - mmaction - INFO - Epoch [31][1060/1345] lr: 1.000e-03, eta: 5:21:43, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7203, top5_acc: 0.9187, loss_cls: 1.0210, loss: 1.0210, grad_norm: 9.0780 2021-12-03 05:43:55,778 - mmaction - INFO - Epoch [31][1080/1345] lr: 1.000e-03, eta: 5:21:28, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7289, top5_acc: 0.9094, loss_cls: 1.0280, loss: 1.0280, grad_norm: 8.9692 2021-12-03 05:44:10,364 - mmaction - INFO - Epoch [31][1100/1345] lr: 1.000e-03, eta: 5:21:13, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7344, top5_acc: 0.9133, loss_cls: 1.0337, loss: 1.0337, grad_norm: 8.9855 2021-12-03 05:44:25,057 - mmaction - INFO - Epoch [31][1120/1345] lr: 1.000e-03, eta: 5:20:57, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7234, top5_acc: 0.9070, loss_cls: 1.0501, loss: 1.0501, grad_norm: 9.0342 2021-12-03 05:44:39,676 - mmaction - INFO - Epoch [31][1140/1345] lr: 1.000e-03, eta: 5:20:42, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7281, top5_acc: 0.9086, loss_cls: 1.0633, loss: 1.0633, grad_norm: 9.2106 2021-12-03 05:44:54,391 - mmaction - INFO - Epoch [31][1160/1345] lr: 1.000e-03, eta: 5:20:27, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7219, top5_acc: 0.8984, loss_cls: 1.0709, loss: 1.0709, grad_norm: 8.6964 2021-12-03 05:45:09,022 - mmaction - INFO - Epoch [31][1180/1345] lr: 1.000e-03, eta: 5:20:12, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7156, top5_acc: 0.9008, loss_cls: 1.0684, loss: 1.0684, grad_norm: 9.0803 2021-12-03 05:45:23,600 - mmaction - INFO - Epoch [31][1200/1345] lr: 1.000e-03, eta: 5:19:57, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7227, top5_acc: 0.8992, loss_cls: 1.0618, loss: 1.0618, grad_norm: 9.1547 2021-12-03 05:45:38,194 - mmaction - INFO - Epoch [31][1220/1345] lr: 1.000e-03, eta: 5:19:42, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7430, top5_acc: 0.9109, loss_cls: 0.9534, loss: 0.9534, grad_norm: 8.7756 2021-12-03 05:45:52,833 - mmaction - INFO - Epoch [31][1240/1345] lr: 1.000e-03, eta: 5:19:27, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7422, top5_acc: 0.9195, loss_cls: 0.9526, loss: 0.9526, grad_norm: 8.7904 2021-12-03 05:46:07,462 - mmaction - INFO - Epoch [31][1260/1345] lr: 1.000e-03, eta: 5:19:11, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7273, top5_acc: 0.9086, loss_cls: 1.0360, loss: 1.0360, grad_norm: 9.1129 2021-12-03 05:46:22,003 - mmaction - INFO - Epoch [31][1280/1345] lr: 1.000e-03, eta: 5:18:56, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7211, top5_acc: 0.8930, loss_cls: 1.0883, loss: 1.0883, grad_norm: 9.1647 2021-12-03 05:46:36,597 - mmaction - INFO - Epoch [31][1300/1345] lr: 1.000e-03, eta: 5:18:41, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7148, top5_acc: 0.9039, loss_cls: 1.0433, loss: 1.0433, grad_norm: 9.2306 2021-12-03 05:46:51,208 - mmaction - INFO - Epoch [31][1320/1345] lr: 1.000e-03, eta: 5:18:26, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7406, top5_acc: 0.9211, loss_cls: 0.9731, loss: 0.9731, grad_norm: 9.0517 2021-12-03 05:47:05,815 - mmaction - INFO - Epoch [31][1340/1345] lr: 1.000e-03, eta: 5:18:11, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7414, top5_acc: 0.9086, loss_cls: 0.9918, loss: 0.9918, grad_norm: 8.9072 2021-12-03 05:47:09,457 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-12-03 05:47:52,437 - mmaction - INFO - Epoch [32][20/1345] lr: 1.000e-03, eta: 5:18:06, time: 2.062, data_time: 1.331, memory: 9795, top1_acc: 0.7430, top5_acc: 0.9117, loss_cls: 0.9905, loss: 0.9905, grad_norm: 8.4677 2021-12-03 05:48:06,970 - mmaction - INFO - Epoch [32][40/1345] lr: 1.000e-03, eta: 5:17:51, time: 0.727, data_time: 0.002, memory: 9795, top1_acc: 0.7562, top5_acc: 0.9133, loss_cls: 0.9410, loss: 0.9410, grad_norm: 8.3011 2021-12-03 05:48:21,490 - mmaction - INFO - Epoch [32][60/1345] lr: 1.000e-03, eta: 5:17:36, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.7344, top5_acc: 0.9078, loss_cls: 0.9897, loss: 0.9897, grad_norm: 8.7928 2021-12-03 05:48:36,125 - mmaction - INFO - Epoch [32][80/1345] lr: 1.000e-03, eta: 5:17:20, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7492, top5_acc: 0.9250, loss_cls: 0.9038, loss: 0.9038, grad_norm: 8.6051 2021-12-03 05:48:50,699 - mmaction - INFO - Epoch [32][100/1345] lr: 1.000e-03, eta: 5:17:05, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.7586, top5_acc: 0.9203, loss_cls: 0.9384, loss: 0.9384, grad_norm: 8.7914 2021-12-03 05:49:05,293 - mmaction - INFO - Epoch [32][120/1345] lr: 1.000e-03, eta: 5:16:50, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7469, top5_acc: 0.9164, loss_cls: 0.9781, loss: 0.9781, grad_norm: 9.2428 2021-12-03 05:49:19,910 - mmaction - INFO - Epoch [32][140/1345] lr: 1.000e-03, eta: 5:16:35, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7211, top5_acc: 0.9125, loss_cls: 0.9995, loss: 0.9995, grad_norm: 9.1009 2021-12-03 05:49:34,604 - mmaction - INFO - Epoch [32][160/1345] lr: 1.000e-03, eta: 5:16:20, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7445, top5_acc: 0.9141, loss_cls: 0.9642, loss: 0.9642, grad_norm: 8.7813 2021-12-03 05:49:49,287 - mmaction - INFO - Epoch [32][180/1345] lr: 1.000e-03, eta: 5:16:05, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7461, top5_acc: 0.9219, loss_cls: 0.9417, loss: 0.9417, grad_norm: 8.7350 2021-12-03 05:50:03,940 - mmaction - INFO - Epoch [32][200/1345] lr: 1.000e-03, eta: 5:15:50, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7430, top5_acc: 0.9219, loss_cls: 0.9651, loss: 0.9651, grad_norm: 8.8116 2021-12-03 05:50:18,557 - mmaction - INFO - Epoch [32][220/1345] lr: 1.000e-03, eta: 5:15:34, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7453, top5_acc: 0.9195, loss_cls: 0.9490, loss: 0.9490, grad_norm: 8.7924 2021-12-03 05:50:33,301 - mmaction - INFO - Epoch [32][240/1345] lr: 1.000e-03, eta: 5:15:19, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7352, top5_acc: 0.9008, loss_cls: 1.0181, loss: 1.0181, grad_norm: 9.0361 2021-12-03 05:50:48,044 - mmaction - INFO - Epoch [32][260/1345] lr: 1.000e-03, eta: 5:15:04, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7305, top5_acc: 0.9117, loss_cls: 0.9624, loss: 0.9624, grad_norm: 8.8345 2021-12-03 05:51:02,794 - mmaction - INFO - Epoch [32][280/1345] lr: 1.000e-03, eta: 5:14:49, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.7336, top5_acc: 0.9016, loss_cls: 0.9987, loss: 0.9987, grad_norm: 8.7918 2021-12-03 05:51:17,420 - mmaction - INFO - Epoch [32][300/1345] lr: 1.000e-03, eta: 5:14:34, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7422, top5_acc: 0.9211, loss_cls: 0.9507, loss: 0.9507, grad_norm: 8.7310 2021-12-03 05:51:31,997 - mmaction - INFO - Epoch [32][320/1345] lr: 1.000e-03, eta: 5:14:19, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7305, top5_acc: 0.9109, loss_cls: 1.0071, loss: 1.0071, grad_norm: 9.0578 2021-12-03 05:51:46,730 - mmaction - INFO - Epoch [32][340/1345] lr: 1.000e-03, eta: 5:14:04, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7133, top5_acc: 0.9008, loss_cls: 1.0576, loss: 1.0576, grad_norm: 9.1983 2021-12-03 05:52:01,317 - mmaction - INFO - Epoch [32][360/1345] lr: 1.000e-03, eta: 5:13:49, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.7227, top5_acc: 0.9172, loss_cls: 0.9997, loss: 0.9997, grad_norm: 9.0082 2021-12-03 05:52:16,036 - mmaction - INFO - Epoch [32][380/1345] lr: 1.000e-03, eta: 5:13:34, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7383, top5_acc: 0.9187, loss_cls: 0.9947, loss: 0.9947, grad_norm: 9.1805 2021-12-03 05:52:30,672 - mmaction - INFO - Epoch [32][400/1345] lr: 1.000e-03, eta: 5:13:19, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7430, top5_acc: 0.9266, loss_cls: 0.9480, loss: 0.9480, grad_norm: 8.6636 2021-12-03 05:52:45,307 - mmaction - INFO - Epoch [32][420/1345] lr: 1.000e-03, eta: 5:13:03, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7242, top5_acc: 0.9164, loss_cls: 1.0320, loss: 1.0320, grad_norm: 9.1731 2021-12-03 05:53:00,082 - mmaction - INFO - Epoch [32][440/1345] lr: 1.000e-03, eta: 5:12:48, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.7617, top5_acc: 0.9242, loss_cls: 0.9056, loss: 0.9056, grad_norm: 8.6572 2021-12-03 05:53:14,731 - mmaction - INFO - Epoch [32][460/1345] lr: 1.000e-03, eta: 5:12:33, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7312, top5_acc: 0.9273, loss_cls: 0.9793, loss: 0.9793, grad_norm: 9.1069 2021-12-03 05:53:29,387 - mmaction - INFO - Epoch [32][480/1345] lr: 1.000e-03, eta: 5:12:18, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7578, top5_acc: 0.9172, loss_cls: 0.9254, loss: 0.9254, grad_norm: 8.7788 2021-12-03 05:53:44,028 - mmaction - INFO - Epoch [32][500/1345] lr: 1.000e-03, eta: 5:12:03, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7359, top5_acc: 0.9125, loss_cls: 1.0010, loss: 1.0010, grad_norm: 8.7219 2021-12-03 05:53:58,730 - mmaction - INFO - Epoch [32][520/1345] lr: 1.000e-03, eta: 5:11:48, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7500, top5_acc: 0.9156, loss_cls: 0.9817, loss: 0.9817, grad_norm: 8.8119 2021-12-03 05:54:13,485 - mmaction - INFO - Epoch [32][540/1345] lr: 1.000e-03, eta: 5:11:33, time: 0.738, data_time: 0.001, memory: 9795, top1_acc: 0.7266, top5_acc: 0.9172, loss_cls: 1.0076, loss: 1.0076, grad_norm: 9.0093 2021-12-03 05:54:28,092 - mmaction - INFO - Epoch [32][560/1345] lr: 1.000e-03, eta: 5:11:18, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7430, top5_acc: 0.9055, loss_cls: 1.0134, loss: 1.0134, grad_norm: 8.9929 2021-12-03 05:54:42,728 - mmaction - INFO - Epoch [32][580/1345] lr: 1.000e-03, eta: 5:11:03, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7375, top5_acc: 0.9102, loss_cls: 0.9787, loss: 0.9787, grad_norm: 9.0893 2021-12-03 05:54:57,344 - mmaction - INFO - Epoch [32][600/1345] lr: 1.000e-03, eta: 5:10:47, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7406, top5_acc: 0.9055, loss_cls: 1.0086, loss: 1.0086, grad_norm: 9.1615 2021-12-03 05:55:11,959 - mmaction - INFO - Epoch [32][620/1345] lr: 1.000e-03, eta: 5:10:32, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9133, loss_cls: 0.9807, loss: 0.9807, grad_norm: 9.2283 2021-12-03 05:55:26,630 - mmaction - INFO - Epoch [32][640/1345] lr: 1.000e-03, eta: 5:10:17, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7188, top5_acc: 0.9172, loss_cls: 1.0393, loss: 1.0393, grad_norm: 9.2325 2021-12-03 05:55:41,408 - mmaction - INFO - Epoch [32][660/1345] lr: 1.000e-03, eta: 5:10:02, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.7445, top5_acc: 0.9148, loss_cls: 0.9651, loss: 0.9651, grad_norm: 9.0634 2021-12-03 05:55:56,064 - mmaction - INFO - Epoch [32][680/1345] lr: 1.000e-03, eta: 5:09:47, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.7469, top5_acc: 0.9187, loss_cls: 0.9649, loss: 0.9649, grad_norm: 8.7988 2021-12-03 05:56:10,751 - mmaction - INFO - Epoch [32][700/1345] lr: 1.000e-03, eta: 5:09:32, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7320, top5_acc: 0.9086, loss_cls: 1.0129, loss: 1.0129, grad_norm: 8.9467 2021-12-03 05:56:25,383 - mmaction - INFO - Epoch [32][720/1345] lr: 1.000e-03, eta: 5:09:17, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7461, top5_acc: 0.9203, loss_cls: 0.9338, loss: 0.9338, grad_norm: 8.7427 2021-12-03 05:56:40,121 - mmaction - INFO - Epoch [32][740/1345] lr: 1.000e-03, eta: 5:09:02, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7141, top5_acc: 0.9016, loss_cls: 1.0686, loss: 1.0686, grad_norm: 9.4449 2021-12-03 05:56:54,862 - mmaction - INFO - Epoch [32][760/1345] lr: 1.000e-03, eta: 5:08:47, time: 0.737, data_time: 0.001, memory: 9795, top1_acc: 0.7391, top5_acc: 0.9180, loss_cls: 0.9760, loss: 0.9760, grad_norm: 9.1312 2021-12-03 05:57:09,546 - mmaction - INFO - Epoch [32][780/1345] lr: 1.000e-03, eta: 5:08:32, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7367, top5_acc: 0.9000, loss_cls: 1.0253, loss: 1.0253, grad_norm: 9.1756 2021-12-03 05:57:24,240 - mmaction - INFO - Epoch [32][800/1345] lr: 1.000e-03, eta: 5:08:16, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7289, top5_acc: 0.9070, loss_cls: 1.0362, loss: 1.0362, grad_norm: 9.0526 2021-12-03 05:57:38,876 - mmaction - INFO - Epoch [32][820/1345] lr: 1.000e-03, eta: 5:08:01, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7289, top5_acc: 0.8961, loss_cls: 1.0570, loss: 1.0570, grad_norm: 9.2501 2021-12-03 05:57:53,620 - mmaction - INFO - Epoch [32][840/1345] lr: 1.000e-03, eta: 5:07:46, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9117, loss_cls: 0.9529, loss: 0.9529, grad_norm: 8.8748 2021-12-03 05:58:08,293 - mmaction - INFO - Epoch [32][860/1345] lr: 1.000e-03, eta: 5:07:31, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7422, top5_acc: 0.9141, loss_cls: 0.9601, loss: 0.9601, grad_norm: 8.6211 2021-12-03 05:58:23,061 - mmaction - INFO - Epoch [32][880/1345] lr: 1.000e-03, eta: 5:07:16, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.7570, top5_acc: 0.9289, loss_cls: 0.9049, loss: 0.9049, grad_norm: 8.9184 2021-12-03 05:58:37,810 - mmaction - INFO - Epoch [32][900/1345] lr: 1.000e-03, eta: 5:07:01, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.7375, top5_acc: 0.9195, loss_cls: 0.9958, loss: 0.9958, grad_norm: 9.4362 2021-12-03 05:58:52,499 - mmaction - INFO - Epoch [32][920/1345] lr: 1.000e-03, eta: 5:06:46, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7430, top5_acc: 0.9156, loss_cls: 0.9222, loss: 0.9222, grad_norm: 8.7266 2021-12-03 05:59:07,170 - mmaction - INFO - Epoch [32][940/1345] lr: 1.000e-03, eta: 5:06:31, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7398, top5_acc: 0.9031, loss_cls: 0.9934, loss: 0.9934, grad_norm: 9.1488 2021-12-03 05:59:21,800 - mmaction - INFO - Epoch [32][960/1345] lr: 1.000e-03, eta: 5:06:16, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7516, top5_acc: 0.9172, loss_cls: 0.9438, loss: 0.9438, grad_norm: 9.0622 2021-12-03 05:59:36,526 - mmaction - INFO - Epoch [32][980/1345] lr: 1.000e-03, eta: 5:06:01, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7547, top5_acc: 0.9242, loss_cls: 0.9158, loss: 0.9158, grad_norm: 9.0092 2021-12-03 05:59:51,198 - mmaction - INFO - Epoch [32][1000/1345] lr: 1.000e-03, eta: 5:05:46, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7297, top5_acc: 0.9055, loss_cls: 1.0040, loss: 1.0040, grad_norm: 9.0822 2021-12-03 06:00:05,804 - mmaction - INFO - Epoch [32][1020/1345] lr: 1.000e-03, eta: 5:05:30, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.7156, top5_acc: 0.9102, loss_cls: 1.0395, loss: 1.0395, grad_norm: 9.5787 2021-12-03 06:00:20,425 - mmaction - INFO - Epoch [32][1040/1345] lr: 1.000e-03, eta: 5:05:15, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7352, top5_acc: 0.9094, loss_cls: 1.0228, loss: 1.0228, grad_norm: 9.2274 2021-12-03 06:00:35,052 - mmaction - INFO - Epoch [32][1060/1345] lr: 1.000e-03, eta: 5:05:00, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7242, top5_acc: 0.9102, loss_cls: 1.0024, loss: 1.0024, grad_norm: 9.4385 2021-12-03 06:00:49,637 - mmaction - INFO - Epoch [32][1080/1345] lr: 1.000e-03, eta: 5:04:45, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7320, top5_acc: 0.9109, loss_cls: 1.0150, loss: 1.0150, grad_norm: 9.3118 2021-12-03 06:01:04,254 - mmaction - INFO - Epoch [32][1100/1345] lr: 1.000e-03, eta: 5:04:30, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7203, top5_acc: 0.9008, loss_cls: 1.0236, loss: 1.0236, grad_norm: 9.1443 2021-12-03 06:01:18,881 - mmaction - INFO - Epoch [32][1120/1345] lr: 1.000e-03, eta: 5:04:15, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7352, top5_acc: 0.8961, loss_cls: 1.0618, loss: 1.0618, grad_norm: 9.4688 2021-12-03 06:01:33,496 - mmaction - INFO - Epoch [32][1140/1345] lr: 1.000e-03, eta: 5:04:00, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7297, top5_acc: 0.9172, loss_cls: 1.0114, loss: 1.0114, grad_norm: 9.4641 2021-12-03 06:01:48,109 - mmaction - INFO - Epoch [32][1160/1345] lr: 1.000e-03, eta: 5:03:45, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7414, top5_acc: 0.9133, loss_cls: 0.9579, loss: 0.9579, grad_norm: 8.6741 2021-12-03 06:02:02,695 - mmaction - INFO - Epoch [32][1180/1345] lr: 1.000e-03, eta: 5:03:29, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7352, top5_acc: 0.9023, loss_cls: 1.0196, loss: 1.0196, grad_norm: 9.2219 2021-12-03 06:02:17,246 - mmaction - INFO - Epoch [32][1200/1345] lr: 1.000e-03, eta: 5:03:14, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.7305, top5_acc: 0.9078, loss_cls: 1.0280, loss: 1.0280, grad_norm: 9.2568 2021-12-03 06:02:31,906 - mmaction - INFO - Epoch [32][1220/1345] lr: 1.000e-03, eta: 5:02:59, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7258, top5_acc: 0.9086, loss_cls: 1.0497, loss: 1.0497, grad_norm: 9.3628 2021-12-03 06:02:46,490 - mmaction - INFO - Epoch [32][1240/1345] lr: 1.000e-03, eta: 5:02:44, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7352, top5_acc: 0.9117, loss_cls: 1.0240, loss: 1.0240, grad_norm: 9.2588 2021-12-03 06:03:01,076 - mmaction - INFO - Epoch [32][1260/1345] lr: 1.000e-03, eta: 5:02:29, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7250, top5_acc: 0.9047, loss_cls: 1.0258, loss: 1.0258, grad_norm: 9.1784 2021-12-03 06:03:15,750 - mmaction - INFO - Epoch [32][1280/1345] lr: 1.000e-03, eta: 5:02:14, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7336, top5_acc: 0.9086, loss_cls: 1.0156, loss: 1.0156, grad_norm: 9.2531 2021-12-03 06:03:30,356 - mmaction - INFO - Epoch [32][1300/1345] lr: 1.000e-03, eta: 5:01:59, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7211, top5_acc: 0.8977, loss_cls: 1.0705, loss: 1.0705, grad_norm: 9.5485 2021-12-03 06:03:44,903 - mmaction - INFO - Epoch [32][1320/1345] lr: 1.000e-03, eta: 5:01:43, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7195, top5_acc: 0.8984, loss_cls: 1.0485, loss: 1.0485, grad_norm: 9.3715 2021-12-03 06:03:59,515 - mmaction - INFO - Epoch [32][1340/1345] lr: 1.000e-03, eta: 5:01:28, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7422, top5_acc: 0.9141, loss_cls: 0.9774, loss: 0.9774, grad_norm: 8.9318 2021-12-03 06:05:05,363 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 06:05:05,533 - mmaction - INFO - top1_acc 0.4582 top5_acc 0.7458 2021-12-03 06:05:05,534 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 06:05:05,543 - mmaction - INFO - mean_acc 0.4115 2021-12-03 06:05:05,549 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-12-03 06:05:08,481 - mmaction - INFO - Epoch(val) [32][181] top1_acc: 0.4582, top5_acc: 0.7458, mean_class_accuracy: 0.4115 2021-12-03 06:05:49,072 - mmaction - INFO - Epoch [33][20/1345] lr: 1.000e-03, eta: 5:01:22, time: 2.029, data_time: 1.306, memory: 9795, top1_acc: 0.7359, top5_acc: 0.9203, loss_cls: 0.9846, loss: 0.9846, grad_norm: 8.7555 2021-12-03 06:06:03,573 - mmaction - INFO - Epoch [33][40/1345] lr: 1.000e-03, eta: 5:01:07, time: 0.725, data_time: 0.002, memory: 9795, top1_acc: 0.7422, top5_acc: 0.9227, loss_cls: 0.9566, loss: 0.9566, grad_norm: 9.0281 2021-12-03 06:06:18,126 - mmaction - INFO - Epoch [33][60/1345] lr: 1.000e-03, eta: 5:00:52, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.7383, top5_acc: 0.8953, loss_cls: 0.9920, loss: 0.9920, grad_norm: 8.9295 2021-12-03 06:06:32,689 - mmaction - INFO - Epoch [33][80/1345] lr: 1.000e-03, eta: 5:00:36, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7516, top5_acc: 0.9172, loss_cls: 0.9423, loss: 0.9423, grad_norm: 8.8931 2021-12-03 06:06:47,209 - mmaction - INFO - Epoch [33][100/1345] lr: 1.000e-03, eta: 5:00:21, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.7375, top5_acc: 0.9047, loss_cls: 0.9795, loss: 0.9795, grad_norm: 9.0264 2021-12-03 06:07:01,790 - mmaction - INFO - Epoch [33][120/1345] lr: 1.000e-03, eta: 5:00:06, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.7492, top5_acc: 0.9141, loss_cls: 0.9599, loss: 0.9599, grad_norm: 9.1721 2021-12-03 06:07:16,333 - mmaction - INFO - Epoch [33][140/1345] lr: 1.000e-03, eta: 4:59:51, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7508, top5_acc: 0.9187, loss_cls: 0.9111, loss: 0.9111, grad_norm: 8.9048 2021-12-03 06:07:30,894 - mmaction - INFO - Epoch [33][160/1345] lr: 1.000e-03, eta: 4:59:36, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7297, top5_acc: 0.9102, loss_cls: 1.0102, loss: 1.0102, grad_norm: 9.3695 2021-12-03 06:07:45,486 - mmaction - INFO - Epoch [33][180/1345] lr: 1.000e-03, eta: 4:59:21, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.7555, top5_acc: 0.9219, loss_cls: 0.9380, loss: 0.9380, grad_norm: 9.1805 2021-12-03 06:08:00,077 - mmaction - INFO - Epoch [33][200/1345] lr: 1.000e-03, eta: 4:59:05, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7422, top5_acc: 0.9070, loss_cls: 1.0122, loss: 1.0122, grad_norm: 9.3395 2021-12-03 06:08:14,640 - mmaction - INFO - Epoch [33][220/1345] lr: 1.000e-03, eta: 4:58:50, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7492, top5_acc: 0.9234, loss_cls: 0.9360, loss: 0.9360, grad_norm: 8.9480 2021-12-03 06:08:29,258 - mmaction - INFO - Epoch [33][240/1345] lr: 1.000e-03, eta: 4:58:35, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7398, top5_acc: 0.9141, loss_cls: 0.9719, loss: 0.9719, grad_norm: 9.2532 2021-12-03 06:08:43,809 - mmaction - INFO - Epoch [33][260/1345] lr: 1.000e-03, eta: 4:58:20, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7406, top5_acc: 0.9133, loss_cls: 0.9680, loss: 0.9680, grad_norm: 9.4907 2021-12-03 06:08:58,377 - mmaction - INFO - Epoch [33][280/1345] lr: 1.000e-03, eta: 4:58:05, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7281, top5_acc: 0.9156, loss_cls: 1.0101, loss: 1.0101, grad_norm: 9.3730 2021-12-03 06:09:12,985 - mmaction - INFO - Epoch [33][300/1345] lr: 1.000e-03, eta: 4:57:50, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7477, top5_acc: 0.9133, loss_cls: 0.9640, loss: 0.9640, grad_norm: 9.0806 2021-12-03 06:09:27,566 - mmaction - INFO - Epoch [33][320/1345] lr: 1.000e-03, eta: 4:57:35, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.7359, top5_acc: 0.9078, loss_cls: 0.9792, loss: 0.9792, grad_norm: 9.3434 2021-12-03 06:09:42,163 - mmaction - INFO - Epoch [33][340/1345] lr: 1.000e-03, eta: 4:57:19, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7492, top5_acc: 0.9148, loss_cls: 0.9334, loss: 0.9334, grad_norm: 8.9329 2021-12-03 06:09:56,760 - mmaction - INFO - Epoch [33][360/1345] lr: 1.000e-03, eta: 4:57:04, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7562, top5_acc: 0.9234, loss_cls: 0.9256, loss: 0.9256, grad_norm: 9.1423 2021-12-03 06:10:11,389 - mmaction - INFO - Epoch [33][380/1345] lr: 1.000e-03, eta: 4:56:49, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7391, top5_acc: 0.9117, loss_cls: 0.9897, loss: 0.9897, grad_norm: 9.2011 2021-12-03 06:10:26,033 - mmaction - INFO - Epoch [33][400/1345] lr: 1.000e-03, eta: 4:56:34, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7430, top5_acc: 0.9125, loss_cls: 0.9634, loss: 0.9634, grad_norm: 9.2134 2021-12-03 06:10:40,617 - mmaction - INFO - Epoch [33][420/1345] lr: 1.000e-03, eta: 4:56:19, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7617, top5_acc: 0.9250, loss_cls: 0.9107, loss: 0.9107, grad_norm: 8.9917 2021-12-03 06:10:55,209 - mmaction - INFO - Epoch [33][440/1345] lr: 1.000e-03, eta: 4:56:04, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7359, top5_acc: 0.9141, loss_cls: 0.9958, loss: 0.9958, grad_norm: 9.3932 2021-12-03 06:11:09,877 - mmaction - INFO - Epoch [33][460/1345] lr: 1.000e-03, eta: 4:55:49, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7547, top5_acc: 0.9203, loss_cls: 0.9256, loss: 0.9256, grad_norm: 9.2433 2021-12-03 06:11:24,611 - mmaction - INFO - Epoch [33][480/1345] lr: 1.000e-03, eta: 4:55:34, time: 0.737, data_time: 0.001, memory: 9795, top1_acc: 0.7273, top5_acc: 0.9078, loss_cls: 1.0326, loss: 1.0326, grad_norm: 9.8551 2021-12-03 06:11:39,238 - mmaction - INFO - Epoch [33][500/1345] lr: 1.000e-03, eta: 4:55:18, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7477, top5_acc: 0.9195, loss_cls: 0.9573, loss: 0.9573, grad_norm: 9.1962 2021-12-03 06:11:53,915 - mmaction - INFO - Epoch [33][520/1345] lr: 1.000e-03, eta: 4:55:03, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7492, top5_acc: 0.9156, loss_cls: 0.9676, loss: 0.9676, grad_norm: 9.0012 2021-12-03 06:12:08,619 - mmaction - INFO - Epoch [33][540/1345] lr: 1.000e-03, eta: 4:54:48, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7422, top5_acc: 0.9078, loss_cls: 1.0024, loss: 1.0024, grad_norm: 9.5260 2021-12-03 06:12:23,302 - mmaction - INFO - Epoch [33][560/1345] lr: 1.000e-03, eta: 4:54:33, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7273, top5_acc: 0.9109, loss_cls: 1.0083, loss: 1.0083, grad_norm: 9.4663 2021-12-03 06:12:37,970 - mmaction - INFO - Epoch [33][580/1345] lr: 1.000e-03, eta: 4:54:18, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.7336, top5_acc: 0.9086, loss_cls: 1.0150, loss: 1.0150, grad_norm: 9.3905 2021-12-03 06:12:52,637 - mmaction - INFO - Epoch [33][600/1345] lr: 1.000e-03, eta: 4:54:03, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.7297, top5_acc: 0.9117, loss_cls: 0.9875, loss: 0.9875, grad_norm: 9.3489 2021-12-03 06:13:07,311 - mmaction - INFO - Epoch [33][620/1345] lr: 1.000e-03, eta: 4:53:48, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7398, top5_acc: 0.9141, loss_cls: 0.9484, loss: 0.9484, grad_norm: 9.3397 2021-12-03 06:13:22,045 - mmaction - INFO - Epoch [33][640/1345] lr: 1.000e-03, eta: 4:53:33, time: 0.737, data_time: 0.001, memory: 9795, top1_acc: 0.7398, top5_acc: 0.9148, loss_cls: 0.9772, loss: 0.9772, grad_norm: 9.1679 2021-12-03 06:13:36,722 - mmaction - INFO - Epoch [33][660/1345] lr: 1.000e-03, eta: 4:53:18, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7484, top5_acc: 0.9172, loss_cls: 0.9662, loss: 0.9662, grad_norm: 9.0966 2021-12-03 06:13:51,312 - mmaction - INFO - Epoch [33][680/1345] lr: 1.000e-03, eta: 4:53:03, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7359, top5_acc: 0.9172, loss_cls: 0.9592, loss: 0.9592, grad_norm: 9.5021 2021-12-03 06:14:06,056 - mmaction - INFO - Epoch [33][700/1345] lr: 1.000e-03, eta: 4:52:48, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7523, top5_acc: 0.9156, loss_cls: 0.9718, loss: 0.9718, grad_norm: 9.3711 2021-12-03 06:14:20,650 - mmaction - INFO - Epoch [33][720/1345] lr: 1.000e-03, eta: 4:52:32, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7359, top5_acc: 0.9117, loss_cls: 1.0020, loss: 1.0020, grad_norm: 9.2819 2021-12-03 06:14:35,375 - mmaction - INFO - Epoch [33][740/1345] lr: 1.000e-03, eta: 4:52:17, time: 0.736, data_time: 0.001, memory: 9795, top1_acc: 0.7203, top5_acc: 0.9094, loss_cls: 0.9997, loss: 0.9997, grad_norm: 9.0005 2021-12-03 06:14:50,048 - mmaction - INFO - Epoch [33][760/1345] lr: 1.000e-03, eta: 4:52:02, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7391, top5_acc: 0.9125, loss_cls: 0.9924, loss: 0.9924, grad_norm: 9.1084 2021-12-03 06:15:04,637 - mmaction - INFO - Epoch [33][780/1345] lr: 1.000e-03, eta: 4:51:47, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.7562, top5_acc: 0.9156, loss_cls: 0.9138, loss: 0.9138, grad_norm: 9.1535 2021-12-03 06:15:19,304 - mmaction - INFO - Epoch [33][800/1345] lr: 1.000e-03, eta: 4:51:32, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7422, top5_acc: 0.9273, loss_cls: 0.9271, loss: 0.9271, grad_norm: 9.3275 2021-12-03 06:15:34,061 - mmaction - INFO - Epoch [33][820/1345] lr: 1.000e-03, eta: 4:51:17, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.7312, top5_acc: 0.9016, loss_cls: 1.0070, loss: 1.0070, grad_norm: 9.1567 2021-12-03 06:15:48,710 - mmaction - INFO - Epoch [33][840/1345] lr: 1.000e-03, eta: 4:51:02, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7562, top5_acc: 0.9164, loss_cls: 0.9299, loss: 0.9299, grad_norm: 9.2385 2021-12-03 06:16:03,306 - mmaction - INFO - Epoch [33][860/1345] lr: 1.000e-03, eta: 4:50:47, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7367, top5_acc: 0.9102, loss_cls: 0.9759, loss: 0.9759, grad_norm: 9.2835 2021-12-03 06:16:18,055 - mmaction - INFO - Epoch [33][880/1345] lr: 1.000e-03, eta: 4:50:32, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7523, top5_acc: 0.9133, loss_cls: 0.9496, loss: 0.9496, grad_norm: 8.8787 2021-12-03 06:16:32,759 - mmaction - INFO - Epoch [33][900/1345] lr: 1.000e-03, eta: 4:50:17, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7500, top5_acc: 0.9156, loss_cls: 0.9339, loss: 0.9339, grad_norm: 9.0711 2021-12-03 06:16:47,462 - mmaction - INFO - Epoch [33][920/1345] lr: 1.000e-03, eta: 4:50:02, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7391, top5_acc: 0.9125, loss_cls: 0.9893, loss: 0.9893, grad_norm: 9.4958 2021-12-03 06:17:02,205 - mmaction - INFO - Epoch [33][940/1345] lr: 1.000e-03, eta: 4:49:47, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7430, top5_acc: 0.9180, loss_cls: 0.9500, loss: 0.9500, grad_norm: 9.1216 2021-12-03 06:17:16,877 - mmaction - INFO - Epoch [33][960/1345] lr: 1.000e-03, eta: 4:49:31, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7289, top5_acc: 0.9211, loss_cls: 0.9805, loss: 0.9805, grad_norm: 9.2072 2021-12-03 06:17:31,483 - mmaction - INFO - Epoch [33][980/1345] lr: 1.000e-03, eta: 4:49:16, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7539, top5_acc: 0.9258, loss_cls: 0.9235, loss: 0.9235, grad_norm: 8.7247 2021-12-03 06:17:46,061 - mmaction - INFO - Epoch [33][1000/1345] lr: 1.000e-03, eta: 4:49:01, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7586, top5_acc: 0.9203, loss_cls: 0.9558, loss: 0.9558, grad_norm: 9.1006 2021-12-03 06:18:00,812 - mmaction - INFO - Epoch [33][1020/1345] lr: 1.000e-03, eta: 4:48:46, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.7555, top5_acc: 0.9109, loss_cls: 0.9788, loss: 0.9788, grad_norm: 9.3927 2021-12-03 06:18:15,433 - mmaction - INFO - Epoch [33][1040/1345] lr: 1.000e-03, eta: 4:48:31, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7406, top5_acc: 0.9109, loss_cls: 0.9461, loss: 0.9461, grad_norm: 9.2406 2021-12-03 06:18:30,115 - mmaction - INFO - Epoch [33][1060/1345] lr: 1.000e-03, eta: 4:48:16, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7391, top5_acc: 0.9086, loss_cls: 0.9883, loss: 0.9883, grad_norm: 9.4367 2021-12-03 06:18:44,711 - mmaction - INFO - Epoch [33][1080/1345] lr: 1.000e-03, eta: 4:48:01, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7375, top5_acc: 0.9172, loss_cls: 0.9577, loss: 0.9577, grad_norm: 9.3129 2021-12-03 06:18:59,324 - mmaction - INFO - Epoch [33][1100/1345] lr: 1.000e-03, eta: 4:47:46, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7305, top5_acc: 0.9148, loss_cls: 0.9898, loss: 0.9898, grad_norm: 9.1479 2021-12-03 06:19:13,945 - mmaction - INFO - Epoch [33][1120/1345] lr: 1.000e-03, eta: 4:47:31, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7141, top5_acc: 0.9180, loss_cls: 1.0224, loss: 1.0224, grad_norm: 9.8225 2021-12-03 06:19:28,554 - mmaction - INFO - Epoch [33][1140/1345] lr: 1.000e-03, eta: 4:47:15, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7211, top5_acc: 0.9078, loss_cls: 1.0420, loss: 1.0420, grad_norm: 9.4780 2021-12-03 06:19:43,193 - mmaction - INFO - Epoch [33][1160/1345] lr: 1.000e-03, eta: 4:47:00, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7391, top5_acc: 0.9094, loss_cls: 0.9745, loss: 0.9745, grad_norm: 9.2231 2021-12-03 06:19:57,755 - mmaction - INFO - Epoch [33][1180/1345] lr: 1.000e-03, eta: 4:46:45, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7211, top5_acc: 0.8961, loss_cls: 1.0347, loss: 1.0347, grad_norm: 9.7267 2021-12-03 06:20:12,394 - mmaction - INFO - Epoch [33][1200/1345] lr: 1.000e-03, eta: 4:46:30, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9435, loss: 0.9435, grad_norm: 8.9781 2021-12-03 06:20:27,011 - mmaction - INFO - Epoch [33][1220/1345] lr: 1.000e-03, eta: 4:46:15, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7469, top5_acc: 0.9164, loss_cls: 0.9461, loss: 0.9461, grad_norm: 9.3041 2021-12-03 06:20:41,622 - mmaction - INFO - Epoch [33][1240/1345] lr: 1.000e-03, eta: 4:46:00, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7500, top5_acc: 0.9164, loss_cls: 0.9688, loss: 0.9688, grad_norm: 9.3208 2021-12-03 06:20:56,285 - mmaction - INFO - Epoch [33][1260/1345] lr: 1.000e-03, eta: 4:45:45, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7227, top5_acc: 0.8953, loss_cls: 1.0317, loss: 1.0317, grad_norm: 9.4649 2021-12-03 06:21:10,838 - mmaction - INFO - Epoch [33][1280/1345] lr: 1.000e-03, eta: 4:45:30, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7445, top5_acc: 0.9148, loss_cls: 0.9658, loss: 0.9658, grad_norm: 9.5455 2021-12-03 06:21:25,507 - mmaction - INFO - Epoch [33][1300/1345] lr: 1.000e-03, eta: 4:45:15, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7484, top5_acc: 0.9086, loss_cls: 1.0052, loss: 1.0052, grad_norm: 9.5462 2021-12-03 06:21:40,089 - mmaction - INFO - Epoch [33][1320/1345] lr: 1.000e-03, eta: 4:44:59, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7328, top5_acc: 0.9164, loss_cls: 1.0080, loss: 1.0080, grad_norm: 9.4360 2021-12-03 06:21:54,647 - mmaction - INFO - Epoch [33][1340/1345] lr: 1.000e-03, eta: 4:44:44, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7109, top5_acc: 0.9062, loss_cls: 1.0351, loss: 1.0351, grad_norm: 9.6683 2021-12-03 06:21:58,268 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-12-03 06:22:41,058 - mmaction - INFO - Epoch [34][20/1345] lr: 1.000e-03, eta: 4:44:37, time: 2.013, data_time: 1.289, memory: 9795, top1_acc: 0.7688, top5_acc: 0.9242, loss_cls: 0.9057, loss: 0.9057, grad_norm: 8.8578 2021-12-03 06:22:55,566 - mmaction - INFO - Epoch [34][40/1345] lr: 1.000e-03, eta: 4:44:22, time: 0.725, data_time: 0.002, memory: 9795, top1_acc: 0.7320, top5_acc: 0.9047, loss_cls: 1.0175, loss: 1.0175, grad_norm: 9.5840 2021-12-03 06:23:10,114 - mmaction - INFO - Epoch [34][60/1345] lr: 1.000e-03, eta: 4:44:06, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.7766, top5_acc: 0.9164, loss_cls: 0.8974, loss: 0.8974, grad_norm: 9.2477 2021-12-03 06:23:24,663 - mmaction - INFO - Epoch [34][80/1345] lr: 1.000e-03, eta: 4:43:51, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.7477, top5_acc: 0.9141, loss_cls: 0.9678, loss: 0.9678, grad_norm: 9.4280 2021-12-03 06:23:39,196 - mmaction - INFO - Epoch [34][100/1345] lr: 1.000e-03, eta: 4:43:36, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.7445, top5_acc: 0.9250, loss_cls: 0.9406, loss: 0.9406, grad_norm: 9.3493 2021-12-03 06:23:53,730 - mmaction - INFO - Epoch [34][120/1345] lr: 1.000e-03, eta: 4:43:21, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7469, top5_acc: 0.9195, loss_cls: 0.9713, loss: 0.9713, grad_norm: 9.3511 2021-12-03 06:24:08,309 - mmaction - INFO - Epoch [34][140/1345] lr: 1.000e-03, eta: 4:43:06, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7523, top5_acc: 0.9117, loss_cls: 0.9583, loss: 0.9583, grad_norm: 8.7118 2021-12-03 06:24:22,873 - mmaction - INFO - Epoch [34][160/1345] lr: 1.000e-03, eta: 4:42:51, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7445, top5_acc: 0.9234, loss_cls: 0.9274, loss: 0.9274, grad_norm: 9.2271 2021-12-03 06:24:37,536 - mmaction - INFO - Epoch [34][180/1345] lr: 1.000e-03, eta: 4:42:36, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7469, top5_acc: 0.9078, loss_cls: 0.9832, loss: 0.9832, grad_norm: 9.4501 2021-12-03 06:24:52,120 - mmaction - INFO - Epoch [34][200/1345] lr: 1.000e-03, eta: 4:42:20, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7414, top5_acc: 0.9281, loss_cls: 0.9225, loss: 0.9225, grad_norm: 9.1881 2021-12-03 06:25:06,702 - mmaction - INFO - Epoch [34][220/1345] lr: 1.000e-03, eta: 4:42:05, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7570, top5_acc: 0.9227, loss_cls: 0.8914, loss: 0.8914, grad_norm: 9.0401 2021-12-03 06:25:21,318 - mmaction - INFO - Epoch [34][240/1345] lr: 1.000e-03, eta: 4:41:50, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7312, top5_acc: 0.9102, loss_cls: 1.0111, loss: 1.0111, grad_norm: 9.7193 2021-12-03 06:25:35,972 - mmaction - INFO - Epoch [34][260/1345] lr: 1.000e-03, eta: 4:41:35, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7336, top5_acc: 0.9156, loss_cls: 0.9840, loss: 0.9840, grad_norm: 9.4035 2021-12-03 06:25:50,582 - mmaction - INFO - Epoch [34][280/1345] lr: 1.000e-03, eta: 4:41:20, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9023, loss_cls: 0.9956, loss: 0.9956, grad_norm: 9.3197 2021-12-03 06:26:05,154 - mmaction - INFO - Epoch [34][300/1345] lr: 1.000e-03, eta: 4:41:05, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7484, top5_acc: 0.9086, loss_cls: 1.0048, loss: 1.0048, grad_norm: 9.3834 2021-12-03 06:26:19,858 - mmaction - INFO - Epoch [34][320/1345] lr: 1.000e-03, eta: 4:40:50, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7492, top5_acc: 0.9172, loss_cls: 0.9436, loss: 0.9436, grad_norm: 9.0467 2021-12-03 06:26:34,446 - mmaction - INFO - Epoch [34][340/1345] lr: 1.000e-03, eta: 4:40:35, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7695, top5_acc: 0.9234, loss_cls: 0.9159, loss: 0.9159, grad_norm: 9.2851 2021-12-03 06:26:49,084 - mmaction - INFO - Epoch [34][360/1345] lr: 1.000e-03, eta: 4:40:20, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7484, top5_acc: 0.9117, loss_cls: 1.0053, loss: 1.0053, grad_norm: 9.5102 2021-12-03 06:27:03,730 - mmaction - INFO - Epoch [34][380/1345] lr: 1.000e-03, eta: 4:40:04, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7539, top5_acc: 0.9242, loss_cls: 0.9191, loss: 0.9191, grad_norm: 9.1473 2021-12-03 06:27:18,374 - mmaction - INFO - Epoch [34][400/1345] lr: 1.000e-03, eta: 4:39:49, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7633, top5_acc: 0.9250, loss_cls: 0.9311, loss: 0.9311, grad_norm: 9.4087 2021-12-03 06:27:32,925 - mmaction - INFO - Epoch [34][420/1345] lr: 1.000e-03, eta: 4:39:34, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7516, top5_acc: 0.9156, loss_cls: 0.9471, loss: 0.9471, grad_norm: 9.4822 2021-12-03 06:27:47,547 - mmaction - INFO - Epoch [34][440/1345] lr: 1.000e-03, eta: 4:39:19, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7305, top5_acc: 0.9070, loss_cls: 1.0242, loss: 1.0242, grad_norm: 9.8758 2021-12-03 06:28:02,202 - mmaction - INFO - Epoch [34][460/1345] lr: 1.000e-03, eta: 4:39:04, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7469, top5_acc: 0.9078, loss_cls: 0.9858, loss: 0.9858, grad_norm: 9.2966 2021-12-03 06:28:16,889 - mmaction - INFO - Epoch [34][480/1345] lr: 1.000e-03, eta: 4:38:49, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7328, top5_acc: 0.9156, loss_cls: 0.9799, loss: 0.9799, grad_norm: 9.7451 2021-12-03 06:28:31,579 - mmaction - INFO - Epoch [34][500/1345] lr: 1.000e-03, eta: 4:38:34, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7367, top5_acc: 0.9219, loss_cls: 0.9336, loss: 0.9336, grad_norm: 9.0701 2021-12-03 06:28:46,283 - mmaction - INFO - Epoch [34][520/1345] lr: 1.000e-03, eta: 4:38:19, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7430, top5_acc: 0.9164, loss_cls: 0.9571, loss: 0.9571, grad_norm: 9.5933 2021-12-03 06:29:00,945 - mmaction - INFO - Epoch [34][540/1345] lr: 1.000e-03, eta: 4:38:04, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7484, top5_acc: 0.9195, loss_cls: 0.9370, loss: 0.9370, grad_norm: 9.0814 2021-12-03 06:29:15,637 - mmaction - INFO - Epoch [34][560/1345] lr: 1.000e-03, eta: 4:37:49, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7484, top5_acc: 0.9211, loss_cls: 0.9505, loss: 0.9505, grad_norm: 9.5586 2021-12-03 06:29:30,306 - mmaction - INFO - Epoch [34][580/1345] lr: 1.000e-03, eta: 4:37:34, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7539, top5_acc: 0.9281, loss_cls: 0.9134, loss: 0.9134, grad_norm: 9.6272 2021-12-03 06:29:44,955 - mmaction - INFO - Epoch [34][600/1345] lr: 1.000e-03, eta: 4:37:18, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7492, top5_acc: 0.9172, loss_cls: 0.9508, loss: 0.9508, grad_norm: 9.6882 2021-12-03 06:29:59,641 - mmaction - INFO - Epoch [34][620/1345] lr: 1.000e-03, eta: 4:37:03, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7523, top5_acc: 0.9242, loss_cls: 0.8931, loss: 0.8931, grad_norm: 9.0416 2021-12-03 06:30:14,332 - mmaction - INFO - Epoch [34][640/1345] lr: 1.000e-03, eta: 4:36:48, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7367, top5_acc: 0.9125, loss_cls: 1.0041, loss: 1.0041, grad_norm: 9.6545 2021-12-03 06:30:28,999 - mmaction - INFO - Epoch [34][660/1345] lr: 1.000e-03, eta: 4:36:33, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7383, top5_acc: 0.9281, loss_cls: 0.9121, loss: 0.9121, grad_norm: 9.4797 2021-12-03 06:30:43,624 - mmaction - INFO - Epoch [34][680/1345] lr: 1.000e-03, eta: 4:36:18, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7336, top5_acc: 0.9219, loss_cls: 0.9758, loss: 0.9758, grad_norm: 9.3341 2021-12-03 06:30:58,355 - mmaction - INFO - Epoch [34][700/1345] lr: 1.000e-03, eta: 4:36:03, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7453, top5_acc: 0.9156, loss_cls: 0.9553, loss: 0.9553, grad_norm: 9.4182 2021-12-03 06:31:13,099 - mmaction - INFO - Epoch [34][720/1345] lr: 1.000e-03, eta: 4:35:48, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7281, top5_acc: 0.9125, loss_cls: 0.9944, loss: 0.9944, grad_norm: 9.6609 2021-12-03 06:31:27,767 - mmaction - INFO - Epoch [34][740/1345] lr: 1.000e-03, eta: 4:35:33, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7469, top5_acc: 0.9250, loss_cls: 0.9192, loss: 0.9192, grad_norm: 9.5038 2021-12-03 06:31:42,389 - mmaction - INFO - Epoch [34][760/1345] lr: 1.000e-03, eta: 4:35:18, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7539, top5_acc: 0.9125, loss_cls: 0.9709, loss: 0.9709, grad_norm: 9.5920 2021-12-03 06:31:57,211 - mmaction - INFO - Epoch [34][780/1345] lr: 1.000e-03, eta: 4:35:03, time: 0.741, data_time: 0.000, memory: 9795, top1_acc: 0.7289, top5_acc: 0.9219, loss_cls: 0.9680, loss: 0.9680, grad_norm: 9.9099 2021-12-03 06:32:11,963 - mmaction - INFO - Epoch [34][800/1345] lr: 1.000e-03, eta: 4:34:48, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.7492, top5_acc: 0.9211, loss_cls: 0.9414, loss: 0.9414, grad_norm: 9.5879 2021-12-03 06:32:26,693 - mmaction - INFO - Epoch [34][820/1345] lr: 1.000e-03, eta: 4:34:33, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7477, top5_acc: 0.9211, loss_cls: 0.9212, loss: 0.9212, grad_norm: 9.5782 2021-12-03 06:32:41,359 - mmaction - INFO - Epoch [34][840/1345] lr: 1.000e-03, eta: 4:34:18, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7531, top5_acc: 0.9164, loss_cls: 0.9563, loss: 0.9563, grad_norm: 9.7975 2021-12-03 06:32:56,151 - mmaction - INFO - Epoch [34][860/1345] lr: 1.000e-03, eta: 4:34:03, time: 0.740, data_time: 0.001, memory: 9795, top1_acc: 0.7359, top5_acc: 0.9117, loss_cls: 0.9726, loss: 0.9726, grad_norm: 9.7396 2021-12-03 06:33:10,763 - mmaction - INFO - Epoch [34][880/1345] lr: 1.000e-03, eta: 4:33:47, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9266, loss_cls: 0.9452, loss: 0.9452, grad_norm: 9.5795 2021-12-03 06:33:25,407 - mmaction - INFO - Epoch [34][900/1345] lr: 1.000e-03, eta: 4:33:32, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9156, loss_cls: 0.9524, loss: 0.9524, grad_norm: 9.6777 2021-12-03 06:33:40,198 - mmaction - INFO - Epoch [34][920/1345] lr: 1.000e-03, eta: 4:33:17, time: 0.740, data_time: 0.001, memory: 9795, top1_acc: 0.7367, top5_acc: 0.9258, loss_cls: 0.9218, loss: 0.9218, grad_norm: 9.4946 2021-12-03 06:33:54,899 - mmaction - INFO - Epoch [34][940/1345] lr: 1.000e-03, eta: 4:33:02, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7312, top5_acc: 0.9117, loss_cls: 0.9982, loss: 0.9982, grad_norm: 9.8292 2021-12-03 06:34:09,598 - mmaction - INFO - Epoch [34][960/1345] lr: 1.000e-03, eta: 4:32:47, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7555, top5_acc: 0.9297, loss_cls: 0.9192, loss: 0.9192, grad_norm: 9.3538 2021-12-03 06:34:24,188 - mmaction - INFO - Epoch [34][980/1345] lr: 1.000e-03, eta: 4:32:32, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7359, top5_acc: 0.9227, loss_cls: 0.9370, loss: 0.9370, grad_norm: 9.5912 2021-12-03 06:34:38,902 - mmaction - INFO - Epoch [34][1000/1345] lr: 1.000e-03, eta: 4:32:17, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7523, top5_acc: 0.9242, loss_cls: 0.9482, loss: 0.9482, grad_norm: 9.4256 2021-12-03 06:34:53,490 - mmaction - INFO - Epoch [34][1020/1345] lr: 1.000e-03, eta: 4:32:02, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.7414, top5_acc: 0.9250, loss_cls: 0.9574, loss: 0.9574, grad_norm: 9.8909 2021-12-03 06:35:08,290 - mmaction - INFO - Epoch [34][1040/1345] lr: 1.000e-03, eta: 4:31:47, time: 0.740, data_time: 0.001, memory: 9795, top1_acc: 0.7469, top5_acc: 0.9102, loss_cls: 0.9782, loss: 0.9782, grad_norm: 9.2913 2021-12-03 06:35:23,026 - mmaction - INFO - Epoch [34][1060/1345] lr: 1.000e-03, eta: 4:31:32, time: 0.737, data_time: 0.001, memory: 9795, top1_acc: 0.7430, top5_acc: 0.9117, loss_cls: 0.9701, loss: 0.9701, grad_norm: 9.5132 2021-12-03 06:35:37,812 - mmaction - INFO - Epoch [34][1080/1345] lr: 1.000e-03, eta: 4:31:17, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 0.9661, loss: 0.9661, grad_norm: 9.5724 2021-12-03 06:35:52,437 - mmaction - INFO - Epoch [34][1100/1345] lr: 1.000e-03, eta: 4:31:02, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7500, top5_acc: 0.9195, loss_cls: 0.9652, loss: 0.9652, grad_norm: 9.5133 2021-12-03 06:36:07,137 - mmaction - INFO - Epoch [34][1120/1345] lr: 1.000e-03, eta: 4:30:47, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7547, top5_acc: 0.9086, loss_cls: 0.9589, loss: 0.9589, grad_norm: 9.2317 2021-12-03 06:36:21,755 - mmaction - INFO - Epoch [34][1140/1345] lr: 1.000e-03, eta: 4:30:32, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7383, top5_acc: 0.9180, loss_cls: 0.9451, loss: 0.9451, grad_norm: 9.5860 2021-12-03 06:36:36,368 - mmaction - INFO - Epoch [34][1160/1345] lr: 1.000e-03, eta: 4:30:17, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7398, top5_acc: 0.9148, loss_cls: 0.9794, loss: 0.9794, grad_norm: 9.5890 2021-12-03 06:36:51,107 - mmaction - INFO - Epoch [34][1180/1345] lr: 1.000e-03, eta: 4:30:02, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7164, top5_acc: 0.9180, loss_cls: 1.0103, loss: 1.0103, grad_norm: 10.2054 2021-12-03 06:37:05,851 - mmaction - INFO - Epoch [34][1200/1345] lr: 1.000e-03, eta: 4:29:46, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7375, top5_acc: 0.9016, loss_cls: 0.9913, loss: 0.9913, grad_norm: 9.8143 2021-12-03 06:37:20,580 - mmaction - INFO - Epoch [34][1220/1345] lr: 1.000e-03, eta: 4:29:31, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7547, top5_acc: 0.9344, loss_cls: 0.9118, loss: 0.9118, grad_norm: 9.3158 2021-12-03 06:37:35,240 - mmaction - INFO - Epoch [34][1240/1345] lr: 1.000e-03, eta: 4:29:16, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7727, top5_acc: 0.9320, loss_cls: 0.8744, loss: 0.8744, grad_norm: 9.0821 2021-12-03 06:37:49,926 - mmaction - INFO - Epoch [34][1260/1345] lr: 1.000e-03, eta: 4:29:01, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7273, top5_acc: 0.9133, loss_cls: 1.0018, loss: 1.0018, grad_norm: 9.8111 2021-12-03 06:38:04,530 - mmaction - INFO - Epoch [34][1280/1345] lr: 1.000e-03, eta: 4:28:46, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.7367, top5_acc: 0.9219, loss_cls: 0.9656, loss: 0.9656, grad_norm: 9.5687 2021-12-03 06:38:19,171 - mmaction - INFO - Epoch [34][1300/1345] lr: 1.000e-03, eta: 4:28:31, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7453, top5_acc: 0.9187, loss_cls: 0.9277, loss: 0.9277, grad_norm: 9.6454 2021-12-03 06:38:33,811 - mmaction - INFO - Epoch [34][1320/1345] lr: 1.000e-03, eta: 4:28:16, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7375, top5_acc: 0.9133, loss_cls: 0.9657, loss: 0.9657, grad_norm: 9.9857 2021-12-03 06:38:48,460 - mmaction - INFO - Epoch [34][1340/1345] lr: 1.000e-03, eta: 4:28:01, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7273, top5_acc: 0.9141, loss_cls: 0.9960, loss: 0.9960, grad_norm: 9.7135 2021-12-03 06:39:52,749 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 06:39:52,903 - mmaction - INFO - top1_acc 0.4555 top5_acc 0.7485 2021-12-03 06:39:52,903 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 06:39:52,912 - mmaction - INFO - mean_acc 0.4112 2021-12-03 06:39:52,918 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-12-03 06:39:54,926 - mmaction - INFO - Epoch(val) [34][181] top1_acc: 0.4555, top5_acc: 0.7485, mean_class_accuracy: 0.4112 2021-12-03 06:40:35,218 - mmaction - INFO - Epoch [35][20/1345] lr: 1.000e-03, eta: 4:27:52, time: 2.014, data_time: 1.291, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9102, loss_cls: 0.9632, loss: 0.9632, grad_norm: 9.3981 2021-12-03 06:40:49,757 - mmaction - INFO - Epoch [35][40/1345] lr: 1.000e-03, eta: 4:27:37, time: 0.727, data_time: 0.002, memory: 9795, top1_acc: 0.7492, top5_acc: 0.9172, loss_cls: 0.9133, loss: 0.9133, grad_norm: 9.3809 2021-12-03 06:41:04,287 - mmaction - INFO - Epoch [35][60/1345] lr: 1.000e-03, eta: 4:27:22, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.7484, top5_acc: 0.9273, loss_cls: 0.9310, loss: 0.9310, grad_norm: 9.4338 2021-12-03 06:41:18,854 - mmaction - INFO - Epoch [35][80/1345] lr: 1.000e-03, eta: 4:27:07, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.7406, top5_acc: 0.9133, loss_cls: 0.9694, loss: 0.9694, grad_norm: 9.4272 2021-12-03 06:41:33,500 - mmaction - INFO - Epoch [35][100/1345] lr: 1.000e-03, eta: 4:26:52, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7422, top5_acc: 0.9227, loss_cls: 0.9338, loss: 0.9338, grad_norm: 9.3934 2021-12-03 06:41:48,136 - mmaction - INFO - Epoch [35][120/1345] lr: 1.000e-03, eta: 4:26:37, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7391, top5_acc: 0.9180, loss_cls: 0.9185, loss: 0.9185, grad_norm: 9.5436 2021-12-03 06:42:02,692 - mmaction - INFO - Epoch [35][140/1345] lr: 1.000e-03, eta: 4:26:22, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7586, top5_acc: 0.9211, loss_cls: 0.9327, loss: 0.9327, grad_norm: 9.4780 2021-12-03 06:42:17,244 - mmaction - INFO - Epoch [35][160/1345] lr: 1.000e-03, eta: 4:26:07, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7586, top5_acc: 0.9211, loss_cls: 0.9005, loss: 0.9005, grad_norm: 9.5726 2021-12-03 06:42:31,829 - mmaction - INFO - Epoch [35][180/1345] lr: 1.000e-03, eta: 4:25:51, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7617, top5_acc: 0.9234, loss_cls: 0.9092, loss: 0.9092, grad_norm: 9.4311 2021-12-03 06:42:46,428 - mmaction - INFO - Epoch [35][200/1345] lr: 1.000e-03, eta: 4:25:36, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7688, top5_acc: 0.9234, loss_cls: 0.8964, loss: 0.8964, grad_norm: 9.1208 2021-12-03 06:43:00,994 - mmaction - INFO - Epoch [35][220/1345] lr: 1.000e-03, eta: 4:25:21, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7586, top5_acc: 0.9273, loss_cls: 0.8831, loss: 0.8831, grad_norm: 9.2402 2021-12-03 06:43:15,659 - mmaction - INFO - Epoch [35][240/1345] lr: 1.000e-03, eta: 4:25:06, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7602, top5_acc: 0.9297, loss_cls: 0.8677, loss: 0.8677, grad_norm: 9.4447 2021-12-03 06:43:30,371 - mmaction - INFO - Epoch [35][260/1345] lr: 1.000e-03, eta: 4:24:51, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7422, top5_acc: 0.9211, loss_cls: 0.9485, loss: 0.9485, grad_norm: 9.7226 2021-12-03 06:43:45,072 - mmaction - INFO - Epoch [35][280/1345] lr: 1.000e-03, eta: 4:24:36, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7539, top5_acc: 0.9187, loss_cls: 0.8986, loss: 0.8986, grad_norm: 9.4987 2021-12-03 06:43:59,688 - mmaction - INFO - Epoch [35][300/1345] lr: 1.000e-03, eta: 4:24:21, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7484, top5_acc: 0.9133, loss_cls: 0.9357, loss: 0.9357, grad_norm: 9.8590 2021-12-03 06:44:14,354 - mmaction - INFO - Epoch [35][320/1345] lr: 1.000e-03, eta: 4:24:06, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7672, top5_acc: 0.9266, loss_cls: 0.8687, loss: 0.8687, grad_norm: 9.3276 2021-12-03 06:44:28,985 - mmaction - INFO - Epoch [35][340/1345] lr: 1.000e-03, eta: 4:23:51, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7617, top5_acc: 0.9258, loss_cls: 0.8934, loss: 0.8934, grad_norm: 9.1091 2021-12-03 06:44:43,591 - mmaction - INFO - Epoch [35][360/1345] lr: 1.000e-03, eta: 4:23:36, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.7445, top5_acc: 0.9117, loss_cls: 0.9448, loss: 0.9448, grad_norm: 9.5516 2021-12-03 06:44:58,251 - mmaction - INFO - Epoch [35][380/1345] lr: 1.000e-03, eta: 4:23:20, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7422, top5_acc: 0.9125, loss_cls: 0.9318, loss: 0.9318, grad_norm: 10.0304 2021-12-03 06:45:12,938 - mmaction - INFO - Epoch [35][400/1345] lr: 1.000e-03, eta: 4:23:05, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7633, top5_acc: 0.9258, loss_cls: 0.8890, loss: 0.8890, grad_norm: 9.5311 2021-12-03 06:45:27,563 - mmaction - INFO - Epoch [35][420/1345] lr: 1.000e-03, eta: 4:22:50, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7555, top5_acc: 0.9227, loss_cls: 0.9295, loss: 0.9295, grad_norm: 9.7314 2021-12-03 06:45:42,262 - mmaction - INFO - Epoch [35][440/1345] lr: 1.000e-03, eta: 4:22:35, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7227, top5_acc: 0.9047, loss_cls: 1.0703, loss: 1.0703, grad_norm: 10.4593 2021-12-03 06:45:56,857 - mmaction - INFO - Epoch [35][460/1345] lr: 1.000e-03, eta: 4:22:20, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7477, top5_acc: 0.9117, loss_cls: 0.9727, loss: 0.9727, grad_norm: 9.7665 2021-12-03 06:46:11,553 - mmaction - INFO - Epoch [35][480/1345] lr: 1.000e-03, eta: 4:22:05, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7398, top5_acc: 0.9211, loss_cls: 0.9398, loss: 0.9398, grad_norm: 9.3615 2021-12-03 06:46:26,226 - mmaction - INFO - Epoch [35][500/1345] lr: 1.000e-03, eta: 4:21:50, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7523, top5_acc: 0.9148, loss_cls: 0.9335, loss: 0.9335, grad_norm: 9.4640 2021-12-03 06:46:40,882 - mmaction - INFO - Epoch [35][520/1345] lr: 1.000e-03, eta: 4:21:35, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7508, top5_acc: 0.9211, loss_cls: 0.9105, loss: 0.9105, grad_norm: 9.4709 2021-12-03 06:46:55,703 - mmaction - INFO - Epoch [35][540/1345] lr: 1.000e-03, eta: 4:21:20, time: 0.741, data_time: 0.001, memory: 9795, top1_acc: 0.7648, top5_acc: 0.9352, loss_cls: 0.8670, loss: 0.8670, grad_norm: 9.4731 2021-12-03 06:47:10,322 - mmaction - INFO - Epoch [35][560/1345] lr: 1.000e-03, eta: 4:21:05, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7672, top5_acc: 0.9289, loss_cls: 0.9128, loss: 0.9128, grad_norm: 9.9795 2021-12-03 06:47:24,978 - mmaction - INFO - Epoch [35][580/1345] lr: 1.000e-03, eta: 4:20:50, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7672, top5_acc: 0.9156, loss_cls: 0.9164, loss: 0.9164, grad_norm: 9.3036 2021-12-03 06:47:39,620 - mmaction - INFO - Epoch [35][600/1345] lr: 1.000e-03, eta: 4:20:35, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7648, top5_acc: 0.9219, loss_cls: 0.8937, loss: 0.8937, grad_norm: 9.7187 2021-12-03 06:47:54,255 - mmaction - INFO - Epoch [35][620/1345] lr: 1.000e-03, eta: 4:20:20, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7320, top5_acc: 0.9234, loss_cls: 0.9700, loss: 0.9700, grad_norm: 9.8520 2021-12-03 06:48:08,906 - mmaction - INFO - Epoch [35][640/1345] lr: 1.000e-03, eta: 4:20:04, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7602, top5_acc: 0.9227, loss_cls: 0.9235, loss: 0.9235, grad_norm: 9.8449 2021-12-03 06:48:23,566 - mmaction - INFO - Epoch [35][660/1345] lr: 1.000e-03, eta: 4:19:49, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7320, top5_acc: 0.9078, loss_cls: 0.9743, loss: 0.9743, grad_norm: 9.6461 2021-12-03 06:48:38,370 - mmaction - INFO - Epoch [35][680/1345] lr: 1.000e-03, eta: 4:19:34, time: 0.740, data_time: 0.001, memory: 9795, top1_acc: 0.7547, top5_acc: 0.9141, loss_cls: 0.9206, loss: 0.9206, grad_norm: 9.5028 2021-12-03 06:48:53,049 - mmaction - INFO - Epoch [35][700/1345] lr: 1.000e-03, eta: 4:19:19, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7398, top5_acc: 0.9180, loss_cls: 0.9531, loss: 0.9531, grad_norm: 9.8554 2021-12-03 06:49:07,722 - mmaction - INFO - Epoch [35][720/1345] lr: 1.000e-03, eta: 4:19:04, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7422, top5_acc: 0.9227, loss_cls: 0.9107, loss: 0.9107, grad_norm: 9.8883 2021-12-03 06:49:22,375 - mmaction - INFO - Epoch [35][740/1345] lr: 1.000e-03, eta: 4:18:49, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.7531, top5_acc: 0.9156, loss_cls: 0.9496, loss: 0.9496, grad_norm: 9.7738 2021-12-03 06:49:37,112 - mmaction - INFO - Epoch [35][760/1345] lr: 1.000e-03, eta: 4:18:34, time: 0.737, data_time: 0.001, memory: 9795, top1_acc: 0.7555, top5_acc: 0.9203, loss_cls: 0.8901, loss: 0.8901, grad_norm: 9.4854 2021-12-03 06:49:51,835 - mmaction - INFO - Epoch [35][780/1345] lr: 1.000e-03, eta: 4:18:19, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7609, top5_acc: 0.9281, loss_cls: 0.8897, loss: 0.8897, grad_norm: 9.4452 2021-12-03 06:50:06,511 - mmaction - INFO - Epoch [35][800/1345] lr: 1.000e-03, eta: 4:18:04, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9031, loss_cls: 0.9389, loss: 0.9389, grad_norm: 9.7145 2021-12-03 06:50:21,138 - mmaction - INFO - Epoch [35][820/1345] lr: 1.000e-03, eta: 4:17:49, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7531, top5_acc: 0.9148, loss_cls: 0.9885, loss: 0.9885, grad_norm: 9.9075 2021-12-03 06:50:35,789 - mmaction - INFO - Epoch [35][840/1345] lr: 1.000e-03, eta: 4:17:34, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7500, top5_acc: 0.9305, loss_cls: 0.8835, loss: 0.8835, grad_norm: 9.7537 2021-12-03 06:50:50,446 - mmaction - INFO - Epoch [35][860/1345] lr: 1.000e-03, eta: 4:17:19, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7477, top5_acc: 0.9141, loss_cls: 0.9457, loss: 0.9457, grad_norm: 9.5810 2021-12-03 06:51:05,182 - mmaction - INFO - Epoch [35][880/1345] lr: 1.000e-03, eta: 4:17:04, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9203, loss_cls: 0.9680, loss: 0.9680, grad_norm: 9.5804 2021-12-03 06:51:19,797 - mmaction - INFO - Epoch [35][900/1345] lr: 1.000e-03, eta: 4:16:49, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7500, top5_acc: 0.9086, loss_cls: 0.9415, loss: 0.9415, grad_norm: 9.4796 2021-12-03 06:51:34,528 - mmaction - INFO - Epoch [35][920/1345] lr: 1.000e-03, eta: 4:16:34, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9219, loss_cls: 0.9243, loss: 0.9243, grad_norm: 9.5934 2021-12-03 06:51:49,318 - mmaction - INFO - Epoch [35][940/1345] lr: 1.000e-03, eta: 4:16:19, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.7430, top5_acc: 0.9211, loss_cls: 0.9515, loss: 0.9515, grad_norm: 9.9725 2021-12-03 06:52:03,938 - mmaction - INFO - Epoch [35][960/1345] lr: 1.000e-03, eta: 4:16:04, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9305, loss_cls: 0.9172, loss: 0.9172, grad_norm: 9.6700 2021-12-03 06:52:18,576 - mmaction - INFO - Epoch [35][980/1345] lr: 1.000e-03, eta: 4:15:48, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7391, top5_acc: 0.9211, loss_cls: 0.9418, loss: 0.9418, grad_norm: 9.5167 2021-12-03 06:52:33,277 - mmaction - INFO - Epoch [35][1000/1345] lr: 1.000e-03, eta: 4:15:33, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7305, top5_acc: 0.9062, loss_cls: 1.0047, loss: 1.0047, grad_norm: 10.3822 2021-12-03 06:52:47,988 - mmaction - INFO - Epoch [35][1020/1345] lr: 1.000e-03, eta: 4:15:18, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7578, top5_acc: 0.9234, loss_cls: 0.9042, loss: 0.9042, grad_norm: 9.9033 2021-12-03 06:53:02,688 - mmaction - INFO - Epoch [35][1040/1345] lr: 1.000e-03, eta: 4:15:03, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7320, top5_acc: 0.9203, loss_cls: 1.0006, loss: 1.0006, grad_norm: 10.1196 2021-12-03 06:53:17,372 - mmaction - INFO - Epoch [35][1060/1345] lr: 1.000e-03, eta: 4:14:48, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7352, top5_acc: 0.9148, loss_cls: 0.9524, loss: 0.9524, grad_norm: 9.8882 2021-12-03 06:53:31,964 - mmaction - INFO - Epoch [35][1080/1345] lr: 1.000e-03, eta: 4:14:33, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.7477, top5_acc: 0.9016, loss_cls: 0.9867, loss: 0.9867, grad_norm: 9.6172 2021-12-03 06:53:46,655 - mmaction - INFO - Epoch [35][1100/1345] lr: 1.000e-03, eta: 4:14:18, time: 0.735, data_time: 0.001, memory: 9795, top1_acc: 0.7344, top5_acc: 0.9102, loss_cls: 0.9561, loss: 0.9561, grad_norm: 9.9830 2021-12-03 06:54:01,290 - mmaction - INFO - Epoch [35][1120/1345] lr: 1.000e-03, eta: 4:14:03, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9078, loss_cls: 1.0078, loss: 1.0078, grad_norm: 9.9934 2021-12-03 06:54:15,840 - mmaction - INFO - Epoch [35][1140/1345] lr: 1.000e-03, eta: 4:13:48, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7469, top5_acc: 0.9172, loss_cls: 0.9431, loss: 0.9431, grad_norm: 9.6915 2021-12-03 06:54:30,566 - mmaction - INFO - Epoch [35][1160/1345] lr: 1.000e-03, eta: 4:13:33, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7586, top5_acc: 0.9148, loss_cls: 0.9444, loss: 0.9444, grad_norm: 9.3893 2021-12-03 06:54:45,228 - mmaction - INFO - Epoch [35][1180/1345] lr: 1.000e-03, eta: 4:13:18, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7484, top5_acc: 0.9094, loss_cls: 0.9670, loss: 0.9670, grad_norm: 9.9594 2021-12-03 06:54:59,863 - mmaction - INFO - Epoch [35][1200/1345] lr: 1.000e-03, eta: 4:13:03, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7445, top5_acc: 0.9156, loss_cls: 0.9490, loss: 0.9490, grad_norm: 9.6712 2021-12-03 06:55:14,485 - mmaction - INFO - Epoch [35][1220/1345] lr: 1.000e-03, eta: 4:12:48, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7562, top5_acc: 0.9219, loss_cls: 0.9112, loss: 0.9112, grad_norm: 9.8956 2021-12-03 06:55:29,116 - mmaction - INFO - Epoch [35][1240/1345] lr: 1.000e-03, eta: 4:12:33, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7594, top5_acc: 0.9172, loss_cls: 0.9009, loss: 0.9009, grad_norm: 9.3496 2021-12-03 06:55:43,788 - mmaction - INFO - Epoch [35][1260/1345] lr: 1.000e-03, eta: 4:12:17, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.7234, top5_acc: 0.8961, loss_cls: 1.0607, loss: 1.0607, grad_norm: 10.2130 2021-12-03 06:55:58,448 - mmaction - INFO - Epoch [35][1280/1345] lr: 1.000e-03, eta: 4:12:02, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7336, top5_acc: 0.9172, loss_cls: 0.9712, loss: 0.9712, grad_norm: 9.8888 2021-12-03 06:56:13,079 - mmaction - INFO - Epoch [35][1300/1345] lr: 1.000e-03, eta: 4:11:47, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7477, top5_acc: 0.9156, loss_cls: 0.9364, loss: 0.9364, grad_norm: 9.7643 2021-12-03 06:56:27,699 - mmaction - INFO - Epoch [35][1320/1345] lr: 1.000e-03, eta: 4:11:32, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7398, top5_acc: 0.9078, loss_cls: 0.9880, loss: 0.9880, grad_norm: 9.9336 2021-12-03 06:56:42,315 - mmaction - INFO - Epoch [35][1340/1345] lr: 1.000e-03, eta: 4:11:17, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7383, top5_acc: 0.9203, loss_cls: 0.9600, loss: 0.9600, grad_norm: 10.0597 2021-12-03 06:56:45,936 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-12-03 06:57:29,321 - mmaction - INFO - Epoch [36][20/1345] lr: 1.000e-03, eta: 4:11:08, time: 2.080, data_time: 1.356, memory: 9795, top1_acc: 0.7414, top5_acc: 0.9242, loss_cls: 0.9153, loss: 0.9153, grad_norm: 9.5305 2021-12-03 06:57:43,840 - mmaction - INFO - Epoch [36][40/1345] lr: 1.000e-03, eta: 4:10:53, time: 0.726, data_time: 0.002, memory: 9795, top1_acc: 0.7664, top5_acc: 0.9289, loss_cls: 0.8713, loss: 0.8713, grad_norm: 9.4313 2021-12-03 06:57:58,373 - mmaction - INFO - Epoch [36][60/1345] lr: 1.000e-03, eta: 4:10:38, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.7516, top5_acc: 0.9086, loss_cls: 0.9673, loss: 0.9673, grad_norm: 10.1456 2021-12-03 06:58:12,932 - mmaction - INFO - Epoch [36][80/1345] lr: 1.000e-03, eta: 4:10:23, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.7617, top5_acc: 0.9195, loss_cls: 0.9061, loss: 0.9061, grad_norm: 9.3101 2021-12-03 06:58:27,532 - mmaction - INFO - Epoch [36][100/1345] lr: 1.000e-03, eta: 4:10:08, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7680, top5_acc: 0.9109, loss_cls: 0.9197, loss: 0.9197, grad_norm: 9.5954 2021-12-03 06:58:42,185 - mmaction - INFO - Epoch [36][120/1345] lr: 1.000e-03, eta: 4:09:53, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7688, top5_acc: 0.9281, loss_cls: 0.8788, loss: 0.8788, grad_norm: 9.0886 2021-12-03 06:58:56,782 - mmaction - INFO - Epoch [36][140/1345] lr: 1.000e-03, eta: 4:09:38, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7727, top5_acc: 0.9375, loss_cls: 0.8091, loss: 0.8091, grad_norm: 9.0715 2021-12-03 06:59:11,366 - mmaction - INFO - Epoch [36][160/1345] lr: 1.000e-03, eta: 4:09:23, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7609, top5_acc: 0.9383, loss_cls: 0.8477, loss: 0.8477, grad_norm: 9.7320 2021-12-03 06:59:26,002 - mmaction - INFO - Epoch [36][180/1345] lr: 1.000e-03, eta: 4:09:07, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7562, top5_acc: 0.9180, loss_cls: 0.9512, loss: 0.9512, grad_norm: 9.8107 2021-12-03 06:59:40,714 - mmaction - INFO - Epoch [36][200/1345] lr: 1.000e-03, eta: 4:08:52, time: 0.736, data_time: 0.001, memory: 9795, top1_acc: 0.7578, top5_acc: 0.9156, loss_cls: 0.9080, loss: 0.9080, grad_norm: 9.5179 2021-12-03 06:59:55,383 - mmaction - INFO - Epoch [36][220/1345] lr: 1.000e-03, eta: 4:08:37, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7523, top5_acc: 0.9187, loss_cls: 0.9353, loss: 0.9353, grad_norm: 9.7846 2021-12-03 07:00:10,090 - mmaction - INFO - Epoch [36][240/1345] lr: 1.000e-03, eta: 4:08:22, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7305, top5_acc: 0.9141, loss_cls: 0.9889, loss: 0.9889, grad_norm: 10.2518 2021-12-03 07:00:24,701 - mmaction - INFO - Epoch [36][260/1345] lr: 1.000e-03, eta: 4:08:07, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7555, top5_acc: 0.9250, loss_cls: 0.9208, loss: 0.9208, grad_norm: 9.8885 2021-12-03 07:00:39,386 - mmaction - INFO - Epoch [36][280/1345] lr: 1.000e-03, eta: 4:07:52, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7625, top5_acc: 0.9211, loss_cls: 0.8958, loss: 0.8958, grad_norm: 9.9362 2021-12-03 07:00:54,020 - mmaction - INFO - Epoch [36][300/1345] lr: 1.000e-03, eta: 4:07:37, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7883, top5_acc: 0.9289, loss_cls: 0.8519, loss: 0.8519, grad_norm: 9.5823 2021-12-03 07:01:08,696 - mmaction - INFO - Epoch [36][320/1345] lr: 1.000e-03, eta: 4:07:22, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7500, top5_acc: 0.9195, loss_cls: 0.9438, loss: 0.9438, grad_norm: 10.1039 2021-12-03 07:01:23,348 - mmaction - INFO - Epoch [36][340/1345] lr: 1.000e-03, eta: 4:07:07, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7758, top5_acc: 0.9227, loss_cls: 0.8856, loss: 0.8856, grad_norm: 9.5746 2021-12-03 07:01:38,079 - mmaction - INFO - Epoch [36][360/1345] lr: 1.000e-03, eta: 4:06:52, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7664, top5_acc: 0.9266, loss_cls: 0.8855, loss: 0.8855, grad_norm: 9.6669 2021-12-03 07:01:52,671 - mmaction - INFO - Epoch [36][380/1345] lr: 1.000e-03, eta: 4:06:37, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.7656, top5_acc: 0.9203, loss_cls: 0.9227, loss: 0.9227, grad_norm: 9.6548 2021-12-03 07:02:07,267 - mmaction - INFO - Epoch [36][400/1345] lr: 1.000e-03, eta: 4:06:22, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7336, top5_acc: 0.9187, loss_cls: 0.9775, loss: 0.9775, grad_norm: 10.1341 2021-12-03 07:02:21,852 - mmaction - INFO - Epoch [36][420/1345] lr: 1.000e-03, eta: 4:06:07, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7562, top5_acc: 0.9258, loss_cls: 0.9075, loss: 0.9075, grad_norm: 9.4936 2021-12-03 07:02:36,472 - mmaction - INFO - Epoch [36][440/1345] lr: 1.000e-03, eta: 4:05:51, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7500, top5_acc: 0.9195, loss_cls: 0.9474, loss: 0.9474, grad_norm: 9.8449 2021-12-03 07:02:51,213 - mmaction - INFO - Epoch [36][460/1345] lr: 1.000e-03, eta: 4:05:36, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7539, top5_acc: 0.9172, loss_cls: 0.9223, loss: 0.9223, grad_norm: 9.8995 2021-12-03 07:03:05,856 - mmaction - INFO - Epoch [36][480/1345] lr: 1.000e-03, eta: 4:05:21, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7531, top5_acc: 0.9195, loss_cls: 0.9353, loss: 0.9353, grad_norm: 9.9321 2021-12-03 07:03:20,535 - mmaction - INFO - Epoch [36][500/1345] lr: 1.000e-03, eta: 4:05:06, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7516, top5_acc: 0.9242, loss_cls: 0.9275, loss: 0.9275, grad_norm: 10.1797 2021-12-03 07:03:35,341 - mmaction - INFO - Epoch [36][520/1345] lr: 1.000e-03, eta: 4:04:51, time: 0.740, data_time: 0.000, memory: 9795, top1_acc: 0.7578, top5_acc: 0.9148, loss_cls: 0.9240, loss: 0.9240, grad_norm: 9.5463 2021-12-03 07:03:50,021 - mmaction - INFO - Epoch [36][540/1345] lr: 1.000e-03, eta: 4:04:36, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7633, top5_acc: 0.9219, loss_cls: 0.8921, loss: 0.8921, grad_norm: 9.8407 2021-12-03 07:04:04,676 - mmaction - INFO - Epoch [36][560/1345] lr: 1.000e-03, eta: 4:04:21, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7531, top5_acc: 0.9234, loss_cls: 0.9240, loss: 0.9240, grad_norm: 9.5104 2021-12-03 07:04:19,286 - mmaction - INFO - Epoch [36][580/1345] lr: 1.000e-03, eta: 4:04:06, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7508, top5_acc: 0.9195, loss_cls: 0.9393, loss: 0.9393, grad_norm: 9.9978 2021-12-03 07:04:34,036 - mmaction - INFO - Epoch [36][600/1345] lr: 1.000e-03, eta: 4:03:51, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7414, top5_acc: 0.9047, loss_cls: 0.9809, loss: 0.9809, grad_norm: 9.9923 2021-12-03 07:04:48,777 - mmaction - INFO - Epoch [36][620/1345] lr: 1.000e-03, eta: 4:03:36, time: 0.737, data_time: 0.001, memory: 9795, top1_acc: 0.7516, top5_acc: 0.9242, loss_cls: 0.9322, loss: 0.9322, grad_norm: 9.9634 2021-12-03 07:05:03,464 - mmaction - INFO - Epoch [36][640/1345] lr: 1.000e-03, eta: 4:03:21, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7523, top5_acc: 0.9180, loss_cls: 0.9203, loss: 0.9203, grad_norm: 9.9688 2021-12-03 07:05:18,238 - mmaction - INFO - Epoch [36][660/1345] lr: 1.000e-03, eta: 4:03:06, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.7484, top5_acc: 0.9313, loss_cls: 0.9183, loss: 0.9183, grad_norm: 9.8976 2021-12-03 07:05:32,908 - mmaction - INFO - Epoch [36][680/1345] lr: 1.000e-03, eta: 4:02:51, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7570, top5_acc: 0.9258, loss_cls: 0.9330, loss: 0.9330, grad_norm: 10.2245 2021-12-03 07:05:47,559 - mmaction - INFO - Epoch [36][700/1345] lr: 1.000e-03, eta: 4:02:36, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7359, top5_acc: 0.9109, loss_cls: 0.9586, loss: 0.9586, grad_norm: 10.2892 2021-12-03 07:06:02,242 - mmaction - INFO - Epoch [36][720/1345] lr: 1.000e-03, eta: 4:02:21, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7602, top5_acc: 0.9242, loss_cls: 0.8992, loss: 0.8992, grad_norm: 9.4119 2021-12-03 07:06:16,874 - mmaction - INFO - Epoch [36][740/1345] lr: 1.000e-03, eta: 4:02:06, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7523, top5_acc: 0.9203, loss_cls: 0.9155, loss: 0.9155, grad_norm: 9.8504 2021-12-03 07:06:31,674 - mmaction - INFO - Epoch [36][760/1345] lr: 1.000e-03, eta: 4:01:51, time: 0.740, data_time: 0.000, memory: 9795, top1_acc: 0.7398, top5_acc: 0.9094, loss_cls: 0.9945, loss: 0.9945, grad_norm: 10.2369 2021-12-03 07:06:46,361 - mmaction - INFO - Epoch [36][780/1345] lr: 1.000e-03, eta: 4:01:36, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7656, top5_acc: 0.9344, loss_cls: 0.8471, loss: 0.8471, grad_norm: 9.9630 2021-12-03 07:07:01,068 - mmaction - INFO - Epoch [36][800/1345] lr: 1.000e-03, eta: 4:01:21, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7609, top5_acc: 0.9172, loss_cls: 0.9159, loss: 0.9159, grad_norm: 9.9902 2021-12-03 07:07:15,649 - mmaction - INFO - Epoch [36][820/1345] lr: 1.000e-03, eta: 4:01:05, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7719, top5_acc: 0.9352, loss_cls: 0.8403, loss: 0.8403, grad_norm: 9.4207 2021-12-03 07:07:30,350 - mmaction - INFO - Epoch [36][840/1345] lr: 1.000e-03, eta: 4:00:50, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7602, top5_acc: 0.9180, loss_cls: 0.9322, loss: 0.9322, grad_norm: 9.5544 2021-12-03 07:07:44,899 - mmaction - INFO - Epoch [36][860/1345] lr: 1.000e-03, eta: 4:00:35, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7492, top5_acc: 0.9289, loss_cls: 0.9020, loss: 0.9020, grad_norm: 9.8320 2021-12-03 07:07:59,562 - mmaction - INFO - Epoch [36][880/1345] lr: 1.000e-03, eta: 4:00:20, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7664, top5_acc: 0.9328, loss_cls: 0.8159, loss: 0.8159, grad_norm: 9.3081 2021-12-03 07:08:14,220 - mmaction - INFO - Epoch [36][900/1345] lr: 1.000e-03, eta: 4:00:05, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9227, loss_cls: 0.9264, loss: 0.9264, grad_norm: 10.1286 2021-12-03 07:08:28,865 - mmaction - INFO - Epoch [36][920/1345] lr: 1.000e-03, eta: 3:59:50, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7688, top5_acc: 0.9211, loss_cls: 0.8922, loss: 0.8922, grad_norm: 9.7487 2021-12-03 07:08:43,477 - mmaction - INFO - Epoch [36][940/1345] lr: 1.000e-03, eta: 3:59:35, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7297, top5_acc: 0.9172, loss_cls: 0.9593, loss: 0.9593, grad_norm: 10.3184 2021-12-03 07:08:58,087 - mmaction - INFO - Epoch [36][960/1345] lr: 1.000e-03, eta: 3:59:20, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7656, top5_acc: 0.9305, loss_cls: 0.8744, loss: 0.8744, grad_norm: 10.0309 2021-12-03 07:09:12,775 - mmaction - INFO - Epoch [36][980/1345] lr: 1.000e-03, eta: 3:59:05, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7398, top5_acc: 0.9180, loss_cls: 0.9366, loss: 0.9366, grad_norm: 9.9374 2021-12-03 07:09:27,421 - mmaction - INFO - Epoch [36][1000/1345] lr: 1.000e-03, eta: 3:58:50, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7336, top5_acc: 0.9172, loss_cls: 0.9837, loss: 0.9837, grad_norm: 10.1857 2021-12-03 07:09:42,030 - mmaction - INFO - Epoch [36][1020/1345] lr: 1.000e-03, eta: 3:58:35, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7625, top5_acc: 0.9227, loss_cls: 0.9088, loss: 0.9088, grad_norm: 9.9548 2021-12-03 07:09:56,619 - mmaction - INFO - Epoch [36][1040/1345] lr: 1.000e-03, eta: 3:58:20, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7688, top5_acc: 0.9211, loss_cls: 0.8676, loss: 0.8676, grad_norm: 9.7130 2021-12-03 07:10:11,301 - mmaction - INFO - Epoch [36][1060/1345] lr: 1.000e-03, eta: 3:58:05, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9234, loss_cls: 0.9554, loss: 0.9554, grad_norm: 10.3041 2021-12-03 07:10:25,877 - mmaction - INFO - Epoch [36][1080/1345] lr: 1.000e-03, eta: 3:57:49, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7406, top5_acc: 0.9086, loss_cls: 0.9809, loss: 0.9809, grad_norm: 10.1497 2021-12-03 07:10:40,467 - mmaction - INFO - Epoch [36][1100/1345] lr: 1.000e-03, eta: 3:57:34, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7461, top5_acc: 0.9125, loss_cls: 0.9558, loss: 0.9558, grad_norm: 9.3734 2021-12-03 07:10:55,136 - mmaction - INFO - Epoch [36][1120/1345] lr: 1.000e-03, eta: 3:57:19, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7680, top5_acc: 0.9281, loss_cls: 0.9201, loss: 0.9201, grad_norm: 10.0370 2021-12-03 07:11:09,741 - mmaction - INFO - Epoch [36][1140/1345] lr: 1.000e-03, eta: 3:57:04, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7609, top5_acc: 0.9203, loss_cls: 0.9146, loss: 0.9146, grad_norm: 9.8942 2021-12-03 07:11:24,346 - mmaction - INFO - Epoch [36][1160/1345] lr: 1.000e-03, eta: 3:56:49, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7547, top5_acc: 0.9141, loss_cls: 0.9361, loss: 0.9361, grad_norm: 9.6760 2021-12-03 07:11:38,915 - mmaction - INFO - Epoch [36][1180/1345] lr: 1.000e-03, eta: 3:56:34, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7609, top5_acc: 0.9180, loss_cls: 0.9260, loss: 0.9260, grad_norm: 9.7993 2021-12-03 07:11:53,543 - mmaction - INFO - Epoch [36][1200/1345] lr: 1.000e-03, eta: 3:56:19, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7531, top5_acc: 0.9250, loss_cls: 0.9128, loss: 0.9128, grad_norm: 9.9724 2021-12-03 07:12:08,199 - mmaction - INFO - Epoch [36][1220/1345] lr: 1.000e-03, eta: 3:56:04, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7594, top5_acc: 0.9320, loss_cls: 0.8757, loss: 0.8757, grad_norm: 9.8703 2021-12-03 07:12:22,819 - mmaction - INFO - Epoch [36][1240/1345] lr: 1.000e-03, eta: 3:55:49, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9234, loss_cls: 0.9427, loss: 0.9427, grad_norm: 10.1215 2021-12-03 07:12:37,551 - mmaction - INFO - Epoch [36][1260/1345] lr: 1.000e-03, eta: 3:55:34, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7391, top5_acc: 0.9164, loss_cls: 0.9433, loss: 0.9433, grad_norm: 10.1516 2021-12-03 07:12:52,103 - mmaction - INFO - Epoch [36][1280/1345] lr: 1.000e-03, eta: 3:55:19, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7344, top5_acc: 0.9070, loss_cls: 1.0124, loss: 1.0124, grad_norm: 10.5453 2021-12-03 07:13:06,781 - mmaction - INFO - Epoch [36][1300/1345] lr: 1.000e-03, eta: 3:55:04, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.7422, top5_acc: 0.9172, loss_cls: 0.9750, loss: 0.9750, grad_norm: 10.5082 2021-12-03 07:13:21,417 - mmaction - INFO - Epoch [36][1320/1345] lr: 1.000e-03, eta: 3:54:49, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7539, top5_acc: 0.9203, loss_cls: 0.9463, loss: 0.9463, grad_norm: 10.0663 2021-12-03 07:13:35,959 - mmaction - INFO - Epoch [36][1340/1345] lr: 1.000e-03, eta: 3:54:34, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7469, top5_acc: 0.9141, loss_cls: 0.9540, loss: 0.9540, grad_norm: 9.9943 2021-12-03 07:14:41,296 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 07:14:41,453 - mmaction - INFO - top1_acc 0.4504 top5_acc 0.7399 2021-12-03 07:14:41,453 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 07:14:41,463 - mmaction - INFO - mean_acc 0.4102 2021-12-03 07:14:41,468 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-12-03 07:14:42,729 - mmaction - INFO - Epoch(val) [36][181] top1_acc: 0.4504, top5_acc: 0.7399, mean_class_accuracy: 0.4102 2021-12-03 07:15:23,854 - mmaction - INFO - Epoch [37][20/1345] lr: 1.000e-03, eta: 3:54:24, time: 2.056, data_time: 1.329, memory: 9795, top1_acc: 0.7594, top5_acc: 0.9133, loss_cls: 0.9107, loss: 0.9107, grad_norm: 9.4857 2021-12-03 07:15:38,371 - mmaction - INFO - Epoch [37][40/1345] lr: 1.000e-03, eta: 3:54:08, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.7766, top5_acc: 0.9273, loss_cls: 0.8663, loss: 0.8663, grad_norm: 9.4534 2021-12-03 07:15:52,880 - mmaction - INFO - Epoch [37][60/1345] lr: 1.000e-03, eta: 3:53:53, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.7531, top5_acc: 0.9141, loss_cls: 0.9397, loss: 0.9397, grad_norm: 9.9291 2021-12-03 07:16:07,448 - mmaction - INFO - Epoch [37][80/1345] lr: 1.000e-03, eta: 3:53:38, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.7547, top5_acc: 0.9297, loss_cls: 0.8888, loss: 0.8888, grad_norm: 9.8654 2021-12-03 07:16:22,013 - mmaction - INFO - Epoch [37][100/1345] lr: 1.000e-03, eta: 3:53:23, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.7742, top5_acc: 0.9172, loss_cls: 0.9176, loss: 0.9176, grad_norm: 9.7586 2021-12-03 07:16:36,710 - mmaction - INFO - Epoch [37][120/1345] lr: 1.000e-03, eta: 3:53:08, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7555, top5_acc: 0.9273, loss_cls: 0.8892, loss: 0.8892, grad_norm: 9.8906 2021-12-03 07:16:51,312 - mmaction - INFO - Epoch [37][140/1345] lr: 1.000e-03, eta: 3:52:53, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7594, top5_acc: 0.9281, loss_cls: 0.8725, loss: 0.8725, grad_norm: 9.9468 2021-12-03 07:17:05,923 - mmaction - INFO - Epoch [37][160/1345] lr: 1.000e-03, eta: 3:52:38, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7594, top5_acc: 0.9187, loss_cls: 0.9098, loss: 0.9098, grad_norm: 10.2266 2021-12-03 07:17:20,602 - mmaction - INFO - Epoch [37][180/1345] lr: 1.000e-03, eta: 3:52:23, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7453, top5_acc: 0.9305, loss_cls: 0.9278, loss: 0.9278, grad_norm: 10.2513 2021-12-03 07:17:35,354 - mmaction - INFO - Epoch [37][200/1345] lr: 1.000e-03, eta: 3:52:08, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.7617, top5_acc: 0.9172, loss_cls: 0.9297, loss: 0.9297, grad_norm: 10.3035 2021-12-03 07:17:50,116 - mmaction - INFO - Epoch [37][220/1345] lr: 1.000e-03, eta: 3:51:53, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.7758, top5_acc: 0.9328, loss_cls: 0.8552, loss: 0.8552, grad_norm: 9.4815 2021-12-03 07:18:04,772 - mmaction - INFO - Epoch [37][240/1345] lr: 1.000e-03, eta: 3:51:38, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.7453, top5_acc: 0.9148, loss_cls: 0.9182, loss: 0.9182, grad_norm: 10.5343 2021-12-03 07:18:19,410 - mmaction - INFO - Epoch [37][260/1345] lr: 1.000e-03, eta: 3:51:23, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7648, top5_acc: 0.9289, loss_cls: 0.8799, loss: 0.8799, grad_norm: 10.1652 2021-12-03 07:18:34,163 - mmaction - INFO - Epoch [37][280/1345] lr: 1.000e-03, eta: 3:51:08, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.7516, top5_acc: 0.9219, loss_cls: 0.9390, loss: 0.9390, grad_norm: 9.9942 2021-12-03 07:18:48,895 - mmaction - INFO - Epoch [37][300/1345] lr: 1.000e-03, eta: 3:50:53, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7633, top5_acc: 0.9297, loss_cls: 0.8672, loss: 0.8672, grad_norm: 9.5982 2021-12-03 07:19:03,628 - mmaction - INFO - Epoch [37][320/1345] lr: 1.000e-03, eta: 3:50:38, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7781, top5_acc: 0.9297, loss_cls: 0.8456, loss: 0.8456, grad_norm: 9.7165 2021-12-03 07:19:18,245 - mmaction - INFO - Epoch [37][340/1345] lr: 1.000e-03, eta: 3:50:22, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7500, top5_acc: 0.9141, loss_cls: 0.9363, loss: 0.9363, grad_norm: 10.0759 2021-12-03 07:19:32,863 - mmaction - INFO - Epoch [37][360/1345] lr: 1.000e-03, eta: 3:50:07, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7695, top5_acc: 0.9336, loss_cls: 0.8224, loss: 0.8224, grad_norm: 9.5709 2021-12-03 07:19:47,634 - mmaction - INFO - Epoch [37][380/1345] lr: 1.000e-03, eta: 3:49:52, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.7625, top5_acc: 0.9195, loss_cls: 0.9088, loss: 0.9088, grad_norm: 9.9770 2021-12-03 07:20:02,321 - mmaction - INFO - Epoch [37][400/1345] lr: 1.000e-03, eta: 3:49:37, time: 0.735, data_time: 0.001, memory: 9795, top1_acc: 0.7664, top5_acc: 0.9352, loss_cls: 0.8512, loss: 0.8512, grad_norm: 9.7051 2021-12-03 07:20:17,078 - mmaction - INFO - Epoch [37][420/1345] lr: 1.000e-03, eta: 3:49:22, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.7477, top5_acc: 0.9148, loss_cls: 0.9542, loss: 0.9542, grad_norm: 10.5005 2021-12-03 07:20:31,854 - mmaction - INFO - Epoch [37][440/1345] lr: 1.000e-03, eta: 3:49:07, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.7414, top5_acc: 0.9180, loss_cls: 0.9326, loss: 0.9326, grad_norm: 9.8754 2021-12-03 07:20:46,454 - mmaction - INFO - Epoch [37][460/1345] lr: 1.000e-03, eta: 3:48:52, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7508, top5_acc: 0.9195, loss_cls: 0.9455, loss: 0.9455, grad_norm: 10.3126 2021-12-03 07:21:01,125 - mmaction - INFO - Epoch [37][480/1345] lr: 1.000e-03, eta: 3:48:37, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7633, top5_acc: 0.9266, loss_cls: 0.8804, loss: 0.8804, grad_norm: 9.7991 2021-12-03 07:21:15,787 - mmaction - INFO - Epoch [37][500/1345] lr: 1.000e-03, eta: 3:48:22, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7461, top5_acc: 0.9141, loss_cls: 0.9505, loss: 0.9505, grad_norm: 10.2066 2021-12-03 07:21:30,468 - mmaction - INFO - Epoch [37][520/1345] lr: 1.000e-03, eta: 3:48:07, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.7805, top5_acc: 0.9359, loss_cls: 0.8318, loss: 0.8318, grad_norm: 9.8645 2021-12-03 07:21:45,105 - mmaction - INFO - Epoch [37][540/1345] lr: 1.000e-03, eta: 3:47:52, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7570, top5_acc: 0.9234, loss_cls: 0.9083, loss: 0.9083, grad_norm: 10.1788 2021-12-03 07:21:59,741 - mmaction - INFO - Epoch [37][560/1345] lr: 1.000e-03, eta: 3:47:37, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7555, top5_acc: 0.9156, loss_cls: 0.9071, loss: 0.9071, grad_norm: 10.0635 2021-12-03 07:22:14,385 - mmaction - INFO - Epoch [37][580/1345] lr: 1.000e-03, eta: 3:47:22, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7586, top5_acc: 0.9195, loss_cls: 0.9067, loss: 0.9067, grad_norm: 9.4645 2021-12-03 07:22:28,975 - mmaction - INFO - Epoch [37][600/1345] lr: 1.000e-03, eta: 3:47:07, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7578, top5_acc: 0.9172, loss_cls: 0.9263, loss: 0.9263, grad_norm: 10.0546 2021-12-03 07:22:43,595 - mmaction - INFO - Epoch [37][620/1345] lr: 1.000e-03, eta: 3:46:52, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7555, top5_acc: 0.9305, loss_cls: 0.8843, loss: 0.8843, grad_norm: 10.1384 2021-12-03 07:22:58,147 - mmaction - INFO - Epoch [37][640/1345] lr: 1.000e-03, eta: 3:46:37, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7773, top5_acc: 0.9313, loss_cls: 0.8409, loss: 0.8409, grad_norm: 9.8210 2021-12-03 07:23:12,794 - mmaction - INFO - Epoch [37][660/1345] lr: 1.000e-03, eta: 3:46:21, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7391, top5_acc: 0.9227, loss_cls: 0.9302, loss: 0.9302, grad_norm: 10.2257 2021-12-03 07:23:27,506 - mmaction - INFO - Epoch [37][680/1345] lr: 1.000e-03, eta: 3:46:06, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7586, top5_acc: 0.9258, loss_cls: 0.8991, loss: 0.8991, grad_norm: 9.8917 2021-12-03 07:23:42,062 - mmaction - INFO - Epoch [37][700/1345] lr: 1.000e-03, eta: 3:45:51, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7578, top5_acc: 0.9125, loss_cls: 0.9415, loss: 0.9415, grad_norm: 9.9892 2021-12-03 07:23:56,620 - mmaction - INFO - Epoch [37][720/1345] lr: 1.000e-03, eta: 3:45:36, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7422, top5_acc: 0.9133, loss_cls: 0.9502, loss: 0.9502, grad_norm: 10.0962 2021-12-03 07:24:11,252 - mmaction - INFO - Epoch [37][740/1345] lr: 1.000e-03, eta: 3:45:21, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7492, top5_acc: 0.9227, loss_cls: 0.9255, loss: 0.9255, grad_norm: 10.0310 2021-12-03 07:24:25,888 - mmaction - INFO - Epoch [37][760/1345] lr: 1.000e-03, eta: 3:45:06, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7469, top5_acc: 0.9125, loss_cls: 0.9312, loss: 0.9312, grad_norm: 10.0406 2021-12-03 07:24:40,457 - mmaction - INFO - Epoch [37][780/1345] lr: 1.000e-03, eta: 3:44:51, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7773, top5_acc: 0.9297, loss_cls: 0.8622, loss: 0.8622, grad_norm: 9.5595 2021-12-03 07:24:55,140 - mmaction - INFO - Epoch [37][800/1345] lr: 1.000e-03, eta: 3:44:36, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.8723, loss: 0.8723, grad_norm: 10.0423 2021-12-03 07:25:09,781 - mmaction - INFO - Epoch [37][820/1345] lr: 1.000e-03, eta: 3:44:21, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7547, top5_acc: 0.9273, loss_cls: 0.9039, loss: 0.9039, grad_norm: 10.2160 2021-12-03 07:25:24,369 - mmaction - INFO - Epoch [37][840/1345] lr: 1.000e-03, eta: 3:44:06, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7469, top5_acc: 0.9219, loss_cls: 0.9445, loss: 0.9445, grad_norm: 10.4550 2021-12-03 07:25:39,072 - mmaction - INFO - Epoch [37][860/1345] lr: 1.000e-03, eta: 3:43:51, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7539, top5_acc: 0.9313, loss_cls: 0.8928, loss: 0.8928, grad_norm: 10.1334 2021-12-03 07:25:53,676 - mmaction - INFO - Epoch [37][880/1345] lr: 1.000e-03, eta: 3:43:36, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7688, top5_acc: 0.9336, loss_cls: 0.8456, loss: 0.8456, grad_norm: 9.7595 2021-12-03 07:26:08,292 - mmaction - INFO - Epoch [37][900/1345] lr: 1.000e-03, eta: 3:43:21, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9266, loss_cls: 0.9132, loss: 0.9132, grad_norm: 10.2859 2021-12-03 07:26:23,031 - mmaction - INFO - Epoch [37][920/1345] lr: 1.000e-03, eta: 3:43:06, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7555, top5_acc: 0.9219, loss_cls: 0.8774, loss: 0.8774, grad_norm: 9.8461 2021-12-03 07:26:37,572 - mmaction - INFO - Epoch [37][940/1345] lr: 1.000e-03, eta: 3:42:51, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7555, top5_acc: 0.9305, loss_cls: 0.8975, loss: 0.8975, grad_norm: 10.1532 2021-12-03 07:26:52,137 - mmaction - INFO - Epoch [37][960/1345] lr: 1.000e-03, eta: 3:42:35, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7625, top5_acc: 0.9227, loss_cls: 0.8949, loss: 0.8949, grad_norm: 10.1191 2021-12-03 07:27:06,717 - mmaction - INFO - Epoch [37][980/1345] lr: 1.000e-03, eta: 3:42:20, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7562, top5_acc: 0.9164, loss_cls: 0.9301, loss: 0.9301, grad_norm: 10.3218 2021-12-03 07:27:21,279 - mmaction - INFO - Epoch [37][1000/1345] lr: 1.000e-03, eta: 3:42:05, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7430, top5_acc: 0.9109, loss_cls: 0.9590, loss: 0.9590, grad_norm: 10.4520 2021-12-03 07:27:35,870 - mmaction - INFO - Epoch [37][1020/1345] lr: 1.000e-03, eta: 3:41:50, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7555, top5_acc: 0.9219, loss_cls: 0.9273, loss: 0.9273, grad_norm: 10.2597 2021-12-03 07:27:50,462 - mmaction - INFO - Epoch [37][1040/1345] lr: 1.000e-03, eta: 3:41:35, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7461, top5_acc: 0.9266, loss_cls: 0.9175, loss: 0.9175, grad_norm: 10.2678 2021-12-03 07:28:05,102 - mmaction - INFO - Epoch [37][1060/1345] lr: 1.000e-03, eta: 3:41:20, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7641, top5_acc: 0.9234, loss_cls: 0.8971, loss: 0.8971, grad_norm: 10.1798 2021-12-03 07:28:19,794 - mmaction - INFO - Epoch [37][1080/1345] lr: 1.000e-03, eta: 3:41:05, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7523, top5_acc: 0.9219, loss_cls: 0.9069, loss: 0.9069, grad_norm: 10.3920 2021-12-03 07:28:34,450 - mmaction - INFO - Epoch [37][1100/1345] lr: 1.000e-03, eta: 3:40:50, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7492, top5_acc: 0.9234, loss_cls: 0.9394, loss: 0.9394, grad_norm: 10.5152 2021-12-03 07:28:49,065 - mmaction - INFO - Epoch [37][1120/1345] lr: 1.000e-03, eta: 3:40:35, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7617, top5_acc: 0.9281, loss_cls: 0.8905, loss: 0.8905, grad_norm: 10.1582 2021-12-03 07:29:03,715 - mmaction - INFO - Epoch [37][1140/1345] lr: 1.000e-03, eta: 3:40:20, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7570, top5_acc: 0.9258, loss_cls: 0.8942, loss: 0.8942, grad_norm: 10.4573 2021-12-03 07:29:18,263 - mmaction - INFO - Epoch [37][1160/1345] lr: 1.000e-03, eta: 3:40:05, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7461, top5_acc: 0.9148, loss_cls: 0.9389, loss: 0.9389, grad_norm: 10.1637 2021-12-03 07:29:32,901 - mmaction - INFO - Epoch [37][1180/1345] lr: 1.000e-03, eta: 3:39:50, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7555, top5_acc: 0.9211, loss_cls: 0.9059, loss: 0.9059, grad_norm: 10.0134 2021-12-03 07:29:47,541 - mmaction - INFO - Epoch [37][1200/1345] lr: 1.000e-03, eta: 3:39:35, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7531, top5_acc: 0.9195, loss_cls: 0.9110, loss: 0.9110, grad_norm: 10.3129 2021-12-03 07:30:02,128 - mmaction - INFO - Epoch [37][1220/1345] lr: 1.000e-03, eta: 3:39:20, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7664, top5_acc: 0.9172, loss_cls: 0.8953, loss: 0.8953, grad_norm: 10.1486 2021-12-03 07:30:16,740 - mmaction - INFO - Epoch [37][1240/1345] lr: 1.000e-03, eta: 3:39:05, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7523, top5_acc: 0.9086, loss_cls: 0.9550, loss: 0.9550, grad_norm: 10.3083 2021-12-03 07:30:31,438 - mmaction - INFO - Epoch [37][1260/1345] lr: 1.000e-03, eta: 3:38:49, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.9025, loss: 0.9025, grad_norm: 9.9274 2021-12-03 07:30:46,064 - mmaction - INFO - Epoch [37][1280/1345] lr: 1.000e-03, eta: 3:38:34, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7695, top5_acc: 0.9219, loss_cls: 0.8685, loss: 0.8685, grad_norm: 9.7859 2021-12-03 07:31:00,767 - mmaction - INFO - Epoch [37][1300/1345] lr: 1.000e-03, eta: 3:38:19, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7523, top5_acc: 0.9172, loss_cls: 0.9535, loss: 0.9535, grad_norm: 10.4358 2021-12-03 07:31:15,417 - mmaction - INFO - Epoch [37][1320/1345] lr: 1.000e-03, eta: 3:38:04, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7453, top5_acc: 0.9195, loss_cls: 0.9420, loss: 0.9420, grad_norm: 10.4061 2021-12-03 07:31:30,180 - mmaction - INFO - Epoch [37][1340/1345] lr: 1.000e-03, eta: 3:37:49, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.7562, top5_acc: 0.9336, loss_cls: 0.8709, loss: 0.8709, grad_norm: 10.2613 2021-12-03 07:31:33,787 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-12-03 07:32:16,536 - mmaction - INFO - Epoch [38][20/1345] lr: 1.000e-03, eta: 3:37:39, time: 2.055, data_time: 1.330, memory: 9795, top1_acc: 0.7664, top5_acc: 0.9227, loss_cls: 0.8879, loss: 0.8879, grad_norm: 9.9071 2021-12-03 07:32:31,081 - mmaction - INFO - Epoch [38][40/1345] lr: 1.000e-03, eta: 3:37:23, time: 0.727, data_time: 0.002, memory: 9795, top1_acc: 0.7805, top5_acc: 0.9273, loss_cls: 0.8588, loss: 0.8588, grad_norm: 9.8084 2021-12-03 07:32:45,744 - mmaction - INFO - Epoch [38][60/1345] lr: 1.000e-03, eta: 3:37:08, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.7609, top5_acc: 0.9242, loss_cls: 0.8933, loss: 0.8933, grad_norm: 9.8300 2021-12-03 07:33:00,467 - mmaction - INFO - Epoch [38][80/1345] lr: 1.000e-03, eta: 3:36:53, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7562, top5_acc: 0.9195, loss_cls: 0.9064, loss: 0.9064, grad_norm: 10.0743 2021-12-03 07:33:15,098 - mmaction - INFO - Epoch [38][100/1345] lr: 1.000e-03, eta: 3:36:38, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7602, top5_acc: 0.9172, loss_cls: 0.9141, loss: 0.9141, grad_norm: 10.1829 2021-12-03 07:33:29,773 - mmaction - INFO - Epoch [38][120/1345] lr: 1.000e-03, eta: 3:36:23, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7789, top5_acc: 0.9281, loss_cls: 0.8185, loss: 0.8185, grad_norm: 9.4789 2021-12-03 07:33:44,427 - mmaction - INFO - Epoch [38][140/1345] lr: 1.000e-03, eta: 3:36:08, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7672, top5_acc: 0.9172, loss_cls: 0.9024, loss: 0.9024, grad_norm: 10.1640 2021-12-03 07:33:59,220 - mmaction - INFO - Epoch [38][160/1345] lr: 1.000e-03, eta: 3:35:53, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.7773, top5_acc: 0.9336, loss_cls: 0.8180, loss: 0.8180, grad_norm: 9.8057 2021-12-03 07:34:13,821 - mmaction - INFO - Epoch [38][180/1345] lr: 1.000e-03, eta: 3:35:38, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.7586, top5_acc: 0.9156, loss_cls: 0.9154, loss: 0.9154, grad_norm: 10.3173 2021-12-03 07:34:28,498 - mmaction - INFO - Epoch [38][200/1345] lr: 1.000e-03, eta: 3:35:23, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7641, top5_acc: 0.9195, loss_cls: 0.8950, loss: 0.8950, grad_norm: 10.1426 2021-12-03 07:34:43,157 - mmaction - INFO - Epoch [38][220/1345] lr: 1.000e-03, eta: 3:35:08, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7680, top5_acc: 0.9187, loss_cls: 0.8714, loss: 0.8714, grad_norm: 9.7851 2021-12-03 07:34:57,874 - mmaction - INFO - Epoch [38][240/1345] lr: 1.000e-03, eta: 3:34:53, time: 0.736, data_time: 0.001, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 0.9237, loss: 0.9237, grad_norm: 10.6514 2021-12-03 07:35:12,574 - mmaction - INFO - Epoch [38][260/1345] lr: 1.000e-03, eta: 3:34:38, time: 0.735, data_time: 0.001, memory: 9795, top1_acc: 0.7672, top5_acc: 0.9266, loss_cls: 0.8373, loss: 0.8373, grad_norm: 9.7576 2021-12-03 07:35:27,229 - mmaction - INFO - Epoch [38][280/1345] lr: 1.000e-03, eta: 3:34:23, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7820, top5_acc: 0.9367, loss_cls: 0.8056, loss: 0.8056, grad_norm: 9.8236 2021-12-03 07:35:41,878 - mmaction - INFO - Epoch [38][300/1345] lr: 1.000e-03, eta: 3:34:08, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7719, top5_acc: 0.9289, loss_cls: 0.8440, loss: 0.8440, grad_norm: 10.0822 2021-12-03 07:35:56,563 - mmaction - INFO - Epoch [38][320/1345] lr: 1.000e-03, eta: 3:33:53, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7773, top5_acc: 0.9281, loss_cls: 0.8582, loss: 0.8582, grad_norm: 9.8665 2021-12-03 07:36:11,266 - mmaction - INFO - Epoch [38][340/1345] lr: 1.000e-03, eta: 3:33:38, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7430, top5_acc: 0.9156, loss_cls: 0.9418, loss: 0.9418, grad_norm: 10.5357 2021-12-03 07:36:25,966 - mmaction - INFO - Epoch [38][360/1345] lr: 1.000e-03, eta: 3:33:23, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7594, top5_acc: 0.9148, loss_cls: 0.9355, loss: 0.9355, grad_norm: 10.6043 2021-12-03 07:36:40,660 - mmaction - INFO - Epoch [38][380/1345] lr: 1.000e-03, eta: 3:33:08, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7781, top5_acc: 0.9336, loss_cls: 0.8189, loss: 0.8189, grad_norm: 9.8467 2021-12-03 07:36:55,310 - mmaction - INFO - Epoch [38][400/1345] lr: 1.000e-03, eta: 3:32:53, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7539, top5_acc: 0.9242, loss_cls: 0.8887, loss: 0.8887, grad_norm: 10.1187 2021-12-03 07:37:09,867 - mmaction - INFO - Epoch [38][420/1345] lr: 1.000e-03, eta: 3:32:37, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7617, top5_acc: 0.9297, loss_cls: 0.8856, loss: 0.8856, grad_norm: 10.6472 2021-12-03 07:37:24,546 - mmaction - INFO - Epoch [38][440/1345] lr: 1.000e-03, eta: 3:32:22, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7414, top5_acc: 0.9242, loss_cls: 0.9200, loss: 0.9200, grad_norm: 10.3417 2021-12-03 07:37:39,195 - mmaction - INFO - Epoch [38][460/1345] lr: 1.000e-03, eta: 3:32:07, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7586, top5_acc: 0.9273, loss_cls: 0.8702, loss: 0.8702, grad_norm: 10.2685 2021-12-03 07:37:53,790 - mmaction - INFO - Epoch [38][480/1345] lr: 1.000e-03, eta: 3:31:52, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7656, top5_acc: 0.9164, loss_cls: 0.8916, loss: 0.8916, grad_norm: 10.1625 2021-12-03 07:38:08,451 - mmaction - INFO - Epoch [38][500/1345] lr: 1.000e-03, eta: 3:31:37, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7688, top5_acc: 0.9297, loss_cls: 0.8712, loss: 0.8712, grad_norm: 10.1693 2021-12-03 07:38:23,073 - mmaction - INFO - Epoch [38][520/1345] lr: 1.000e-03, eta: 3:31:22, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7289, top5_acc: 0.9039, loss_cls: 0.9976, loss: 0.9976, grad_norm: 10.7670 2021-12-03 07:38:37,657 - mmaction - INFO - Epoch [38][540/1345] lr: 1.000e-03, eta: 3:31:07, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.7625, top5_acc: 0.9180, loss_cls: 0.9060, loss: 0.9060, grad_norm: 10.0402 2021-12-03 07:38:52,243 - mmaction - INFO - Epoch [38][560/1345] lr: 1.000e-03, eta: 3:30:52, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7578, top5_acc: 0.9195, loss_cls: 0.9176, loss: 0.9176, grad_norm: 10.5112 2021-12-03 07:39:06,818 - mmaction - INFO - Epoch [38][580/1345] lr: 1.000e-03, eta: 3:30:37, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7562, top5_acc: 0.9273, loss_cls: 0.8684, loss: 0.8684, grad_norm: 10.0782 2021-12-03 07:39:21,413 - mmaction - INFO - Epoch [38][600/1345] lr: 1.000e-03, eta: 3:30:22, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7633, top5_acc: 0.9266, loss_cls: 0.8542, loss: 0.8542, grad_norm: 10.1676 2021-12-03 07:39:36,070 - mmaction - INFO - Epoch [38][620/1345] lr: 1.000e-03, eta: 3:30:07, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7727, top5_acc: 0.9219, loss_cls: 0.8688, loss: 0.8688, grad_norm: 10.1398 2021-12-03 07:39:50,704 - mmaction - INFO - Epoch [38][640/1345] lr: 1.000e-03, eta: 3:29:52, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7672, top5_acc: 0.9242, loss_cls: 0.8925, loss: 0.8925, grad_norm: 10.0554 2021-12-03 07:40:05,329 - mmaction - INFO - Epoch [38][660/1345] lr: 1.000e-03, eta: 3:29:37, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7609, top5_acc: 0.9391, loss_cls: 0.8573, loss: 0.8573, grad_norm: 10.1912 2021-12-03 07:40:19,935 - mmaction - INFO - Epoch [38][680/1345] lr: 1.000e-03, eta: 3:29:22, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7672, top5_acc: 0.9258, loss_cls: 0.9039, loss: 0.9039, grad_norm: 10.5243 2021-12-03 07:40:34,490 - mmaction - INFO - Epoch [38][700/1345] lr: 1.000e-03, eta: 3:29:07, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.7586, top5_acc: 0.9328, loss_cls: 0.8888, loss: 0.8888, grad_norm: 10.0440 2021-12-03 07:40:49,161 - mmaction - INFO - Epoch [38][720/1345] lr: 1.000e-03, eta: 3:28:52, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7422, top5_acc: 0.9180, loss_cls: 0.9433, loss: 0.9433, grad_norm: 10.1863 2021-12-03 07:41:03,868 - mmaction - INFO - Epoch [38][740/1345] lr: 1.000e-03, eta: 3:28:37, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7859, top5_acc: 0.9281, loss_cls: 0.8151, loss: 0.8151, grad_norm: 9.8002 2021-12-03 07:41:18,563 - mmaction - INFO - Epoch [38][760/1345] lr: 1.000e-03, eta: 3:28:21, time: 0.735, data_time: 0.001, memory: 9795, top1_acc: 0.7531, top5_acc: 0.9336, loss_cls: 0.8754, loss: 0.8754, grad_norm: 10.6616 2021-12-03 07:41:33,213 - mmaction - INFO - Epoch [38][780/1345] lr: 1.000e-03, eta: 3:28:06, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7688, top5_acc: 0.9336, loss_cls: 0.8555, loss: 0.8555, grad_norm: 10.0811 2021-12-03 07:41:47,782 - mmaction - INFO - Epoch [38][800/1345] lr: 1.000e-03, eta: 3:27:51, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7469, top5_acc: 0.9195, loss_cls: 0.9667, loss: 0.9667, grad_norm: 10.6932 2021-12-03 07:42:02,357 - mmaction - INFO - Epoch [38][820/1345] lr: 1.000e-03, eta: 3:27:36, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7461, top5_acc: 0.9250, loss_cls: 0.8970, loss: 0.8970, grad_norm: 10.3926 2021-12-03 07:42:16,929 - mmaction - INFO - Epoch [38][840/1345] lr: 1.000e-03, eta: 3:27:21, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.8212, loss: 0.8212, grad_norm: 9.9513 2021-12-03 07:42:31,531 - mmaction - INFO - Epoch [38][860/1345] lr: 1.000e-03, eta: 3:27:06, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7727, top5_acc: 0.9258, loss_cls: 0.8617, loss: 0.8617, grad_norm: 10.0577 2021-12-03 07:42:46,072 - mmaction - INFO - Epoch [38][880/1345] lr: 1.000e-03, eta: 3:26:51, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.7680, top5_acc: 0.9289, loss_cls: 0.8426, loss: 0.8426, grad_norm: 9.9973 2021-12-03 07:43:00,643 - mmaction - INFO - Epoch [38][900/1345] lr: 1.000e-03, eta: 3:26:36, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7570, top5_acc: 0.9313, loss_cls: 0.8756, loss: 0.8756, grad_norm: 10.2112 2021-12-03 07:43:15,282 - mmaction - INFO - Epoch [38][920/1345] lr: 1.000e-03, eta: 3:26:21, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7406, top5_acc: 0.9148, loss_cls: 0.9672, loss: 0.9672, grad_norm: 10.3688 2021-12-03 07:43:29,852 - mmaction - INFO - Epoch [38][940/1345] lr: 1.000e-03, eta: 3:26:06, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7648, top5_acc: 0.9180, loss_cls: 0.9126, loss: 0.9126, grad_norm: 10.1563 2021-12-03 07:43:44,488 - mmaction - INFO - Epoch [38][960/1345] lr: 1.000e-03, eta: 3:25:51, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7500, top5_acc: 0.9133, loss_cls: 0.9290, loss: 0.9290, grad_norm: 10.2821 2021-12-03 07:43:59,167 - mmaction - INFO - Epoch [38][980/1345] lr: 1.000e-03, eta: 3:25:36, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7547, top5_acc: 0.9133, loss_cls: 0.9508, loss: 0.9508, grad_norm: 10.6091 2021-12-03 07:44:13,812 - mmaction - INFO - Epoch [38][1000/1345] lr: 1.000e-03, eta: 3:25:21, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7641, top5_acc: 0.9328, loss_cls: 0.8578, loss: 0.8578, grad_norm: 10.3204 2021-12-03 07:44:28,515 - mmaction - INFO - Epoch [38][1020/1345] lr: 1.000e-03, eta: 3:25:06, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7680, top5_acc: 0.9273, loss_cls: 0.8601, loss: 0.8601, grad_norm: 10.1915 2021-12-03 07:44:43,134 - mmaction - INFO - Epoch [38][1040/1345] lr: 1.000e-03, eta: 3:24:51, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7328, top5_acc: 0.9187, loss_cls: 0.9774, loss: 0.9774, grad_norm: 10.7472 2021-12-03 07:44:57,782 - mmaction - INFO - Epoch [38][1060/1345] lr: 1.000e-03, eta: 3:24:36, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7508, top5_acc: 0.9266, loss_cls: 0.9098, loss: 0.9098, grad_norm: 10.1523 2021-12-03 07:45:12,460 - mmaction - INFO - Epoch [38][1080/1345] lr: 1.000e-03, eta: 3:24:21, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7695, top5_acc: 0.9180, loss_cls: 0.8824, loss: 0.8824, grad_norm: 9.9863 2021-12-03 07:45:27,116 - mmaction - INFO - Epoch [38][1100/1345] lr: 1.000e-03, eta: 3:24:06, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7695, top5_acc: 0.9289, loss_cls: 0.8787, loss: 0.8787, grad_norm: 10.2780 2021-12-03 07:45:41,709 - mmaction - INFO - Epoch [38][1120/1345] lr: 1.000e-03, eta: 3:23:50, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7547, top5_acc: 0.9313, loss_cls: 0.8704, loss: 0.8704, grad_norm: 10.3207 2021-12-03 07:45:56,428 - mmaction - INFO - Epoch [38][1140/1345] lr: 1.000e-03, eta: 3:23:35, time: 0.736, data_time: 0.001, memory: 9795, top1_acc: 0.7547, top5_acc: 0.9211, loss_cls: 0.9384, loss: 0.9384, grad_norm: 10.3872 2021-12-03 07:46:11,032 - mmaction - INFO - Epoch [38][1160/1345] lr: 1.000e-03, eta: 3:23:20, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7453, top5_acc: 0.9320, loss_cls: 0.8905, loss: 0.8905, grad_norm: 10.3815 2021-12-03 07:46:25,645 - mmaction - INFO - Epoch [38][1180/1345] lr: 1.000e-03, eta: 3:23:05, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7602, top5_acc: 0.9227, loss_cls: 0.9015, loss: 0.9015, grad_norm: 10.7687 2021-12-03 07:46:40,281 - mmaction - INFO - Epoch [38][1200/1345] lr: 1.000e-03, eta: 3:22:50, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7492, top5_acc: 0.9070, loss_cls: 0.9518, loss: 0.9518, grad_norm: 10.4306 2021-12-03 07:46:54,952 - mmaction - INFO - Epoch [38][1220/1345] lr: 1.000e-03, eta: 3:22:35, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7648, top5_acc: 0.9180, loss_cls: 0.9109, loss: 0.9109, grad_norm: 10.4693 2021-12-03 07:47:09,673 - mmaction - INFO - Epoch [38][1240/1345] lr: 1.000e-03, eta: 3:22:20, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7617, top5_acc: 0.9242, loss_cls: 0.9258, loss: 0.9258, grad_norm: 10.7271 2021-12-03 07:47:24,405 - mmaction - INFO - Epoch [38][1260/1345] lr: 1.000e-03, eta: 3:22:05, time: 0.737, data_time: 0.001, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9234, loss_cls: 0.9269, loss: 0.9269, grad_norm: 10.7631 2021-12-03 07:47:39,120 - mmaction - INFO - Epoch [38][1280/1345] lr: 1.000e-03, eta: 3:21:50, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7586, top5_acc: 0.9289, loss_cls: 0.9091, loss: 0.9091, grad_norm: 10.6461 2021-12-03 07:47:53,709 - mmaction - INFO - Epoch [38][1300/1345] lr: 1.000e-03, eta: 3:21:35, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7664, top5_acc: 0.9219, loss_cls: 0.8841, loss: 0.8841, grad_norm: 10.1553 2021-12-03 07:48:08,454 - mmaction - INFO - Epoch [38][1320/1345] lr: 1.000e-03, eta: 3:21:20, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7539, top5_acc: 0.9250, loss_cls: 0.8919, loss: 0.8919, grad_norm: 10.5653 2021-12-03 07:48:23,143 - mmaction - INFO - Epoch [38][1340/1345] lr: 1.000e-03, eta: 3:21:05, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7617, top5_acc: 0.9227, loss_cls: 0.8859, loss: 0.8859, grad_norm: 10.2046 2021-12-03 07:49:27,665 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 07:49:27,820 - mmaction - INFO - top1_acc 0.4458 top5_acc 0.7369 2021-12-03 07:49:27,821 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 07:49:27,830 - mmaction - INFO - mean_acc 0.3995 2021-12-03 07:49:27,836 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-12-03 07:49:29,662 - mmaction - INFO - Epoch(val) [38][181] top1_acc: 0.4458, top5_acc: 0.7369, mean_class_accuracy: 0.3995 2021-12-03 07:50:10,293 - mmaction - INFO - Epoch [39][20/1345] lr: 1.000e-03, eta: 3:20:53, time: 2.031, data_time: 1.300, memory: 9795, top1_acc: 0.7656, top5_acc: 0.9320, loss_cls: 0.8442, loss: 0.8442, grad_norm: 9.9142 2021-12-03 07:50:24,833 - mmaction - INFO - Epoch [39][40/1345] lr: 1.000e-03, eta: 3:20:38, time: 0.727, data_time: 0.002, memory: 9795, top1_acc: 0.7852, top5_acc: 0.9219, loss_cls: 0.8580, loss: 0.8580, grad_norm: 9.9719 2021-12-03 07:50:39,465 - mmaction - INFO - Epoch [39][60/1345] lr: 1.000e-03, eta: 3:20:23, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7875, top5_acc: 0.9320, loss_cls: 0.7999, loss: 0.7999, grad_norm: 10.0036 2021-12-03 07:50:54,166 - mmaction - INFO - Epoch [39][80/1345] lr: 1.000e-03, eta: 3:20:08, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7891, top5_acc: 0.9305, loss_cls: 0.8151, loss: 0.8151, grad_norm: 10.0181 2021-12-03 07:51:08,895 - mmaction - INFO - Epoch [39][100/1345] lr: 1.000e-03, eta: 3:19:53, time: 0.737, data_time: 0.001, memory: 9795, top1_acc: 0.7617, top5_acc: 0.9242, loss_cls: 0.8770, loss: 0.8770, grad_norm: 10.4863 2021-12-03 07:51:23,564 - mmaction - INFO - Epoch [39][120/1345] lr: 1.000e-03, eta: 3:19:38, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7766, top5_acc: 0.9227, loss_cls: 0.8431, loss: 0.8431, grad_norm: 10.1353 2021-12-03 07:51:38,132 - mmaction - INFO - Epoch [39][140/1345] lr: 1.000e-03, eta: 3:19:23, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7750, top5_acc: 0.9250, loss_cls: 0.8731, loss: 0.8731, grad_norm: 10.2482 2021-12-03 07:51:52,815 - mmaction - INFO - Epoch [39][160/1345] lr: 1.000e-03, eta: 3:19:08, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7695, top5_acc: 0.9234, loss_cls: 0.8500, loss: 0.8500, grad_norm: 10.1710 2021-12-03 07:52:07,445 - mmaction - INFO - Epoch [39][180/1345] lr: 1.000e-03, eta: 3:18:53, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7633, top5_acc: 0.9227, loss_cls: 0.8861, loss: 0.8861, grad_norm: 10.5834 2021-12-03 07:52:22,045 - mmaction - INFO - Epoch [39][200/1345] lr: 1.000e-03, eta: 3:18:38, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7695, top5_acc: 0.9320, loss_cls: 0.8543, loss: 0.8543, grad_norm: 10.7749 2021-12-03 07:52:36,698 - mmaction - INFO - Epoch [39][220/1345] lr: 1.000e-03, eta: 3:18:23, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7820, top5_acc: 0.9320, loss_cls: 0.8384, loss: 0.8384, grad_norm: 10.4224 2021-12-03 07:52:51,387 - mmaction - INFO - Epoch [39][240/1345] lr: 1.000e-03, eta: 3:18:08, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7703, top5_acc: 0.9227, loss_cls: 0.8830, loss: 0.8830, grad_norm: 10.2150 2021-12-03 07:53:06,064 - mmaction - INFO - Epoch [39][260/1345] lr: 1.000e-03, eta: 3:17:53, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7805, top5_acc: 0.9352, loss_cls: 0.8293, loss: 0.8293, grad_norm: 10.5291 2021-12-03 07:53:20,687 - mmaction - INFO - Epoch [39][280/1345] lr: 1.000e-03, eta: 3:17:38, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7836, top5_acc: 0.9398, loss_cls: 0.7941, loss: 0.7941, grad_norm: 9.9532 2021-12-03 07:53:35,247 - mmaction - INFO - Epoch [39][300/1345] lr: 1.000e-03, eta: 3:17:23, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7633, top5_acc: 0.9180, loss_cls: 0.8917, loss: 0.8917, grad_norm: 10.8836 2021-12-03 07:53:49,881 - mmaction - INFO - Epoch [39][320/1345] lr: 1.000e-03, eta: 3:17:08, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7664, top5_acc: 0.9227, loss_cls: 0.8848, loss: 0.8848, grad_norm: 10.6903 2021-12-03 07:54:04,561 - mmaction - INFO - Epoch [39][340/1345] lr: 1.000e-03, eta: 3:16:52, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7609, top5_acc: 0.9211, loss_cls: 0.9189, loss: 0.9189, grad_norm: 10.7341 2021-12-03 07:54:19,186 - mmaction - INFO - Epoch [39][360/1345] lr: 1.000e-03, eta: 3:16:37, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7672, top5_acc: 0.9266, loss_cls: 0.8847, loss: 0.8847, grad_norm: 10.5940 2021-12-03 07:54:33,893 - mmaction - INFO - Epoch [39][380/1345] lr: 1.000e-03, eta: 3:16:22, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7805, top5_acc: 0.9359, loss_cls: 0.8377, loss: 0.8377, grad_norm: 10.3741 2021-12-03 07:54:48,506 - mmaction - INFO - Epoch [39][400/1345] lr: 1.000e-03, eta: 3:16:07, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7594, top5_acc: 0.9258, loss_cls: 0.8931, loss: 0.8931, grad_norm: 10.5076 2021-12-03 07:55:03,188 - mmaction - INFO - Epoch [39][420/1345] lr: 1.000e-03, eta: 3:15:52, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7773, top5_acc: 0.9352, loss_cls: 0.8127, loss: 0.8127, grad_norm: 10.1576 2021-12-03 07:55:17,802 - mmaction - INFO - Epoch [39][440/1345] lr: 1.000e-03, eta: 3:15:37, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7656, top5_acc: 0.9281, loss_cls: 0.8634, loss: 0.8634, grad_norm: 10.2633 2021-12-03 07:55:32,436 - mmaction - INFO - Epoch [39][460/1345] lr: 1.000e-03, eta: 3:15:22, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7859, top5_acc: 0.9406, loss_cls: 0.7579, loss: 0.7579, grad_norm: 9.7066 2021-12-03 07:55:47,024 - mmaction - INFO - Epoch [39][480/1345] lr: 1.000e-03, eta: 3:15:07, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7656, top5_acc: 0.9109, loss_cls: 0.9280, loss: 0.9280, grad_norm: 10.8363 2021-12-03 07:56:01,621 - mmaction - INFO - Epoch [39][500/1345] lr: 1.000e-03, eta: 3:14:52, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7586, top5_acc: 0.9281, loss_cls: 0.8461, loss: 0.8461, grad_norm: 10.2255 2021-12-03 07:56:16,209 - mmaction - INFO - Epoch [39][520/1345] lr: 1.000e-03, eta: 3:14:37, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7523, top5_acc: 0.9133, loss_cls: 0.9856, loss: 0.9856, grad_norm: 10.7402 2021-12-03 07:56:30,779 - mmaction - INFO - Epoch [39][540/1345] lr: 1.000e-03, eta: 3:14:22, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7547, top5_acc: 0.9195, loss_cls: 0.9153, loss: 0.9153, grad_norm: 10.3987 2021-12-03 07:56:45,381 - mmaction - INFO - Epoch [39][560/1345] lr: 1.000e-03, eta: 3:14:07, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7594, top5_acc: 0.9250, loss_cls: 0.8945, loss: 0.8945, grad_norm: 10.3990 2021-12-03 07:56:59,970 - mmaction - INFO - Epoch [39][580/1345] lr: 1.000e-03, eta: 3:13:52, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7617, top5_acc: 0.9266, loss_cls: 0.8654, loss: 0.8654, grad_norm: 10.6253 2021-12-03 07:57:14,660 - mmaction - INFO - Epoch [39][600/1345] lr: 1.000e-03, eta: 3:13:37, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7656, top5_acc: 0.9211, loss_cls: 0.8773, loss: 0.8773, grad_norm: 10.3669 2021-12-03 07:57:29,240 - mmaction - INFO - Epoch [39][620/1345] lr: 1.000e-03, eta: 3:13:22, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7750, top5_acc: 0.9328, loss_cls: 0.8367, loss: 0.8367, grad_norm: 10.4461 2021-12-03 07:57:43,856 - mmaction - INFO - Epoch [39][640/1345] lr: 1.000e-03, eta: 3:13:07, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7672, top5_acc: 0.9305, loss_cls: 0.8685, loss: 0.8685, grad_norm: 10.5410 2021-12-03 07:57:58,437 - mmaction - INFO - Epoch [39][660/1345] lr: 1.000e-03, eta: 3:12:52, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7805, top5_acc: 0.9156, loss_cls: 0.8761, loss: 0.8761, grad_norm: 10.2590 2021-12-03 07:58:13,083 - mmaction - INFO - Epoch [39][680/1345] lr: 1.000e-03, eta: 3:12:37, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7742, top5_acc: 0.9352, loss_cls: 0.8395, loss: 0.8395, grad_norm: 10.3737 2021-12-03 07:58:27,658 - mmaction - INFO - Epoch [39][700/1345] lr: 1.000e-03, eta: 3:12:22, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7570, top5_acc: 0.9359, loss_cls: 0.8571, loss: 0.8571, grad_norm: 10.7146 2021-12-03 07:58:42,223 - mmaction - INFO - Epoch [39][720/1345] lr: 1.000e-03, eta: 3:12:06, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7688, top5_acc: 0.9391, loss_cls: 0.8306, loss: 0.8306, grad_norm: 10.8178 2021-12-03 07:58:56,766 - mmaction - INFO - Epoch [39][740/1345] lr: 1.000e-03, eta: 3:11:51, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7555, top5_acc: 0.9227, loss_cls: 0.9483, loss: 0.9483, grad_norm: 11.2295 2021-12-03 07:59:11,349 - mmaction - INFO - Epoch [39][760/1345] lr: 1.000e-03, eta: 3:11:36, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7391, top5_acc: 0.9234, loss_cls: 0.9704, loss: 0.9704, grad_norm: 10.9145 2021-12-03 07:59:25,907 - mmaction - INFO - Epoch [39][780/1345] lr: 1.000e-03, eta: 3:11:21, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7797, top5_acc: 0.9375, loss_cls: 0.8173, loss: 0.8173, grad_norm: 10.1701 2021-12-03 07:59:40,493 - mmaction - INFO - Epoch [39][800/1345] lr: 1.000e-03, eta: 3:11:06, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7648, top5_acc: 0.9344, loss_cls: 0.8501, loss: 0.8501, grad_norm: 11.0069 2021-12-03 07:59:55,079 - mmaction - INFO - Epoch [39][820/1345] lr: 1.000e-03, eta: 3:10:51, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.7656, top5_acc: 0.9281, loss_cls: 0.8863, loss: 0.8863, grad_norm: 10.2082 2021-12-03 08:00:09,649 - mmaction - INFO - Epoch [39][840/1345] lr: 1.000e-03, eta: 3:10:36, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7633, top5_acc: 0.9211, loss_cls: 0.8824, loss: 0.8824, grad_norm: 10.3222 2021-12-03 08:00:24,314 - mmaction - INFO - Epoch [39][860/1345] lr: 1.000e-03, eta: 3:10:21, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.7547, top5_acc: 0.9305, loss_cls: 0.8745, loss: 0.8745, grad_norm: 10.8995 2021-12-03 08:00:38,975 - mmaction - INFO - Epoch [39][880/1345] lr: 1.000e-03, eta: 3:10:06, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7680, top5_acc: 0.9203, loss_cls: 0.8966, loss: 0.8966, grad_norm: 10.4405 2021-12-03 08:00:53,554 - mmaction - INFO - Epoch [39][900/1345] lr: 1.000e-03, eta: 3:09:51, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7609, top5_acc: 0.9258, loss_cls: 0.9003, loss: 0.9003, grad_norm: 10.5311 2021-12-03 08:01:08,144 - mmaction - INFO - Epoch [39][920/1345] lr: 1.000e-03, eta: 3:09:36, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7578, top5_acc: 0.9211, loss_cls: 0.9110, loss: 0.9110, grad_norm: 10.8380 2021-12-03 08:01:22,778 - mmaction - INFO - Epoch [39][940/1345] lr: 1.000e-03, eta: 3:09:21, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7641, top5_acc: 0.9156, loss_cls: 0.9223, loss: 0.9223, grad_norm: 10.9051 2021-12-03 08:01:37,419 - mmaction - INFO - Epoch [39][960/1345] lr: 1.000e-03, eta: 3:09:06, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7734, top5_acc: 0.9328, loss_cls: 0.8625, loss: 0.8625, grad_norm: 10.2449 2021-12-03 08:01:51,998 - mmaction - INFO - Epoch [39][980/1345] lr: 1.000e-03, eta: 3:08:51, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7664, top5_acc: 0.9133, loss_cls: 0.8895, loss: 0.8895, grad_norm: 10.3875 2021-12-03 08:02:06,662 - mmaction - INFO - Epoch [39][1000/1345] lr: 1.000e-03, eta: 3:08:36, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7641, top5_acc: 0.9336, loss_cls: 0.8605, loss: 0.8605, grad_norm: 10.5055 2021-12-03 08:02:21,272 - mmaction - INFO - Epoch [39][1020/1345] lr: 1.000e-03, eta: 3:08:21, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7719, top5_acc: 0.9352, loss_cls: 0.8438, loss: 0.8438, grad_norm: 10.8720 2021-12-03 08:02:35,907 - mmaction - INFO - Epoch [39][1040/1345] lr: 1.000e-03, eta: 3:08:06, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7633, top5_acc: 0.9141, loss_cls: 0.8796, loss: 0.8796, grad_norm: 10.4507 2021-12-03 08:02:50,575 - mmaction - INFO - Epoch [39][1060/1345] lr: 1.000e-03, eta: 3:07:51, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7578, top5_acc: 0.9266, loss_cls: 0.8540, loss: 0.8540, grad_norm: 10.7205 2021-12-03 08:03:05,191 - mmaction - INFO - Epoch [39][1080/1345] lr: 1.000e-03, eta: 3:07:36, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7586, top5_acc: 0.9250, loss_cls: 0.9001, loss: 0.9001, grad_norm: 10.1346 2021-12-03 08:03:19,791 - mmaction - INFO - Epoch [39][1100/1345] lr: 1.000e-03, eta: 3:07:21, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7641, top5_acc: 0.9219, loss_cls: 0.9124, loss: 0.9124, grad_norm: 10.4497 2021-12-03 08:03:34,378 - mmaction - INFO - Epoch [39][1120/1345] lr: 1.000e-03, eta: 3:07:05, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7641, top5_acc: 0.9313, loss_cls: 0.8589, loss: 0.8589, grad_norm: 10.6353 2021-12-03 08:03:48,983 - mmaction - INFO - Epoch [39][1140/1345] lr: 1.000e-03, eta: 3:06:50, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7578, top5_acc: 0.9273, loss_cls: 0.8676, loss: 0.8676, grad_norm: 10.5210 2021-12-03 08:04:03,545 - mmaction - INFO - Epoch [39][1160/1345] lr: 1.000e-03, eta: 3:06:35, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7484, top5_acc: 0.9273, loss_cls: 0.8892, loss: 0.8892, grad_norm: 10.6083 2021-12-03 08:04:18,119 - mmaction - INFO - Epoch [39][1180/1345] lr: 1.000e-03, eta: 3:06:20, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7617, top5_acc: 0.9156, loss_cls: 0.9138, loss: 0.9138, grad_norm: 10.8722 2021-12-03 08:04:32,710 - mmaction - INFO - Epoch [39][1200/1345] lr: 1.000e-03, eta: 3:06:05, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7586, top5_acc: 0.9219, loss_cls: 0.9003, loss: 0.9003, grad_norm: 10.5594 2021-12-03 08:04:47,300 - mmaction - INFO - Epoch [39][1220/1345] lr: 1.000e-03, eta: 3:05:50, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7648, top5_acc: 0.9242, loss_cls: 0.9097, loss: 0.9097, grad_norm: 10.4358 2021-12-03 08:05:01,891 - mmaction - INFO - Epoch [39][1240/1345] lr: 1.000e-03, eta: 3:05:35, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7672, top5_acc: 0.9211, loss_cls: 0.9086, loss: 0.9086, grad_norm: 10.7684 2021-12-03 08:05:16,504 - mmaction - INFO - Epoch [39][1260/1345] lr: 1.000e-03, eta: 3:05:20, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7617, top5_acc: 0.9203, loss_cls: 0.8996, loss: 0.8996, grad_norm: 10.8373 2021-12-03 08:05:31,147 - mmaction - INFO - Epoch [39][1280/1345] lr: 1.000e-03, eta: 3:05:05, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7562, top5_acc: 0.9320, loss_cls: 0.8624, loss: 0.8624, grad_norm: 10.8090 2021-12-03 08:05:45,732 - mmaction - INFO - Epoch [39][1300/1345] lr: 1.000e-03, eta: 3:04:50, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7562, top5_acc: 0.9094, loss_cls: 0.9354, loss: 0.9354, grad_norm: 10.9859 2021-12-03 08:06:00,398 - mmaction - INFO - Epoch [39][1320/1345] lr: 1.000e-03, eta: 3:04:35, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7570, top5_acc: 0.9227, loss_cls: 0.8937, loss: 0.8937, grad_norm: 10.2567 2021-12-03 08:06:15,028 - mmaction - INFO - Epoch [39][1340/1345] lr: 1.000e-03, eta: 3:04:20, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7461, top5_acc: 0.9055, loss_cls: 0.9889, loss: 0.9889, grad_norm: 10.8635 2021-12-03 08:06:18,622 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-12-03 08:07:01,762 - mmaction - INFO - Epoch [40][20/1345] lr: 1.000e-03, eta: 3:04:08, time: 2.096, data_time: 1.358, memory: 9795, top1_acc: 0.7836, top5_acc: 0.9375, loss_cls: 0.8221, loss: 0.8221, grad_norm: 9.9631 2021-12-03 08:07:16,292 - mmaction - INFO - Epoch [40][40/1345] lr: 1.000e-03, eta: 3:03:53, time: 0.727, data_time: 0.002, memory: 9795, top1_acc: 0.7828, top5_acc: 0.9359, loss_cls: 0.8202, loss: 0.8202, grad_norm: 10.6875 2021-12-03 08:07:30,906 - mmaction - INFO - Epoch [40][60/1345] lr: 1.000e-03, eta: 3:03:38, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7789, top5_acc: 0.9195, loss_cls: 0.8607, loss: 0.8607, grad_norm: 10.2562 2021-12-03 08:07:45,480 - mmaction - INFO - Epoch [40][80/1345] lr: 1.000e-03, eta: 3:03:23, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.7711, top5_acc: 0.9180, loss_cls: 0.8817, loss: 0.8817, grad_norm: 10.5987 2021-12-03 08:08:00,083 - mmaction - INFO - Epoch [40][100/1345] lr: 1.000e-03, eta: 3:03:08, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7742, top5_acc: 0.9320, loss_cls: 0.8461, loss: 0.8461, grad_norm: 10.3882 2021-12-03 08:08:14,738 - mmaction - INFO - Epoch [40][120/1345] lr: 1.000e-03, eta: 3:02:53, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7656, top5_acc: 0.9273, loss_cls: 0.8158, loss: 0.8158, grad_norm: 10.1554 2021-12-03 08:08:29,362 - mmaction - INFO - Epoch [40][140/1345] lr: 1.000e-03, eta: 3:02:38, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7680, top5_acc: 0.9242, loss_cls: 0.8507, loss: 0.8507, grad_norm: 10.4958 2021-12-03 08:08:43,943 - mmaction - INFO - Epoch [40][160/1345] lr: 1.000e-03, eta: 3:02:22, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7727, top5_acc: 0.9203, loss_cls: 0.8507, loss: 0.8507, grad_norm: 9.9578 2021-12-03 08:08:58,626 - mmaction - INFO - Epoch [40][180/1345] lr: 1.000e-03, eta: 3:02:07, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7844, top5_acc: 0.9297, loss_cls: 0.8196, loss: 0.8196, grad_norm: 10.3841 2021-12-03 08:09:13,268 - mmaction - INFO - Epoch [40][200/1345] lr: 1.000e-03, eta: 3:01:52, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7812, top5_acc: 0.9398, loss_cls: 0.7972, loss: 0.7972, grad_norm: 10.1866 2021-12-03 08:09:28,010 - mmaction - INFO - Epoch [40][220/1345] lr: 1.000e-03, eta: 3:01:37, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7531, top5_acc: 0.9273, loss_cls: 0.8668, loss: 0.8668, grad_norm: 11.1598 2021-12-03 08:09:42,741 - mmaction - INFO - Epoch [40][240/1345] lr: 1.000e-03, eta: 3:01:22, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7547, top5_acc: 0.9352, loss_cls: 0.8828, loss: 0.8828, grad_norm: 10.8484 2021-12-03 08:09:57,457 - mmaction - INFO - Epoch [40][260/1345] lr: 1.000e-03, eta: 3:01:07, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7648, top5_acc: 0.9203, loss_cls: 0.8752, loss: 0.8752, grad_norm: 10.4078 2021-12-03 08:10:12,072 - mmaction - INFO - Epoch [40][280/1345] lr: 1.000e-03, eta: 3:00:52, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7594, top5_acc: 0.9297, loss_cls: 0.8823, loss: 0.8823, grad_norm: 10.6031 2021-12-03 08:10:26,804 - mmaction - INFO - Epoch [40][300/1345] lr: 1.000e-03, eta: 3:00:37, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7820, top5_acc: 0.9313, loss_cls: 0.8456, loss: 0.8456, grad_norm: 10.6071 2021-12-03 08:10:41,598 - mmaction - INFO - Epoch [40][320/1345] lr: 1.000e-03, eta: 3:00:22, time: 0.740, data_time: 0.000, memory: 9795, top1_acc: 0.7805, top5_acc: 0.9344, loss_cls: 0.8233, loss: 0.8233, grad_norm: 10.3067 2021-12-03 08:10:56,269 - mmaction - INFO - Epoch [40][340/1345] lr: 1.000e-03, eta: 3:00:07, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7828, top5_acc: 0.9234, loss_cls: 0.8657, loss: 0.8657, grad_norm: 10.6048 2021-12-03 08:11:10,924 - mmaction - INFO - Epoch [40][360/1345] lr: 1.000e-03, eta: 2:59:52, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7766, top5_acc: 0.9281, loss_cls: 0.8486, loss: 0.8486, grad_norm: 10.5849 2021-12-03 08:11:25,715 - mmaction - INFO - Epoch [40][380/1345] lr: 1.000e-03, eta: 2:59:37, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.7648, top5_acc: 0.9234, loss_cls: 0.8627, loss: 0.8627, grad_norm: 10.5620 2021-12-03 08:11:40,452 - mmaction - INFO - Epoch [40][400/1345] lr: 1.000e-03, eta: 2:59:22, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7797, top5_acc: 0.9344, loss_cls: 0.8023, loss: 0.8023, grad_norm: 10.1164 2021-12-03 08:11:55,092 - mmaction - INFO - Epoch [40][420/1345] lr: 1.000e-03, eta: 2:59:07, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7766, top5_acc: 0.9305, loss_cls: 0.8535, loss: 0.8535, grad_norm: 10.4685 2021-12-03 08:12:09,785 - mmaction - INFO - Epoch [40][440/1345] lr: 1.000e-03, eta: 2:58:52, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7594, top5_acc: 0.9242, loss_cls: 0.8804, loss: 0.8804, grad_norm: 10.4290 2021-12-03 08:12:24,532 - mmaction - INFO - Epoch [40][460/1345] lr: 1.000e-03, eta: 2:58:37, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7820, top5_acc: 0.9234, loss_cls: 0.8605, loss: 0.8605, grad_norm: 10.2764 2021-12-03 08:12:39,168 - mmaction - INFO - Epoch [40][480/1345] lr: 1.000e-03, eta: 2:58:22, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7391, top5_acc: 0.9219, loss_cls: 0.9263, loss: 0.9263, grad_norm: 11.1172 2021-12-03 08:12:53,855 - mmaction - INFO - Epoch [40][500/1345] lr: 1.000e-03, eta: 2:58:07, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7656, top5_acc: 0.9180, loss_cls: 0.8766, loss: 0.8766, grad_norm: 10.6191 2021-12-03 08:13:08,617 - mmaction - INFO - Epoch [40][520/1345] lr: 1.000e-03, eta: 2:57:52, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.7539, top5_acc: 0.9211, loss_cls: 0.9066, loss: 0.9066, grad_norm: 10.8088 2021-12-03 08:13:23,217 - mmaction - INFO - Epoch [40][540/1345] lr: 1.000e-03, eta: 2:57:37, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7719, top5_acc: 0.9297, loss_cls: 0.8837, loss: 0.8837, grad_norm: 10.2918 2021-12-03 08:13:37,877 - mmaction - INFO - Epoch [40][560/1345] lr: 1.000e-03, eta: 2:57:22, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7484, top5_acc: 0.9211, loss_cls: 0.9154, loss: 0.9154, grad_norm: 10.7210 2021-12-03 08:13:52,574 - mmaction - INFO - Epoch [40][580/1345] lr: 1.000e-03, eta: 2:57:07, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7719, top5_acc: 0.9461, loss_cls: 0.8118, loss: 0.8118, grad_norm: 10.9028 2021-12-03 08:14:07,344 - mmaction - INFO - Epoch [40][600/1345] lr: 1.000e-03, eta: 2:56:52, time: 0.739, data_time: 0.000, memory: 9795, top1_acc: 0.7625, top5_acc: 0.9328, loss_cls: 0.8311, loss: 0.8311, grad_norm: 10.8435 2021-12-03 08:14:22,100 - mmaction - INFO - Epoch [40][620/1345] lr: 1.000e-03, eta: 2:56:37, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.7641, top5_acc: 0.9281, loss_cls: 0.8706, loss: 0.8706, grad_norm: 11.1077 2021-12-03 08:14:36,848 - mmaction - INFO - Epoch [40][640/1345] lr: 1.000e-03, eta: 2:56:22, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7711, top5_acc: 0.9328, loss_cls: 0.8383, loss: 0.8383, grad_norm: 10.3819 2021-12-03 08:14:51,424 - mmaction - INFO - Epoch [40][660/1345] lr: 1.000e-03, eta: 2:56:07, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7695, top5_acc: 0.9258, loss_cls: 0.8417, loss: 0.8417, grad_norm: 10.2874 2021-12-03 08:15:06,135 - mmaction - INFO - Epoch [40][680/1345] lr: 1.000e-03, eta: 2:55:52, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7500, top5_acc: 0.9266, loss_cls: 0.9008, loss: 0.9008, grad_norm: 11.0805 2021-12-03 08:15:20,716 - mmaction - INFO - Epoch [40][700/1345] lr: 1.000e-03, eta: 2:55:37, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7438, top5_acc: 0.9180, loss_cls: 0.9380, loss: 0.9380, grad_norm: 10.9931 2021-12-03 08:15:35,392 - mmaction - INFO - Epoch [40][720/1345] lr: 1.000e-03, eta: 2:55:22, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7937, top5_acc: 0.9391, loss_cls: 0.7789, loss: 0.7789, grad_norm: 10.5075 2021-12-03 08:15:50,040 - mmaction - INFO - Epoch [40][740/1345] lr: 1.000e-03, eta: 2:55:07, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7602, top5_acc: 0.9187, loss_cls: 0.9082, loss: 0.9082, grad_norm: 11.1013 2021-12-03 08:16:04,659 - mmaction - INFO - Epoch [40][760/1345] lr: 1.000e-03, eta: 2:54:52, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7406, top5_acc: 0.9258, loss_cls: 0.9008, loss: 0.9008, grad_norm: 11.2361 2021-12-03 08:16:19,343 - mmaction - INFO - Epoch [40][780/1345] lr: 1.000e-03, eta: 2:54:37, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7688, top5_acc: 0.9242, loss_cls: 0.8743, loss: 0.8743, grad_norm: 10.5223 2021-12-03 08:16:33,996 - mmaction - INFO - Epoch [40][800/1345] lr: 1.000e-03, eta: 2:54:22, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7797, top5_acc: 0.9359, loss_cls: 0.8010, loss: 0.8010, grad_norm: 10.2101 2021-12-03 08:16:48,640 - mmaction - INFO - Epoch [40][820/1345] lr: 1.000e-03, eta: 2:54:07, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7430, top5_acc: 0.9211, loss_cls: 0.8977, loss: 0.8977, grad_norm: 11.0709 2021-12-03 08:17:03,224 - mmaction - INFO - Epoch [40][840/1345] lr: 1.000e-03, eta: 2:53:52, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.7734, top5_acc: 0.9406, loss_cls: 0.8219, loss: 0.8219, grad_norm: 10.8256 2021-12-03 08:17:17,783 - mmaction - INFO - Epoch [40][860/1345] lr: 1.000e-03, eta: 2:53:37, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7625, top5_acc: 0.9234, loss_cls: 0.9150, loss: 0.9150, grad_norm: 10.6916 2021-12-03 08:17:32,435 - mmaction - INFO - Epoch [40][880/1345] lr: 1.000e-03, eta: 2:53:22, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.7648, top5_acc: 0.9156, loss_cls: 0.9056, loss: 0.9056, grad_norm: 10.6743 2021-12-03 08:17:46,998 - mmaction - INFO - Epoch [40][900/1345] lr: 1.000e-03, eta: 2:53:06, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7508, top5_acc: 0.9219, loss_cls: 0.9485, loss: 0.9485, grad_norm: 11.4547 2021-12-03 08:18:01,670 - mmaction - INFO - Epoch [40][920/1345] lr: 1.000e-03, eta: 2:52:51, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.7859, top5_acc: 0.9281, loss_cls: 0.8700, loss: 0.8700, grad_norm: 10.6239 2021-12-03 08:18:16,230 - mmaction - INFO - Epoch [40][940/1345] lr: 1.000e-03, eta: 2:52:36, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.7570, top5_acc: 0.9227, loss_cls: 0.8874, loss: 0.8874, grad_norm: 10.5999 2021-12-03 08:18:30,788 - mmaction - INFO - Epoch [40][960/1345] lr: 1.000e-03, eta: 2:52:21, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7508, top5_acc: 0.9281, loss_cls: 0.9093, loss: 0.9093, grad_norm: 10.7512 2021-12-03 08:18:45,375 - mmaction - INFO - Epoch [40][980/1345] lr: 1.000e-03, eta: 2:52:06, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.7766, top5_acc: 0.9266, loss_cls: 0.8408, loss: 0.8408, grad_norm: 10.1658 2021-12-03 08:19:00,011 - mmaction - INFO - Epoch [40][1000/1345] lr: 1.000e-03, eta: 2:51:51, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7703, top5_acc: 0.9344, loss_cls: 0.8609, loss: 0.8609, grad_norm: 10.8018 2021-12-03 08:19:14,593 - mmaction - INFO - Epoch [40][1020/1345] lr: 1.000e-03, eta: 2:51:36, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7930, top5_acc: 0.9328, loss_cls: 0.7913, loss: 0.7913, grad_norm: 10.4675 2021-12-03 08:19:29,204 - mmaction - INFO - Epoch [40][1040/1345] lr: 1.000e-03, eta: 2:51:21, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7625, top5_acc: 0.9250, loss_cls: 0.8481, loss: 0.8481, grad_norm: 10.6737 2021-12-03 08:19:43,823 - mmaction - INFO - Epoch [40][1060/1345] lr: 1.000e-03, eta: 2:51:06, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7641, top5_acc: 0.9211, loss_cls: 0.8994, loss: 0.8994, grad_norm: 10.8639 2021-12-03 08:19:58,393 - mmaction - INFO - Epoch [40][1080/1345] lr: 1.000e-03, eta: 2:50:51, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7742, top5_acc: 0.9320, loss_cls: 0.8313, loss: 0.8313, grad_norm: 10.7127 2021-12-03 08:20:13,023 - mmaction - INFO - Epoch [40][1100/1345] lr: 1.000e-03, eta: 2:50:36, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7711, top5_acc: 0.9383, loss_cls: 0.8352, loss: 0.8352, grad_norm: 10.8941 2021-12-03 08:20:27,649 - mmaction - INFO - Epoch [40][1120/1345] lr: 1.000e-03, eta: 2:50:21, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7695, top5_acc: 0.9313, loss_cls: 0.8526, loss: 0.8526, grad_norm: 10.7377 2021-12-03 08:20:42,233 - mmaction - INFO - Epoch [40][1140/1345] lr: 1.000e-03, eta: 2:50:06, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.8934, loss: 0.8934, grad_norm: 10.8312 2021-12-03 08:20:56,788 - mmaction - INFO - Epoch [40][1160/1345] lr: 1.000e-03, eta: 2:49:51, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7500, top5_acc: 0.9273, loss_cls: 0.9009, loss: 0.9009, grad_norm: 10.7581 2021-12-03 08:21:11,407 - mmaction - INFO - Epoch [40][1180/1345] lr: 1.000e-03, eta: 2:49:36, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7703, top5_acc: 0.9195, loss_cls: 0.9297, loss: 0.9297, grad_norm: 10.8268 2021-12-03 08:21:26,030 - mmaction - INFO - Epoch [40][1200/1345] lr: 1.000e-03, eta: 2:49:21, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7719, top5_acc: 0.9258, loss_cls: 0.8384, loss: 0.8384, grad_norm: 10.5927 2021-12-03 08:21:40,634 - mmaction - INFO - Epoch [40][1220/1345] lr: 1.000e-03, eta: 2:49:06, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7594, top5_acc: 0.9281, loss_cls: 0.8918, loss: 0.8918, grad_norm: 10.8869 2021-12-03 08:21:55,192 - mmaction - INFO - Epoch [40][1240/1345] lr: 1.000e-03, eta: 2:48:51, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.7891, top5_acc: 0.9289, loss_cls: 0.8089, loss: 0.8089, grad_norm: 10.3446 2021-12-03 08:22:09,774 - mmaction - INFO - Epoch [40][1260/1345] lr: 1.000e-03, eta: 2:48:36, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7625, top5_acc: 0.9219, loss_cls: 0.9017, loss: 0.9017, grad_norm: 10.7277 2021-12-03 08:22:24,364 - mmaction - INFO - Epoch [40][1280/1345] lr: 1.000e-03, eta: 2:48:21, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7875, top5_acc: 0.9258, loss_cls: 0.8582, loss: 0.8582, grad_norm: 10.6763 2021-12-03 08:22:39,029 - mmaction - INFO - Epoch [40][1300/1345] lr: 1.000e-03, eta: 2:48:06, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7805, top5_acc: 0.9313, loss_cls: 0.8294, loss: 0.8294, grad_norm: 10.7345 2021-12-03 08:22:53,632 - mmaction - INFO - Epoch [40][1320/1345] lr: 1.000e-03, eta: 2:47:51, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7766, top5_acc: 0.9289, loss_cls: 0.8675, loss: 0.8675, grad_norm: 10.6516 2021-12-03 08:23:08,247 - mmaction - INFO - Epoch [40][1340/1345] lr: 1.000e-03, eta: 2:47:36, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7461, top5_acc: 0.9117, loss_cls: 0.9371, loss: 0.9371, grad_norm: 10.7587 2021-12-03 08:24:14,159 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 08:24:14,324 - mmaction - INFO - top1_acc 0.4444 top5_acc 0.7369 2021-12-03 08:24:14,324 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 08:24:14,334 - mmaction - INFO - mean_acc 0.4066 2021-12-03 08:24:14,340 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-12-03 08:24:18,041 - mmaction - INFO - Epoch(val) [40][181] top1_acc: 0.4444, top5_acc: 0.7369, mean_class_accuracy: 0.4066 2021-12-03 08:24:58,640 - mmaction - INFO - Epoch [41][20/1345] lr: 1.000e-04, eta: 2:47:22, time: 2.030, data_time: 1.306, memory: 9795, top1_acc: 0.7766, top5_acc: 0.9266, loss_cls: 0.8250, loss: 0.8250, grad_norm: 10.3370 2021-12-03 08:25:13,143 - mmaction - INFO - Epoch [41][40/1345] lr: 1.000e-04, eta: 2:47:07, time: 0.725, data_time: 0.002, memory: 9795, top1_acc: 0.7547, top5_acc: 0.9227, loss_cls: 0.8961, loss: 0.8961, grad_norm: 11.0036 2021-12-03 08:25:27,652 - mmaction - INFO - Epoch [41][60/1345] lr: 1.000e-04, eta: 2:46:52, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.7672, top5_acc: 0.9187, loss_cls: 0.8813, loss: 0.8813, grad_norm: 10.4587 2021-12-03 08:25:42,151 - mmaction - INFO - Epoch [41][80/1345] lr: 1.000e-04, eta: 2:46:37, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.7891, top5_acc: 0.9289, loss_cls: 0.8170, loss: 0.8170, grad_norm: 10.1978 2021-12-03 08:25:56,696 - mmaction - INFO - Epoch [41][100/1345] lr: 1.000e-04, eta: 2:46:22, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7789, top5_acc: 0.9219, loss_cls: 0.8690, loss: 0.8690, grad_norm: 10.5407 2021-12-03 08:26:11,266 - mmaction - INFO - Epoch [41][120/1345] lr: 1.000e-04, eta: 2:46:07, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7914, top5_acc: 0.9406, loss_cls: 0.7910, loss: 0.7910, grad_norm: 10.2408 2021-12-03 08:26:25,841 - mmaction - INFO - Epoch [41][140/1345] lr: 1.000e-04, eta: 2:45:52, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7922, top5_acc: 0.9359, loss_cls: 0.7913, loss: 0.7913, grad_norm: 9.9413 2021-12-03 08:26:40,367 - mmaction - INFO - Epoch [41][160/1345] lr: 1.000e-04, eta: 2:45:37, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.7898, top5_acc: 0.9445, loss_cls: 0.7353, loss: 0.7353, grad_norm: 9.9639 2021-12-03 08:26:54,887 - mmaction - INFO - Epoch [41][180/1345] lr: 1.000e-04, eta: 2:45:22, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.7930, top5_acc: 0.9500, loss_cls: 0.7637, loss: 0.7637, grad_norm: 10.3290 2021-12-03 08:27:09,438 - mmaction - INFO - Epoch [41][200/1345] lr: 1.000e-04, eta: 2:45:07, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7937, top5_acc: 0.9359, loss_cls: 0.7992, loss: 0.7992, grad_norm: 9.7624 2021-12-03 08:27:24,156 - mmaction - INFO - Epoch [41][220/1345] lr: 1.000e-04, eta: 2:44:52, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.7844, top5_acc: 0.9344, loss_cls: 0.8247, loss: 0.8247, grad_norm: 10.5570 2021-12-03 08:27:38,775 - mmaction - INFO - Epoch [41][240/1345] lr: 1.000e-04, eta: 2:44:37, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7820, top5_acc: 0.9297, loss_cls: 0.7924, loss: 0.7924, grad_norm: 10.0805 2021-12-03 08:27:53,423 - mmaction - INFO - Epoch [41][260/1345] lr: 1.000e-04, eta: 2:44:22, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.7859, top5_acc: 0.9375, loss_cls: 0.7960, loss: 0.7960, grad_norm: 10.5321 2021-12-03 08:28:08,036 - mmaction - INFO - Epoch [41][280/1345] lr: 1.000e-04, eta: 2:44:07, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7937, top5_acc: 0.9320, loss_cls: 0.8102, loss: 0.8102, grad_norm: 10.3267 2021-12-03 08:28:22,622 - mmaction - INFO - Epoch [41][300/1345] lr: 1.000e-04, eta: 2:43:52, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7781, top5_acc: 0.9258, loss_cls: 0.8555, loss: 0.8555, grad_norm: 10.8040 2021-12-03 08:28:37,261 - mmaction - INFO - Epoch [41][320/1345] lr: 1.000e-04, eta: 2:43:37, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8070, top5_acc: 0.9336, loss_cls: 0.7726, loss: 0.7726, grad_norm: 9.9390 2021-12-03 08:28:51,880 - mmaction - INFO - Epoch [41][340/1345] lr: 1.000e-04, eta: 2:43:22, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7812, top5_acc: 0.9266, loss_cls: 0.8232, loss: 0.8232, grad_norm: 10.3740 2021-12-03 08:29:06,566 - mmaction - INFO - Epoch [41][360/1345] lr: 1.000e-04, eta: 2:43:07, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8016, top5_acc: 0.9320, loss_cls: 0.7814, loss: 0.7814, grad_norm: 10.1453 2021-12-03 08:29:21,292 - mmaction - INFO - Epoch [41][380/1345] lr: 1.000e-04, eta: 2:42:52, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9437, loss_cls: 0.7518, loss: 0.7518, grad_norm: 9.8294 2021-12-03 08:29:35,838 - mmaction - INFO - Epoch [41][400/1345] lr: 1.000e-04, eta: 2:42:37, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.8070, top5_acc: 0.9391, loss_cls: 0.7402, loss: 0.7402, grad_norm: 10.1601 2021-12-03 08:29:50,505 - mmaction - INFO - Epoch [41][420/1345] lr: 1.000e-04, eta: 2:42:22, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8078, top5_acc: 0.9422, loss_cls: 0.7549, loss: 0.7549, grad_norm: 10.2898 2021-12-03 08:30:05,177 - mmaction - INFO - Epoch [41][440/1345] lr: 1.000e-04, eta: 2:42:07, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7914, top5_acc: 0.9367, loss_cls: 0.8108, loss: 0.8108, grad_norm: 10.1988 2021-12-03 08:30:19,739 - mmaction - INFO - Epoch [41][460/1345] lr: 1.000e-04, eta: 2:41:51, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7781, top5_acc: 0.9297, loss_cls: 0.8148, loss: 0.8148, grad_norm: 10.3630 2021-12-03 08:30:34,396 - mmaction - INFO - Epoch [41][480/1345] lr: 1.000e-04, eta: 2:41:36, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9281, loss_cls: 0.7539, loss: 0.7539, grad_norm: 10.0112 2021-12-03 08:30:49,094 - mmaction - INFO - Epoch [41][500/1345] lr: 1.000e-04, eta: 2:41:21, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7883, top5_acc: 0.9281, loss_cls: 0.8233, loss: 0.8233, grad_norm: 10.3031 2021-12-03 08:31:03,702 - mmaction - INFO - Epoch [41][520/1345] lr: 1.000e-04, eta: 2:41:06, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7789, top5_acc: 0.9242, loss_cls: 0.8508, loss: 0.8508, grad_norm: 10.5238 2021-12-03 08:31:18,384 - mmaction - INFO - Epoch [41][540/1345] lr: 1.000e-04, eta: 2:40:51, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7805, top5_acc: 0.9250, loss_cls: 0.8205, loss: 0.8205, grad_norm: 10.5205 2021-12-03 08:31:32,993 - mmaction - INFO - Epoch [41][560/1345] lr: 1.000e-04, eta: 2:40:36, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7797, top5_acc: 0.9414, loss_cls: 0.8247, loss: 0.8247, grad_norm: 10.7980 2021-12-03 08:31:47,630 - mmaction - INFO - Epoch [41][580/1345] lr: 1.000e-04, eta: 2:40:21, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7875, top5_acc: 0.9359, loss_cls: 0.7758, loss: 0.7758, grad_norm: 10.0343 2021-12-03 08:32:02,211 - mmaction - INFO - Epoch [41][600/1345] lr: 1.000e-04, eta: 2:40:06, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.7969, top5_acc: 0.9320, loss_cls: 0.7762, loss: 0.7762, grad_norm: 10.2571 2021-12-03 08:32:16,807 - mmaction - INFO - Epoch [41][620/1345] lr: 1.000e-04, eta: 2:39:51, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.8047, top5_acc: 0.9305, loss_cls: 0.7778, loss: 0.7778, grad_norm: 10.0935 2021-12-03 08:32:31,437 - mmaction - INFO - Epoch [41][640/1345] lr: 1.000e-04, eta: 2:39:36, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7937, top5_acc: 0.9328, loss_cls: 0.7961, loss: 0.7961, grad_norm: 10.4544 2021-12-03 08:32:46,030 - mmaction - INFO - Epoch [41][660/1345] lr: 1.000e-04, eta: 2:39:21, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7977, top5_acc: 0.9398, loss_cls: 0.7642, loss: 0.7642, grad_norm: 10.1623 2021-12-03 08:33:00,577 - mmaction - INFO - Epoch [41][680/1345] lr: 1.000e-04, eta: 2:39:06, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.8016, top5_acc: 0.9422, loss_cls: 0.7331, loss: 0.7331, grad_norm: 9.7886 2021-12-03 08:33:15,190 - mmaction - INFO - Epoch [41][700/1345] lr: 1.000e-04, eta: 2:38:51, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9469, loss_cls: 0.7222, loss: 0.7222, grad_norm: 9.7325 2021-12-03 08:33:29,804 - mmaction - INFO - Epoch [41][720/1345] lr: 1.000e-04, eta: 2:38:36, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7953, top5_acc: 0.9398, loss_cls: 0.7670, loss: 0.7670, grad_norm: 10.3911 2021-12-03 08:33:44,363 - mmaction - INFO - Epoch [41][740/1345] lr: 1.000e-04, eta: 2:38:21, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7992, top5_acc: 0.9539, loss_cls: 0.6971, loss: 0.6971, grad_norm: 9.9094 2021-12-03 08:33:58,930 - mmaction - INFO - Epoch [41][760/1345] lr: 1.000e-04, eta: 2:38:06, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7945, top5_acc: 0.9375, loss_cls: 0.7811, loss: 0.7811, grad_norm: 10.4297 2021-12-03 08:34:13,551 - mmaction - INFO - Epoch [41][780/1345] lr: 1.000e-04, eta: 2:37:51, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8102, top5_acc: 0.9336, loss_cls: 0.7559, loss: 0.7559, grad_norm: 10.0684 2021-12-03 08:34:28,117 - mmaction - INFO - Epoch [41][800/1345] lr: 1.000e-04, eta: 2:37:36, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7789, top5_acc: 0.9359, loss_cls: 0.7715, loss: 0.7715, grad_norm: 10.5292 2021-12-03 08:34:42,719 - mmaction - INFO - Epoch [41][820/1345] lr: 1.000e-04, eta: 2:37:21, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7969, top5_acc: 0.9406, loss_cls: 0.7684, loss: 0.7684, grad_norm: 10.4913 2021-12-03 08:34:57,387 - mmaction - INFO - Epoch [41][840/1345] lr: 1.000e-04, eta: 2:37:06, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8070, top5_acc: 0.9539, loss_cls: 0.6797, loss: 0.6797, grad_norm: 9.8665 2021-12-03 08:35:11,976 - mmaction - INFO - Epoch [41][860/1345] lr: 1.000e-04, eta: 2:36:51, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7906, top5_acc: 0.9453, loss_cls: 0.7470, loss: 0.7470, grad_norm: 10.3708 2021-12-03 08:35:26,553 - mmaction - INFO - Epoch [41][880/1345] lr: 1.000e-04, eta: 2:36:36, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8063, top5_acc: 0.9461, loss_cls: 0.6998, loss: 0.6998, grad_norm: 9.8945 2021-12-03 08:35:41,138 - mmaction - INFO - Epoch [41][900/1345] lr: 1.000e-04, eta: 2:36:21, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7945, top5_acc: 0.9406, loss_cls: 0.7732, loss: 0.7732, grad_norm: 10.3609 2021-12-03 08:35:55,742 - mmaction - INFO - Epoch [41][920/1345] lr: 1.000e-04, eta: 2:36:06, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8023, top5_acc: 0.9375, loss_cls: 0.7786, loss: 0.7786, grad_norm: 10.0515 2021-12-03 08:36:10,309 - mmaction - INFO - Epoch [41][940/1345] lr: 1.000e-04, eta: 2:35:51, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7914, top5_acc: 0.9359, loss_cls: 0.7808, loss: 0.7808, grad_norm: 10.6950 2021-12-03 08:36:24,955 - mmaction - INFO - Epoch [41][960/1345] lr: 1.000e-04, eta: 2:35:36, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8102, top5_acc: 0.9453, loss_cls: 0.6994, loss: 0.6994, grad_norm: 9.8604 2021-12-03 08:36:39,546 - mmaction - INFO - Epoch [41][980/1345] lr: 1.000e-04, eta: 2:35:21, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9445, loss_cls: 0.7315, loss: 0.7315, grad_norm: 9.7945 2021-12-03 08:36:54,114 - mmaction - INFO - Epoch [41][1000/1345] lr: 1.000e-04, eta: 2:35:06, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.7867, top5_acc: 0.9422, loss_cls: 0.7439, loss: 0.7439, grad_norm: 10.4548 2021-12-03 08:37:08,788 - mmaction - INFO - Epoch [41][1020/1345] lr: 1.000e-04, eta: 2:34:51, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7852, top5_acc: 0.9320, loss_cls: 0.8083, loss: 0.8083, grad_norm: 10.4408 2021-12-03 08:37:23,381 - mmaction - INFO - Epoch [41][1040/1345] lr: 1.000e-04, eta: 2:34:36, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8000, top5_acc: 0.9453, loss_cls: 0.7237, loss: 0.7237, grad_norm: 9.6757 2021-12-03 08:37:37,971 - mmaction - INFO - Epoch [41][1060/1345] lr: 1.000e-04, eta: 2:34:21, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8000, top5_acc: 0.9375, loss_cls: 0.7750, loss: 0.7750, grad_norm: 10.3779 2021-12-03 08:37:52,537 - mmaction - INFO - Epoch [41][1080/1345] lr: 1.000e-04, eta: 2:34:06, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8031, top5_acc: 0.9430, loss_cls: 0.7447, loss: 0.7447, grad_norm: 10.1110 2021-12-03 08:38:07,145 - mmaction - INFO - Epoch [41][1100/1345] lr: 1.000e-04, eta: 2:33:50, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9367, loss_cls: 0.7360, loss: 0.7360, grad_norm: 9.6830 2021-12-03 08:38:21,848 - mmaction - INFO - Epoch [41][1120/1345] lr: 1.000e-04, eta: 2:33:35, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7797, top5_acc: 0.9398, loss_cls: 0.8100, loss: 0.8100, grad_norm: 10.8356 2021-12-03 08:38:36,399 - mmaction - INFO - Epoch [41][1140/1345] lr: 1.000e-04, eta: 2:33:20, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7977, top5_acc: 0.9477, loss_cls: 0.7418, loss: 0.7418, grad_norm: 10.1502 2021-12-03 08:38:50,954 - mmaction - INFO - Epoch [41][1160/1345] lr: 1.000e-04, eta: 2:33:05, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.8000, top5_acc: 0.9391, loss_cls: 0.7517, loss: 0.7517, grad_norm: 10.1305 2021-12-03 08:39:05,650 - mmaction - INFO - Epoch [41][1180/1345] lr: 1.000e-04, eta: 2:32:50, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7609, top5_acc: 0.9234, loss_cls: 0.8678, loss: 0.8678, grad_norm: 10.8504 2021-12-03 08:39:20,202 - mmaction - INFO - Epoch [41][1200/1345] lr: 1.000e-04, eta: 2:32:35, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.8227, top5_acc: 0.9445, loss_cls: 0.6798, loss: 0.6798, grad_norm: 9.8078 2021-12-03 08:39:34,780 - mmaction - INFO - Epoch [41][1220/1345] lr: 1.000e-04, eta: 2:32:20, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.8102, top5_acc: 0.9445, loss_cls: 0.7317, loss: 0.7317, grad_norm: 9.9872 2021-12-03 08:39:49,432 - mmaction - INFO - Epoch [41][1240/1345] lr: 1.000e-04, eta: 2:32:05, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7898, top5_acc: 0.9344, loss_cls: 0.8117, loss: 0.8117, grad_norm: 10.6027 2021-12-03 08:40:04,076 - mmaction - INFO - Epoch [41][1260/1345] lr: 1.000e-04, eta: 2:31:50, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.8016, top5_acc: 0.9367, loss_cls: 0.7530, loss: 0.7530, grad_norm: 10.2930 2021-12-03 08:40:18,655 - mmaction - INFO - Epoch [41][1280/1345] lr: 1.000e-04, eta: 2:31:35, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8102, top5_acc: 0.9367, loss_cls: 0.7292, loss: 0.7292, grad_norm: 9.9262 2021-12-03 08:40:33,250 - mmaction - INFO - Epoch [41][1300/1345] lr: 1.000e-04, eta: 2:31:20, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8008, top5_acc: 0.9391, loss_cls: 0.7788, loss: 0.7788, grad_norm: 10.1821 2021-12-03 08:40:47,822 - mmaction - INFO - Epoch [41][1320/1345] lr: 1.000e-04, eta: 2:31:05, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7828, top5_acc: 0.9391, loss_cls: 0.8044, loss: 0.8044, grad_norm: 10.4704 2021-12-03 08:41:02,451 - mmaction - INFO - Epoch [41][1340/1345] lr: 1.000e-04, eta: 2:30:50, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.8016, top5_acc: 0.9313, loss_cls: 0.7396, loss: 0.7396, grad_norm: 10.1886 2021-12-03 08:41:06,033 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-12-03 08:41:50,044 - mmaction - INFO - Epoch [42][20/1345] lr: 1.000e-04, eta: 2:30:36, time: 2.039, data_time: 1.316, memory: 9795, top1_acc: 0.7984, top5_acc: 0.9461, loss_cls: 0.7223, loss: 0.7223, grad_norm: 9.6926 2021-12-03 08:42:04,547 - mmaction - INFO - Epoch [42][40/1345] lr: 1.000e-04, eta: 2:30:21, time: 0.725, data_time: 0.002, memory: 9795, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.7633, loss: 0.7633, grad_norm: 10.0440 2021-12-03 08:42:19,044 - mmaction - INFO - Epoch [42][60/1345] lr: 1.000e-04, eta: 2:30:06, time: 0.725, data_time: 0.000, memory: 9795, top1_acc: 0.7875, top5_acc: 0.9281, loss_cls: 0.8067, loss: 0.8067, grad_norm: 10.6756 2021-12-03 08:42:33,588 - mmaction - INFO - Epoch [42][80/1345] lr: 1.000e-04, eta: 2:29:51, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7883, top5_acc: 0.9297, loss_cls: 0.7817, loss: 0.7817, grad_norm: 10.2066 2021-12-03 08:42:48,206 - mmaction - INFO - Epoch [42][100/1345] lr: 1.000e-04, eta: 2:29:36, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7844, top5_acc: 0.9430, loss_cls: 0.7587, loss: 0.7587, grad_norm: 10.2903 2021-12-03 08:43:02,872 - mmaction - INFO - Epoch [42][120/1345] lr: 1.000e-04, eta: 2:29:21, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9445, loss_cls: 0.7211, loss: 0.7211, grad_norm: 10.0161 2021-12-03 08:43:17,518 - mmaction - INFO - Epoch [42][140/1345] lr: 1.000e-04, eta: 2:29:06, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7984, top5_acc: 0.9461, loss_cls: 0.7281, loss: 0.7281, grad_norm: 9.9117 2021-12-03 08:43:32,128 - mmaction - INFO - Epoch [42][160/1345] lr: 1.000e-04, eta: 2:28:51, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9305, loss_cls: 0.7810, loss: 0.7810, grad_norm: 10.1406 2021-12-03 08:43:46,720 - mmaction - INFO - Epoch [42][180/1345] lr: 1.000e-04, eta: 2:28:36, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7883, top5_acc: 0.9437, loss_cls: 0.7362, loss: 0.7362, grad_norm: 9.8953 2021-12-03 08:44:01,354 - mmaction - INFO - Epoch [42][200/1345] lr: 1.000e-04, eta: 2:28:21, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.8031, top5_acc: 0.9414, loss_cls: 0.7378, loss: 0.7378, grad_norm: 10.0760 2021-12-03 08:44:15,995 - mmaction - INFO - Epoch [42][220/1345] lr: 1.000e-04, eta: 2:28:06, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8258, top5_acc: 0.9453, loss_cls: 0.6797, loss: 0.6797, grad_norm: 9.5018 2021-12-03 08:44:30,675 - mmaction - INFO - Epoch [42][240/1345] lr: 1.000e-04, eta: 2:27:51, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7836, top5_acc: 0.9352, loss_cls: 0.8044, loss: 0.8044, grad_norm: 10.5017 2021-12-03 08:44:45,370 - mmaction - INFO - Epoch [42][260/1345] lr: 1.000e-04, eta: 2:27:36, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.8219, top5_acc: 0.9516, loss_cls: 0.6832, loss: 0.6832, grad_norm: 9.9187 2021-12-03 08:45:00,029 - mmaction - INFO - Epoch [42][280/1345] lr: 1.000e-04, eta: 2:27:21, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7953, top5_acc: 0.9445, loss_cls: 0.7309, loss: 0.7309, grad_norm: 9.7624 2021-12-03 08:45:14,685 - mmaction - INFO - Epoch [42][300/1345] lr: 1.000e-04, eta: 2:27:06, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.8039, top5_acc: 0.9359, loss_cls: 0.7605, loss: 0.7605, grad_norm: 10.3245 2021-12-03 08:45:29,271 - mmaction - INFO - Epoch [42][320/1345] lr: 1.000e-04, eta: 2:26:51, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8125, top5_acc: 0.9469, loss_cls: 0.7227, loss: 0.7227, grad_norm: 9.9167 2021-12-03 08:45:43,967 - mmaction - INFO - Epoch [42][340/1345] lr: 1.000e-04, eta: 2:26:36, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.8039, top5_acc: 0.9461, loss_cls: 0.7257, loss: 0.7257, grad_norm: 10.2308 2021-12-03 08:45:58,626 - mmaction - INFO - Epoch [42][360/1345] lr: 1.000e-04, eta: 2:26:21, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8016, top5_acc: 0.9430, loss_cls: 0.7471, loss: 0.7471, grad_norm: 10.4100 2021-12-03 08:46:13,228 - mmaction - INFO - Epoch [42][380/1345] lr: 1.000e-04, eta: 2:26:06, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8023, top5_acc: 0.9492, loss_cls: 0.6942, loss: 0.6942, grad_norm: 9.7290 2021-12-03 08:46:27,799 - mmaction - INFO - Epoch [42][400/1345] lr: 1.000e-04, eta: 2:25:51, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7945, top5_acc: 0.9469, loss_cls: 0.7208, loss: 0.7208, grad_norm: 10.0062 2021-12-03 08:46:42,471 - mmaction - INFO - Epoch [42][420/1345] lr: 1.000e-04, eta: 2:25:36, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8125, top5_acc: 0.9367, loss_cls: 0.7407, loss: 0.7407, grad_norm: 10.2227 2021-12-03 08:46:57,063 - mmaction - INFO - Epoch [42][440/1345] lr: 1.000e-04, eta: 2:25:21, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7891, top5_acc: 0.9352, loss_cls: 0.7762, loss: 0.7762, grad_norm: 10.3831 2021-12-03 08:47:11,716 - mmaction - INFO - Epoch [42][460/1345] lr: 1.000e-04, eta: 2:25:06, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.7961, top5_acc: 0.9422, loss_cls: 0.7395, loss: 0.7395, grad_norm: 10.1690 2021-12-03 08:47:26,328 - mmaction - INFO - Epoch [42][480/1345] lr: 1.000e-04, eta: 2:24:51, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8227, top5_acc: 0.9492, loss_cls: 0.6772, loss: 0.6772, grad_norm: 9.5809 2021-12-03 08:47:40,886 - mmaction - INFO - Epoch [42][500/1345] lr: 1.000e-04, eta: 2:24:36, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8148, top5_acc: 0.9352, loss_cls: 0.7316, loss: 0.7316, grad_norm: 10.1623 2021-12-03 08:47:55,459 - mmaction - INFO - Epoch [42][520/1345] lr: 1.000e-04, eta: 2:24:21, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7891, top5_acc: 0.9437, loss_cls: 0.7661, loss: 0.7661, grad_norm: 10.4012 2021-12-03 08:48:10,096 - mmaction - INFO - Epoch [42][540/1345] lr: 1.000e-04, eta: 2:24:06, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7914, top5_acc: 0.9344, loss_cls: 0.7734, loss: 0.7734, grad_norm: 10.4162 2021-12-03 08:48:24,682 - mmaction - INFO - Epoch [42][560/1345] lr: 1.000e-04, eta: 2:23:51, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8125, top5_acc: 0.9430, loss_cls: 0.6955, loss: 0.6955, grad_norm: 10.1362 2021-12-03 08:48:39,271 - mmaction - INFO - Epoch [42][580/1345] lr: 1.000e-04, eta: 2:23:36, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7977, top5_acc: 0.9422, loss_cls: 0.7502, loss: 0.7502, grad_norm: 10.4392 2021-12-03 08:48:54,013 - mmaction - INFO - Epoch [42][600/1345] lr: 1.000e-04, eta: 2:23:21, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.8008, top5_acc: 0.9406, loss_cls: 0.7662, loss: 0.7662, grad_norm: 10.2539 2021-12-03 08:49:08,647 - mmaction - INFO - Epoch [42][620/1345] lr: 1.000e-04, eta: 2:23:06, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8094, top5_acc: 0.9453, loss_cls: 0.7392, loss: 0.7392, grad_norm: 10.0497 2021-12-03 08:49:23,370 - mmaction - INFO - Epoch [42][640/1345] lr: 1.000e-04, eta: 2:22:51, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.8148, top5_acc: 0.9531, loss_cls: 0.7090, loss: 0.7090, grad_norm: 10.1256 2021-12-03 08:49:37,953 - mmaction - INFO - Epoch [42][660/1345] lr: 1.000e-04, eta: 2:22:36, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.8031, top5_acc: 0.9344, loss_cls: 0.7488, loss: 0.7488, grad_norm: 9.8556 2021-12-03 08:49:52,604 - mmaction - INFO - Epoch [42][680/1345] lr: 1.000e-04, eta: 2:22:21, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8086, top5_acc: 0.9320, loss_cls: 0.7911, loss: 0.7911, grad_norm: 10.8916 2021-12-03 08:50:07,227 - mmaction - INFO - Epoch [42][700/1345] lr: 1.000e-04, eta: 2:22:06, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9500, loss_cls: 0.7111, loss: 0.7111, grad_norm: 10.2480 2021-12-03 08:50:21,814 - mmaction - INFO - Epoch [42][720/1345] lr: 1.000e-04, eta: 2:21:51, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7906, top5_acc: 0.9367, loss_cls: 0.7754, loss: 0.7754, grad_norm: 10.7341 2021-12-03 08:50:36,416 - mmaction - INFO - Epoch [42][740/1345] lr: 1.000e-04, eta: 2:21:36, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7937, top5_acc: 0.9398, loss_cls: 0.7706, loss: 0.7706, grad_norm: 10.5564 2021-12-03 08:50:51,073 - mmaction - INFO - Epoch [42][760/1345] lr: 1.000e-04, eta: 2:21:21, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7922, top5_acc: 0.9359, loss_cls: 0.7826, loss: 0.7826, grad_norm: 10.3935 2021-12-03 08:51:05,693 - mmaction - INFO - Epoch [42][780/1345] lr: 1.000e-04, eta: 2:21:05, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7875, top5_acc: 0.9320, loss_cls: 0.7995, loss: 0.7995, grad_norm: 10.3560 2021-12-03 08:51:20,342 - mmaction - INFO - Epoch [42][800/1345] lr: 1.000e-04, eta: 2:20:50, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9359, loss_cls: 0.7202, loss: 0.7202, grad_norm: 10.2319 2021-12-03 08:51:34,915 - mmaction - INFO - Epoch [42][820/1345] lr: 1.000e-04, eta: 2:20:35, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8039, top5_acc: 0.9352, loss_cls: 0.7719, loss: 0.7719, grad_norm: 10.8638 2021-12-03 08:51:49,609 - mmaction - INFO - Epoch [42][840/1345] lr: 1.000e-04, eta: 2:20:20, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.8031, top5_acc: 0.9367, loss_cls: 0.7515, loss: 0.7515, grad_norm: 10.1025 2021-12-03 08:52:04,211 - mmaction - INFO - Epoch [42][860/1345] lr: 1.000e-04, eta: 2:20:05, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8031, top5_acc: 0.9445, loss_cls: 0.7245, loss: 0.7245, grad_norm: 10.3728 2021-12-03 08:52:18,762 - mmaction - INFO - Epoch [42][880/1345] lr: 1.000e-04, eta: 2:19:50, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7906, top5_acc: 0.9375, loss_cls: 0.7778, loss: 0.7778, grad_norm: 10.2076 2021-12-03 08:52:33,382 - mmaction - INFO - Epoch [42][900/1345] lr: 1.000e-04, eta: 2:19:35, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7961, top5_acc: 0.9289, loss_cls: 0.7928, loss: 0.7928, grad_norm: 10.1239 2021-12-03 08:52:47,996 - mmaction - INFO - Epoch [42][920/1345] lr: 1.000e-04, eta: 2:19:20, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8141, top5_acc: 0.9453, loss_cls: 0.7138, loss: 0.7138, grad_norm: 9.6773 2021-12-03 08:53:02,661 - mmaction - INFO - Epoch [42][940/1345] lr: 1.000e-04, eta: 2:19:05, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7883, top5_acc: 0.9211, loss_cls: 0.8140, loss: 0.8140, grad_norm: 10.6268 2021-12-03 08:53:17,239 - mmaction - INFO - Epoch [42][960/1345] lr: 1.000e-04, eta: 2:18:50, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9406, loss_cls: 0.7312, loss: 0.7312, grad_norm: 10.1500 2021-12-03 08:53:31,844 - mmaction - INFO - Epoch [42][980/1345] lr: 1.000e-04, eta: 2:18:35, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7977, top5_acc: 0.9398, loss_cls: 0.7603, loss: 0.7603, grad_norm: 10.4771 2021-12-03 08:53:46,533 - mmaction - INFO - Epoch [42][1000/1345] lr: 1.000e-04, eta: 2:18:20, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.8023, top5_acc: 0.9414, loss_cls: 0.7244, loss: 0.7244, grad_norm: 10.2996 2021-12-03 08:54:01,212 - mmaction - INFO - Epoch [42][1020/1345] lr: 1.000e-04, eta: 2:18:05, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9430, loss_cls: 0.7183, loss: 0.7183, grad_norm: 10.0685 2021-12-03 08:54:15,864 - mmaction - INFO - Epoch [42][1040/1345] lr: 1.000e-04, eta: 2:17:50, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8063, top5_acc: 0.9437, loss_cls: 0.7258, loss: 0.7258, grad_norm: 10.6316 2021-12-03 08:54:30,496 - mmaction - INFO - Epoch [42][1060/1345] lr: 1.000e-04, eta: 2:17:35, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9414, loss_cls: 0.7283, loss: 0.7283, grad_norm: 10.1794 2021-12-03 08:54:45,131 - mmaction - INFO - Epoch [42][1080/1345] lr: 1.000e-04, eta: 2:17:20, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7906, top5_acc: 0.9445, loss_cls: 0.7800, loss: 0.7800, grad_norm: 11.1426 2021-12-03 08:54:59,775 - mmaction - INFO - Epoch [42][1100/1345] lr: 1.000e-04, eta: 2:17:05, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8047, top5_acc: 0.9352, loss_cls: 0.7558, loss: 0.7558, grad_norm: 10.1391 2021-12-03 08:55:14,417 - mmaction - INFO - Epoch [42][1120/1345] lr: 1.000e-04, eta: 2:16:50, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8187, top5_acc: 0.9422, loss_cls: 0.7089, loss: 0.7089, grad_norm: 10.1537 2021-12-03 08:55:29,073 - mmaction - INFO - Epoch [42][1140/1345] lr: 1.000e-04, eta: 2:16:35, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8109, top5_acc: 0.9469, loss_cls: 0.7092, loss: 0.7092, grad_norm: 10.4765 2021-12-03 08:55:43,745 - mmaction - INFO - Epoch [42][1160/1345] lr: 1.000e-04, eta: 2:16:20, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.7969, top5_acc: 0.9422, loss_cls: 0.7532, loss: 0.7532, grad_norm: 10.1692 2021-12-03 08:55:58,369 - mmaction - INFO - Epoch [42][1180/1345] lr: 1.000e-04, eta: 2:16:05, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.8109, top5_acc: 0.9461, loss_cls: 0.7209, loss: 0.7209, grad_norm: 10.2143 2021-12-03 08:56:13,054 - mmaction - INFO - Epoch [42][1200/1345] lr: 1.000e-04, eta: 2:15:50, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7891, top5_acc: 0.9430, loss_cls: 0.7587, loss: 0.7587, grad_norm: 10.6385 2021-12-03 08:56:27,691 - mmaction - INFO - Epoch [42][1220/1345] lr: 1.000e-04, eta: 2:15:35, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7898, top5_acc: 0.9289, loss_cls: 0.7790, loss: 0.7790, grad_norm: 10.3149 2021-12-03 08:56:42,312 - mmaction - INFO - Epoch [42][1240/1345] lr: 1.000e-04, eta: 2:15:20, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8102, top5_acc: 0.9367, loss_cls: 0.7182, loss: 0.7182, grad_norm: 10.1137 2021-12-03 08:56:56,900 - mmaction - INFO - Epoch [42][1260/1345] lr: 1.000e-04, eta: 2:15:05, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8094, top5_acc: 0.9367, loss_cls: 0.7385, loss: 0.7385, grad_norm: 10.4891 2021-12-03 08:57:11,475 - mmaction - INFO - Epoch [42][1280/1345] lr: 1.000e-04, eta: 2:14:50, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9398, loss_cls: 0.6957, loss: 0.6957, grad_norm: 9.7574 2021-12-03 08:57:26,215 - mmaction - INFO - Epoch [42][1300/1345] lr: 1.000e-04, eta: 2:14:35, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.7922, top5_acc: 0.9375, loss_cls: 0.7606, loss: 0.7606, grad_norm: 10.5426 2021-12-03 08:57:40,840 - mmaction - INFO - Epoch [42][1320/1345] lr: 1.000e-04, eta: 2:14:20, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8172, top5_acc: 0.9461, loss_cls: 0.7214, loss: 0.7214, grad_norm: 10.2056 2021-12-03 08:57:55,455 - mmaction - INFO - Epoch [42][1340/1345] lr: 1.000e-04, eta: 2:14:05, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8078, top5_acc: 0.9461, loss_cls: 0.7521, loss: 0.7521, grad_norm: 10.1590 2021-12-03 08:59:01,369 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 08:59:01,527 - mmaction - INFO - top1_acc 0.4530 top5_acc 0.7418 2021-12-03 08:59:01,527 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 08:59:01,537 - mmaction - INFO - mean_acc 0.4108 2021-12-03 08:59:01,539 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-12-03 08:59:03,370 - mmaction - INFO - Epoch(val) [42][181] top1_acc: 0.4530, top5_acc: 0.7418, mean_class_accuracy: 0.4108 2021-12-03 08:59:43,945 - mmaction - INFO - Epoch [43][20/1345] lr: 1.000e-04, eta: 2:13:51, time: 2.028, data_time: 1.299, memory: 9795, top1_acc: 0.8070, top5_acc: 0.9414, loss_cls: 0.7167, loss: 0.7167, grad_norm: 9.9641 2021-12-03 08:59:58,474 - mmaction - INFO - Epoch [43][40/1345] lr: 1.000e-04, eta: 2:13:36, time: 0.727, data_time: 0.002, memory: 9795, top1_acc: 0.8180, top5_acc: 0.9445, loss_cls: 0.7131, loss: 0.7131, grad_norm: 9.9486 2021-12-03 09:00:13,024 - mmaction - INFO - Epoch [43][60/1345] lr: 1.000e-04, eta: 2:13:21, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.8008, top5_acc: 0.9406, loss_cls: 0.7011, loss: 0.7011, grad_norm: 10.0203 2021-12-03 09:00:27,605 - mmaction - INFO - Epoch [43][80/1345] lr: 1.000e-04, eta: 2:13:06, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.7961, top5_acc: 0.9352, loss_cls: 0.7705, loss: 0.7705, grad_norm: 10.6326 2021-12-03 09:00:42,162 - mmaction - INFO - Epoch [43][100/1345] lr: 1.000e-04, eta: 2:12:51, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8250, top5_acc: 0.9531, loss_cls: 0.6607, loss: 0.6607, grad_norm: 10.0739 2021-12-03 09:00:56,896 - mmaction - INFO - Epoch [43][120/1345] lr: 1.000e-04, eta: 2:12:36, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9500, loss_cls: 0.6731, loss: 0.6731, grad_norm: 10.3054 2021-12-03 09:01:11,444 - mmaction - INFO - Epoch [43][140/1345] lr: 1.000e-04, eta: 2:12:21, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.7883, top5_acc: 0.9305, loss_cls: 0.8129, loss: 0.8129, grad_norm: 10.9602 2021-12-03 09:01:26,091 - mmaction - INFO - Epoch [43][160/1345] lr: 1.000e-04, eta: 2:12:05, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8141, top5_acc: 0.9539, loss_cls: 0.6839, loss: 0.6839, grad_norm: 10.1280 2021-12-03 09:01:40,705 - mmaction - INFO - Epoch [43][180/1345] lr: 1.000e-04, eta: 2:11:50, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8031, top5_acc: 0.9406, loss_cls: 0.7362, loss: 0.7362, grad_norm: 10.1537 2021-12-03 09:01:55,365 - mmaction - INFO - Epoch [43][200/1345] lr: 1.000e-04, eta: 2:11:35, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8008, top5_acc: 0.9414, loss_cls: 0.7273, loss: 0.7273, grad_norm: 10.2653 2021-12-03 09:02:09,995 - mmaction - INFO - Epoch [43][220/1345] lr: 1.000e-04, eta: 2:11:20, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7977, top5_acc: 0.9383, loss_cls: 0.7521, loss: 0.7521, grad_norm: 10.2922 2021-12-03 09:02:24,697 - mmaction - INFO - Epoch [43][240/1345] lr: 1.000e-04, eta: 2:11:05, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9445, loss_cls: 0.6922, loss: 0.6922, grad_norm: 9.9614 2021-12-03 09:02:39,407 - mmaction - INFO - Epoch [43][260/1345] lr: 1.000e-04, eta: 2:10:50, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.8125, top5_acc: 0.9398, loss_cls: 0.7280, loss: 0.7280, grad_norm: 10.0510 2021-12-03 09:02:54,202 - mmaction - INFO - Epoch [43][280/1345] lr: 1.000e-04, eta: 2:10:35, time: 0.740, data_time: 0.000, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9500, loss_cls: 0.6883, loss: 0.6883, grad_norm: 9.8897 2021-12-03 09:03:08,872 - mmaction - INFO - Epoch [43][300/1345] lr: 1.000e-04, eta: 2:10:20, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7961, top5_acc: 0.9398, loss_cls: 0.7657, loss: 0.7657, grad_norm: 10.2679 2021-12-03 09:03:23,534 - mmaction - INFO - Epoch [43][320/1345] lr: 1.000e-04, eta: 2:10:05, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8094, top5_acc: 0.9398, loss_cls: 0.7323, loss: 0.7323, grad_norm: 10.0913 2021-12-03 09:03:38,139 - mmaction - INFO - Epoch [43][340/1345] lr: 1.000e-04, eta: 2:09:50, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7969, top5_acc: 0.9422, loss_cls: 0.7354, loss: 0.7354, grad_norm: 10.5729 2021-12-03 09:03:52,765 - mmaction - INFO - Epoch [43][360/1345] lr: 1.000e-04, eta: 2:09:35, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8078, top5_acc: 0.9461, loss_cls: 0.6940, loss: 0.6940, grad_norm: 10.1962 2021-12-03 09:04:07,397 - mmaction - INFO - Epoch [43][380/1345] lr: 1.000e-04, eta: 2:09:20, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8148, top5_acc: 0.9437, loss_cls: 0.6875, loss: 0.6875, grad_norm: 10.2018 2021-12-03 09:04:22,059 - mmaction - INFO - Epoch [43][400/1345] lr: 1.000e-04, eta: 2:09:05, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8047, top5_acc: 0.9398, loss_cls: 0.7275, loss: 0.7275, grad_norm: 10.1443 2021-12-03 09:04:36,757 - mmaction - INFO - Epoch [43][420/1345] lr: 1.000e-04, eta: 2:08:50, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.8016, top5_acc: 0.9430, loss_cls: 0.7105, loss: 0.7105, grad_norm: 10.2279 2021-12-03 09:04:51,353 - mmaction - INFO - Epoch [43][440/1345] lr: 1.000e-04, eta: 2:08:35, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7961, top5_acc: 0.9344, loss_cls: 0.7733, loss: 0.7733, grad_norm: 10.9752 2021-12-03 09:05:06,000 - mmaction - INFO - Epoch [43][460/1345] lr: 1.000e-04, eta: 2:08:20, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9375, loss_cls: 0.7605, loss: 0.7605, grad_norm: 10.6113 2021-12-03 09:05:20,619 - mmaction - INFO - Epoch [43][480/1345] lr: 1.000e-04, eta: 2:08:05, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7953, top5_acc: 0.9250, loss_cls: 0.7892, loss: 0.7892, grad_norm: 10.8867 2021-12-03 09:05:35,242 - mmaction - INFO - Epoch [43][500/1345] lr: 1.000e-04, eta: 2:07:50, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8195, top5_acc: 0.9461, loss_cls: 0.6919, loss: 0.6919, grad_norm: 10.0834 2021-12-03 09:05:49,930 - mmaction - INFO - Epoch [43][520/1345] lr: 1.000e-04, eta: 2:07:35, time: 0.735, data_time: 0.001, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9492, loss_cls: 0.7049, loss: 0.7049, grad_norm: 10.4641 2021-12-03 09:06:04,597 - mmaction - INFO - Epoch [43][540/1345] lr: 1.000e-04, eta: 2:07:20, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7969, top5_acc: 0.9430, loss_cls: 0.7374, loss: 0.7374, grad_norm: 10.4819 2021-12-03 09:06:19,308 - mmaction - INFO - Epoch [43][560/1345] lr: 1.000e-04, eta: 2:07:05, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.8078, top5_acc: 0.9313, loss_cls: 0.7703, loss: 0.7703, grad_norm: 10.4175 2021-12-03 09:06:33,929 - mmaction - INFO - Epoch [43][580/1345] lr: 1.000e-04, eta: 2:06:50, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7969, top5_acc: 0.9398, loss_cls: 0.7415, loss: 0.7415, grad_norm: 10.2563 2021-12-03 09:06:48,485 - mmaction - INFO - Epoch [43][600/1345] lr: 1.000e-04, eta: 2:06:35, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.7898, top5_acc: 0.9258, loss_cls: 0.8046, loss: 0.8046, grad_norm: 10.6365 2021-12-03 09:07:03,158 - mmaction - INFO - Epoch [43][620/1345] lr: 1.000e-04, eta: 2:06:20, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8078, top5_acc: 0.9437, loss_cls: 0.7191, loss: 0.7191, grad_norm: 10.1098 2021-12-03 09:07:17,790 - mmaction - INFO - Epoch [43][640/1345] lr: 1.000e-04, eta: 2:06:05, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8070, top5_acc: 0.9516, loss_cls: 0.7070, loss: 0.7070, grad_norm: 10.5566 2021-12-03 09:07:32,362 - mmaction - INFO - Epoch [43][660/1345] lr: 1.000e-04, eta: 2:05:50, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8023, top5_acc: 0.9367, loss_cls: 0.7293, loss: 0.7293, grad_norm: 10.3206 2021-12-03 09:07:46,987 - mmaction - INFO - Epoch [43][680/1345] lr: 1.000e-04, eta: 2:05:35, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8047, top5_acc: 0.9430, loss_cls: 0.7650, loss: 0.7650, grad_norm: 10.7607 2021-12-03 09:08:01,574 - mmaction - INFO - Epoch [43][700/1345] lr: 1.000e-04, eta: 2:05:20, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8031, top5_acc: 0.9477, loss_cls: 0.7252, loss: 0.7252, grad_norm: 10.6002 2021-12-03 09:08:16,142 - mmaction - INFO - Epoch [43][720/1345] lr: 1.000e-04, eta: 2:05:05, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8078, top5_acc: 0.9500, loss_cls: 0.7261, loss: 0.7261, grad_norm: 9.9664 2021-12-03 09:08:30,804 - mmaction - INFO - Epoch [43][740/1345] lr: 1.000e-04, eta: 2:04:50, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8078, top5_acc: 0.9406, loss_cls: 0.7260, loss: 0.7260, grad_norm: 10.4683 2021-12-03 09:08:45,473 - mmaction - INFO - Epoch [43][760/1345] lr: 1.000e-04, eta: 2:04:35, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9359, loss_cls: 0.7465, loss: 0.7465, grad_norm: 10.1851 2021-12-03 09:09:00,093 - mmaction - INFO - Epoch [43][780/1345] lr: 1.000e-04, eta: 2:04:20, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9414, loss_cls: 0.7414, loss: 0.7414, grad_norm: 10.4193 2021-12-03 09:09:14,689 - mmaction - INFO - Epoch [43][800/1345] lr: 1.000e-04, eta: 2:04:05, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8070, top5_acc: 0.9422, loss_cls: 0.7354, loss: 0.7354, grad_norm: 10.6260 2021-12-03 09:09:29,296 - mmaction - INFO - Epoch [43][820/1345] lr: 1.000e-04, eta: 2:03:50, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.8109, top5_acc: 0.9422, loss_cls: 0.7352, loss: 0.7352, grad_norm: 10.3531 2021-12-03 09:09:43,947 - mmaction - INFO - Epoch [43][840/1345] lr: 1.000e-04, eta: 2:03:35, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8102, top5_acc: 0.9461, loss_cls: 0.7059, loss: 0.7059, grad_norm: 10.1198 2021-12-03 09:09:58,556 - mmaction - INFO - Epoch [43][860/1345] lr: 1.000e-04, eta: 2:03:20, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.8063, top5_acc: 0.9367, loss_cls: 0.7408, loss: 0.7408, grad_norm: 10.5242 2021-12-03 09:10:13,141 - mmaction - INFO - Epoch [43][880/1345] lr: 1.000e-04, eta: 2:03:05, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7992, top5_acc: 0.9453, loss_cls: 0.7280, loss: 0.7280, grad_norm: 10.6763 2021-12-03 09:10:27,745 - mmaction - INFO - Epoch [43][900/1345] lr: 1.000e-04, eta: 2:02:50, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8227, top5_acc: 0.9609, loss_cls: 0.6405, loss: 0.6405, grad_norm: 9.9720 2021-12-03 09:10:42,386 - mmaction - INFO - Epoch [43][920/1345] lr: 1.000e-04, eta: 2:02:35, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8078, top5_acc: 0.9359, loss_cls: 0.7225, loss: 0.7225, grad_norm: 9.9221 2021-12-03 09:10:56,982 - mmaction - INFO - Epoch [43][940/1345] lr: 1.000e-04, eta: 2:02:20, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7992, top5_acc: 0.9391, loss_cls: 0.7477, loss: 0.7477, grad_norm: 10.1050 2021-12-03 09:11:11,598 - mmaction - INFO - Epoch [43][960/1345] lr: 1.000e-04, eta: 2:02:05, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8305, top5_acc: 0.9492, loss_cls: 0.6446, loss: 0.6446, grad_norm: 9.8862 2021-12-03 09:11:26,200 - mmaction - INFO - Epoch [43][980/1345] lr: 1.000e-04, eta: 2:01:50, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8187, top5_acc: 0.9492, loss_cls: 0.6568, loss: 0.6568, grad_norm: 9.3919 2021-12-03 09:11:40,865 - mmaction - INFO - Epoch [43][1000/1345] lr: 1.000e-04, eta: 2:01:35, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8023, top5_acc: 0.9398, loss_cls: 0.7436, loss: 0.7436, grad_norm: 10.0717 2021-12-03 09:11:55,468 - mmaction - INFO - Epoch [43][1020/1345] lr: 1.000e-04, eta: 2:01:20, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8109, top5_acc: 0.9359, loss_cls: 0.7316, loss: 0.7316, grad_norm: 10.2940 2021-12-03 09:12:10,106 - mmaction - INFO - Epoch [43][1040/1345] lr: 1.000e-04, eta: 2:01:05, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8125, top5_acc: 0.9492, loss_cls: 0.6913, loss: 0.6913, grad_norm: 9.9437 2021-12-03 09:12:24,714 - mmaction - INFO - Epoch [43][1060/1345] lr: 1.000e-04, eta: 2:00:50, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7977, top5_acc: 0.9414, loss_cls: 0.7284, loss: 0.7284, grad_norm: 10.6314 2021-12-03 09:12:39,338 - mmaction - INFO - Epoch [43][1080/1345] lr: 1.000e-04, eta: 2:00:35, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7984, top5_acc: 0.9445, loss_cls: 0.7291, loss: 0.7291, grad_norm: 10.7601 2021-12-03 09:12:54,053 - mmaction - INFO - Epoch [43][1100/1345] lr: 1.000e-04, eta: 2:00:20, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.8102, top5_acc: 0.9445, loss_cls: 0.6998, loss: 0.6998, grad_norm: 10.0710 2021-12-03 09:13:08,724 - mmaction - INFO - Epoch [43][1120/1345] lr: 1.000e-04, eta: 2:00:05, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9398, loss_cls: 0.7228, loss: 0.7228, grad_norm: 10.2946 2021-12-03 09:13:23,436 - mmaction - INFO - Epoch [43][1140/1345] lr: 1.000e-04, eta: 1:59:50, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.8180, top5_acc: 0.9375, loss_cls: 0.7526, loss: 0.7526, grad_norm: 10.6397 2021-12-03 09:13:38,070 - mmaction - INFO - Epoch [43][1160/1345] lr: 1.000e-04, eta: 1:59:35, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7797, top5_acc: 0.9289, loss_cls: 0.8053, loss: 0.8053, grad_norm: 10.7325 2021-12-03 09:13:52,683 - mmaction - INFO - Epoch [43][1180/1345] lr: 1.000e-04, eta: 1:59:20, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7867, top5_acc: 0.9398, loss_cls: 0.7809, loss: 0.7809, grad_norm: 10.9514 2021-12-03 09:14:07,338 - mmaction - INFO - Epoch [43][1200/1345] lr: 1.000e-04, eta: 1:59:05, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8125, top5_acc: 0.9391, loss_cls: 0.6876, loss: 0.6876, grad_norm: 10.2012 2021-12-03 09:14:22,001 - mmaction - INFO - Epoch [43][1220/1345] lr: 1.000e-04, eta: 1:58:50, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.7953, top5_acc: 0.9391, loss_cls: 0.7639, loss: 0.7639, grad_norm: 10.9654 2021-12-03 09:14:36,588 - mmaction - INFO - Epoch [43][1240/1345] lr: 1.000e-04, eta: 1:58:35, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8172, top5_acc: 0.9437, loss_cls: 0.7116, loss: 0.7116, grad_norm: 10.0790 2021-12-03 09:14:51,275 - mmaction - INFO - Epoch [43][1260/1345] lr: 1.000e-04, eta: 1:58:20, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8023, top5_acc: 0.9320, loss_cls: 0.7635, loss: 0.7635, grad_norm: 10.2494 2021-12-03 09:15:05,890 - mmaction - INFO - Epoch [43][1280/1345] lr: 1.000e-04, eta: 1:58:05, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7945, top5_acc: 0.9289, loss_cls: 0.7951, loss: 0.7951, grad_norm: 10.5480 2021-12-03 09:15:20,552 - mmaction - INFO - Epoch [43][1300/1345] lr: 1.000e-04, eta: 1:57:50, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7984, top5_acc: 0.9375, loss_cls: 0.7812, loss: 0.7812, grad_norm: 10.9774 2021-12-03 09:15:35,201 - mmaction - INFO - Epoch [43][1320/1345] lr: 1.000e-04, eta: 1:57:35, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8047, top5_acc: 0.9461, loss_cls: 0.7141, loss: 0.7141, grad_norm: 10.4264 2021-12-03 09:15:49,825 - mmaction - INFO - Epoch [43][1340/1345] lr: 1.000e-04, eta: 1:57:20, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8094, top5_acc: 0.9406, loss_cls: 0.7340, loss: 0.7340, grad_norm: 10.1376 2021-12-03 09:15:53,475 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-12-03 09:16:36,296 - mmaction - INFO - Epoch [44][20/1345] lr: 1.000e-04, eta: 1:57:05, time: 2.042, data_time: 1.310, memory: 9795, top1_acc: 0.7937, top5_acc: 0.9258, loss_cls: 0.7945, loss: 0.7945, grad_norm: 10.9891 2021-12-03 09:16:50,865 - mmaction - INFO - Epoch [44][40/1345] lr: 1.000e-04, eta: 1:56:50, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.8227, top5_acc: 0.9492, loss_cls: 0.6780, loss: 0.6780, grad_norm: 9.8476 2021-12-03 09:17:05,406 - mmaction - INFO - Epoch [44][60/1345] lr: 1.000e-04, eta: 1:56:35, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.8156, top5_acc: 0.9523, loss_cls: 0.6787, loss: 0.6787, grad_norm: 10.2468 2021-12-03 09:17:19,960 - mmaction - INFO - Epoch [44][80/1345] lr: 1.000e-04, eta: 1:56:20, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8195, top5_acc: 0.9383, loss_cls: 0.6946, loss: 0.6946, grad_norm: 10.0639 2021-12-03 09:17:34,591 - mmaction - INFO - Epoch [44][100/1345] lr: 1.000e-04, eta: 1:56:05, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8195, top5_acc: 0.9453, loss_cls: 0.7010, loss: 0.7010, grad_norm: 10.1743 2021-12-03 09:17:49,166 - mmaction - INFO - Epoch [44][120/1345] lr: 1.000e-04, eta: 1:55:50, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8180, top5_acc: 0.9477, loss_cls: 0.6962, loss: 0.6962, grad_norm: 10.3856 2021-12-03 09:18:03,823 - mmaction - INFO - Epoch [44][140/1345] lr: 1.000e-04, eta: 1:55:35, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8180, top5_acc: 0.9445, loss_cls: 0.7173, loss: 0.7173, grad_norm: 10.0413 2021-12-03 09:18:18,433 - mmaction - INFO - Epoch [44][160/1345] lr: 1.000e-04, eta: 1:55:20, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8141, top5_acc: 0.9445, loss_cls: 0.7287, loss: 0.7287, grad_norm: 10.5946 2021-12-03 09:18:33,073 - mmaction - INFO - Epoch [44][180/1345] lr: 1.000e-04, eta: 1:55:05, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7977, top5_acc: 0.9406, loss_cls: 0.7848, loss: 0.7848, grad_norm: 11.0406 2021-12-03 09:18:47,756 - mmaction - INFO - Epoch [44][200/1345] lr: 1.000e-04, eta: 1:54:50, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8000, top5_acc: 0.9359, loss_cls: 0.7385, loss: 0.7385, grad_norm: 10.6022 2021-12-03 09:19:02,361 - mmaction - INFO - Epoch [44][220/1345] lr: 1.000e-04, eta: 1:54:35, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7898, top5_acc: 0.9367, loss_cls: 0.7639, loss: 0.7639, grad_norm: 10.7792 2021-12-03 09:19:17,017 - mmaction - INFO - Epoch [44][240/1345] lr: 1.000e-04, eta: 1:54:20, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7797, top5_acc: 0.9320, loss_cls: 0.7929, loss: 0.7929, grad_norm: 10.7038 2021-12-03 09:19:31,609 - mmaction - INFO - Epoch [44][260/1345] lr: 1.000e-04, eta: 1:54:05, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8125, top5_acc: 0.9422, loss_cls: 0.7045, loss: 0.7045, grad_norm: 10.2722 2021-12-03 09:19:46,260 - mmaction - INFO - Epoch [44][280/1345] lr: 1.000e-04, eta: 1:53:50, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.7977, top5_acc: 0.9289, loss_cls: 0.7866, loss: 0.7866, grad_norm: 10.4290 2021-12-03 09:20:00,971 - mmaction - INFO - Epoch [44][300/1345] lr: 1.000e-04, eta: 1:53:35, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.8141, top5_acc: 0.9336, loss_cls: 0.7282, loss: 0.7282, grad_norm: 10.1897 2021-12-03 09:20:15,575 - mmaction - INFO - Epoch [44][320/1345] lr: 1.000e-04, eta: 1:53:20, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8094, top5_acc: 0.9336, loss_cls: 0.7306, loss: 0.7306, grad_norm: 10.0217 2021-12-03 09:20:30,248 - mmaction - INFO - Epoch [44][340/1345] lr: 1.000e-04, eta: 1:53:05, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.8258, top5_acc: 0.9500, loss_cls: 0.7054, loss: 0.7054, grad_norm: 10.2582 2021-12-03 09:20:44,973 - mmaction - INFO - Epoch [44][360/1345] lr: 1.000e-04, eta: 1:52:50, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.8250, top5_acc: 0.9484, loss_cls: 0.6739, loss: 0.6739, grad_norm: 9.7874 2021-12-03 09:20:59,581 - mmaction - INFO - Epoch [44][380/1345] lr: 1.000e-04, eta: 1:52:35, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8109, top5_acc: 0.9391, loss_cls: 0.7131, loss: 0.7131, grad_norm: 10.1447 2021-12-03 09:21:14,159 - mmaction - INFO - Epoch [44][400/1345] lr: 1.000e-04, eta: 1:52:20, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7930, top5_acc: 0.9383, loss_cls: 0.7810, loss: 0.7810, grad_norm: 10.7043 2021-12-03 09:21:28,857 - mmaction - INFO - Epoch [44][420/1345] lr: 1.000e-04, eta: 1:52:05, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9484, loss_cls: 0.7078, loss: 0.7078, grad_norm: 10.1164 2021-12-03 09:21:43,429 - mmaction - INFO - Epoch [44][440/1345] lr: 1.000e-04, eta: 1:51:50, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.7922, top5_acc: 0.9453, loss_cls: 0.7315, loss: 0.7315, grad_norm: 10.5999 2021-12-03 09:21:58,174 - mmaction - INFO - Epoch [44][460/1345] lr: 1.000e-04, eta: 1:51:35, time: 0.737, data_time: 0.001, memory: 9795, top1_acc: 0.8086, top5_acc: 0.9336, loss_cls: 0.7460, loss: 0.7460, grad_norm: 10.4230 2021-12-03 09:22:12,829 - mmaction - INFO - Epoch [44][480/1345] lr: 1.000e-04, eta: 1:51:20, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8094, top5_acc: 0.9492, loss_cls: 0.6775, loss: 0.6775, grad_norm: 10.2776 2021-12-03 09:22:27,495 - mmaction - INFO - Epoch [44][500/1345] lr: 1.000e-04, eta: 1:51:05, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8125, top5_acc: 0.9477, loss_cls: 0.7122, loss: 0.7122, grad_norm: 10.3028 2021-12-03 09:22:42,145 - mmaction - INFO - Epoch [44][520/1345] lr: 1.000e-04, eta: 1:50:50, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8242, top5_acc: 0.9523, loss_cls: 0.6742, loss: 0.6742, grad_norm: 10.1329 2021-12-03 09:22:56,732 - mmaction - INFO - Epoch [44][540/1345] lr: 1.000e-04, eta: 1:50:35, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.8187, top5_acc: 0.9516, loss_cls: 0.6911, loss: 0.6911, grad_norm: 10.3483 2021-12-03 09:23:11,395 - mmaction - INFO - Epoch [44][560/1345] lr: 1.000e-04, eta: 1:50:20, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7961, top5_acc: 0.9445, loss_cls: 0.7331, loss: 0.7331, grad_norm: 10.7194 2021-12-03 09:23:25,961 - mmaction - INFO - Epoch [44][580/1345] lr: 1.000e-04, eta: 1:50:05, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8016, top5_acc: 0.9398, loss_cls: 0.7096, loss: 0.7096, grad_norm: 10.8145 2021-12-03 09:23:40,621 - mmaction - INFO - Epoch [44][600/1345] lr: 1.000e-04, eta: 1:49:50, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7820, top5_acc: 0.9398, loss_cls: 0.7536, loss: 0.7536, grad_norm: 11.0210 2021-12-03 09:23:55,366 - mmaction - INFO - Epoch [44][620/1345] lr: 1.000e-04, eta: 1:49:35, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.8227, top5_acc: 0.9414, loss_cls: 0.7123, loss: 0.7123, grad_norm: 10.3620 2021-12-03 09:24:09,995 - mmaction - INFO - Epoch [44][640/1345] lr: 1.000e-04, eta: 1:49:20, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8000, top5_acc: 0.9250, loss_cls: 0.7847, loss: 0.7847, grad_norm: 10.4679 2021-12-03 09:24:24,629 - mmaction - INFO - Epoch [44][660/1345] lr: 1.000e-04, eta: 1:49:05, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9430, loss_cls: 0.7307, loss: 0.7307, grad_norm: 10.4439 2021-12-03 09:24:39,293 - mmaction - INFO - Epoch [44][680/1345] lr: 1.000e-04, eta: 1:48:50, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8094, top5_acc: 0.9406, loss_cls: 0.7427, loss: 0.7427, grad_norm: 10.7654 2021-12-03 09:24:53,906 - mmaction - INFO - Epoch [44][700/1345] lr: 1.000e-04, eta: 1:48:35, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8172, top5_acc: 0.9313, loss_cls: 0.7389, loss: 0.7389, grad_norm: 10.2390 2021-12-03 09:25:08,602 - mmaction - INFO - Epoch [44][720/1345] lr: 1.000e-04, eta: 1:48:20, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9437, loss_cls: 0.7076, loss: 0.7076, grad_norm: 10.4142 2021-12-03 09:25:23,256 - mmaction - INFO - Epoch [44][740/1345] lr: 1.000e-04, eta: 1:48:05, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9484, loss_cls: 0.6936, loss: 0.6936, grad_norm: 10.2791 2021-12-03 09:25:37,827 - mmaction - INFO - Epoch [44][760/1345] lr: 1.000e-04, eta: 1:47:50, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8070, top5_acc: 0.9508, loss_cls: 0.6792, loss: 0.6792, grad_norm: 10.0959 2021-12-03 09:25:52,453 - mmaction - INFO - Epoch [44][780/1345] lr: 1.000e-04, eta: 1:47:35, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.8156, top5_acc: 0.9359, loss_cls: 0.7352, loss: 0.7352, grad_norm: 10.3165 2021-12-03 09:26:07,108 - mmaction - INFO - Epoch [44][800/1345] lr: 1.000e-04, eta: 1:47:20, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9383, loss_cls: 0.7363, loss: 0.7363, grad_norm: 10.5563 2021-12-03 09:26:21,772 - mmaction - INFO - Epoch [44][820/1345] lr: 1.000e-04, eta: 1:47:05, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7977, top5_acc: 0.9336, loss_cls: 0.7673, loss: 0.7673, grad_norm: 10.7816 2021-12-03 09:26:36,389 - mmaction - INFO - Epoch [44][840/1345] lr: 1.000e-04, eta: 1:46:50, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8187, top5_acc: 0.9492, loss_cls: 0.6917, loss: 0.6917, grad_norm: 10.1985 2021-12-03 09:26:51,060 - mmaction - INFO - Epoch [44][860/1345] lr: 1.000e-04, eta: 1:46:35, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8148, top5_acc: 0.9445, loss_cls: 0.6948, loss: 0.6948, grad_norm: 10.0109 2021-12-03 09:27:05,694 - mmaction - INFO - Epoch [44][880/1345] lr: 1.000e-04, eta: 1:46:20, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8219, top5_acc: 0.9523, loss_cls: 0.6641, loss: 0.6641, grad_norm: 9.7943 2021-12-03 09:27:20,351 - mmaction - INFO - Epoch [44][900/1345] lr: 1.000e-04, eta: 1:46:05, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8227, top5_acc: 0.9578, loss_cls: 0.6561, loss: 0.6561, grad_norm: 9.9835 2021-12-03 09:27:34,938 - mmaction - INFO - Epoch [44][920/1345] lr: 1.000e-04, eta: 1:45:50, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8211, top5_acc: 0.9469, loss_cls: 0.6791, loss: 0.6791, grad_norm: 10.2210 2021-12-03 09:27:49,600 - mmaction - INFO - Epoch [44][940/1345] lr: 1.000e-04, eta: 1:45:35, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8109, top5_acc: 0.9328, loss_cls: 0.7295, loss: 0.7295, grad_norm: 10.5739 2021-12-03 09:28:04,297 - mmaction - INFO - Epoch [44][960/1345] lr: 1.000e-04, eta: 1:45:20, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.8031, top5_acc: 0.9352, loss_cls: 0.7430, loss: 0.7430, grad_norm: 10.4293 2021-12-03 09:28:18,920 - mmaction - INFO - Epoch [44][980/1345] lr: 1.000e-04, eta: 1:45:05, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8086, top5_acc: 0.9437, loss_cls: 0.7017, loss: 0.7017, grad_norm: 10.1100 2021-12-03 09:28:33,559 - mmaction - INFO - Epoch [44][1000/1345] lr: 1.000e-04, eta: 1:44:50, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8031, top5_acc: 0.9398, loss_cls: 0.7306, loss: 0.7306, grad_norm: 10.7384 2021-12-03 09:28:48,244 - mmaction - INFO - Epoch [44][1020/1345] lr: 1.000e-04, eta: 1:44:35, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8102, top5_acc: 0.9383, loss_cls: 0.7204, loss: 0.7204, grad_norm: 10.5951 2021-12-03 09:29:02,994 - mmaction - INFO - Epoch [44][1040/1345] lr: 1.000e-04, eta: 1:44:20, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.8266, top5_acc: 0.9484, loss_cls: 0.6680, loss: 0.6680, grad_norm: 10.0189 2021-12-03 09:29:17,614 - mmaction - INFO - Epoch [44][1060/1345] lr: 1.000e-04, eta: 1:44:05, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8094, top5_acc: 0.9391, loss_cls: 0.7260, loss: 0.7260, grad_norm: 10.6356 2021-12-03 09:29:32,226 - mmaction - INFO - Epoch [44][1080/1345] lr: 1.000e-04, eta: 1:43:50, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.7984, top5_acc: 0.9430, loss_cls: 0.7353, loss: 0.7353, grad_norm: 10.7338 2021-12-03 09:29:46,901 - mmaction - INFO - Epoch [44][1100/1345] lr: 1.000e-04, eta: 1:43:35, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8203, top5_acc: 0.9383, loss_cls: 0.6938, loss: 0.6938, grad_norm: 10.3404 2021-12-03 09:30:01,574 - mmaction - INFO - Epoch [44][1120/1345] lr: 1.000e-04, eta: 1:43:20, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7984, top5_acc: 0.9336, loss_cls: 0.7802, loss: 0.7802, grad_norm: 10.9602 2021-12-03 09:30:16,221 - mmaction - INFO - Epoch [44][1140/1345] lr: 1.000e-04, eta: 1:43:05, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7945, top5_acc: 0.9320, loss_cls: 0.7848, loss: 0.7848, grad_norm: 10.7802 2021-12-03 09:30:30,883 - mmaction - INFO - Epoch [44][1160/1345] lr: 1.000e-04, eta: 1:42:50, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9367, loss_cls: 0.7291, loss: 0.7291, grad_norm: 10.4240 2021-12-03 09:30:45,477 - mmaction - INFO - Epoch [44][1180/1345] lr: 1.000e-04, eta: 1:42:35, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9414, loss_cls: 0.7384, loss: 0.7384, grad_norm: 10.3649 2021-12-03 09:31:00,087 - mmaction - INFO - Epoch [44][1200/1345] lr: 1.000e-04, eta: 1:42:20, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7937, top5_acc: 0.9281, loss_cls: 0.7879, loss: 0.7879, grad_norm: 10.7439 2021-12-03 09:31:14,726 - mmaction - INFO - Epoch [44][1220/1345] lr: 1.000e-04, eta: 1:42:05, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7977, top5_acc: 0.9453, loss_cls: 0.7275, loss: 0.7275, grad_norm: 10.8055 2021-12-03 09:31:29,335 - mmaction - INFO - Epoch [44][1240/1345] lr: 1.000e-04, eta: 1:41:50, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8172, top5_acc: 0.9477, loss_cls: 0.7061, loss: 0.7061, grad_norm: 10.4457 2021-12-03 09:31:44,037 - mmaction - INFO - Epoch [44][1260/1345] lr: 1.000e-04, eta: 1:41:35, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.7992, top5_acc: 0.9359, loss_cls: 0.7642, loss: 0.7642, grad_norm: 10.6955 2021-12-03 09:31:58,681 - mmaction - INFO - Epoch [44][1280/1345] lr: 1.000e-04, eta: 1:41:20, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8000, top5_acc: 0.9422, loss_cls: 0.7372, loss: 0.7372, grad_norm: 10.4987 2021-12-03 09:32:13,333 - mmaction - INFO - Epoch [44][1300/1345] lr: 1.000e-04, eta: 1:41:05, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8102, top5_acc: 0.9398, loss_cls: 0.7349, loss: 0.7349, grad_norm: 10.3294 2021-12-03 09:32:28,011 - mmaction - INFO - Epoch [44][1320/1345] lr: 1.000e-04, eta: 1:40:50, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.7961, top5_acc: 0.9430, loss_cls: 0.7236, loss: 0.7236, grad_norm: 10.6734 2021-12-03 09:32:42,600 - mmaction - INFO - Epoch [44][1340/1345] lr: 1.000e-04, eta: 1:40:35, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9422, loss_cls: 0.6998, loss: 0.6998, grad_norm: 10.4095 2021-12-03 09:33:51,584 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 09:33:51,738 - mmaction - INFO - top1_acc 0.4542 top5_acc 0.7436 2021-12-03 09:33:51,738 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 09:33:51,747 - mmaction - INFO - mean_acc 0.4159 2021-12-03 09:33:51,753 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-12-03 09:33:53,657 - mmaction - INFO - Epoch(val) [44][181] top1_acc: 0.4542, top5_acc: 0.7436, mean_class_accuracy: 0.4159 2021-12-03 09:34:34,332 - mmaction - INFO - Epoch [45][20/1345] lr: 1.000e-04, eta: 1:40:19, time: 2.033, data_time: 1.307, memory: 9795, top1_acc: 0.8180, top5_acc: 0.9445, loss_cls: 0.7096, loss: 0.7096, grad_norm: 10.5226 2021-12-03 09:34:48,840 - mmaction - INFO - Epoch [45][40/1345] lr: 1.000e-04, eta: 1:40:04, time: 0.725, data_time: 0.002, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9320, loss_cls: 0.7606, loss: 0.7606, grad_norm: 10.6928 2021-12-03 09:35:03,397 - mmaction - INFO - Epoch [45][60/1345] lr: 1.000e-04, eta: 1:39:49, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.8047, top5_acc: 0.9406, loss_cls: 0.7312, loss: 0.7312, grad_norm: 10.4335 2021-12-03 09:35:17,928 - mmaction - INFO - Epoch [45][80/1345] lr: 1.000e-04, eta: 1:39:34, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9406, loss_cls: 0.6975, loss: 0.6975, grad_norm: 10.3396 2021-12-03 09:35:32,516 - mmaction - INFO - Epoch [45][100/1345] lr: 1.000e-04, eta: 1:39:19, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.8031, top5_acc: 0.9383, loss_cls: 0.7292, loss: 0.7292, grad_norm: 10.4994 2021-12-03 09:35:47,105 - mmaction - INFO - Epoch [45][120/1345] lr: 1.000e-04, eta: 1:39:04, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.8109, top5_acc: 0.9477, loss_cls: 0.6918, loss: 0.6918, grad_norm: 10.0121 2021-12-03 09:36:01,725 - mmaction - INFO - Epoch [45][140/1345] lr: 1.000e-04, eta: 1:38:49, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.8266, top5_acc: 0.9500, loss_cls: 0.6394, loss: 0.6394, grad_norm: 10.0663 2021-12-03 09:36:16,332 - mmaction - INFO - Epoch [45][160/1345] lr: 1.000e-04, eta: 1:38:34, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8172, top5_acc: 0.9391, loss_cls: 0.7240, loss: 0.7240, grad_norm: 10.4799 2021-12-03 09:36:30,924 - mmaction - INFO - Epoch [45][180/1345] lr: 1.000e-04, eta: 1:38:19, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.8406, top5_acc: 0.9555, loss_cls: 0.6197, loss: 0.6197, grad_norm: 9.4820 2021-12-03 09:36:45,568 - mmaction - INFO - Epoch [45][200/1345] lr: 1.000e-04, eta: 1:38:04, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9578, loss_cls: 0.6655, loss: 0.6655, grad_norm: 10.4048 2021-12-03 09:37:00,243 - mmaction - INFO - Epoch [45][220/1345] lr: 1.000e-04, eta: 1:37:49, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8211, top5_acc: 0.9437, loss_cls: 0.7173, loss: 0.7173, grad_norm: 10.3054 2021-12-03 09:37:14,851 - mmaction - INFO - Epoch [45][240/1345] lr: 1.000e-04, eta: 1:37:34, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8203, top5_acc: 0.9336, loss_cls: 0.7307, loss: 0.7307, grad_norm: 10.4991 2021-12-03 09:37:29,444 - mmaction - INFO - Epoch [45][260/1345] lr: 1.000e-04, eta: 1:37:19, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8187, top5_acc: 0.9383, loss_cls: 0.6937, loss: 0.6937, grad_norm: 10.0082 2021-12-03 09:37:44,090 - mmaction - INFO - Epoch [45][280/1345] lr: 1.000e-04, eta: 1:37:04, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8258, top5_acc: 0.9523, loss_cls: 0.6748, loss: 0.6748, grad_norm: 10.1977 2021-12-03 09:37:58,677 - mmaction - INFO - Epoch [45][300/1345] lr: 1.000e-04, eta: 1:36:49, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8070, top5_acc: 0.9500, loss_cls: 0.7035, loss: 0.7035, grad_norm: 10.7769 2021-12-03 09:38:13,276 - mmaction - INFO - Epoch [45][320/1345] lr: 1.000e-04, eta: 1:36:34, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9422, loss_cls: 0.7100, loss: 0.7100, grad_norm: 10.4678 2021-12-03 09:38:27,962 - mmaction - INFO - Epoch [45][340/1345] lr: 1.000e-04, eta: 1:36:19, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9352, loss_cls: 0.7401, loss: 0.7401, grad_norm: 10.7882 2021-12-03 09:38:42,589 - mmaction - INFO - Epoch [45][360/1345] lr: 1.000e-04, eta: 1:36:04, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7992, top5_acc: 0.9500, loss_cls: 0.7140, loss: 0.7140, grad_norm: 10.5662 2021-12-03 09:38:57,172 - mmaction - INFO - Epoch [45][380/1345] lr: 1.000e-04, eta: 1:35:49, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.8016, top5_acc: 0.9414, loss_cls: 0.7196, loss: 0.7196, grad_norm: 10.5425 2021-12-03 09:39:11,805 - mmaction - INFO - Epoch [45][400/1345] lr: 1.000e-04, eta: 1:35:34, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7898, top5_acc: 0.9445, loss_cls: 0.7624, loss: 0.7624, grad_norm: 10.7757 2021-12-03 09:39:26,393 - mmaction - INFO - Epoch [45][420/1345] lr: 1.000e-04, eta: 1:35:19, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7984, top5_acc: 0.9344, loss_cls: 0.7711, loss: 0.7711, grad_norm: 10.5850 2021-12-03 09:39:41,019 - mmaction - INFO - Epoch [45][440/1345] lr: 1.000e-04, eta: 1:35:04, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7992, top5_acc: 0.9406, loss_cls: 0.7427, loss: 0.7427, grad_norm: 10.2629 2021-12-03 09:39:55,632 - mmaction - INFO - Epoch [45][460/1345] lr: 1.000e-04, eta: 1:34:49, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8148, top5_acc: 0.9516, loss_cls: 0.6904, loss: 0.6904, grad_norm: 10.5130 2021-12-03 09:40:10,284 - mmaction - INFO - Epoch [45][480/1345] lr: 1.000e-04, eta: 1:34:34, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9492, loss_cls: 0.7132, loss: 0.7132, grad_norm: 10.6891 2021-12-03 09:40:24,946 - mmaction - INFO - Epoch [45][500/1345] lr: 1.000e-04, eta: 1:34:19, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8187, top5_acc: 0.9477, loss_cls: 0.6841, loss: 0.6841, grad_norm: 10.2137 2021-12-03 09:40:39,709 - mmaction - INFO - Epoch [45][520/1345] lr: 1.000e-04, eta: 1:34:04, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.8266, top5_acc: 0.9437, loss_cls: 0.6827, loss: 0.6827, grad_norm: 10.2458 2021-12-03 09:40:54,328 - mmaction - INFO - Epoch [45][540/1345] lr: 1.000e-04, eta: 1:33:49, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.8211, top5_acc: 0.9516, loss_cls: 0.6874, loss: 0.6874, grad_norm: 10.2730 2021-12-03 09:41:08,972 - mmaction - INFO - Epoch [45][560/1345] lr: 1.000e-04, eta: 1:33:34, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8000, top5_acc: 0.9453, loss_cls: 0.7403, loss: 0.7403, grad_norm: 11.0089 2021-12-03 09:41:23,621 - mmaction - INFO - Epoch [45][580/1345] lr: 1.000e-04, eta: 1:33:19, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8203, top5_acc: 0.9523, loss_cls: 0.6812, loss: 0.6812, grad_norm: 10.3758 2021-12-03 09:41:38,361 - mmaction - INFO - Epoch [45][600/1345] lr: 1.000e-04, eta: 1:33:04, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.8039, top5_acc: 0.9375, loss_cls: 0.7098, loss: 0.7098, grad_norm: 10.1288 2021-12-03 09:41:52,991 - mmaction - INFO - Epoch [45][620/1345] lr: 1.000e-04, eta: 1:32:49, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9422, loss_cls: 0.7037, loss: 0.7037, grad_norm: 10.4029 2021-12-03 09:42:07,759 - mmaction - INFO - Epoch [45][640/1345] lr: 1.000e-04, eta: 1:32:35, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.8086, top5_acc: 0.9414, loss_cls: 0.7224, loss: 0.7224, grad_norm: 10.4496 2021-12-03 09:42:22,331 - mmaction - INFO - Epoch [45][660/1345] lr: 1.000e-04, eta: 1:32:20, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.8172, top5_acc: 0.9445, loss_cls: 0.6986, loss: 0.6986, grad_norm: 10.4041 2021-12-03 09:42:36,916 - mmaction - INFO - Epoch [45][680/1345] lr: 1.000e-04, eta: 1:32:05, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8227, top5_acc: 0.9437, loss_cls: 0.6858, loss: 0.6858, grad_norm: 10.2295 2021-12-03 09:42:51,539 - mmaction - INFO - Epoch [45][700/1345] lr: 1.000e-04, eta: 1:31:50, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8039, top5_acc: 0.9391, loss_cls: 0.7252, loss: 0.7252, grad_norm: 10.8825 2021-12-03 09:43:06,179 - mmaction - INFO - Epoch [45][720/1345] lr: 1.000e-04, eta: 1:31:35, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8195, top5_acc: 0.9508, loss_cls: 0.6839, loss: 0.6839, grad_norm: 10.1655 2021-12-03 09:43:20,863 - mmaction - INFO - Epoch [45][740/1345] lr: 1.000e-04, eta: 1:31:20, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8078, top5_acc: 0.9453, loss_cls: 0.7029, loss: 0.7029, grad_norm: 10.6687 2021-12-03 09:43:35,502 - mmaction - INFO - Epoch [45][760/1345] lr: 1.000e-04, eta: 1:31:05, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8047, top5_acc: 0.9477, loss_cls: 0.7457, loss: 0.7457, grad_norm: 10.9670 2021-12-03 09:43:50,150 - mmaction - INFO - Epoch [45][780/1345] lr: 1.000e-04, eta: 1:30:50, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8094, top5_acc: 0.9445, loss_cls: 0.7058, loss: 0.7058, grad_norm: 10.7821 2021-12-03 09:44:04,780 - mmaction - INFO - Epoch [45][800/1345] lr: 1.000e-04, eta: 1:30:35, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9336, loss_cls: 0.7217, loss: 0.7217, grad_norm: 10.0129 2021-12-03 09:44:19,352 - mmaction - INFO - Epoch [45][820/1345] lr: 1.000e-04, eta: 1:30:20, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8102, top5_acc: 0.9461, loss_cls: 0.7132, loss: 0.7132, grad_norm: 10.3865 2021-12-03 09:44:33,916 - mmaction - INFO - Epoch [45][840/1345] lr: 1.000e-04, eta: 1:30:05, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8078, top5_acc: 0.9477, loss_cls: 0.7123, loss: 0.7123, grad_norm: 10.3560 2021-12-03 09:44:48,576 - mmaction - INFO - Epoch [45][860/1345] lr: 1.000e-04, eta: 1:29:50, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8180, top5_acc: 0.9422, loss_cls: 0.6805, loss: 0.6805, grad_norm: 10.2742 2021-12-03 09:45:03,156 - mmaction - INFO - Epoch [45][880/1345] lr: 1.000e-04, eta: 1:29:35, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7984, top5_acc: 0.9391, loss_cls: 0.7637, loss: 0.7637, grad_norm: 10.5816 2021-12-03 09:45:17,796 - mmaction - INFO - Epoch [45][900/1345] lr: 1.000e-04, eta: 1:29:20, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.8328, top5_acc: 0.9453, loss_cls: 0.7001, loss: 0.7001, grad_norm: 10.0862 2021-12-03 09:45:32,372 - mmaction - INFO - Epoch [45][920/1345] lr: 1.000e-04, eta: 1:29:05, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8125, top5_acc: 0.9570, loss_cls: 0.6564, loss: 0.6564, grad_norm: 10.2618 2021-12-03 09:45:46,997 - mmaction - INFO - Epoch [45][940/1345] lr: 1.000e-04, eta: 1:28:50, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9437, loss_cls: 0.7180, loss: 0.7180, grad_norm: 10.4452 2021-12-03 09:46:01,576 - mmaction - INFO - Epoch [45][960/1345] lr: 1.000e-04, eta: 1:28:35, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8047, top5_acc: 0.9398, loss_cls: 0.7250, loss: 0.7250, grad_norm: 10.3834 2021-12-03 09:46:16,132 - mmaction - INFO - Epoch [45][980/1345] lr: 1.000e-04, eta: 1:28:20, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9437, loss_cls: 0.7069, loss: 0.7069, grad_norm: 10.5162 2021-12-03 09:46:30,725 - mmaction - INFO - Epoch [45][1000/1345] lr: 1.000e-04, eta: 1:28:05, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8195, top5_acc: 0.9437, loss_cls: 0.6956, loss: 0.6956, grad_norm: 10.2600 2021-12-03 09:46:45,287 - mmaction - INFO - Epoch [45][1020/1345] lr: 1.000e-04, eta: 1:27:50, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8266, top5_acc: 0.9469, loss_cls: 0.6834, loss: 0.6834, grad_norm: 10.2126 2021-12-03 09:46:59,846 - mmaction - INFO - Epoch [45][1040/1345] lr: 1.000e-04, eta: 1:27:35, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8047, top5_acc: 0.9453, loss_cls: 0.7297, loss: 0.7297, grad_norm: 10.5816 2021-12-03 09:47:14,476 - mmaction - INFO - Epoch [45][1060/1345] lr: 1.000e-04, eta: 1:27:20, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8172, top5_acc: 0.9422, loss_cls: 0.7094, loss: 0.7094, grad_norm: 10.7833 2021-12-03 09:47:29,076 - mmaction - INFO - Epoch [45][1080/1345] lr: 1.000e-04, eta: 1:27:05, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8141, top5_acc: 0.9477, loss_cls: 0.6715, loss: 0.6715, grad_norm: 10.1635 2021-12-03 09:47:43,660 - mmaction - INFO - Epoch [45][1100/1345] lr: 1.000e-04, eta: 1:26:50, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8187, top5_acc: 0.9391, loss_cls: 0.6945, loss: 0.6945, grad_norm: 10.5940 2021-12-03 09:47:58,282 - mmaction - INFO - Epoch [45][1120/1345] lr: 1.000e-04, eta: 1:26:35, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9352, loss_cls: 0.7452, loss: 0.7452, grad_norm: 10.4922 2021-12-03 09:48:12,872 - mmaction - INFO - Epoch [45][1140/1345] lr: 1.000e-04, eta: 1:26:20, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8023, top5_acc: 0.9500, loss_cls: 0.7285, loss: 0.7285, grad_norm: 10.8341 2021-12-03 09:48:27,517 - mmaction - INFO - Epoch [45][1160/1345] lr: 1.000e-04, eta: 1:26:05, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8250, top5_acc: 0.9484, loss_cls: 0.6817, loss: 0.6817, grad_norm: 9.9801 2021-12-03 09:48:42,109 - mmaction - INFO - Epoch [45][1180/1345] lr: 1.000e-04, eta: 1:25:50, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8109, top5_acc: 0.9344, loss_cls: 0.7232, loss: 0.7232, grad_norm: 10.2881 2021-12-03 09:48:56,753 - mmaction - INFO - Epoch [45][1200/1345] lr: 1.000e-04, eta: 1:25:35, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8078, top5_acc: 0.9391, loss_cls: 0.7262, loss: 0.7262, grad_norm: 10.6254 2021-12-03 09:49:11,382 - mmaction - INFO - Epoch [45][1220/1345] lr: 1.000e-04, eta: 1:25:20, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8203, top5_acc: 0.9555, loss_cls: 0.6455, loss: 0.6455, grad_norm: 9.8625 2021-12-03 09:49:25,940 - mmaction - INFO - Epoch [45][1240/1345] lr: 1.000e-04, eta: 1:25:05, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8008, top5_acc: 0.9375, loss_cls: 0.7421, loss: 0.7421, grad_norm: 10.7545 2021-12-03 09:49:40,551 - mmaction - INFO - Epoch [45][1260/1345] lr: 1.000e-04, eta: 1:24:50, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8070, top5_acc: 0.9375, loss_cls: 0.7353, loss: 0.7353, grad_norm: 10.3517 2021-12-03 09:49:55,135 - mmaction - INFO - Epoch [45][1280/1345] lr: 1.000e-04, eta: 1:24:35, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8180, top5_acc: 0.9508, loss_cls: 0.6738, loss: 0.6738, grad_norm: 10.2626 2021-12-03 09:50:09,767 - mmaction - INFO - Epoch [45][1300/1345] lr: 1.000e-04, eta: 1:24:20, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.8008, top5_acc: 0.9430, loss_cls: 0.7338, loss: 0.7338, grad_norm: 10.3700 2021-12-03 09:50:24,459 - mmaction - INFO - Epoch [45][1320/1345] lr: 1.000e-04, eta: 1:24:05, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8078, top5_acc: 0.9375, loss_cls: 0.7535, loss: 0.7535, grad_norm: 10.7705 2021-12-03 09:50:39,100 - mmaction - INFO - Epoch [45][1340/1345] lr: 1.000e-04, eta: 1:23:50, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.8031, top5_acc: 0.9469, loss_cls: 0.7185, loss: 0.7185, grad_norm: 10.6168 2021-12-03 09:50:42,802 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-12-03 09:51:28,278 - mmaction - INFO - Epoch [46][20/1345] lr: 1.000e-04, eta: 1:23:34, time: 2.012, data_time: 1.289, memory: 9795, top1_acc: 0.8203, top5_acc: 0.9469, loss_cls: 0.6898, loss: 0.6898, grad_norm: 10.3767 2021-12-03 09:51:42,810 - mmaction - INFO - Epoch [46][40/1345] lr: 1.000e-04, eta: 1:23:19, time: 0.726, data_time: 0.002, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9422, loss_cls: 0.7241, loss: 0.7241, grad_norm: 10.3265 2021-12-03 09:51:57,347 - mmaction - INFO - Epoch [46][60/1345] lr: 1.000e-04, eta: 1:23:04, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.8352, top5_acc: 0.9531, loss_cls: 0.6437, loss: 0.6437, grad_norm: 10.3046 2021-12-03 09:52:11,884 - mmaction - INFO - Epoch [46][80/1345] lr: 1.000e-04, eta: 1:22:49, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.8109, top5_acc: 0.9469, loss_cls: 0.6876, loss: 0.6876, grad_norm: 10.3530 2021-12-03 09:52:26,483 - mmaction - INFO - Epoch [46][100/1345] lr: 1.000e-04, eta: 1:22:34, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8125, top5_acc: 0.9461, loss_cls: 0.7033, loss: 0.7033, grad_norm: 10.5126 2021-12-03 09:52:41,039 - mmaction - INFO - Epoch [46][120/1345] lr: 1.000e-04, eta: 1:22:19, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9367, loss_cls: 0.7105, loss: 0.7105, grad_norm: 10.1690 2021-12-03 09:52:55,671 - mmaction - INFO - Epoch [46][140/1345] lr: 1.000e-04, eta: 1:22:04, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7969, top5_acc: 0.9461, loss_cls: 0.7515, loss: 0.7515, grad_norm: 11.0008 2021-12-03 09:53:10,340 - mmaction - INFO - Epoch [46][160/1345] lr: 1.000e-04, eta: 1:21:49, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7984, top5_acc: 0.9430, loss_cls: 0.7180, loss: 0.7180, grad_norm: 10.7797 2021-12-03 09:53:24,911 - mmaction - INFO - Epoch [46][180/1345] lr: 1.000e-04, eta: 1:21:34, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8250, top5_acc: 0.9469, loss_cls: 0.6753, loss: 0.6753, grad_norm: 10.3259 2021-12-03 09:53:39,465 - mmaction - INFO - Epoch [46][200/1345] lr: 1.000e-04, eta: 1:21:19, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8141, top5_acc: 0.9398, loss_cls: 0.6993, loss: 0.6993, grad_norm: 10.4524 2021-12-03 09:53:54,099 - mmaction - INFO - Epoch [46][220/1345] lr: 1.000e-04, eta: 1:21:04, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8031, top5_acc: 0.9414, loss_cls: 0.7237, loss: 0.7237, grad_norm: 10.5199 2021-12-03 09:54:08,659 - mmaction - INFO - Epoch [46][240/1345] lr: 1.000e-04, eta: 1:20:49, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7922, top5_acc: 0.9430, loss_cls: 0.7315, loss: 0.7315, grad_norm: 10.4120 2021-12-03 09:54:23,272 - mmaction - INFO - Epoch [46][260/1345] lr: 1.000e-04, eta: 1:20:34, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8242, top5_acc: 0.9391, loss_cls: 0.7064, loss: 0.7064, grad_norm: 10.3573 2021-12-03 09:54:37,875 - mmaction - INFO - Epoch [46][280/1345] lr: 1.000e-04, eta: 1:20:19, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8156, top5_acc: 0.9375, loss_cls: 0.6970, loss: 0.6970, grad_norm: 10.2096 2021-12-03 09:54:52,518 - mmaction - INFO - Epoch [46][300/1345] lr: 1.000e-04, eta: 1:20:04, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.8172, top5_acc: 0.9477, loss_cls: 0.6941, loss: 0.6941, grad_norm: 10.6266 2021-12-03 09:55:07,244 - mmaction - INFO - Epoch [46][320/1345] lr: 1.000e-04, eta: 1:19:49, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.8086, top5_acc: 0.9531, loss_cls: 0.6691, loss: 0.6691, grad_norm: 10.3850 2021-12-03 09:55:21,864 - mmaction - INFO - Epoch [46][340/1345] lr: 1.000e-04, eta: 1:19:34, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9516, loss_cls: 0.6638, loss: 0.6638, grad_norm: 10.5755 2021-12-03 09:55:36,508 - mmaction - INFO - Epoch [46][360/1345] lr: 1.000e-04, eta: 1:19:19, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8047, top5_acc: 0.9375, loss_cls: 0.7458, loss: 0.7458, grad_norm: 10.6491 2021-12-03 09:55:51,122 - mmaction - INFO - Epoch [46][380/1345] lr: 1.000e-04, eta: 1:19:04, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9297, loss_cls: 0.7452, loss: 0.7452, grad_norm: 10.4901 2021-12-03 09:56:05,722 - mmaction - INFO - Epoch [46][400/1345] lr: 1.000e-04, eta: 1:18:49, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9430, loss_cls: 0.7246, loss: 0.7246, grad_norm: 10.7970 2021-12-03 09:56:20,339 - mmaction - INFO - Epoch [46][420/1345] lr: 1.000e-04, eta: 1:18:34, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7906, top5_acc: 0.9406, loss_cls: 0.7374, loss: 0.7374, grad_norm: 11.0758 2021-12-03 09:56:34,936 - mmaction - INFO - Epoch [46][440/1345] lr: 1.000e-04, eta: 1:18:19, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8023, top5_acc: 0.9414, loss_cls: 0.7236, loss: 0.7236, grad_norm: 10.8736 2021-12-03 09:56:49,638 - mmaction - INFO - Epoch [46][460/1345] lr: 1.000e-04, eta: 1:18:04, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.8109, top5_acc: 0.9391, loss_cls: 0.6915, loss: 0.6915, grad_norm: 10.1233 2021-12-03 09:57:04,241 - mmaction - INFO - Epoch [46][480/1345] lr: 1.000e-04, eta: 1:17:49, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8156, top5_acc: 0.9344, loss_cls: 0.7197, loss: 0.7197, grad_norm: 10.2945 2021-12-03 09:57:18,846 - mmaction - INFO - Epoch [46][500/1345] lr: 1.000e-04, eta: 1:17:34, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8234, top5_acc: 0.9461, loss_cls: 0.6541, loss: 0.6541, grad_norm: 9.9093 2021-12-03 09:57:33,542 - mmaction - INFO - Epoch [46][520/1345] lr: 1.000e-04, eta: 1:17:19, time: 0.735, data_time: 0.001, memory: 9795, top1_acc: 0.8070, top5_acc: 0.9430, loss_cls: 0.7298, loss: 0.7298, grad_norm: 10.6747 2021-12-03 09:57:48,212 - mmaction - INFO - Epoch [46][540/1345] lr: 1.000e-04, eta: 1:17:04, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.8273, top5_acc: 0.9477, loss_cls: 0.6796, loss: 0.6796, grad_norm: 10.4321 2021-12-03 09:58:02,816 - mmaction - INFO - Epoch [46][560/1345] lr: 1.000e-04, eta: 1:16:49, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8195, top5_acc: 0.9477, loss_cls: 0.6911, loss: 0.6911, grad_norm: 10.3705 2021-12-03 09:58:17,499 - mmaction - INFO - Epoch [46][580/1345] lr: 1.000e-04, eta: 1:16:34, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8258, top5_acc: 0.9445, loss_cls: 0.6749, loss: 0.6749, grad_norm: 10.2983 2021-12-03 09:58:32,203 - mmaction - INFO - Epoch [46][600/1345] lr: 1.000e-04, eta: 1:16:19, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9406, loss_cls: 0.7291, loss: 0.7291, grad_norm: 10.3346 2021-12-03 09:58:46,772 - mmaction - INFO - Epoch [46][620/1345] lr: 1.000e-04, eta: 1:16:04, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9414, loss_cls: 0.7269, loss: 0.7269, grad_norm: 9.9729 2021-12-03 09:59:01,399 - mmaction - INFO - Epoch [46][640/1345] lr: 1.000e-04, eta: 1:15:49, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9484, loss_cls: 0.7158, loss: 0.7158, grad_norm: 10.5892 2021-12-03 09:59:16,030 - mmaction - INFO - Epoch [46][660/1345] lr: 1.000e-04, eta: 1:15:34, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8352, top5_acc: 0.9406, loss_cls: 0.6925, loss: 0.6925, grad_norm: 10.7349 2021-12-03 09:59:30,667 - mmaction - INFO - Epoch [46][680/1345] lr: 1.000e-04, eta: 1:15:19, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9398, loss_cls: 0.7006, loss: 0.7006, grad_norm: 10.4764 2021-12-03 09:59:45,256 - mmaction - INFO - Epoch [46][700/1345] lr: 1.000e-04, eta: 1:15:04, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7977, top5_acc: 0.9414, loss_cls: 0.7110, loss: 0.7110, grad_norm: 10.6926 2021-12-03 09:59:59,929 - mmaction - INFO - Epoch [46][720/1345] lr: 1.000e-04, eta: 1:14:49, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8219, top5_acc: 0.9469, loss_cls: 0.6856, loss: 0.6856, grad_norm: 10.4772 2021-12-03 10:00:14,515 - mmaction - INFO - Epoch [46][740/1345] lr: 1.000e-04, eta: 1:14:34, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8172, top5_acc: 0.9383, loss_cls: 0.7210, loss: 0.7210, grad_norm: 10.7010 2021-12-03 10:00:29,093 - mmaction - INFO - Epoch [46][760/1345] lr: 1.000e-04, eta: 1:14:19, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9422, loss_cls: 0.7168, loss: 0.7168, grad_norm: 10.4313 2021-12-03 10:00:43,706 - mmaction - INFO - Epoch [46][780/1345] lr: 1.000e-04, eta: 1:14:04, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.8109, top5_acc: 0.9516, loss_cls: 0.6973, loss: 0.6973, grad_norm: 10.8851 2021-12-03 10:00:58,328 - mmaction - INFO - Epoch [46][800/1345] lr: 1.000e-04, eta: 1:13:49, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8023, top5_acc: 0.9414, loss_cls: 0.7114, loss: 0.7114, grad_norm: 11.0682 2021-12-03 10:01:13,046 - mmaction - INFO - Epoch [46][820/1345] lr: 1.000e-04, eta: 1:13:34, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.8031, top5_acc: 0.9430, loss_cls: 0.7342, loss: 0.7342, grad_norm: 10.4177 2021-12-03 10:01:27,697 - mmaction - INFO - Epoch [46][840/1345] lr: 1.000e-04, eta: 1:13:19, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8359, top5_acc: 0.9539, loss_cls: 0.6285, loss: 0.6285, grad_norm: 10.2973 2021-12-03 10:01:42,310 - mmaction - INFO - Epoch [46][860/1345] lr: 1.000e-04, eta: 1:13:04, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8047, top5_acc: 0.9414, loss_cls: 0.7359, loss: 0.7359, grad_norm: 11.0864 2021-12-03 10:01:56,912 - mmaction - INFO - Epoch [46][880/1345] lr: 1.000e-04, eta: 1:12:49, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.8227, top5_acc: 0.9539, loss_cls: 0.6755, loss: 0.6755, grad_norm: 10.4970 2021-12-03 10:02:11,599 - mmaction - INFO - Epoch [46][900/1345] lr: 1.000e-04, eta: 1:12:34, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8289, top5_acc: 0.9539, loss_cls: 0.6293, loss: 0.6293, grad_norm: 9.8058 2021-12-03 10:02:26,229 - mmaction - INFO - Epoch [46][920/1345] lr: 1.000e-04, eta: 1:12:19, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8078, top5_acc: 0.9453, loss_cls: 0.7288, loss: 0.7288, grad_norm: 10.9793 2021-12-03 10:02:40,815 - mmaction - INFO - Epoch [46][940/1345] lr: 1.000e-04, eta: 1:12:04, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8141, top5_acc: 0.9422, loss_cls: 0.6784, loss: 0.6784, grad_norm: 10.4012 2021-12-03 10:02:55,483 - mmaction - INFO - Epoch [46][960/1345] lr: 1.000e-04, eta: 1:11:49, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8336, top5_acc: 0.9516, loss_cls: 0.6415, loss: 0.6415, grad_norm: 10.0545 2021-12-03 10:03:10,188 - mmaction - INFO - Epoch [46][980/1345] lr: 1.000e-04, eta: 1:11:34, time: 0.735, data_time: 0.001, memory: 9795, top1_acc: 0.8273, top5_acc: 0.9461, loss_cls: 0.6574, loss: 0.6574, grad_norm: 10.2879 2021-12-03 10:03:24,822 - mmaction - INFO - Epoch [46][1000/1345] lr: 1.000e-04, eta: 1:11:19, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8125, top5_acc: 0.9391, loss_cls: 0.7110, loss: 0.7110, grad_norm: 10.5353 2021-12-03 10:03:39,449 - mmaction - INFO - Epoch [46][1020/1345] lr: 1.000e-04, eta: 1:11:04, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.8156, top5_acc: 0.9492, loss_cls: 0.6548, loss: 0.6548, grad_norm: 10.0674 2021-12-03 10:03:54,052 - mmaction - INFO - Epoch [46][1040/1345] lr: 1.000e-04, eta: 1:10:49, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8211, top5_acc: 0.9500, loss_cls: 0.6884, loss: 0.6884, grad_norm: 10.2806 2021-12-03 10:04:08,805 - mmaction - INFO - Epoch [46][1060/1345] lr: 1.000e-04, eta: 1:10:34, time: 0.737, data_time: 0.001, memory: 9795, top1_acc: 0.8187, top5_acc: 0.9430, loss_cls: 0.7117, loss: 0.7117, grad_norm: 10.4836 2021-12-03 10:04:23,404 - mmaction - INFO - Epoch [46][1080/1345] lr: 1.000e-04, eta: 1:10:19, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.8187, top5_acc: 0.9445, loss_cls: 0.6863, loss: 0.6863, grad_norm: 10.4367 2021-12-03 10:04:38,119 - mmaction - INFO - Epoch [46][1100/1345] lr: 1.000e-04, eta: 1:10:04, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.8281, top5_acc: 0.9602, loss_cls: 0.6337, loss: 0.6337, grad_norm: 10.4595 2021-12-03 10:04:52,676 - mmaction - INFO - Epoch [46][1120/1345] lr: 1.000e-04, eta: 1:09:49, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8195, top5_acc: 0.9375, loss_cls: 0.7147, loss: 0.7147, grad_norm: 11.0751 2021-12-03 10:05:07,414 - mmaction - INFO - Epoch [46][1140/1345] lr: 1.000e-04, eta: 1:09:34, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.8102, top5_acc: 0.9344, loss_cls: 0.7460, loss: 0.7460, grad_norm: 10.7708 2021-12-03 10:05:22,044 - mmaction - INFO - Epoch [46][1160/1345] lr: 1.000e-04, eta: 1:09:19, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.8141, top5_acc: 0.9375, loss_cls: 0.7013, loss: 0.7013, grad_norm: 10.2249 2021-12-03 10:05:36,617 - mmaction - INFO - Epoch [46][1180/1345] lr: 1.000e-04, eta: 1:09:04, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7937, top5_acc: 0.9313, loss_cls: 0.7548, loss: 0.7548, grad_norm: 10.9706 2021-12-03 10:05:51,282 - mmaction - INFO - Epoch [46][1200/1345] lr: 1.000e-04, eta: 1:08:49, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8000, top5_acc: 0.9391, loss_cls: 0.7504, loss: 0.7504, grad_norm: 11.1219 2021-12-03 10:06:05,900 - mmaction - INFO - Epoch [46][1220/1345] lr: 1.000e-04, eta: 1:08:34, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8195, top5_acc: 0.9469, loss_cls: 0.6678, loss: 0.6678, grad_norm: 10.0240 2021-12-03 10:06:20,470 - mmaction - INFO - Epoch [46][1240/1345] lr: 1.000e-04, eta: 1:08:19, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8031, top5_acc: 0.9437, loss_cls: 0.7560, loss: 0.7560, grad_norm: 11.2607 2021-12-03 10:06:35,047 - mmaction - INFO - Epoch [46][1260/1345] lr: 1.000e-04, eta: 1:08:04, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8063, top5_acc: 0.9336, loss_cls: 0.7391, loss: 0.7391, grad_norm: 10.7906 2021-12-03 10:06:49,702 - mmaction - INFO - Epoch [46][1280/1345] lr: 1.000e-04, eta: 1:07:49, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8094, top5_acc: 0.9352, loss_cls: 0.7361, loss: 0.7361, grad_norm: 10.8375 2021-12-03 10:07:04,268 - mmaction - INFO - Epoch [46][1300/1345] lr: 1.000e-04, eta: 1:07:34, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8242, top5_acc: 0.9531, loss_cls: 0.6558, loss: 0.6558, grad_norm: 10.4850 2021-12-03 10:07:18,877 - mmaction - INFO - Epoch [46][1320/1345] lr: 1.000e-04, eta: 1:07:19, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7977, top5_acc: 0.9359, loss_cls: 0.7605, loss: 0.7605, grad_norm: 11.2895 2021-12-03 10:07:33,521 - mmaction - INFO - Epoch [46][1340/1345] lr: 1.000e-04, eta: 1:07:05, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9523, loss_cls: 0.6787, loss: 0.6787, grad_norm: 10.5732 2021-12-03 10:08:53,642 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 10:08:53,801 - mmaction - INFO - top1_acc 0.4520 top5_acc 0.7454 2021-12-03 10:08:53,801 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 10:08:53,811 - mmaction - INFO - mean_acc 0.4115 2021-12-03 10:08:53,813 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-12-03 10:08:55,098 - mmaction - INFO - Epoch(val) [46][181] top1_acc: 0.4520, top5_acc: 0.7454, mean_class_accuracy: 0.4115 2021-12-03 10:09:36,568 - mmaction - INFO - Epoch [47][20/1345] lr: 1.000e-04, eta: 1:06:48, time: 2.073, data_time: 1.343, memory: 9795, top1_acc: 0.8180, top5_acc: 0.9563, loss_cls: 0.6692, loss: 0.6692, grad_norm: 10.8415 2021-12-03 10:09:51,057 - mmaction - INFO - Epoch [47][40/1345] lr: 1.000e-04, eta: 1:06:33, time: 0.724, data_time: 0.001, memory: 9795, top1_acc: 0.8234, top5_acc: 0.9547, loss_cls: 0.6484, loss: 0.6484, grad_norm: 10.1831 2021-12-03 10:10:05,583 - mmaction - INFO - Epoch [47][60/1345] lr: 1.000e-04, eta: 1:06:18, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.8063, top5_acc: 0.9523, loss_cls: 0.6838, loss: 0.6838, grad_norm: 10.3181 2021-12-03 10:10:20,083 - mmaction - INFO - Epoch [47][80/1345] lr: 1.000e-04, eta: 1:06:03, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.8187, top5_acc: 0.9398, loss_cls: 0.6983, loss: 0.6983, grad_norm: 10.1033 2021-12-03 10:10:34,596 - mmaction - INFO - Epoch [47][100/1345] lr: 1.000e-04, eta: 1:05:48, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.8070, top5_acc: 0.9422, loss_cls: 0.7183, loss: 0.7183, grad_norm: 10.5559 2021-12-03 10:10:49,217 - mmaction - INFO - Epoch [47][120/1345] lr: 1.000e-04, eta: 1:05:33, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8078, top5_acc: 0.9500, loss_cls: 0.7198, loss: 0.7198, grad_norm: 10.9768 2021-12-03 10:11:03,886 - mmaction - INFO - Epoch [47][140/1345] lr: 1.000e-04, eta: 1:05:18, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8273, top5_acc: 0.9477, loss_cls: 0.6773, loss: 0.6773, grad_norm: 10.0171 2021-12-03 10:11:18,431 - mmaction - INFO - Epoch [47][160/1345] lr: 1.000e-04, eta: 1:05:03, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.8063, top5_acc: 0.9461, loss_cls: 0.6867, loss: 0.6867, grad_norm: 10.6202 2021-12-03 10:11:32,965 - mmaction - INFO - Epoch [47][180/1345] lr: 1.000e-04, eta: 1:04:48, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.8172, top5_acc: 0.9570, loss_cls: 0.6582, loss: 0.6582, grad_norm: 10.4116 2021-12-03 10:11:47,527 - mmaction - INFO - Epoch [47][200/1345] lr: 1.000e-04, eta: 1:04:33, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.8313, top5_acc: 0.9437, loss_cls: 0.6569, loss: 0.6569, grad_norm: 9.7115 2021-12-03 10:12:02,170 - mmaction - INFO - Epoch [47][220/1345] lr: 1.000e-04, eta: 1:04:18, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8070, top5_acc: 0.9437, loss_cls: 0.7261, loss: 0.7261, grad_norm: 10.8221 2021-12-03 10:12:16,776 - mmaction - INFO - Epoch [47][240/1345] lr: 1.000e-04, eta: 1:04:03, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9437, loss_cls: 0.7145, loss: 0.7145, grad_norm: 10.6527 2021-12-03 10:12:31,343 - mmaction - INFO - Epoch [47][260/1345] lr: 1.000e-04, eta: 1:03:48, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8148, top5_acc: 0.9469, loss_cls: 0.6731, loss: 0.6731, grad_norm: 9.8965 2021-12-03 10:12:45,909 - mmaction - INFO - Epoch [47][280/1345] lr: 1.000e-04, eta: 1:03:33, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9430, loss_cls: 0.7382, loss: 0.7382, grad_norm: 10.7549 2021-12-03 10:13:00,557 - mmaction - INFO - Epoch [47][300/1345] lr: 1.000e-04, eta: 1:03:18, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8141, top5_acc: 0.9570, loss_cls: 0.6798, loss: 0.6798, grad_norm: 10.8003 2021-12-03 10:13:15,152 - mmaction - INFO - Epoch [47][320/1345] lr: 1.000e-04, eta: 1:03:03, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8070, top5_acc: 0.9477, loss_cls: 0.6934, loss: 0.6934, grad_norm: 10.6643 2021-12-03 10:13:29,764 - mmaction - INFO - Epoch [47][340/1345] lr: 1.000e-04, eta: 1:02:48, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8227, top5_acc: 0.9492, loss_cls: 0.6783, loss: 0.6783, grad_norm: 10.7922 2021-12-03 10:13:44,401 - mmaction - INFO - Epoch [47][360/1345] lr: 1.000e-04, eta: 1:02:33, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8148, top5_acc: 0.9437, loss_cls: 0.6872, loss: 0.6872, grad_norm: 10.5306 2021-12-03 10:13:58,952 - mmaction - INFO - Epoch [47][380/1345] lr: 1.000e-04, eta: 1:02:18, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9375, loss_cls: 0.7211, loss: 0.7211, grad_norm: 11.0743 2021-12-03 10:14:13,545 - mmaction - INFO - Epoch [47][400/1345] lr: 1.000e-04, eta: 1:02:03, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8187, top5_acc: 0.9422, loss_cls: 0.6949, loss: 0.6949, grad_norm: 10.6607 2021-12-03 10:14:28,168 - mmaction - INFO - Epoch [47][420/1345] lr: 1.000e-04, eta: 1:01:48, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8039, top5_acc: 0.9500, loss_cls: 0.6967, loss: 0.6967, grad_norm: 10.9087 2021-12-03 10:14:42,739 - mmaction - INFO - Epoch [47][440/1345] lr: 1.000e-04, eta: 1:01:33, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8008, top5_acc: 0.9445, loss_cls: 0.7157, loss: 0.7157, grad_norm: 10.8754 2021-12-03 10:14:57,383 - mmaction - INFO - Epoch [47][460/1345] lr: 1.000e-04, eta: 1:01:18, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8242, top5_acc: 0.9531, loss_cls: 0.6356, loss: 0.6356, grad_norm: 10.8679 2021-12-03 10:15:11,952 - mmaction - INFO - Epoch [47][480/1345] lr: 1.000e-04, eta: 1:01:03, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.8180, top5_acc: 0.9523, loss_cls: 0.6747, loss: 0.6747, grad_norm: 10.5889 2021-12-03 10:15:26,566 - mmaction - INFO - Epoch [47][500/1345] lr: 1.000e-04, eta: 1:00:48, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9453, loss_cls: 0.6755, loss: 0.6755, grad_norm: 10.7512 2021-12-03 10:15:41,181 - mmaction - INFO - Epoch [47][520/1345] lr: 1.000e-04, eta: 1:00:33, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8258, top5_acc: 0.9461, loss_cls: 0.6801, loss: 0.6801, grad_norm: 10.4658 2021-12-03 10:15:55,751 - mmaction - INFO - Epoch [47][540/1345] lr: 1.000e-04, eta: 1:00:18, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8187, top5_acc: 0.9523, loss_cls: 0.6578, loss: 0.6578, grad_norm: 10.6867 2021-12-03 10:16:10,465 - mmaction - INFO - Epoch [47][560/1345] lr: 1.000e-04, eta: 1:00:03, time: 0.736, data_time: 0.001, memory: 9795, top1_acc: 0.8273, top5_acc: 0.9367, loss_cls: 0.7100, loss: 0.7100, grad_norm: 10.7389 2021-12-03 10:16:25,045 - mmaction - INFO - Epoch [47][580/1345] lr: 1.000e-04, eta: 0:59:48, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9391, loss_cls: 0.7078, loss: 0.7078, grad_norm: 10.6408 2021-12-03 10:16:39,627 - mmaction - INFO - Epoch [47][600/1345] lr: 1.000e-04, eta: 0:59:33, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8063, top5_acc: 0.9469, loss_cls: 0.6861, loss: 0.6861, grad_norm: 10.5864 2021-12-03 10:16:54,289 - mmaction - INFO - Epoch [47][620/1345] lr: 1.000e-04, eta: 0:59:18, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8016, top5_acc: 0.9430, loss_cls: 0.7177, loss: 0.7177, grad_norm: 10.4944 2021-12-03 10:17:08,852 - mmaction - INFO - Epoch [47][640/1345] lr: 1.000e-04, eta: 0:59:03, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.8141, top5_acc: 0.9383, loss_cls: 0.7214, loss: 0.7214, grad_norm: 10.8939 2021-12-03 10:17:23,478 - mmaction - INFO - Epoch [47][660/1345] lr: 1.000e-04, eta: 0:58:48, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8070, top5_acc: 0.9367, loss_cls: 0.7428, loss: 0.7428, grad_norm: 10.9430 2021-12-03 10:17:38,076 - mmaction - INFO - Epoch [47][680/1345] lr: 1.000e-04, eta: 0:58:33, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8023, top5_acc: 0.9406, loss_cls: 0.7041, loss: 0.7041, grad_norm: 10.8711 2021-12-03 10:17:52,667 - mmaction - INFO - Epoch [47][700/1345] lr: 1.000e-04, eta: 0:58:18, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8258, top5_acc: 0.9430, loss_cls: 0.6801, loss: 0.6801, grad_norm: 10.2257 2021-12-03 10:18:07,272 - mmaction - INFO - Epoch [47][720/1345] lr: 1.000e-04, eta: 0:58:03, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8180, top5_acc: 0.9523, loss_cls: 0.6800, loss: 0.6800, grad_norm: 10.0259 2021-12-03 10:18:21,873 - mmaction - INFO - Epoch [47][740/1345] lr: 1.000e-04, eta: 0:57:48, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8180, top5_acc: 0.9422, loss_cls: 0.7023, loss: 0.7023, grad_norm: 10.6862 2021-12-03 10:18:36,489 - mmaction - INFO - Epoch [47][760/1345] lr: 1.000e-04, eta: 0:57:33, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8242, top5_acc: 0.9469, loss_cls: 0.6770, loss: 0.6770, grad_norm: 10.6425 2021-12-03 10:18:51,099 - mmaction - INFO - Epoch [47][780/1345] lr: 1.000e-04, eta: 0:57:18, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8195, top5_acc: 0.9422, loss_cls: 0.7039, loss: 0.7039, grad_norm: 10.5553 2021-12-03 10:19:05,695 - mmaction - INFO - Epoch [47][800/1345] lr: 1.000e-04, eta: 0:57:03, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8250, top5_acc: 0.9422, loss_cls: 0.6861, loss: 0.6861, grad_norm: 10.5024 2021-12-03 10:19:20,386 - mmaction - INFO - Epoch [47][820/1345] lr: 1.000e-04, eta: 0:56:48, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.8187, top5_acc: 0.9383, loss_cls: 0.7210, loss: 0.7210, grad_norm: 10.7740 2021-12-03 10:19:34,928 - mmaction - INFO - Epoch [47][840/1345] lr: 1.000e-04, eta: 0:56:34, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9508, loss_cls: 0.7012, loss: 0.7012, grad_norm: 11.0358 2021-12-03 10:19:49,508 - mmaction - INFO - Epoch [47][860/1345] lr: 1.000e-04, eta: 0:56:19, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9391, loss_cls: 0.7234, loss: 0.7234, grad_norm: 10.8259 2021-12-03 10:20:04,144 - mmaction - INFO - Epoch [47][880/1345] lr: 1.000e-04, eta: 0:56:04, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8063, top5_acc: 0.9437, loss_cls: 0.6913, loss: 0.6913, grad_norm: 10.7737 2021-12-03 10:20:18,789 - mmaction - INFO - Epoch [47][900/1345] lr: 1.000e-04, eta: 0:55:49, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8219, top5_acc: 0.9391, loss_cls: 0.7029, loss: 0.7029, grad_norm: 10.5521 2021-12-03 10:20:33,332 - mmaction - INFO - Epoch [47][920/1345] lr: 1.000e-04, eta: 0:55:34, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9477, loss_cls: 0.7057, loss: 0.7057, grad_norm: 10.6214 2021-12-03 10:20:47,998 - mmaction - INFO - Epoch [47][940/1345] lr: 1.000e-04, eta: 0:55:19, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.7984, top5_acc: 0.9477, loss_cls: 0.7315, loss: 0.7315, grad_norm: 10.7592 2021-12-03 10:21:02,583 - mmaction - INFO - Epoch [47][960/1345] lr: 1.000e-04, eta: 0:55:04, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8258, top5_acc: 0.9570, loss_cls: 0.6574, loss: 0.6574, grad_norm: 9.9700 2021-12-03 10:21:17,194 - mmaction - INFO - Epoch [47][980/1345] lr: 1.000e-04, eta: 0:54:49, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8211, top5_acc: 0.9500, loss_cls: 0.6710, loss: 0.6710, grad_norm: 10.2468 2021-12-03 10:21:31,790 - mmaction - INFO - Epoch [47][1000/1345] lr: 1.000e-04, eta: 0:54:34, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.8086, top5_acc: 0.9477, loss_cls: 0.6887, loss: 0.6887, grad_norm: 10.7882 2021-12-03 10:21:46,421 - mmaction - INFO - Epoch [47][1020/1345] lr: 1.000e-04, eta: 0:54:19, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7945, top5_acc: 0.9320, loss_cls: 0.7562, loss: 0.7562, grad_norm: 10.8784 2021-12-03 10:22:01,033 - mmaction - INFO - Epoch [47][1040/1345] lr: 1.000e-04, eta: 0:54:04, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9469, loss_cls: 0.6906, loss: 0.6906, grad_norm: 10.6258 2021-12-03 10:22:15,635 - mmaction - INFO - Epoch [47][1060/1345] lr: 1.000e-04, eta: 0:53:49, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8211, top5_acc: 0.9297, loss_cls: 0.7214, loss: 0.7214, grad_norm: 10.9539 2021-12-03 10:22:30,209 - mmaction - INFO - Epoch [47][1080/1345] lr: 1.000e-04, eta: 0:53:34, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8125, top5_acc: 0.9391, loss_cls: 0.7251, loss: 0.7251, grad_norm: 10.9566 2021-12-03 10:22:44,847 - mmaction - INFO - Epoch [47][1100/1345] lr: 1.000e-04, eta: 0:53:19, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8070, top5_acc: 0.9453, loss_cls: 0.7049, loss: 0.7049, grad_norm: 11.0201 2021-12-03 10:22:59,472 - mmaction - INFO - Epoch [47][1120/1345] lr: 1.000e-04, eta: 0:53:04, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8000, top5_acc: 0.9406, loss_cls: 0.7285, loss: 0.7285, grad_norm: 10.6609 2021-12-03 10:23:14,100 - mmaction - INFO - Epoch [47][1140/1345] lr: 1.000e-04, eta: 0:52:49, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8195, top5_acc: 0.9609, loss_cls: 0.6466, loss: 0.6466, grad_norm: 10.4375 2021-12-03 10:23:28,688 - mmaction - INFO - Epoch [47][1160/1345] lr: 1.000e-04, eta: 0:52:34, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.8242, top5_acc: 0.9406, loss_cls: 0.6885, loss: 0.6885, grad_norm: 10.5174 2021-12-03 10:23:43,283 - mmaction - INFO - Epoch [47][1180/1345] lr: 1.000e-04, eta: 0:52:19, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9445, loss_cls: 0.6914, loss: 0.6914, grad_norm: 10.4577 2021-12-03 10:23:57,912 - mmaction - INFO - Epoch [47][1200/1345] lr: 1.000e-04, eta: 0:52:04, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8063, top5_acc: 0.9414, loss_cls: 0.7207, loss: 0.7207, grad_norm: 10.8857 2021-12-03 10:24:12,524 - mmaction - INFO - Epoch [47][1220/1345] lr: 1.000e-04, eta: 0:51:49, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8266, top5_acc: 0.9453, loss_cls: 0.6649, loss: 0.6649, grad_norm: 10.6465 2021-12-03 10:24:27,130 - mmaction - INFO - Epoch [47][1240/1345] lr: 1.000e-04, eta: 0:51:34, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7992, top5_acc: 0.9469, loss_cls: 0.7246, loss: 0.7246, grad_norm: 11.3110 2021-12-03 10:24:41,738 - mmaction - INFO - Epoch [47][1260/1345] lr: 1.000e-04, eta: 0:51:19, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7953, top5_acc: 0.9297, loss_cls: 0.7681, loss: 0.7681, grad_norm: 11.2507 2021-12-03 10:24:56,297 - mmaction - INFO - Epoch [47][1280/1345] lr: 1.000e-04, eta: 0:51:04, time: 0.728, data_time: 0.001, memory: 9795, top1_acc: 0.8094, top5_acc: 0.9422, loss_cls: 0.7337, loss: 0.7337, grad_norm: 11.1028 2021-12-03 10:25:10,953 - mmaction - INFO - Epoch [47][1300/1345] lr: 1.000e-04, eta: 0:50:49, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9437, loss_cls: 0.6990, loss: 0.6990, grad_norm: 10.6045 2021-12-03 10:25:25,572 - mmaction - INFO - Epoch [47][1320/1345] lr: 1.000e-04, eta: 0:50:34, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8094, top5_acc: 0.9469, loss_cls: 0.6976, loss: 0.6976, grad_norm: 10.3078 2021-12-03 10:25:40,117 - mmaction - INFO - Epoch [47][1340/1345] lr: 1.000e-04, eta: 0:50:19, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.8156, top5_acc: 0.9563, loss_cls: 0.6744, loss: 0.6744, grad_norm: 10.7355 2021-12-03 10:25:43,716 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-12-03 10:26:26,521 - mmaction - INFO - Epoch [48][20/1345] lr: 1.000e-04, eta: 0:50:02, time: 2.062, data_time: 1.333, memory: 9795, top1_acc: 0.8234, top5_acc: 0.9609, loss_cls: 0.6360, loss: 0.6360, grad_norm: 10.6324 2021-12-03 10:26:41,039 - mmaction - INFO - Epoch [48][40/1345] lr: 1.000e-04, eta: 0:49:47, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.8281, top5_acc: 0.9539, loss_cls: 0.6493, loss: 0.6493, grad_norm: 10.2638 2021-12-03 10:26:55,574 - mmaction - INFO - Epoch [48][60/1345] lr: 1.000e-04, eta: 0:49:32, time: 0.727, data_time: 0.002, memory: 9795, top1_acc: 0.8281, top5_acc: 0.9594, loss_cls: 0.6295, loss: 0.6295, grad_norm: 10.6596 2021-12-03 10:27:10,181 - mmaction - INFO - Epoch [48][80/1345] lr: 1.000e-04, eta: 0:49:17, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8148, top5_acc: 0.9414, loss_cls: 0.7013, loss: 0.7013, grad_norm: 10.5464 2021-12-03 10:27:24,760 - mmaction - INFO - Epoch [48][100/1345] lr: 1.000e-04, eta: 0:49:02, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8234, top5_acc: 0.9469, loss_cls: 0.6811, loss: 0.6811, grad_norm: 10.4950 2021-12-03 10:27:39,347 - mmaction - INFO - Epoch [48][120/1345] lr: 1.000e-04, eta: 0:48:47, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7953, top5_acc: 0.9281, loss_cls: 0.7762, loss: 0.7762, grad_norm: 11.0779 2021-12-03 10:27:53,890 - mmaction - INFO - Epoch [48][140/1345] lr: 1.000e-04, eta: 0:48:32, time: 0.727, data_time: 0.001, memory: 9795, top1_acc: 0.8266, top5_acc: 0.9398, loss_cls: 0.6666, loss: 0.6666, grad_norm: 10.4642 2021-12-03 10:28:08,448 - mmaction - INFO - Epoch [48][160/1345] lr: 1.000e-04, eta: 0:48:17, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7945, top5_acc: 0.9508, loss_cls: 0.6937, loss: 0.6937, grad_norm: 10.5988 2021-12-03 10:28:23,088 - mmaction - INFO - Epoch [48][180/1345] lr: 1.000e-04, eta: 0:48:02, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8187, top5_acc: 0.9359, loss_cls: 0.7002, loss: 0.7002, grad_norm: 10.9385 2021-12-03 10:28:37,710 - mmaction - INFO - Epoch [48][200/1345] lr: 1.000e-04, eta: 0:47:47, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9477, loss_cls: 0.7067, loss: 0.7067, grad_norm: 10.9218 2021-12-03 10:28:52,260 - mmaction - INFO - Epoch [48][220/1345] lr: 1.000e-04, eta: 0:47:32, time: 0.727, data_time: 0.000, memory: 9795, top1_acc: 0.8180, top5_acc: 0.9383, loss_cls: 0.7029, loss: 0.7029, grad_norm: 10.4325 2021-12-03 10:29:06,826 - mmaction - INFO - Epoch [48][240/1345] lr: 1.000e-04, eta: 0:47:17, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8187, top5_acc: 0.9492, loss_cls: 0.6775, loss: 0.6775, grad_norm: 10.4478 2021-12-03 10:29:21,454 - mmaction - INFO - Epoch [48][260/1345] lr: 1.000e-04, eta: 0:47:02, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8203, top5_acc: 0.9492, loss_cls: 0.6982, loss: 0.6982, grad_norm: 10.3456 2021-12-03 10:29:36,111 - mmaction - INFO - Epoch [48][280/1345] lr: 1.000e-04, eta: 0:46:47, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8039, top5_acc: 0.9352, loss_cls: 0.7443, loss: 0.7443, grad_norm: 10.9271 2021-12-03 10:29:50,805 - mmaction - INFO - Epoch [48][300/1345] lr: 1.000e-04, eta: 0:46:32, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.8305, top5_acc: 0.9531, loss_cls: 0.6569, loss: 0.6569, grad_norm: 10.6122 2021-12-03 10:30:05,435 - mmaction - INFO - Epoch [48][320/1345] lr: 1.000e-04, eta: 0:46:17, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8070, top5_acc: 0.9422, loss_cls: 0.7408, loss: 0.7408, grad_norm: 10.7159 2021-12-03 10:30:20,027 - mmaction - INFO - Epoch [48][340/1345] lr: 1.000e-04, eta: 0:46:02, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8320, top5_acc: 0.9508, loss_cls: 0.6574, loss: 0.6574, grad_norm: 9.9998 2021-12-03 10:30:34,694 - mmaction - INFO - Epoch [48][360/1345] lr: 1.000e-04, eta: 0:45:47, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8094, top5_acc: 0.9375, loss_cls: 0.7245, loss: 0.7245, grad_norm: 10.8631 2021-12-03 10:30:49,291 - mmaction - INFO - Epoch [48][380/1345] lr: 1.000e-04, eta: 0:45:32, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8227, top5_acc: 0.9492, loss_cls: 0.6741, loss: 0.6741, grad_norm: 10.3998 2021-12-03 10:31:03,888 - mmaction - INFO - Epoch [48][400/1345] lr: 1.000e-04, eta: 0:45:17, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.8180, top5_acc: 0.9570, loss_cls: 0.6612, loss: 0.6612, grad_norm: 10.2968 2021-12-03 10:31:18,540 - mmaction - INFO - Epoch [48][420/1345] lr: 1.000e-04, eta: 0:45:02, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7977, top5_acc: 0.9375, loss_cls: 0.7637, loss: 0.7637, grad_norm: 11.0226 2021-12-03 10:31:33,145 - mmaction - INFO - Epoch [48][440/1345] lr: 1.000e-04, eta: 0:44:47, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8141, top5_acc: 0.9445, loss_cls: 0.7073, loss: 0.7073, grad_norm: 10.3360 2021-12-03 10:31:47,804 - mmaction - INFO - Epoch [48][460/1345] lr: 1.000e-04, eta: 0:44:32, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8094, top5_acc: 0.9352, loss_cls: 0.7427, loss: 0.7427, grad_norm: 10.8404 2021-12-03 10:32:02,521 - mmaction - INFO - Epoch [48][480/1345] lr: 1.000e-04, eta: 0:44:17, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.8383, top5_acc: 0.9531, loss_cls: 0.6310, loss: 0.6310, grad_norm: 10.0715 2021-12-03 10:32:17,162 - mmaction - INFO - Epoch [48][500/1345] lr: 1.000e-04, eta: 0:44:03, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.8234, top5_acc: 0.9437, loss_cls: 0.6671, loss: 0.6671, grad_norm: 10.5134 2021-12-03 10:32:31,796 - mmaction - INFO - Epoch [48][520/1345] lr: 1.000e-04, eta: 0:43:48, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8203, top5_acc: 0.9422, loss_cls: 0.7073, loss: 0.7073, grad_norm: 10.3695 2021-12-03 10:32:46,464 - mmaction - INFO - Epoch [48][540/1345] lr: 1.000e-04, eta: 0:43:33, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9414, loss_cls: 0.6932, loss: 0.6932, grad_norm: 10.5939 2021-12-03 10:33:01,063 - mmaction - INFO - Epoch [48][560/1345] lr: 1.000e-04, eta: 0:43:18, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8063, top5_acc: 0.9523, loss_cls: 0.6952, loss: 0.6952, grad_norm: 10.7698 2021-12-03 10:33:15,623 - mmaction - INFO - Epoch [48][580/1345] lr: 1.000e-04, eta: 0:43:03, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.7945, top5_acc: 0.9406, loss_cls: 0.7670, loss: 0.7670, grad_norm: 11.2256 2021-12-03 10:33:30,207 - mmaction - INFO - Epoch [48][600/1345] lr: 1.000e-04, eta: 0:42:48, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7984, top5_acc: 0.9344, loss_cls: 0.7947, loss: 0.7947, grad_norm: 10.8707 2021-12-03 10:33:44,838 - mmaction - INFO - Epoch [48][620/1345] lr: 1.000e-04, eta: 0:42:33, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8281, top5_acc: 0.9445, loss_cls: 0.6693, loss: 0.6693, grad_norm: 10.3701 2021-12-03 10:33:59,470 - mmaction - INFO - Epoch [48][640/1345] lr: 1.000e-04, eta: 0:42:18, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8320, top5_acc: 0.9461, loss_cls: 0.6873, loss: 0.6873, grad_norm: 10.4244 2021-12-03 10:34:14,099 - mmaction - INFO - Epoch [48][660/1345] lr: 1.000e-04, eta: 0:42:03, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8187, top5_acc: 0.9500, loss_cls: 0.6740, loss: 0.6740, grad_norm: 11.0327 2021-12-03 10:34:28,749 - mmaction - INFO - Epoch [48][680/1345] lr: 1.000e-04, eta: 0:41:48, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9313, loss_cls: 0.7411, loss: 0.7411, grad_norm: 10.5980 2021-12-03 10:34:43,413 - mmaction - INFO - Epoch [48][700/1345] lr: 1.000e-04, eta: 0:41:33, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8070, top5_acc: 0.9437, loss_cls: 0.6963, loss: 0.6963, grad_norm: 10.9905 2021-12-03 10:34:58,046 - mmaction - INFO - Epoch [48][720/1345] lr: 1.000e-04, eta: 0:41:18, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.8234, top5_acc: 0.9500, loss_cls: 0.6624, loss: 0.6624, grad_norm: 10.6049 2021-12-03 10:35:12,729 - mmaction - INFO - Epoch [48][740/1345] lr: 1.000e-04, eta: 0:41:03, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8094, top5_acc: 0.9359, loss_cls: 0.7213, loss: 0.7213, grad_norm: 10.5873 2021-12-03 10:35:27,344 - mmaction - INFO - Epoch [48][760/1345] lr: 1.000e-04, eta: 0:40:48, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.7992, top5_acc: 0.9406, loss_cls: 0.7446, loss: 0.7446, grad_norm: 11.0562 2021-12-03 10:35:41,964 - mmaction - INFO - Epoch [48][780/1345] lr: 1.000e-04, eta: 0:40:33, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8281, top5_acc: 0.9461, loss_cls: 0.6637, loss: 0.6637, grad_norm: 10.7252 2021-12-03 10:35:56,598 - mmaction - INFO - Epoch [48][800/1345] lr: 1.000e-04, eta: 0:40:18, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8031, top5_acc: 0.9422, loss_cls: 0.7232, loss: 0.7232, grad_norm: 11.0481 2021-12-03 10:36:11,166 - mmaction - INFO - Epoch [48][820/1345] lr: 1.000e-04, eta: 0:40:03, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.8187, top5_acc: 0.9414, loss_cls: 0.7211, loss: 0.7211, grad_norm: 10.7062 2021-12-03 10:36:25,790 - mmaction - INFO - Epoch [48][840/1345] lr: 1.000e-04, eta: 0:39:48, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8203, top5_acc: 0.9516, loss_cls: 0.6517, loss: 0.6517, grad_norm: 10.2859 2021-12-03 10:36:40,346 - mmaction - INFO - Epoch [48][860/1345] lr: 1.000e-04, eta: 0:39:33, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8258, top5_acc: 0.9430, loss_cls: 0.6936, loss: 0.6936, grad_norm: 10.7487 2021-12-03 10:36:55,017 - mmaction - INFO - Epoch [48][880/1345] lr: 1.000e-04, eta: 0:39:18, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8039, top5_acc: 0.9492, loss_cls: 0.7107, loss: 0.7107, grad_norm: 10.7845 2021-12-03 10:37:09,644 - mmaction - INFO - Epoch [48][900/1345] lr: 1.000e-04, eta: 0:39:03, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9516, loss_cls: 0.6514, loss: 0.6514, grad_norm: 10.3846 2021-12-03 10:37:24,304 - mmaction - INFO - Epoch [48][920/1345] lr: 1.000e-04, eta: 0:38:48, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8234, top5_acc: 0.9492, loss_cls: 0.6676, loss: 0.6676, grad_norm: 10.3610 2021-12-03 10:37:38,968 - mmaction - INFO - Epoch [48][940/1345] lr: 1.000e-04, eta: 0:38:33, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8094, top5_acc: 0.9422, loss_cls: 0.7156, loss: 0.7156, grad_norm: 10.9440 2021-12-03 10:37:53,588 - mmaction - INFO - Epoch [48][960/1345] lr: 1.000e-04, eta: 0:38:18, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8352, top5_acc: 0.9508, loss_cls: 0.6193, loss: 0.6193, grad_norm: 9.7635 2021-12-03 10:38:08,235 - mmaction - INFO - Epoch [48][980/1345] lr: 1.000e-04, eta: 0:38:03, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8289, top5_acc: 0.9492, loss_cls: 0.6594, loss: 0.6594, grad_norm: 10.2241 2021-12-03 10:38:22,881 - mmaction - INFO - Epoch [48][1000/1345] lr: 1.000e-04, eta: 0:37:48, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9516, loss_cls: 0.6833, loss: 0.6833, grad_norm: 11.2146 2021-12-03 10:38:37,560 - mmaction - INFO - Epoch [48][1020/1345] lr: 1.000e-04, eta: 0:37:33, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9437, loss_cls: 0.6929, loss: 0.6929, grad_norm: 10.7627 2021-12-03 10:38:52,172 - mmaction - INFO - Epoch [48][1040/1345] lr: 1.000e-04, eta: 0:37:18, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8359, top5_acc: 0.9461, loss_cls: 0.6749, loss: 0.6749, grad_norm: 10.5068 2021-12-03 10:39:06,766 - mmaction - INFO - Epoch [48][1060/1345] lr: 1.000e-04, eta: 0:37:03, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8125, top5_acc: 0.9430, loss_cls: 0.7214, loss: 0.7214, grad_norm: 10.5154 2021-12-03 10:39:21,477 - mmaction - INFO - Epoch [48][1080/1345] lr: 1.000e-04, eta: 0:36:48, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9492, loss_cls: 0.6851, loss: 0.6851, grad_norm: 10.9501 2021-12-03 10:39:36,188 - mmaction - INFO - Epoch [48][1100/1345] lr: 1.000e-04, eta: 0:36:33, time: 0.736, data_time: 0.001, memory: 9795, top1_acc: 0.8281, top5_acc: 0.9484, loss_cls: 0.6646, loss: 0.6646, grad_norm: 10.9514 2021-12-03 10:39:50,838 - mmaction - INFO - Epoch [48][1120/1345] lr: 1.000e-04, eta: 0:36:19, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.8414, top5_acc: 0.9523, loss_cls: 0.6327, loss: 0.6327, grad_norm: 10.2990 2021-12-03 10:40:05,417 - mmaction - INFO - Epoch [48][1140/1345] lr: 1.000e-04, eta: 0:36:04, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.8109, top5_acc: 0.9516, loss_cls: 0.6994, loss: 0.6994, grad_norm: 10.8077 2021-12-03 10:40:20,080 - mmaction - INFO - Epoch [48][1160/1345] lr: 1.000e-04, eta: 0:35:49, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8141, top5_acc: 0.9430, loss_cls: 0.6890, loss: 0.6890, grad_norm: 10.9993 2021-12-03 10:40:34,662 - mmaction - INFO - Epoch [48][1180/1345] lr: 1.000e-04, eta: 0:35:34, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8039, top5_acc: 0.9313, loss_cls: 0.7797, loss: 0.7797, grad_norm: 10.9895 2021-12-03 10:40:49,329 - mmaction - INFO - Epoch [48][1200/1345] lr: 1.000e-04, eta: 0:35:19, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.7922, top5_acc: 0.9328, loss_cls: 0.7627, loss: 0.7627, grad_norm: 11.1259 2021-12-03 10:41:03,964 - mmaction - INFO - Epoch [48][1220/1345] lr: 1.000e-04, eta: 0:35:04, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8234, top5_acc: 0.9406, loss_cls: 0.6704, loss: 0.6704, grad_norm: 10.6047 2021-12-03 10:41:18,587 - mmaction - INFO - Epoch [48][1240/1345] lr: 1.000e-04, eta: 0:34:49, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8336, top5_acc: 0.9414, loss_cls: 0.6696, loss: 0.6696, grad_norm: 10.2987 2021-12-03 10:41:33,216 - mmaction - INFO - Epoch [48][1260/1345] lr: 1.000e-04, eta: 0:34:34, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.8234, top5_acc: 0.9437, loss_cls: 0.6936, loss: 0.6936, grad_norm: 10.9933 2021-12-03 10:41:47,833 - mmaction - INFO - Epoch [48][1280/1345] lr: 1.000e-04, eta: 0:34:19, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9398, loss_cls: 0.7396, loss: 0.7396, grad_norm: 11.0875 2021-12-03 10:42:02,509 - mmaction - INFO - Epoch [48][1300/1345] lr: 1.000e-04, eta: 0:34:04, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.8289, top5_acc: 0.9500, loss_cls: 0.6640, loss: 0.6640, grad_norm: 10.6672 2021-12-03 10:42:17,083 - mmaction - INFO - Epoch [48][1320/1345] lr: 1.000e-04, eta: 0:33:49, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.8141, top5_acc: 0.9461, loss_cls: 0.6840, loss: 0.6840, grad_norm: 10.8593 2021-12-03 10:42:31,722 - mmaction - INFO - Epoch [48][1340/1345] lr: 1.000e-04, eta: 0:33:34, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8086, top5_acc: 0.9477, loss_cls: 0.7156, loss: 0.7156, grad_norm: 11.0083 2021-12-03 10:43:34,982 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 10:43:35,138 - mmaction - INFO - top1_acc 0.4490 top5_acc 0.7437 2021-12-03 10:43:35,138 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 10:43:35,148 - mmaction - INFO - mean_acc 0.4109 2021-12-03 10:43:35,153 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-12-03 10:43:36,450 - mmaction - INFO - Epoch(val) [48][181] top1_acc: 0.4490, top5_acc: 0.7437, mean_class_accuracy: 0.4109 2021-12-03 10:44:17,925 - mmaction - INFO - Epoch [49][20/1345] lr: 1.000e-04, eta: 0:33:16, time: 2.074, data_time: 1.342, memory: 9795, top1_acc: 0.8117, top5_acc: 0.9398, loss_cls: 0.6955, loss: 0.6955, grad_norm: 10.5937 2021-12-03 10:44:32,422 - mmaction - INFO - Epoch [49][40/1345] lr: 1.000e-04, eta: 0:33:01, time: 0.725, data_time: 0.001, memory: 9795, top1_acc: 0.8148, top5_acc: 0.9445, loss_cls: 0.7280, loss: 0.7280, grad_norm: 10.8379 2021-12-03 10:44:46,940 - mmaction - INFO - Epoch [49][60/1345] lr: 1.000e-04, eta: 0:32:46, time: 0.726, data_time: 0.001, memory: 9795, top1_acc: 0.8313, top5_acc: 0.9398, loss_cls: 0.6925, loss: 0.6925, grad_norm: 10.2310 2021-12-03 10:45:01,454 - mmaction - INFO - Epoch [49][80/1345] lr: 1.000e-04, eta: 0:32:31, time: 0.726, data_time: 0.000, memory: 9795, top1_acc: 0.8211, top5_acc: 0.9477, loss_cls: 0.6859, loss: 0.6859, grad_norm: 10.5522 2021-12-03 10:45:16,010 - mmaction - INFO - Epoch [49][100/1345] lr: 1.000e-04, eta: 0:32:16, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8125, top5_acc: 0.9500, loss_cls: 0.7036, loss: 0.7036, grad_norm: 10.8929 2021-12-03 10:45:30,580 - mmaction - INFO - Epoch [49][120/1345] lr: 1.000e-04, eta: 0:32:01, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8148, top5_acc: 0.9523, loss_cls: 0.6682, loss: 0.6682, grad_norm: 10.5204 2021-12-03 10:45:45,205 - mmaction - INFO - Epoch [49][140/1345] lr: 1.000e-04, eta: 0:31:46, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8320, top5_acc: 0.9547, loss_cls: 0.6171, loss: 0.6171, grad_norm: 10.0933 2021-12-03 10:45:59,852 - mmaction - INFO - Epoch [49][160/1345] lr: 1.000e-04, eta: 0:31:31, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8195, top5_acc: 0.9508, loss_cls: 0.6707, loss: 0.6707, grad_norm: 10.6973 2021-12-03 10:46:14,509 - mmaction - INFO - Epoch [49][180/1345] lr: 1.000e-04, eta: 0:31:16, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8297, top5_acc: 0.9539, loss_cls: 0.6358, loss: 0.6358, grad_norm: 10.0419 2021-12-03 10:46:29,148 - mmaction - INFO - Epoch [49][200/1345] lr: 1.000e-04, eta: 0:31:01, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8156, top5_acc: 0.9477, loss_cls: 0.6833, loss: 0.6833, grad_norm: 10.7314 2021-12-03 10:46:43,809 - mmaction - INFO - Epoch [49][220/1345] lr: 1.000e-04, eta: 0:30:46, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8273, top5_acc: 0.9469, loss_cls: 0.6616, loss: 0.6616, grad_norm: 10.3471 2021-12-03 10:46:58,385 - mmaction - INFO - Epoch [49][240/1345] lr: 1.000e-04, eta: 0:30:31, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8180, top5_acc: 0.9398, loss_cls: 0.7090, loss: 0.7090, grad_norm: 10.3675 2021-12-03 10:47:12,981 - mmaction - INFO - Epoch [49][260/1345] lr: 1.000e-04, eta: 0:30:17, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8172, top5_acc: 0.9406, loss_cls: 0.7040, loss: 0.7040, grad_norm: 10.8138 2021-12-03 10:47:27,627 - mmaction - INFO - Epoch [49][280/1345] lr: 1.000e-04, eta: 0:30:02, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9422, loss_cls: 0.6874, loss: 0.6874, grad_norm: 10.4680 2021-12-03 10:47:42,198 - mmaction - INFO - Epoch [49][300/1345] lr: 1.000e-04, eta: 0:29:47, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8031, top5_acc: 0.9320, loss_cls: 0.7659, loss: 0.7659, grad_norm: 10.9809 2021-12-03 10:47:56,892 - mmaction - INFO - Epoch [49][320/1345] lr: 1.000e-04, eta: 0:29:32, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.8125, top5_acc: 0.9414, loss_cls: 0.6885, loss: 0.6885, grad_norm: 10.7371 2021-12-03 10:48:11,613 - mmaction - INFO - Epoch [49][340/1345] lr: 1.000e-04, eta: 0:29:17, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9359, loss_cls: 0.7237, loss: 0.7237, grad_norm: 10.7998 2021-12-03 10:48:26,192 - mmaction - INFO - Epoch [49][360/1345] lr: 1.000e-04, eta: 0:29:02, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.8336, top5_acc: 0.9422, loss_cls: 0.6888, loss: 0.6888, grad_norm: 10.5325 2021-12-03 10:48:40,846 - mmaction - INFO - Epoch [49][380/1345] lr: 1.000e-04, eta: 0:28:47, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8219, top5_acc: 0.9398, loss_cls: 0.7178, loss: 0.7178, grad_norm: 10.6535 2021-12-03 10:48:55,421 - mmaction - INFO - Epoch [49][400/1345] lr: 1.000e-04, eta: 0:28:32, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.7992, top5_acc: 0.9453, loss_cls: 0.7317, loss: 0.7317, grad_norm: 11.0571 2021-12-03 10:49:10,049 - mmaction - INFO - Epoch [49][420/1345] lr: 1.000e-04, eta: 0:28:17, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9547, loss_cls: 0.6579, loss: 0.6579, grad_norm: 10.3074 2021-12-03 10:49:24,684 - mmaction - INFO - Epoch [49][440/1345] lr: 1.000e-04, eta: 0:28:02, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.7898, top5_acc: 0.9383, loss_cls: 0.7472, loss: 0.7472, grad_norm: 11.2964 2021-12-03 10:49:39,332 - mmaction - INFO - Epoch [49][460/1345] lr: 1.000e-04, eta: 0:27:47, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.8148, top5_acc: 0.9461, loss_cls: 0.7004, loss: 0.7004, grad_norm: 10.9164 2021-12-03 10:49:53,979 - mmaction - INFO - Epoch [49][480/1345] lr: 1.000e-04, eta: 0:27:32, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.8180, top5_acc: 0.9492, loss_cls: 0.6530, loss: 0.6530, grad_norm: 10.9124 2021-12-03 10:50:08,650 - mmaction - INFO - Epoch [49][500/1345] lr: 1.000e-04, eta: 0:27:17, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8109, top5_acc: 0.9500, loss_cls: 0.6692, loss: 0.6692, grad_norm: 10.3545 2021-12-03 10:50:23,263 - mmaction - INFO - Epoch [49][520/1345] lr: 1.000e-04, eta: 0:27:02, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8203, top5_acc: 0.9492, loss_cls: 0.6526, loss: 0.6526, grad_norm: 10.5833 2021-12-03 10:50:37,934 - mmaction - INFO - Epoch [49][540/1345] lr: 1.000e-04, eta: 0:26:47, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8141, top5_acc: 0.9414, loss_cls: 0.7168, loss: 0.7168, grad_norm: 10.6073 2021-12-03 10:50:52,610 - mmaction - INFO - Epoch [49][560/1345] lr: 1.000e-04, eta: 0:26:32, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8211, top5_acc: 0.9461, loss_cls: 0.6574, loss: 0.6574, grad_norm: 10.0426 2021-12-03 10:51:07,253 - mmaction - INFO - Epoch [49][580/1345] lr: 1.000e-04, eta: 0:26:17, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8250, top5_acc: 0.9453, loss_cls: 0.7023, loss: 0.7023, grad_norm: 10.7828 2021-12-03 10:51:21,924 - mmaction - INFO - Epoch [49][600/1345] lr: 1.000e-04, eta: 0:26:02, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8227, top5_acc: 0.9477, loss_cls: 0.6755, loss: 0.6755, grad_norm: 10.5586 2021-12-03 10:51:36,576 - mmaction - INFO - Epoch [49][620/1345] lr: 1.000e-04, eta: 0:25:47, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8141, top5_acc: 0.9477, loss_cls: 0.6372, loss: 0.6372, grad_norm: 9.9927 2021-12-03 10:51:51,197 - mmaction - INFO - Epoch [49][640/1345] lr: 1.000e-04, eta: 0:25:32, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8195, top5_acc: 0.9484, loss_cls: 0.6778, loss: 0.6778, grad_norm: 10.4492 2021-12-03 10:52:05,841 - mmaction - INFO - Epoch [49][660/1345] lr: 1.000e-04, eta: 0:25:17, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8375, top5_acc: 0.9414, loss_cls: 0.6467, loss: 0.6467, grad_norm: 10.3110 2021-12-03 10:52:20,505 - mmaction - INFO - Epoch [49][680/1345] lr: 1.000e-04, eta: 0:25:02, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.8203, top5_acc: 0.9453, loss_cls: 0.6595, loss: 0.6595, grad_norm: 10.7518 2021-12-03 10:52:35,150 - mmaction - INFO - Epoch [49][700/1345] lr: 1.000e-04, eta: 0:24:47, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8063, top5_acc: 0.9547, loss_cls: 0.6914, loss: 0.6914, grad_norm: 11.0959 2021-12-03 10:52:49,874 - mmaction - INFO - Epoch [49][720/1345] lr: 1.000e-04, eta: 0:24:32, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.8172, top5_acc: 0.9555, loss_cls: 0.6735, loss: 0.6735, grad_norm: 10.8300 2021-12-03 10:53:04,511 - mmaction - INFO - Epoch [49][740/1345] lr: 1.000e-04, eta: 0:24:17, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8273, top5_acc: 0.9555, loss_cls: 0.6334, loss: 0.6334, grad_norm: 10.3504 2021-12-03 10:53:19,160 - mmaction - INFO - Epoch [49][760/1345] lr: 1.000e-04, eta: 0:24:02, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9445, loss_cls: 0.7132, loss: 0.7132, grad_norm: 10.8121 2021-12-03 10:53:33,809 - mmaction - INFO - Epoch [49][780/1345] lr: 1.000e-04, eta: 0:23:47, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8156, top5_acc: 0.9492, loss_cls: 0.6853, loss: 0.6853, grad_norm: 10.7418 2021-12-03 10:53:48,428 - mmaction - INFO - Epoch [49][800/1345] lr: 1.000e-04, eta: 0:23:32, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8078, top5_acc: 0.9375, loss_cls: 0.7407, loss: 0.7407, grad_norm: 11.0646 2021-12-03 10:54:03,107 - mmaction - INFO - Epoch [49][820/1345] lr: 1.000e-04, eta: 0:23:18, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9398, loss_cls: 0.7642, loss: 0.7642, grad_norm: 11.3611 2021-12-03 10:54:17,679 - mmaction - INFO - Epoch [49][840/1345] lr: 1.000e-04, eta: 0:23:03, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9422, loss_cls: 0.6874, loss: 0.6874, grad_norm: 10.3936 2021-12-03 10:54:32,346 - mmaction - INFO - Epoch [49][860/1345] lr: 1.000e-04, eta: 0:22:48, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8102, top5_acc: 0.9430, loss_cls: 0.7188, loss: 0.7188, grad_norm: 10.8652 2021-12-03 10:54:47,026 - mmaction - INFO - Epoch [49][880/1345] lr: 1.000e-04, eta: 0:22:33, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8383, top5_acc: 0.9555, loss_cls: 0.6295, loss: 0.6295, grad_norm: 10.0451 2021-12-03 10:55:01,642 - mmaction - INFO - Epoch [49][900/1345] lr: 1.000e-04, eta: 0:22:18, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8242, top5_acc: 0.9508, loss_cls: 0.6603, loss: 0.6603, grad_norm: 10.4862 2021-12-03 10:55:16,311 - mmaction - INFO - Epoch [49][920/1345] lr: 1.000e-04, eta: 0:22:03, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8398, top5_acc: 0.9586, loss_cls: 0.6291, loss: 0.6291, grad_norm: 10.4268 2021-12-03 10:55:30,880 - mmaction - INFO - Epoch [49][940/1345] lr: 1.000e-04, eta: 0:21:48, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8148, top5_acc: 0.9453, loss_cls: 0.7031, loss: 0.7031, grad_norm: 10.8274 2021-12-03 10:55:45,619 - mmaction - INFO - Epoch [49][960/1345] lr: 1.000e-04, eta: 0:21:33, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.8258, top5_acc: 0.9586, loss_cls: 0.6654, loss: 0.6654, grad_norm: 10.6323 2021-12-03 10:56:00,259 - mmaction - INFO - Epoch [49][980/1345] lr: 1.000e-04, eta: 0:21:18, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.7961, top5_acc: 0.9406, loss_cls: 0.7377, loss: 0.7377, grad_norm: 11.1152 2021-12-03 10:56:14,928 - mmaction - INFO - Epoch [49][1000/1345] lr: 1.000e-04, eta: 0:21:03, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.8195, top5_acc: 0.9492, loss_cls: 0.6726, loss: 0.6726, grad_norm: 10.4091 2021-12-03 10:56:29,591 - mmaction - INFO - Epoch [49][1020/1345] lr: 1.000e-04, eta: 0:20:48, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8078, top5_acc: 0.9406, loss_cls: 0.7007, loss: 0.7007, grad_norm: 10.7914 2021-12-03 10:56:44,301 - mmaction - INFO - Epoch [49][1040/1345] lr: 1.000e-04, eta: 0:20:33, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.8148, top5_acc: 0.9391, loss_cls: 0.7124, loss: 0.7124, grad_norm: 11.1707 2021-12-03 10:56:58,927 - mmaction - INFO - Epoch [49][1060/1345] lr: 1.000e-04, eta: 0:20:18, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8281, top5_acc: 0.9437, loss_cls: 0.6766, loss: 0.6766, grad_norm: 10.6623 2021-12-03 10:57:13,646 - mmaction - INFO - Epoch [49][1080/1345] lr: 1.000e-04, eta: 0:20:03, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.8258, top5_acc: 0.9469, loss_cls: 0.6868, loss: 0.6868, grad_norm: 10.6307 2021-12-03 10:57:28,406 - mmaction - INFO - Epoch [49][1100/1345] lr: 1.000e-04, eta: 0:19:48, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.8352, top5_acc: 0.9492, loss_cls: 0.6121, loss: 0.6121, grad_norm: 10.1317 2021-12-03 10:57:43,075 - mmaction - INFO - Epoch [49][1120/1345] lr: 1.000e-04, eta: 0:19:33, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8328, top5_acc: 0.9461, loss_cls: 0.6695, loss: 0.6695, grad_norm: 10.5328 2021-12-03 10:57:57,650 - mmaction - INFO - Epoch [49][1140/1345] lr: 1.000e-04, eta: 0:19:18, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8281, top5_acc: 0.9523, loss_cls: 0.6771, loss: 0.6771, grad_norm: 10.3712 2021-12-03 10:58:12,304 - mmaction - INFO - Epoch [49][1160/1345] lr: 1.000e-04, eta: 0:19:03, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8414, top5_acc: 0.9586, loss_cls: 0.6066, loss: 0.6066, grad_norm: 10.3140 2021-12-03 10:58:26,950 - mmaction - INFO - Epoch [49][1180/1345] lr: 1.000e-04, eta: 0:18:48, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8266, top5_acc: 0.9414, loss_cls: 0.6908, loss: 0.6908, grad_norm: 10.6322 2021-12-03 10:58:41,564 - mmaction - INFO - Epoch [49][1200/1345] lr: 1.000e-04, eta: 0:18:33, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8344, top5_acc: 0.9531, loss_cls: 0.6098, loss: 0.6098, grad_norm: 10.1676 2021-12-03 10:58:56,307 - mmaction - INFO - Epoch [49][1220/1345] lr: 1.000e-04, eta: 0:18:18, time: 0.737, data_time: 0.000, memory: 9795, top1_acc: 0.8078, top5_acc: 0.9531, loss_cls: 0.6847, loss: 0.6847, grad_norm: 11.0291 2021-12-03 10:59:10,919 - mmaction - INFO - Epoch [49][1240/1345] lr: 1.000e-04, eta: 0:18:03, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9539, loss_cls: 0.6945, loss: 0.6945, grad_norm: 10.7014 2021-12-03 10:59:25,564 - mmaction - INFO - Epoch [49][1260/1345] lr: 1.000e-04, eta: 0:17:48, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8039, top5_acc: 0.9398, loss_cls: 0.7142, loss: 0.7142, grad_norm: 10.5961 2021-12-03 10:59:40,290 - mmaction - INFO - Epoch [49][1280/1345] lr: 1.000e-04, eta: 0:17:33, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.8172, top5_acc: 0.9430, loss_cls: 0.6927, loss: 0.6927, grad_norm: 10.5179 2021-12-03 10:59:54,959 - mmaction - INFO - Epoch [49][1300/1345] lr: 1.000e-04, eta: 0:17:19, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9367, loss_cls: 0.7235, loss: 0.7235, grad_norm: 11.1488 2021-12-03 11:00:09,554 - mmaction - INFO - Epoch [49][1320/1345] lr: 1.000e-04, eta: 0:17:04, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8063, top5_acc: 0.9437, loss_cls: 0.7142, loss: 0.7142, grad_norm: 11.1670 2021-12-03 11:00:24,169 - mmaction - INFO - Epoch [49][1340/1345] lr: 1.000e-04, eta: 0:16:49, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8250, top5_acc: 0.9492, loss_cls: 0.6690, loss: 0.6690, grad_norm: 10.7493 2021-12-03 11:00:27,812 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-12-03 11:01:10,922 - mmaction - INFO - Epoch [50][20/1345] lr: 1.000e-04, eta: 0:16:30, time: 2.069, data_time: 1.343, memory: 9795, top1_acc: 0.8195, top5_acc: 0.9469, loss_cls: 0.7032, loss: 0.7032, grad_norm: 11.0568 2021-12-03 11:01:25,461 - mmaction - INFO - Epoch [50][40/1345] lr: 1.000e-04, eta: 0:16:15, time: 0.727, data_time: 0.002, memory: 9795, top1_acc: 0.8266, top5_acc: 0.9508, loss_cls: 0.6383, loss: 0.6383, grad_norm: 10.0889 2021-12-03 11:01:40,034 - mmaction - INFO - Epoch [50][60/1345] lr: 1.000e-04, eta: 0:16:00, time: 0.729, data_time: 0.001, memory: 9795, top1_acc: 0.8258, top5_acc: 0.9375, loss_cls: 0.7022, loss: 0.7022, grad_norm: 10.7883 2021-12-03 11:01:54,691 - mmaction - INFO - Epoch [50][80/1345] lr: 1.000e-04, eta: 0:15:45, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.8273, top5_acc: 0.9422, loss_cls: 0.6835, loss: 0.6835, grad_norm: 10.6814 2021-12-03 11:02:09,327 - mmaction - INFO - Epoch [50][100/1345] lr: 1.000e-04, eta: 0:15:31, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.8367, top5_acc: 0.9570, loss_cls: 0.6333, loss: 0.6333, grad_norm: 10.1893 2021-12-03 11:02:23,951 - mmaction - INFO - Epoch [50][120/1345] lr: 1.000e-04, eta: 0:15:16, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.8109, top5_acc: 0.9437, loss_cls: 0.7151, loss: 0.7151, grad_norm: 10.8754 2021-12-03 11:02:38,595 - mmaction - INFO - Epoch [50][140/1345] lr: 1.000e-04, eta: 0:15:01, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.8125, top5_acc: 0.9516, loss_cls: 0.6904, loss: 0.6904, grad_norm: 10.7183 2021-12-03 11:02:53,256 - mmaction - INFO - Epoch [50][160/1345] lr: 1.000e-04, eta: 0:14:46, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8180, top5_acc: 0.9500, loss_cls: 0.6887, loss: 0.6887, grad_norm: 10.9306 2021-12-03 11:03:07,905 - mmaction - INFO - Epoch [50][180/1345] lr: 1.000e-04, eta: 0:14:31, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8242, top5_acc: 0.9453, loss_cls: 0.6823, loss: 0.6823, grad_norm: 10.8630 2021-12-03 11:03:22,519 - mmaction - INFO - Epoch [50][200/1345] lr: 1.000e-04, eta: 0:14:16, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8187, top5_acc: 0.9445, loss_cls: 0.6850, loss: 0.6850, grad_norm: 10.6220 2021-12-03 11:03:37,194 - mmaction - INFO - Epoch [50][220/1345] lr: 1.000e-04, eta: 0:14:01, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8297, top5_acc: 0.9477, loss_cls: 0.6348, loss: 0.6348, grad_norm: 10.4368 2021-12-03 11:03:51,755 - mmaction - INFO - Epoch [50][240/1345] lr: 1.000e-04, eta: 0:13:46, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8234, top5_acc: 0.9477, loss_cls: 0.6876, loss: 0.6876, grad_norm: 10.7420 2021-12-03 11:04:06,346 - mmaction - INFO - Epoch [50][260/1345] lr: 1.000e-04, eta: 0:13:31, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8344, top5_acc: 0.9469, loss_cls: 0.6648, loss: 0.6648, grad_norm: 10.1028 2021-12-03 11:04:20,984 - mmaction - INFO - Epoch [50][280/1345] lr: 1.000e-04, eta: 0:13:16, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8063, top5_acc: 0.9422, loss_cls: 0.7220, loss: 0.7220, grad_norm: 10.8182 2021-12-03 11:04:35,665 - mmaction - INFO - Epoch [50][300/1345] lr: 1.000e-04, eta: 0:13:01, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8281, top5_acc: 0.9539, loss_cls: 0.6439, loss: 0.6439, grad_norm: 10.5869 2021-12-03 11:04:50,314 - mmaction - INFO - Epoch [50][320/1345] lr: 1.000e-04, eta: 0:12:46, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8266, top5_acc: 0.9555, loss_cls: 0.6447, loss: 0.6447, grad_norm: 10.5410 2021-12-03 11:05:05,036 - mmaction - INFO - Epoch [50][340/1345] lr: 1.000e-04, eta: 0:12:31, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.8211, top5_acc: 0.9461, loss_cls: 0.6828, loss: 0.6828, grad_norm: 10.6543 2021-12-03 11:05:19,682 - mmaction - INFO - Epoch [50][360/1345] lr: 1.000e-04, eta: 0:12:16, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8172, top5_acc: 0.9391, loss_cls: 0.6999, loss: 0.6999, grad_norm: 10.5840 2021-12-03 11:05:34,287 - mmaction - INFO - Epoch [50][380/1345] lr: 1.000e-04, eta: 0:12:01, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8273, top5_acc: 0.9453, loss_cls: 0.6839, loss: 0.6839, grad_norm: 10.3301 2021-12-03 11:05:48,957 - mmaction - INFO - Epoch [50][400/1345] lr: 1.000e-04, eta: 0:11:46, time: 0.734, data_time: 0.001, memory: 9795, top1_acc: 0.8156, top5_acc: 0.9555, loss_cls: 0.6608, loss: 0.6608, grad_norm: 10.4664 2021-12-03 11:06:03,636 - mmaction - INFO - Epoch [50][420/1345] lr: 1.000e-04, eta: 0:11:31, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9570, loss_cls: 0.6793, loss: 0.6793, grad_norm: 11.0311 2021-12-03 11:06:18,289 - mmaction - INFO - Epoch [50][440/1345] lr: 1.000e-04, eta: 0:11:16, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.8039, top5_acc: 0.9453, loss_cls: 0.6826, loss: 0.6826, grad_norm: 11.0599 2021-12-03 11:06:32,849 - mmaction - INFO - Epoch [50][460/1345] lr: 1.000e-04, eta: 0:11:01, time: 0.728, data_time: 0.000, memory: 9795, top1_acc: 0.8125, top5_acc: 0.9477, loss_cls: 0.6959, loss: 0.6959, grad_norm: 11.1142 2021-12-03 11:06:47,458 - mmaction - INFO - Epoch [50][480/1345] lr: 1.000e-04, eta: 0:10:46, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.7992, top5_acc: 0.9469, loss_cls: 0.7249, loss: 0.7249, grad_norm: 11.0103 2021-12-03 11:07:02,189 - mmaction - INFO - Epoch [50][500/1345] lr: 1.000e-04, eta: 0:10:31, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.8187, top5_acc: 0.9414, loss_cls: 0.7087, loss: 0.7087, grad_norm: 10.5670 2021-12-03 11:07:16,819 - mmaction - INFO - Epoch [50][520/1345] lr: 1.000e-04, eta: 0:10:16, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8227, top5_acc: 0.9523, loss_cls: 0.6645, loss: 0.6645, grad_norm: 10.7998 2021-12-03 11:07:31,485 - mmaction - INFO - Epoch [50][540/1345] lr: 1.000e-04, eta: 0:10:01, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9445, loss_cls: 0.6965, loss: 0.6965, grad_norm: 10.8640 2021-12-03 11:07:46,107 - mmaction - INFO - Epoch [50][560/1345] lr: 1.000e-04, eta: 0:09:46, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8148, top5_acc: 0.9477, loss_cls: 0.6740, loss: 0.6740, grad_norm: 10.1680 2021-12-03 11:08:00,756 - mmaction - INFO - Epoch [50][580/1345] lr: 1.000e-04, eta: 0:09:31, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9508, loss_cls: 0.6513, loss: 0.6513, grad_norm: 10.2038 2021-12-03 11:08:15,428 - mmaction - INFO - Epoch [50][600/1345] lr: 1.000e-04, eta: 0:09:17, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8094, top5_acc: 0.9383, loss_cls: 0.7011, loss: 0.7011, grad_norm: 10.8013 2021-12-03 11:08:30,088 - mmaction - INFO - Epoch [50][620/1345] lr: 1.000e-04, eta: 0:09:02, time: 0.733, data_time: 0.001, memory: 9795, top1_acc: 0.8164, top5_acc: 0.9531, loss_cls: 0.6588, loss: 0.6588, grad_norm: 10.4804 2021-12-03 11:08:44,773 - mmaction - INFO - Epoch [50][640/1345] lr: 1.000e-04, eta: 0:08:47, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9469, loss_cls: 0.6977, loss: 0.6977, grad_norm: 10.8856 2021-12-03 11:08:59,431 - mmaction - INFO - Epoch [50][660/1345] lr: 1.000e-04, eta: 0:08:32, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8234, top5_acc: 0.9453, loss_cls: 0.6649, loss: 0.6649, grad_norm: 10.5379 2021-12-03 11:09:14,076 - mmaction - INFO - Epoch [50][680/1345] lr: 1.000e-04, eta: 0:08:17, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8039, top5_acc: 0.9414, loss_cls: 0.7097, loss: 0.7097, grad_norm: 11.0415 2021-12-03 11:09:28,658 - mmaction - INFO - Epoch [50][700/1345] lr: 1.000e-04, eta: 0:08:02, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8211, top5_acc: 0.9477, loss_cls: 0.6889, loss: 0.6889, grad_norm: 11.1049 2021-12-03 11:09:43,311 - mmaction - INFO - Epoch [50][720/1345] lr: 1.000e-04, eta: 0:07:47, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8203, top5_acc: 0.9461, loss_cls: 0.7251, loss: 0.7251, grad_norm: 11.1517 2021-12-03 11:09:57,927 - mmaction - INFO - Epoch [50][740/1345] lr: 1.000e-04, eta: 0:07:32, time: 0.731, data_time: 0.001, memory: 9795, top1_acc: 0.8242, top5_acc: 0.9484, loss_cls: 0.6687, loss: 0.6687, grad_norm: 10.5247 2021-12-03 11:10:12,619 - mmaction - INFO - Epoch [50][760/1345] lr: 1.000e-04, eta: 0:07:17, time: 0.735, data_time: 0.001, memory: 9795, top1_acc: 0.8219, top5_acc: 0.9453, loss_cls: 0.7081, loss: 0.7081, grad_norm: 10.8843 2021-12-03 11:10:27,257 - mmaction - INFO - Epoch [50][780/1345] lr: 1.000e-04, eta: 0:07:02, time: 0.732, data_time: 0.001, memory: 9795, top1_acc: 0.8055, top5_acc: 0.9422, loss_cls: 0.7113, loss: 0.7113, grad_norm: 11.3126 2021-12-03 11:10:42,009 - mmaction - INFO - Epoch [50][800/1345] lr: 1.000e-04, eta: 0:06:47, time: 0.738, data_time: 0.000, memory: 9795, top1_acc: 0.8094, top5_acc: 0.9273, loss_cls: 0.7486, loss: 0.7486, grad_norm: 11.0018 2021-12-03 11:10:56,618 - mmaction - INFO - Epoch [50][820/1345] lr: 1.000e-04, eta: 0:06:32, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8344, top5_acc: 0.9586, loss_cls: 0.6264, loss: 0.6264, grad_norm: 10.5017 2021-12-03 11:11:11,273 - mmaction - INFO - Epoch [50][840/1345] lr: 1.000e-04, eta: 0:06:17, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8242, top5_acc: 0.9477, loss_cls: 0.6633, loss: 0.6633, grad_norm: 10.3838 2021-12-03 11:11:25,911 - mmaction - INFO - Epoch [50][860/1345] lr: 1.000e-04, eta: 0:06:02, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8180, top5_acc: 0.9547, loss_cls: 0.6416, loss: 0.6416, grad_norm: 10.5245 2021-12-03 11:11:40,531 - mmaction - INFO - Epoch [50][880/1345] lr: 1.000e-04, eta: 0:05:47, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8211, top5_acc: 0.9445, loss_cls: 0.6880, loss: 0.6880, grad_norm: 10.8309 2021-12-03 11:11:55,131 - mmaction - INFO - Epoch [50][900/1345] lr: 1.000e-04, eta: 0:05:32, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8180, top5_acc: 0.9469, loss_cls: 0.6741, loss: 0.6741, grad_norm: 10.5018 2021-12-03 11:12:09,827 - mmaction - INFO - Epoch [50][920/1345] lr: 1.000e-04, eta: 0:05:17, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.8266, top5_acc: 0.9609, loss_cls: 0.6498, loss: 0.6498, grad_norm: 10.5549 2021-12-03 11:12:24,627 - mmaction - INFO - Epoch [50][940/1345] lr: 1.000e-04, eta: 0:05:02, time: 0.740, data_time: 0.000, memory: 9795, top1_acc: 0.8234, top5_acc: 0.9414, loss_cls: 0.7090, loss: 0.7090, grad_norm: 10.8927 2021-12-03 11:12:39,305 - mmaction - INFO - Epoch [50][960/1345] lr: 1.000e-04, eta: 0:04:47, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8156, top5_acc: 0.9531, loss_cls: 0.6763, loss: 0.6763, grad_norm: 10.9699 2021-12-03 11:12:53,922 - mmaction - INFO - Epoch [50][980/1345] lr: 1.000e-04, eta: 0:04:32, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8266, top5_acc: 0.9414, loss_cls: 0.6819, loss: 0.6819, grad_norm: 10.3793 2021-12-03 11:13:08,540 - mmaction - INFO - Epoch [50][1000/1345] lr: 1.000e-04, eta: 0:04:17, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8219, top5_acc: 0.9547, loss_cls: 0.6664, loss: 0.6664, grad_norm: 11.2080 2021-12-03 11:13:23,117 - mmaction - INFO - Epoch [50][1020/1345] lr: 1.000e-04, eta: 0:04:02, time: 0.730, data_time: 0.001, memory: 9795, top1_acc: 0.8336, top5_acc: 0.9437, loss_cls: 0.6510, loss: 0.6510, grad_norm: 10.3603 2021-12-03 11:13:37,766 - mmaction - INFO - Epoch [50][1040/1345] lr: 1.000e-04, eta: 0:03:48, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8242, top5_acc: 0.9484, loss_cls: 0.6637, loss: 0.6637, grad_norm: 11.0557 2021-12-03 11:13:52,422 - mmaction - INFO - Epoch [50][1060/1345] lr: 1.000e-04, eta: 0:03:33, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8133, top5_acc: 0.9492, loss_cls: 0.7046, loss: 0.7046, grad_norm: 11.2748 2021-12-03 11:14:07,071 - mmaction - INFO - Epoch [50][1080/1345] lr: 1.000e-04, eta: 0:03:18, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8406, top5_acc: 0.9563, loss_cls: 0.6092, loss: 0.6092, grad_norm: 10.1854 2021-12-03 11:14:21,694 - mmaction - INFO - Epoch [50][1100/1345] lr: 1.000e-04, eta: 0:03:03, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8367, top5_acc: 0.9523, loss_cls: 0.6266, loss: 0.6266, grad_norm: 10.4018 2021-12-03 11:14:36,344 - mmaction - INFO - Epoch [50][1120/1345] lr: 1.000e-04, eta: 0:02:48, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8023, top5_acc: 0.9398, loss_cls: 0.7073, loss: 0.7073, grad_norm: 10.6685 2021-12-03 11:14:51,004 - mmaction - INFO - Epoch [50][1140/1345] lr: 1.000e-04, eta: 0:02:33, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8109, top5_acc: 0.9383, loss_cls: 0.7219, loss: 0.7219, grad_norm: 11.8151 2021-12-03 11:15:05,634 - mmaction - INFO - Epoch [50][1160/1345] lr: 1.000e-04, eta: 0:02:18, time: 0.731, data_time: 0.000, memory: 9795, top1_acc: 0.8320, top5_acc: 0.9453, loss_cls: 0.6402, loss: 0.6402, grad_norm: 10.4004 2021-12-03 11:15:20,279 - mmaction - INFO - Epoch [50][1180/1345] lr: 1.000e-04, eta: 0:02:03, time: 0.732, data_time: 0.000, memory: 9795, top1_acc: 0.8078, top5_acc: 0.9320, loss_cls: 0.7263, loss: 0.7263, grad_norm: 11.3705 2021-12-03 11:15:35,004 - mmaction - INFO - Epoch [50][1200/1345] lr: 1.000e-04, eta: 0:01:48, time: 0.736, data_time: 0.000, memory: 9795, top1_acc: 0.8203, top5_acc: 0.9430, loss_cls: 0.6763, loss: 0.6763, grad_norm: 10.7504 2021-12-03 11:15:49,704 - mmaction - INFO - Epoch [50][1220/1345] lr: 1.000e-04, eta: 0:01:33, time: 0.735, data_time: 0.000, memory: 9795, top1_acc: 0.8070, top5_acc: 0.9445, loss_cls: 0.7172, loss: 0.7172, grad_norm: 11.2218 2021-12-03 11:16:04,390 - mmaction - INFO - Epoch [50][1240/1345] lr: 1.000e-04, eta: 0:01:18, time: 0.735, data_time: 0.001, memory: 9795, top1_acc: 0.8305, top5_acc: 0.9523, loss_cls: 0.6610, loss: 0.6610, grad_norm: 10.6088 2021-12-03 11:16:19,065 - mmaction - INFO - Epoch [50][1260/1345] lr: 1.000e-04, eta: 0:01:03, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8023, top5_acc: 0.9398, loss_cls: 0.7373, loss: 0.7373, grad_norm: 10.8752 2021-12-03 11:16:33,648 - mmaction - INFO - Epoch [50][1280/1345] lr: 1.000e-04, eta: 0:00:48, time: 0.729, data_time: 0.000, memory: 9795, top1_acc: 0.8102, top5_acc: 0.9383, loss_cls: 0.7213, loss: 0.7213, grad_norm: 11.0414 2021-12-03 11:16:48,337 - mmaction - INFO - Epoch [50][1300/1345] lr: 1.000e-04, eta: 0:00:33, time: 0.734, data_time: 0.000, memory: 9795, top1_acc: 0.8141, top5_acc: 0.9445, loss_cls: 0.6927, loss: 0.6927, grad_norm: 10.6983 2021-12-03 11:17:02,991 - mmaction - INFO - Epoch [50][1320/1345] lr: 1.000e-04, eta: 0:00:18, time: 0.733, data_time: 0.000, memory: 9795, top1_acc: 0.8195, top5_acc: 0.9477, loss_cls: 0.6889, loss: 0.6889, grad_norm: 10.8185 2021-12-03 11:17:17,597 - mmaction - INFO - Epoch [50][1340/1345] lr: 1.000e-04, eta: 0:00:03, time: 0.730, data_time: 0.000, memory: 9795, top1_acc: 0.8008, top5_acc: 0.9414, loss_cls: 0.7400, loss: 0.7400, grad_norm: 11.0621 2021-12-03 11:18:21,210 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-03 11:18:21,367 - mmaction - INFO - top1_acc 0.4518 top5_acc 0.7413 2021-12-03 11:18:21,368 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-03 11:18:21,377 - mmaction - INFO - mean_acc 0.4139 2021-12-03 11:18:21,383 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-12-03 11:18:22,871 - mmaction - INFO - Epoch(val) [50][181] top1_acc: 0.4518, top5_acc: 0.7413, mean_class_accuracy: 0.4139