2021-02-17 18:13:13,103 - 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: 1.2.5 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: not available MMAction2: 0.11.0+d9c9581 ------------------------------------------------------------ 2021-02-17 18:13:13,107 - mmaction - INFO - Distributed training: True 2021-02-17 18:13:13,107 - mmaction - INFO - Config: /mnt/lustre/linjintao/try/mmaction2/slurm_configs/_base_/models/tsn_r50.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='torchvision://resnet50', depth=50, norm_eval=False), cls_head=dict( type='TSNHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.4, init_std=0.01)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) /mnt/lustre/linjintao/try/mmaction2/slurm_configs/_base_/schedules/sgd_50e.py # optimizer optimizer = dict( type='SGD', lr=0.01, # this lr is used for 8 gpus momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 /mnt/lustre/linjintao/try/mmaction2/slurm_configs/_base_/default_runtime.py checkpoint_config = dict(interval=1) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] /mnt/lustre/linjintao/try/mmaction2/slurm_configs/recognition/tsn/tsn_r50_320p_1x1x8_50e_activitynet_clip_rgb.py _base_ = [ '../../_base_/models/tsn_r50.py', '../../_base_/schedules/sgd_50e.py', '../../_base_/default_runtime.py' ] # model settings model = dict(cls_head=dict(num_classes=200, dropout_ratio=0.8)) # dataset settings dataset_type = 'RawframeDataset' data_root = 'data/ActivityNet/anet_320p_frames' data_root_val = 'data/ActivityNet/anet_320p_frames' ann_file_train = 'data/ActivityNet/anet_train_clip.txt' ann_file_val = 'data/ActivityNet/anet_val_clip.txt' ann_file_test = 'data/ActivityNet/anet_val_clip.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='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='FrameSelector'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=25, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=8, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline, with_offset=True, start_index=1), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline, with_offset=True, start_index=1), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline, with_offset=True, start_index=1)) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy']) # optimizer optimizer = dict(type='SGD', lr=0.001, momentum=0.9, weight_decay=0.0001) # runtime settings work_dir = './work_dirs/tsn_r50_320p_1x1x8_50e_activitynet_clip_rgb/' load_from = ('https://download.openmmlab.com/mmaction/recognition/tsn/' 'tsn_r50_320p_1x1x8_100e_kinetics400_rgb/' 'tsn_r50_320p_1x1x8_100e_kinetics400_rgb_20200702-ef80e3d7.pth') workflow = [('train', 5)] 2021-02-17 18:13:17,957 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2021-02-17 18:13:18,529 - mmaction - INFO - load checkpoint from https://download.openmmlab.com/mmaction/recognition/tsn/tsn_r50_320p_1x1x8_100e_kinetics400_rgb/tsn_r50_320p_1x1x8_100e_kinetics400_rgb_20200702-ef80e3d7.pth 2021-02-17 18:13:24,997 - mmaction - WARNING - The model and loaded state dict do not match exactly size mismatch for cls_head.fc_cls.weight: copying a param with shape torch.Size([400, 2048]) from checkpoint, the shape in current model is torch.Size([200, 2048]). size mismatch for cls_head.fc_cls.bias: copying a param with shape torch.Size([400]) from checkpoint, the shape in current model is torch.Size([200]). 2021-02-17 18:13:24,998 - mmaction - INFO - Start running, host: linjintao@SH-IDC2-172-20-21-40, work_dir: /mnt/lustre/linjintao/try/mmaction2/work_dirs/tsn_r50_320p_1x1x8_50e_activitynet_clip_rgb 2021-02-17 18:13:24,998 - mmaction - INFO - workflow: [('train', 5)], max: 50 epochs 2021-02-17 18:13:51,791 - mmaction - INFO - Epoch [1][20/241] lr: 1.000e-03, eta: 4:28:07, time: 1.337, data_time: 0.844, memory: 5693, top1_acc: 0.0070, top5_acc: 0.0250, loss_cls: 5.3676, loss: 5.3676, grad_norm: 5.7824 2021-02-17 18:13:59,146 - mmaction - INFO - Epoch [1][40/241] lr: 1.000e-03, eta: 2:50:41, time: 0.368, data_time: 0.004, memory: 5693, top1_acc: 0.0117, top5_acc: 0.0453, loss_cls: 5.3081, loss: 5.3081, grad_norm: 5.7226 2021-02-17 18:14:06,489 - mmaction - INFO - Epoch [1][60/241] lr: 1.000e-03, eta: 2:18:04, time: 0.367, data_time: 0.002, memory: 5693, top1_acc: 0.0211, top5_acc: 0.0688, loss_cls: 5.2348, loss: 5.2348, grad_norm: 5.6881 2021-02-17 18:14:13,836 - mmaction - INFO - Epoch [1][80/241] lr: 1.000e-03, eta: 2:01:43, time: 0.368, data_time: 0.001, memory: 5693, top1_acc: 0.0367, top5_acc: 0.0961, loss_cls: 5.1626, loss: 5.1626, grad_norm: 5.6334 2021-02-17 18:14:21,195 - mmaction - INFO - Epoch [1][100/241] lr: 1.000e-03, eta: 1:51:50, time: 0.367, data_time: 0.001, memory: 5693, top1_acc: 0.0328, top5_acc: 0.1094, loss_cls: 5.0844, loss: 5.0844, grad_norm: 5.6752 2021-02-17 18:14:28,567 - mmaction - INFO - Epoch [1][120/241] lr: 1.000e-03, eta: 1:45:17, time: 0.369, data_time: 0.002, memory: 5693, top1_acc: 0.0437, top5_acc: 0.1125, loss_cls: 5.0420, loss: 5.0420, grad_norm: 5.7028 2021-02-17 18:14:35,924 - mmaction - INFO - Epoch [1][140/241] lr: 1.000e-03, eta: 1:40:31, time: 0.368, data_time: 0.000, memory: 5693, top1_acc: 0.0656, top5_acc: 0.1578, loss_cls: 4.9483, loss: 4.9483, grad_norm: 5.7633 2021-02-17 18:14:43,299 - mmaction - INFO - Epoch [1][160/241] lr: 1.000e-03, eta: 1:36:56, time: 0.369, data_time: 0.000, memory: 5693, top1_acc: 0.0711, top5_acc: 0.1609, loss_cls: 4.9065, loss: 4.9065, grad_norm: 5.8418 2021-02-17 18:14:50,616 - mmaction - INFO - Epoch [1][180/241] lr: 1.000e-03, eta: 1:34:03, time: 0.365, data_time: 0.000, memory: 5693, top1_acc: 0.0742, top5_acc: 0.1766, loss_cls: 4.8091, loss: 4.8091, grad_norm: 5.8712 2021-02-17 18:14:57,987 - mmaction - INFO - Epoch [1][200/241] lr: 1.000e-03, eta: 1:31:47, time: 0.369, data_time: 0.001, memory: 5693, top1_acc: 0.0938, top5_acc: 0.2266, loss_cls: 4.7003, loss: 4.7003, grad_norm: 5.9017 2021-02-17 18:15:05,350 - mmaction - INFO - Epoch [1][220/241] lr: 1.000e-03, eta: 1:29:54, time: 0.368, data_time: 0.000, memory: 5693, top1_acc: 0.1039, top5_acc: 0.2180, loss_cls: 4.6775, loss: 4.6775, grad_norm: 5.9687 2021-02-17 18:15:12,652 - mmaction - INFO - Epoch [1][240/241] lr: 1.000e-03, eta: 1:28:16, time: 0.365, data_time: 0.000, memory: 5693, top1_acc: 0.0883, top5_acc: 0.2516, loss_cls: 4.6380, loss: 4.6380, grad_norm: 6.0263 2021-02-17 18:15:13,514 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-02-17 18:15:37,973 - mmaction - INFO - Epoch [2][20/241] lr: 1.000e-03, eta: 1:38:51, time: 1.185, data_time: 0.792, memory: 5693, top1_acc: 0.1250, top5_acc: 0.2867, loss_cls: 4.5008, loss: 4.5008, grad_norm: 6.0384 2021-02-17 18:15:45,318 - mmaction - INFO - Epoch [2][40/241] lr: 1.000e-03, eta: 1:36:47, time: 0.367, data_time: 0.001, memory: 5693, top1_acc: 0.1336, top5_acc: 0.3172, loss_cls: 4.4466, loss: 4.4466, grad_norm: 6.1506 2021-02-17 18:15:52,662 - mmaction - INFO - Epoch [2][60/241] lr: 1.000e-03, eta: 1:34:59, time: 0.367, data_time: 0.001, memory: 5693, top1_acc: 0.1500, top5_acc: 0.3344, loss_cls: 4.3623, loss: 4.3623, grad_norm: 6.1706 2021-02-17 18:16:00,019 - mmaction - INFO - Epoch [2][80/241] lr: 1.000e-03, eta: 1:33:23, time: 0.368, data_time: 0.001, memory: 5693, top1_acc: 0.1500, top5_acc: 0.3492, loss_cls: 4.3305, loss: 4.3305, grad_norm: 6.2218 2021-02-17 18:16:07,409 - mmaction - INFO - Epoch [2][100/241] lr: 1.000e-03, eta: 1:32:00, time: 0.370, data_time: 0.002, memory: 5693, top1_acc: 0.1672, top5_acc: 0.3844, loss_cls: 4.2155, loss: 4.2155, grad_norm: 6.2028 2021-02-17 18:16:14,806 - mmaction - INFO - Epoch [2][120/241] lr: 1.000e-03, eta: 1:30:44, time: 0.369, data_time: 0.002, memory: 5693, top1_acc: 0.1789, top5_acc: 0.3742, loss_cls: 4.2086, loss: 4.2086, grad_norm: 6.2916 2021-02-17 18:16:22,166 - mmaction - INFO - Epoch [2][140/241] lr: 1.000e-03, eta: 1:29:35, time: 0.368, data_time: 0.001, memory: 5693, top1_acc: 0.1828, top5_acc: 0.3820, loss_cls: 4.1586, loss: 4.1586, grad_norm: 6.2093 2021-02-17 18:16:29,524 - mmaction - INFO - Epoch [2][160/241] lr: 1.000e-03, eta: 1:28:32, time: 0.368, data_time: 0.001, memory: 5693, top1_acc: 0.1945, top5_acc: 0.4234, loss_cls: 4.0766, loss: 4.0766, grad_norm: 6.2408 2021-02-17 18:16:36,872 - mmaction - INFO - Epoch [2][180/241] lr: 1.000e-03, eta: 1:27:34, time: 0.368, data_time: 0.001, memory: 5693, top1_acc: 0.1812, top5_acc: 0.4133, loss_cls: 4.0153, loss: 4.0153, grad_norm: 6.2973 2021-02-17 18:16:44,266 - mmaction - INFO - Epoch [2][200/241] lr: 1.000e-03, eta: 1:26:42, time: 0.369, data_time: 0.000, memory: 5693, top1_acc: 0.1883, top5_acc: 0.4250, loss_cls: 4.0073, loss: 4.0073, grad_norm: 6.3678 2021-02-17 18:16:51,646 - mmaction - INFO - Epoch [2][220/241] lr: 1.000e-03, eta: 1:25:53, time: 0.369, data_time: 0.001, memory: 5693, top1_acc: 0.2031, top5_acc: 0.4398, loss_cls: 3.9198, loss: 3.9198, grad_norm: 6.3607 2021-02-17 18:16:58,979 - mmaction - INFO - Epoch [2][240/241] lr: 1.000e-03, eta: 1:25:07, time: 0.367, data_time: 0.001, memory: 5693, top1_acc: 0.2156, top5_acc: 0.4492, loss_cls: 3.8982, loss: 3.8982, grad_norm: 6.3174 2021-02-17 18:16:59,828 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-02-17 18:17:23,890 - mmaction - INFO - Epoch [3][20/241] lr: 1.000e-03, eta: 1:30:17, time: 1.159, data_time: 0.755, memory: 5693, top1_acc: 0.2242, top5_acc: 0.4891, loss_cls: 3.7917, loss: 3.7917, grad_norm: 6.3237 2021-02-17 18:17:31,291 - mmaction - INFO - Epoch [3][40/241] lr: 1.000e-03, eta: 1:29:24, time: 0.370, data_time: 0.004, memory: 5693, top1_acc: 0.2367, top5_acc: 0.4703, loss_cls: 3.7858, loss: 3.7858, grad_norm: 6.4450 2021-02-17 18:17:38,678 - mmaction - INFO - Epoch [3][60/241] lr: 1.000e-03, eta: 1:28:34, time: 0.370, data_time: 0.002, memory: 5693, top1_acc: 0.2359, top5_acc: 0.4977, loss_cls: 3.7081, loss: 3.7081, grad_norm: 6.3655 2021-02-17 18:17:46,044 - mmaction - INFO - Epoch [3][80/241] lr: 1.000e-03, eta: 1:27:47, time: 0.369, data_time: 0.001, memory: 5693, top1_acc: 0.2148, top5_acc: 0.4953, loss_cls: 3.7272, loss: 3.7272, grad_norm: 6.4725 2021-02-17 18:17:53,422 - mmaction - INFO - Epoch [3][100/241] lr: 1.000e-03, eta: 1:27:02, time: 0.369, data_time: 0.000, memory: 5693, top1_acc: 0.2625, top5_acc: 0.5305, loss_cls: 3.5968, loss: 3.5968, grad_norm: 6.4280 2021-02-17 18:18:00,812 - mmaction - INFO - Epoch [3][120/241] lr: 1.000e-03, eta: 1:26:20, time: 0.369, data_time: 0.000, memory: 5693, top1_acc: 0.2555, top5_acc: 0.5094, loss_cls: 3.6246, loss: 3.6246, grad_norm: 6.4777 2021-02-17 18:18:08,179 - mmaction - INFO - Epoch [3][140/241] lr: 1.000e-03, eta: 1:25:40, time: 0.368, data_time: 0.001, memory: 5693, top1_acc: 0.2789, top5_acc: 0.5500, loss_cls: 3.4962, loss: 3.4962, grad_norm: 6.4878 2021-02-17 18:18:15,504 - mmaction - INFO - Epoch [3][160/241] lr: 1.000e-03, eta: 1:25:02, time: 0.367, data_time: 0.001, memory: 5693, top1_acc: 0.2812, top5_acc: 0.5516, loss_cls: 3.4746, loss: 3.4746, grad_norm: 6.4960 2021-02-17 18:18:22,869 - mmaction - INFO - Epoch [3][180/241] lr: 1.000e-03, eta: 1:24:26, time: 0.368, data_time: 0.000, memory: 5693, top1_acc: 0.2867, top5_acc: 0.5570, loss_cls: 3.5008, loss: 3.5008, grad_norm: 6.4685 2021-02-17 18:18:30,245 - mmaction - INFO - Epoch [3][200/241] lr: 1.000e-03, eta: 1:23:51, time: 0.369, data_time: 0.001, memory: 5693, top1_acc: 0.2812, top5_acc: 0.5680, loss_cls: 3.4476, loss: 3.4476, grad_norm: 6.4910 2021-02-17 18:18:37,605 - mmaction - INFO - Epoch [3][220/241] lr: 1.000e-03, eta: 1:23:18, time: 0.368, data_time: 0.001, memory: 5693, top1_acc: 0.2922, top5_acc: 0.5695, loss_cls: 3.3850, loss: 3.3850, grad_norm: 6.4431 2021-02-17 18:18:44,944 - mmaction - INFO - Epoch [3][240/241] lr: 1.000e-03, eta: 1:22:46, time: 0.367, data_time: 0.000, memory: 5693, top1_acc: 0.2906, top5_acc: 0.5867, loss_cls: 3.2987, loss: 3.2987, grad_norm: 6.5365 2021-02-17 18:18:45,699 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-02-17 18:19:09,776 - mmaction - INFO - Epoch [4][20/241] lr: 1.000e-03, eta: 1:26:04, time: 1.138, data_time: 0.770, memory: 5693, top1_acc: 0.3039, top5_acc: 0.5977, loss_cls: 3.2630, loss: 3.2630, grad_norm: 6.5407 2021-02-17 18:19:17,129 - mmaction - INFO - Epoch [4][40/241] lr: 1.000e-03, eta: 1:25:28, time: 0.368, data_time: 0.003, memory: 5693, top1_acc: 0.2945, top5_acc: 0.5758, loss_cls: 3.3375, loss: 3.3375, grad_norm: 6.5527 2021-02-17 18:19:24,530 - mmaction - INFO - Epoch [4][60/241] lr: 1.000e-03, eta: 1:24:55, time: 0.370, data_time: 0.001, memory: 5693, top1_acc: 0.3242, top5_acc: 0.5945, loss_cls: 3.2418, loss: 3.2418, grad_norm: 6.5000 2021-02-17 18:19:31,925 - mmaction - INFO - Epoch [4][80/241] lr: 1.000e-03, eta: 1:24:23, time: 0.370, data_time: 0.002, memory: 5693, top1_acc: 0.3289, top5_acc: 0.6250, loss_cls: 3.1724, loss: 3.1724, grad_norm: 6.5561 2021-02-17 18:19:39,288 - mmaction - INFO - Epoch [4][100/241] lr: 1.000e-03, eta: 1:23:51, time: 0.368, data_time: 0.000, memory: 5693, top1_acc: 0.3312, top5_acc: 0.6242, loss_cls: 3.1623, loss: 3.1623, grad_norm: 6.5071 2021-02-17 18:19:46,655 - mmaction - INFO - Epoch [4][120/241] lr: 1.000e-03, eta: 1:23:21, time: 0.368, data_time: 0.000, memory: 5693, top1_acc: 0.3055, top5_acc: 0.5914, loss_cls: 3.1944, loss: 3.1944, grad_norm: 6.6011 2021-02-17 18:19:54,003 - mmaction - INFO - Epoch [4][140/241] lr: 1.000e-03, eta: 1:22:52, time: 0.368, data_time: 0.001, memory: 5693, top1_acc: 0.3531, top5_acc: 0.6453, loss_cls: 3.0739, loss: 3.0739, grad_norm: 6.5348 2021-02-17 18:20:01,407 - mmaction - INFO - Epoch [4][160/241] lr: 1.000e-03, eta: 1:22:24, time: 0.370, data_time: 0.000, memory: 5693, top1_acc: 0.3523, top5_acc: 0.6305, loss_cls: 3.0434, loss: 3.0434, grad_norm: 6.5746 2021-02-17 18:20:08,782 - mmaction - INFO - Epoch [4][180/241] lr: 1.000e-03, eta: 1:21:57, time: 0.368, data_time: 0.000, memory: 5693, top1_acc: 0.3273, top5_acc: 0.6336, loss_cls: 3.0752, loss: 3.0752, grad_norm: 6.5413 2021-02-17 18:20:16,146 - mmaction - INFO - Epoch [4][200/241] lr: 1.000e-03, eta: 1:21:30, time: 0.369, data_time: 0.001, memory: 5693, top1_acc: 0.3352, top5_acc: 0.6375, loss_cls: 3.0289, loss: 3.0289, grad_norm: 6.5392 2021-02-17 18:20:23,521 - mmaction - INFO - Epoch [4][220/241] lr: 1.000e-03, eta: 1:21:05, time: 0.368, data_time: 0.000, memory: 5693, top1_acc: 0.3445, top5_acc: 0.6562, loss_cls: 2.9860, loss: 2.9860, grad_norm: 6.5650 2021-02-17 18:20:30,856 - mmaction - INFO - Epoch [4][240/241] lr: 1.000e-03, eta: 1:20:40, time: 0.367, data_time: 0.001, memory: 5693, top1_acc: 0.3633, top5_acc: 0.6867, loss_cls: 2.9161, loss: 2.9161, grad_norm: 6.5899 2021-02-17 18:20:31,797 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-02-17 18:20:55,943 - mmaction - INFO - Epoch [5][20/241] lr: 1.000e-03, eta: 1:23:16, time: 1.193, data_time: 0.803, memory: 5693, top1_acc: 0.3750, top5_acc: 0.6672, loss_cls: 2.9328, loss: 2.9328, grad_norm: 6.5346 2021-02-17 18:21:03,388 - mmaction - INFO - Epoch [5][40/241] lr: 1.000e-03, eta: 1:22:49, time: 0.372, data_time: 0.001, memory: 5693, top1_acc: 0.3570, top5_acc: 0.6648, loss_cls: 2.9310, loss: 2.9310, grad_norm: 6.5326 2021-02-17 18:21:10,772 - mmaction - INFO - Epoch [5][60/241] lr: 1.000e-03, eta: 1:22:23, time: 0.369, data_time: 0.001, memory: 5693, top1_acc: 0.3695, top5_acc: 0.6609, loss_cls: 2.9117, loss: 2.9117, grad_norm: 6.6099 2021-02-17 18:21:18,158 - mmaction - INFO - Epoch [5][80/241] lr: 1.000e-03, eta: 1:21:57, time: 0.369, data_time: 0.001, memory: 5693, top1_acc: 0.3844, top5_acc: 0.6781, loss_cls: 2.8655, loss: 2.8655, grad_norm: 6.5576 2021-02-17 18:21:25,574 - mmaction - INFO - Epoch [5][100/241] lr: 1.000e-03, eta: 1:21:33, time: 0.370, data_time: 0.001, memory: 5693, top1_acc: 0.4031, top5_acc: 0.7031, loss_cls: 2.7785, loss: 2.7785, grad_norm: 6.5207 2021-02-17 18:21:32,946 - mmaction - INFO - Epoch [5][120/241] lr: 1.000e-03, eta: 1:21:08, time: 0.369, data_time: 0.001, memory: 5693, top1_acc: 0.3781, top5_acc: 0.6758, loss_cls: 2.8242, loss: 2.8242, grad_norm: 6.5948 2021-02-17 18:21:40,326 - mmaction - INFO - Epoch [5][140/241] lr: 1.000e-03, eta: 1:20:44, time: 0.369, data_time: 0.000, memory: 5693, top1_acc: 0.4055, top5_acc: 0.7055, loss_cls: 2.7460, loss: 2.7460, grad_norm: 6.5835 2021-02-17 18:21:47,679 - mmaction - INFO - Epoch [5][160/241] lr: 1.000e-03, eta: 1:20:21, time: 0.368, data_time: 0.001, memory: 5693, top1_acc: 0.3852, top5_acc: 0.6984, loss_cls: 2.7823, loss: 2.7823, grad_norm: 6.6141 2021-02-17 18:21:55,434 - mmaction - INFO - Epoch [5][180/241] lr: 1.000e-03, eta: 1:20:02, time: 0.388, data_time: 0.019, memory: 5693, top1_acc: 0.3992, top5_acc: 0.7102, loss_cls: 2.7468, loss: 2.7468, grad_norm: 6.5946 2021-02-17 18:22:02,809 - mmaction - INFO - Epoch [5][200/241] lr: 1.000e-03, eta: 1:19:40, time: 0.368, data_time: 0.000, memory: 5693, top1_acc: 0.4008, top5_acc: 0.7156, loss_cls: 2.7026, loss: 2.7026, grad_norm: 6.5262 2021-02-17 18:22:10,223 - mmaction - INFO - Epoch [5][220/241] lr: 1.000e-03, eta: 1:19:19, time: 0.371, data_time: 0.001, memory: 5693, top1_acc: 0.3977, top5_acc: 0.6969, loss_cls: 2.7436, loss: 2.7436, grad_norm: 6.6523 2021-02-17 18:22:17,592 - mmaction - INFO - Epoch [5][240/241] lr: 1.000e-03, eta: 1:18:57, time: 0.368, data_time: 0.000, memory: 5693, top1_acc: 0.4125, top5_acc: 0.7156, loss_cls: 2.7109, loss: 2.7109, grad_norm: 6.6621 2021-02-17 18:22:18,485 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-02-17 18:25:49,117 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-17 18:25:49,236 - mmaction - INFO - top1_acc 0.5712 top5_acc 0.8546 2021-02-17 18:25:49,236 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-17 18:25:49,356 - mmaction - INFO - mean_acc 0.5144 2021-02-17 18:25:49,358 - mmaction - INFO - Epoch(val) [5][241] top1_acc: 0.5712, top5_acc: 0.8546, mean_class_accuracy: 0.5144 2021-02-17 18:26:20,052 - mmaction - INFO - Epoch [6][20/241] lr: 1.000e-03, eta: 1:21:58, time: 1.534, data_time: 1.167, memory: 5693, top1_acc: 0.4219, top5_acc: 0.7172, loss_cls: 2.6618, loss: 2.6618, grad_norm: 6.6491 2021-02-17 18:26:27,294 - mmaction - INFO - Epoch [6][40/241] lr: 1.000e-03, eta: 1:21:33, time: 0.362, data_time: 0.002, memory: 5693, top1_acc: 0.4172, top5_acc: 0.7289, loss_cls: 2.6149, loss: 2.6149, grad_norm: 6.6683 2021-02-17 18:26:34,577 - mmaction - INFO - Epoch [6][60/241] lr: 1.000e-03, eta: 1:21:09, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.3977, top5_acc: 0.7180, loss_cls: 2.6734, loss: 2.6734, grad_norm: 6.6599 2021-02-17 18:26:41,821 - mmaction - INFO - Epoch [6][80/241] lr: 1.000e-03, eta: 1:20:45, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.4195, top5_acc: 0.7195, loss_cls: 2.6631, loss: 2.6631, grad_norm: 6.7590 2021-02-17 18:26:49,052 - mmaction - INFO - Epoch [6][100/241] lr: 1.000e-03, eta: 1:20:21, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.4258, top5_acc: 0.7422, loss_cls: 2.5835, loss: 2.5835, grad_norm: 6.6651 2021-02-17 18:26:56,327 - mmaction - INFO - Epoch [6][120/241] lr: 1.000e-03, eta: 1:19:58, time: 0.364, data_time: 0.002, memory: 5693, top1_acc: 0.4406, top5_acc: 0.7203, loss_cls: 2.5767, loss: 2.5767, grad_norm: 6.5542 2021-02-17 18:27:03,597 - mmaction - INFO - Epoch [6][140/241] lr: 1.000e-03, eta: 1:19:36, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.4188, top5_acc: 0.7438, loss_cls: 2.5513, loss: 2.5513, grad_norm: 6.5995 2021-02-17 18:27:10,878 - mmaction - INFO - Epoch [6][160/241] lr: 1.000e-03, eta: 1:19:14, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.4313, top5_acc: 0.7609, loss_cls: 2.5077, loss: 2.5077, grad_norm: 6.6435 2021-02-17 18:27:18,103 - mmaction - INFO - Epoch [6][180/241] lr: 1.000e-03, eta: 1:18:53, time: 0.361, data_time: 0.001, memory: 5693, top1_acc: 0.4430, top5_acc: 0.7508, loss_cls: 2.5081, loss: 2.5081, grad_norm: 6.6744 2021-02-17 18:27:25,408 - mmaction - INFO - Epoch [6][200/241] lr: 1.000e-03, eta: 1:18:32, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.4445, top5_acc: 0.7578, loss_cls: 2.4943, loss: 2.4943, grad_norm: 6.6430 2021-02-17 18:27:32,680 - mmaction - INFO - Epoch [6][220/241] lr: 1.000e-03, eta: 1:18:11, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.4484, top5_acc: 0.7602, loss_cls: 2.4730, loss: 2.4730, grad_norm: 6.6278 2021-02-17 18:27:39,913 - mmaction - INFO - Epoch [6][240/241] lr: 1.000e-03, eta: 1:17:51, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.4336, top5_acc: 0.7266, loss_cls: 2.4905, loss: 2.4905, grad_norm: 6.6787 2021-02-17 18:27:40,896 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-02-17 18:28:05,162 - mmaction - INFO - Epoch [7][20/241] lr: 1.000e-03, eta: 1:19:20, time: 1.149, data_time: 0.745, memory: 5693, top1_acc: 0.4813, top5_acc: 0.7758, loss_cls: 2.4296, loss: 2.4296, grad_norm: 6.6135 2021-02-17 18:28:12,430 - mmaction - INFO - Epoch [7][40/241] lr: 1.000e-03, eta: 1:18:59, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.4602, top5_acc: 0.7539, loss_cls: 2.4011, loss: 2.4011, grad_norm: 6.5938 2021-02-17 18:28:19,696 - mmaction - INFO - Epoch [7][60/241] lr: 1.000e-03, eta: 1:18:38, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.4570, top5_acc: 0.7578, loss_cls: 2.4092, loss: 2.4092, grad_norm: 6.7121 2021-02-17 18:28:26,969 - mmaction - INFO - Epoch [7][80/241] lr: 1.000e-03, eta: 1:18:18, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.4625, top5_acc: 0.7625, loss_cls: 2.3776, loss: 2.3776, grad_norm: 6.6472 2021-02-17 18:28:34,254 - mmaction - INFO - Epoch [7][100/241] lr: 1.000e-03, eta: 1:17:58, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.4758, top5_acc: 0.7852, loss_cls: 2.3405, loss: 2.3405, grad_norm: 6.7015 2021-02-17 18:28:41,505 - mmaction - INFO - Epoch [7][120/241] lr: 1.000e-03, eta: 1:17:38, time: 0.363, data_time: 0.000, memory: 5693, top1_acc: 0.4672, top5_acc: 0.7531, loss_cls: 2.3956, loss: 2.3956, grad_norm: 6.6997 2021-02-17 18:28:48,768 - mmaction - INFO - Epoch [7][140/241] lr: 1.000e-03, eta: 1:17:18, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.4836, top5_acc: 0.7750, loss_cls: 2.3195, loss: 2.3195, grad_norm: 6.6116 2021-02-17 18:28:56,044 - mmaction - INFO - Epoch [7][160/241] lr: 1.000e-03, eta: 1:16:59, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.4727, top5_acc: 0.7664, loss_cls: 2.4094, loss: 2.4094, grad_norm: 6.7280 2021-02-17 18:29:03,334 - mmaction - INFO - Epoch [7][180/241] lr: 1.000e-03, eta: 1:16:40, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.4875, top5_acc: 0.7766, loss_cls: 2.3146, loss: 2.3146, grad_norm: 6.5841 2021-02-17 18:29:10,590 - mmaction - INFO - Epoch [7][200/241] lr: 1.000e-03, eta: 1:16:21, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.4633, top5_acc: 0.7648, loss_cls: 2.3316, loss: 2.3316, grad_norm: 6.7196 2021-02-17 18:29:17,868 - mmaction - INFO - Epoch [7][220/241] lr: 1.000e-03, eta: 1:16:03, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.4758, top5_acc: 0.7711, loss_cls: 2.3299, loss: 2.3299, grad_norm: 6.8158 2021-02-17 18:29:25,136 - mmaction - INFO - Epoch [7][240/241] lr: 1.000e-03, eta: 1:15:45, time: 0.363, data_time: 0.000, memory: 5693, top1_acc: 0.4820, top5_acc: 0.7766, loss_cls: 2.3086, loss: 2.3086, grad_norm: 6.7900 2021-02-17 18:29:25,990 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-02-17 18:29:50,073 - mmaction - INFO - Epoch [8][20/241] lr: 1.000e-03, eta: 1:17:01, time: 1.166, data_time: 0.773, memory: 5693, top1_acc: 0.4930, top5_acc: 0.7961, loss_cls: 2.2662, loss: 2.2662, grad_norm: 6.7409 2021-02-17 18:29:57,432 - mmaction - INFO - Epoch [8][40/241] lr: 1.000e-03, eta: 1:16:43, time: 0.368, data_time: 0.003, memory: 5693, top1_acc: 0.5016, top5_acc: 0.7883, loss_cls: 2.2118, loss: 2.2118, grad_norm: 6.6750 2021-02-17 18:30:04,720 - mmaction - INFO - Epoch [8][60/241] lr: 1.000e-03, eta: 1:16:24, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.4984, top5_acc: 0.7789, loss_cls: 2.2314, loss: 2.2314, grad_norm: 6.6034 2021-02-17 18:30:12,001 - mmaction - INFO - Epoch [8][80/241] lr: 1.000e-03, eta: 1:16:06, time: 0.364, data_time: 0.002, memory: 5693, top1_acc: 0.5109, top5_acc: 0.7906, loss_cls: 2.2530, loss: 2.2530, grad_norm: 6.6745 2021-02-17 18:30:19,331 - mmaction - INFO - Epoch [8][100/241] lr: 1.000e-03, eta: 1:15:48, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.5391, top5_acc: 0.8031, loss_cls: 2.1626, loss: 2.1626, grad_norm: 6.6399 2021-02-17 18:30:26,624 - mmaction - INFO - Epoch [8][120/241] lr: 1.000e-03, eta: 1:15:30, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.4891, top5_acc: 0.7891, loss_cls: 2.2852, loss: 2.2852, grad_norm: 6.8782 2021-02-17 18:30:33,916 - mmaction - INFO - Epoch [8][140/241] lr: 1.000e-03, eta: 1:15:13, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.5156, top5_acc: 0.8148, loss_cls: 2.1029, loss: 2.1029, grad_norm: 6.6204 2021-02-17 18:30:41,172 - mmaction - INFO - Epoch [8][160/241] lr: 1.000e-03, eta: 1:14:55, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.4734, top5_acc: 0.7836, loss_cls: 2.2391, loss: 2.2391, grad_norm: 6.8129 2021-02-17 18:30:48,442 - mmaction - INFO - Epoch [8][180/241] lr: 1.000e-03, eta: 1:14:38, time: 0.363, data_time: 0.000, memory: 5693, top1_acc: 0.4953, top5_acc: 0.8008, loss_cls: 2.2194, loss: 2.2194, grad_norm: 6.7645 2021-02-17 18:30:55,726 - mmaction - INFO - Epoch [8][200/241] lr: 1.000e-03, eta: 1:14:21, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.4836, top5_acc: 0.7984, loss_cls: 2.1999, loss: 2.1999, grad_norm: 6.8119 2021-02-17 18:31:02,977 - mmaction - INFO - Epoch [8][220/241] lr: 1.000e-03, eta: 1:14:04, time: 0.362, data_time: 0.000, memory: 5693, top1_acc: 0.5016, top5_acc: 0.7734, loss_cls: 2.2282, loss: 2.2282, grad_norm: 6.8155 2021-02-17 18:31:10,257 - mmaction - INFO - Epoch [8][240/241] lr: 1.000e-03, eta: 1:13:48, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.5078, top5_acc: 0.8070, loss_cls: 2.1424, loss: 2.1424, grad_norm: 6.7963 2021-02-17 18:31:11,092 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-02-17 18:31:35,734 - mmaction - INFO - Epoch [9][20/241] lr: 1.000e-03, eta: 1:14:56, time: 1.205, data_time: 0.811, memory: 5693, top1_acc: 0.4906, top5_acc: 0.7836, loss_cls: 2.2160, loss: 2.2160, grad_norm: 6.7416 2021-02-17 18:31:43,028 - mmaction - INFO - Epoch [9][40/241] lr: 1.000e-03, eta: 1:14:39, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.5055, top5_acc: 0.7914, loss_cls: 2.1797, loss: 2.1797, grad_norm: 6.8141 2021-02-17 18:31:50,322 - mmaction - INFO - Epoch [9][60/241] lr: 1.000e-03, eta: 1:14:22, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.5289, top5_acc: 0.8063, loss_cls: 2.1165, loss: 2.1165, grad_norm: 6.7536 2021-02-17 18:31:57,630 - mmaction - INFO - Epoch [9][80/241] lr: 1.000e-03, eta: 1:14:05, time: 0.365, data_time: 0.002, memory: 5693, top1_acc: 0.5367, top5_acc: 0.8227, loss_cls: 2.0790, loss: 2.0790, grad_norm: 6.7426 2021-02-17 18:32:04,913 - mmaction - INFO - Epoch [9][100/241] lr: 1.000e-03, eta: 1:13:48, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.5109, top5_acc: 0.8031, loss_cls: 2.1340, loss: 2.1340, grad_norm: 6.8353 2021-02-17 18:32:12,172 - mmaction - INFO - Epoch [9][120/241] lr: 1.000e-03, eta: 1:13:32, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.5312, top5_acc: 0.7961, loss_cls: 2.1038, loss: 2.1038, grad_norm: 6.7993 2021-02-17 18:32:19,471 - mmaction - INFO - Epoch [9][140/241] lr: 1.000e-03, eta: 1:13:16, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.5180, top5_acc: 0.8031, loss_cls: 2.0974, loss: 2.0974, grad_norm: 6.8223 2021-02-17 18:32:26,746 - mmaction - INFO - Epoch [9][160/241] lr: 1.000e-03, eta: 1:12:59, time: 0.363, data_time: 0.000, memory: 5693, top1_acc: 0.5422, top5_acc: 0.8133, loss_cls: 2.0399, loss: 2.0399, grad_norm: 6.7993 2021-02-17 18:32:34,048 - mmaction - INFO - Epoch [9][180/241] lr: 1.000e-03, eta: 1:12:44, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.5289, top5_acc: 0.8078, loss_cls: 2.0948, loss: 2.0948, grad_norm: 6.8572 2021-02-17 18:32:41,339 - mmaction - INFO - Epoch [9][200/241] lr: 1.000e-03, eta: 1:12:28, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.5328, top5_acc: 0.8070, loss_cls: 2.0499, loss: 2.0499, grad_norm: 6.7074 2021-02-17 18:32:48,636 - mmaction - INFO - Epoch [9][220/241] lr: 1.000e-03, eta: 1:12:12, time: 0.365, data_time: 0.000, memory: 5693, top1_acc: 0.5070, top5_acc: 0.7945, loss_cls: 2.1219, loss: 2.1219, grad_norm: 6.8899 2021-02-17 18:32:55,860 - mmaction - INFO - Epoch [9][240/241] lr: 1.000e-03, eta: 1:11:57, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.5367, top5_acc: 0.8250, loss_cls: 1.9941, loss: 1.9941, grad_norm: 6.8017 2021-02-17 18:32:56,689 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-02-17 18:33:20,417 - mmaction - INFO - Epoch [10][20/241] lr: 1.000e-03, eta: 1:12:49, time: 1.143, data_time: 0.769, memory: 5693, top1_acc: 0.5383, top5_acc: 0.8250, loss_cls: 1.9737, loss: 1.9737, grad_norm: 6.7880 2021-02-17 18:33:27,656 - mmaction - INFO - Epoch [10][40/241] lr: 1.000e-03, eta: 1:12:33, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.5437, top5_acc: 0.8141, loss_cls: 2.0188, loss: 2.0188, grad_norm: 6.7940 2021-02-17 18:33:34,978 - mmaction - INFO - Epoch [10][60/241] lr: 1.000e-03, eta: 1:12:18, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.5281, top5_acc: 0.8187, loss_cls: 1.9940, loss: 1.9940, grad_norm: 6.8914 2021-02-17 18:33:42,270 - mmaction - INFO - Epoch [10][80/241] lr: 1.000e-03, eta: 1:12:02, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.5156, top5_acc: 0.8266, loss_cls: 2.0167, loss: 2.0167, grad_norm: 6.7951 2021-02-17 18:33:49,559 - mmaction - INFO - Epoch [10][100/241] lr: 1.000e-03, eta: 1:11:47, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.5563, top5_acc: 0.8320, loss_cls: 1.9412, loss: 1.9412, grad_norm: 6.6964 2021-02-17 18:33:56,846 - mmaction - INFO - Epoch [10][120/241] lr: 1.000e-03, eta: 1:11:31, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.5437, top5_acc: 0.8203, loss_cls: 1.9993, loss: 1.9993, grad_norm: 6.8574 2021-02-17 18:34:04,120 - mmaction - INFO - Epoch [10][140/241] lr: 1.000e-03, eta: 1:11:16, time: 0.363, data_time: 0.000, memory: 5693, top1_acc: 0.5656, top5_acc: 0.8242, loss_cls: 1.9370, loss: 1.9370, grad_norm: 6.7800 2021-02-17 18:34:11,391 - mmaction - INFO - Epoch [10][160/241] lr: 1.000e-03, eta: 1:11:01, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.5469, top5_acc: 0.8109, loss_cls: 1.9688, loss: 1.9688, grad_norm: 6.8759 2021-02-17 18:34:18,701 - mmaction - INFO - Epoch [10][180/241] lr: 1.000e-03, eta: 1:10:46, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.5547, top5_acc: 0.8313, loss_cls: 1.9192, loss: 1.9192, grad_norm: 6.8382 2021-02-17 18:34:25,991 - mmaction - INFO - Epoch [10][200/241] lr: 1.000e-03, eta: 1:10:31, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.5539, top5_acc: 0.8320, loss_cls: 1.9195, loss: 1.9195, grad_norm: 6.6574 2021-02-17 18:34:33,256 - mmaction - INFO - Epoch [10][220/241] lr: 1.000e-03, eta: 1:10:17, time: 0.363, data_time: 0.000, memory: 5693, top1_acc: 0.5422, top5_acc: 0.8203, loss_cls: 2.0044, loss: 2.0044, grad_norm: 6.9691 2021-02-17 18:34:40,507 - mmaction - INFO - Epoch [10][240/241] lr: 1.000e-03, eta: 1:10:02, time: 0.362, data_time: 0.000, memory: 5693, top1_acc: 0.5539, top5_acc: 0.8375, loss_cls: 1.9351, loss: 1.9351, grad_norm: 6.8642 2021-02-17 18:34:41,327 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-02-17 18:35:17,191 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-17 18:35:17,311 - mmaction - INFO - top1_acc 0.6857 top5_acc 0.9129 2021-02-17 18:35:17,311 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-17 18:35:17,317 - mmaction - INFO - mean_acc 0.6479 2021-02-17 18:35:17,319 - mmaction - INFO - Epoch(val) [10][241] top1_acc: 0.6857, top5_acc: 0.9129, mean_class_accuracy: 0.6479 2021-02-17 18:35:47,574 - mmaction - INFO - Epoch [11][20/241] lr: 1.000e-03, eta: 1:11:16, time: 1.512, data_time: 1.137, memory: 5693, top1_acc: 0.5805, top5_acc: 0.8422, loss_cls: 1.8630, loss: 1.8630, grad_norm: 6.7763 2021-02-17 18:35:54,883 - mmaction - INFO - Epoch [11][40/241] lr: 1.000e-03, eta: 1:11:01, time: 0.365, data_time: 0.003, memory: 5693, top1_acc: 0.5719, top5_acc: 0.8352, loss_cls: 1.8914, loss: 1.8914, grad_norm: 6.7765 2021-02-17 18:36:02,126 - mmaction - INFO - Epoch [11][60/241] lr: 1.000e-03, eta: 1:10:46, time: 0.363, data_time: 0.002, memory: 5693, top1_acc: 0.5312, top5_acc: 0.8219, loss_cls: 1.9727, loss: 1.9727, grad_norm: 6.9388 2021-02-17 18:36:09,417 - mmaction - INFO - Epoch [11][80/241] lr: 1.000e-03, eta: 1:10:31, time: 0.364, data_time: 0.002, memory: 5693, top1_acc: 0.5555, top5_acc: 0.8273, loss_cls: 1.9166, loss: 1.9166, grad_norm: 6.8673 2021-02-17 18:36:16,706 - mmaction - INFO - Epoch [11][100/241] lr: 1.000e-03, eta: 1:10:16, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.5758, top5_acc: 0.8328, loss_cls: 1.8710, loss: 1.8710, grad_norm: 6.8015 2021-02-17 18:36:23,977 - mmaction - INFO - Epoch [11][120/241] lr: 1.000e-03, eta: 1:10:02, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.5648, top5_acc: 0.8313, loss_cls: 1.8941, loss: 1.8941, grad_norm: 6.7560 2021-02-17 18:36:31,233 - mmaction - INFO - Epoch [11][140/241] lr: 1.000e-03, eta: 1:09:47, time: 0.363, data_time: 0.000, memory: 5693, top1_acc: 0.5953, top5_acc: 0.8359, loss_cls: 1.8297, loss: 1.8297, grad_norm: 6.7858 2021-02-17 18:36:38,546 - mmaction - INFO - Epoch [11][160/241] lr: 1.000e-03, eta: 1:09:33, time: 0.366, data_time: 0.000, memory: 5693, top1_acc: 0.5734, top5_acc: 0.8359, loss_cls: 1.8396, loss: 1.8396, grad_norm: 6.8087 2021-02-17 18:36:45,849 - mmaction - INFO - Epoch [11][180/241] lr: 1.000e-03, eta: 1:09:18, time: 0.365, data_time: 0.000, memory: 5693, top1_acc: 0.5711, top5_acc: 0.8383, loss_cls: 1.8807, loss: 1.8807, grad_norm: 6.9740 2021-02-17 18:36:53,107 - mmaction - INFO - Epoch [11][200/241] lr: 1.000e-03, eta: 1:09:04, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.5695, top5_acc: 0.8445, loss_cls: 1.8334, loss: 1.8334, grad_norm: 6.8799 2021-02-17 18:37:00,432 - mmaction - INFO - Epoch [11][220/241] lr: 1.000e-03, eta: 1:08:50, time: 0.367, data_time: 0.001, memory: 5693, top1_acc: 0.5719, top5_acc: 0.8406, loss_cls: 1.8462, loss: 1.8462, grad_norm: 6.9116 2021-02-17 18:37:07,671 - mmaction - INFO - Epoch [11][240/241] lr: 1.000e-03, eta: 1:08:36, time: 0.362, data_time: 0.000, memory: 5693, top1_acc: 0.5617, top5_acc: 0.8305, loss_cls: 1.8867, loss: 1.8867, grad_norm: 6.8803 2021-02-17 18:37:08,520 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-02-17 18:37:32,784 - mmaction - INFO - Epoch [12][20/241] lr: 1.000e-03, eta: 1:09:17, time: 1.178, data_time: 0.792, memory: 5693, top1_acc: 0.5703, top5_acc: 0.8406, loss_cls: 1.8528, loss: 1.8528, grad_norm: 6.8183 2021-02-17 18:37:40,154 - mmaction - INFO - Epoch [12][40/241] lr: 1.000e-03, eta: 1:09:03, time: 0.368, data_time: 0.003, memory: 5693, top1_acc: 0.5609, top5_acc: 0.8273, loss_cls: 1.8892, loss: 1.8892, grad_norm: 6.9805 2021-02-17 18:37:47,485 - mmaction - INFO - Epoch [12][60/241] lr: 1.000e-03, eta: 1:08:49, time: 0.367, data_time: 0.002, memory: 5693, top1_acc: 0.5797, top5_acc: 0.8477, loss_cls: 1.7786, loss: 1.7786, grad_norm: 6.9454 2021-02-17 18:37:54,774 - mmaction - INFO - Epoch [12][80/241] lr: 1.000e-03, eta: 1:08:35, time: 0.364, data_time: 0.002, memory: 5693, top1_acc: 0.5687, top5_acc: 0.8594, loss_cls: 1.7929, loss: 1.7929, grad_norm: 6.9937 2021-02-17 18:38:02,053 - mmaction - INFO - Epoch [12][100/241] lr: 1.000e-03, eta: 1:08:21, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.5969, top5_acc: 0.8531, loss_cls: 1.7472, loss: 1.7472, grad_norm: 6.8944 2021-02-17 18:38:09,361 - mmaction - INFO - Epoch [12][120/241] lr: 1.000e-03, eta: 1:08:07, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.5914, top5_acc: 0.8516, loss_cls: 1.7769, loss: 1.7769, grad_norm: 6.7934 2021-02-17 18:38:16,625 - mmaction - INFO - Epoch [12][140/241] lr: 1.000e-03, eta: 1:07:53, time: 0.363, data_time: 0.000, memory: 5693, top1_acc: 0.5930, top5_acc: 0.8617, loss_cls: 1.7473, loss: 1.7473, grad_norm: 6.9389 2021-02-17 18:38:23,919 - mmaction - INFO - Epoch [12][160/241] lr: 1.000e-03, eta: 1:07:39, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.5555, top5_acc: 0.8359, loss_cls: 1.8399, loss: 1.8399, grad_norm: 6.9957 2021-02-17 18:38:31,227 - mmaction - INFO - Epoch [12][180/241] lr: 1.000e-03, eta: 1:07:26, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.5781, top5_acc: 0.8453, loss_cls: 1.7784, loss: 1.7784, grad_norm: 6.8204 2021-02-17 18:38:38,494 - mmaction - INFO - Epoch [12][200/241] lr: 1.000e-03, eta: 1:07:12, time: 0.363, data_time: 0.000, memory: 5693, top1_acc: 0.5828, top5_acc: 0.8398, loss_cls: 1.8410, loss: 1.8410, grad_norm: 7.0095 2021-02-17 18:38:45,826 - mmaction - INFO - Epoch [12][220/241] lr: 1.000e-03, eta: 1:06:59, time: 0.367, data_time: 0.000, memory: 5693, top1_acc: 0.6047, top5_acc: 0.8484, loss_cls: 1.7067, loss: 1.7067, grad_norm: 6.7351 2021-02-17 18:38:53,075 - mmaction - INFO - Epoch [12][240/241] lr: 1.000e-03, eta: 1:06:45, time: 0.362, data_time: 0.000, memory: 5693, top1_acc: 0.6016, top5_acc: 0.8547, loss_cls: 1.7591, loss: 1.7591, grad_norm: 6.9662 2021-02-17 18:38:53,938 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-02-17 18:39:17,838 - mmaction - INFO - Epoch [13][20/241] lr: 1.000e-03, eta: 1:07:20, time: 1.162, data_time: 0.738, memory: 5693, top1_acc: 0.5992, top5_acc: 0.8367, loss_cls: 1.7284, loss: 1.7284, grad_norm: 6.8985 2021-02-17 18:39:25,251 - mmaction - INFO - Epoch [13][40/241] lr: 1.000e-03, eta: 1:07:07, time: 0.371, data_time: 0.004, memory: 5693, top1_acc: 0.5609, top5_acc: 0.8289, loss_cls: 1.8147, loss: 1.8147, grad_norm: 7.1588 2021-02-17 18:39:32,595 - mmaction - INFO - Epoch [13][60/241] lr: 1.000e-03, eta: 1:06:53, time: 0.367, data_time: 0.002, memory: 5693, top1_acc: 0.5641, top5_acc: 0.8445, loss_cls: 1.8419, loss: 1.8419, grad_norm: 6.9426 2021-02-17 18:39:39,862 - mmaction - INFO - Epoch [13][80/241] lr: 1.000e-03, eta: 1:06:40, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.5922, top5_acc: 0.8547, loss_cls: 1.7305, loss: 1.7305, grad_norm: 6.8792 2021-02-17 18:39:47,168 - mmaction - INFO - Epoch [13][100/241] lr: 1.000e-03, eta: 1:06:26, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.5867, top5_acc: 0.8648, loss_cls: 1.7458, loss: 1.7458, grad_norm: 7.1208 2021-02-17 18:39:54,492 - mmaction - INFO - Epoch [13][120/241] lr: 1.000e-03, eta: 1:06:13, time: 0.366, data_time: 0.000, memory: 5693, top1_acc: 0.5984, top5_acc: 0.8617, loss_cls: 1.7136, loss: 1.7136, grad_norm: 6.9545 2021-02-17 18:40:01,726 - mmaction - INFO - Epoch [13][140/241] lr: 1.000e-03, eta: 1:06:00, time: 0.361, data_time: 0.000, memory: 5693, top1_acc: 0.5938, top5_acc: 0.8594, loss_cls: 1.7166, loss: 1.7166, grad_norm: 6.8869 2021-02-17 18:40:09,002 - mmaction - INFO - Epoch [13][160/241] lr: 1.000e-03, eta: 1:05:46, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.5906, top5_acc: 0.8531, loss_cls: 1.7299, loss: 1.7299, grad_norm: 6.9510 2021-02-17 18:40:16,282 - mmaction - INFO - Epoch [13][180/241] lr: 1.000e-03, eta: 1:05:33, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.6000, top5_acc: 0.8492, loss_cls: 1.7305, loss: 1.7305, grad_norm: 7.0628 2021-02-17 18:40:23,605 - mmaction - INFO - Epoch [13][200/241] lr: 1.000e-03, eta: 1:05:20, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.6188, top5_acc: 0.8617, loss_cls: 1.6659, loss: 1.6659, grad_norm: 6.8020 2021-02-17 18:40:30,907 - mmaction - INFO - Epoch [13][220/241] lr: 1.000e-03, eta: 1:05:07, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.6039, top5_acc: 0.8562, loss_cls: 1.6844, loss: 1.6844, grad_norm: 6.9010 2021-02-17 18:40:38,191 - mmaction - INFO - Epoch [13][240/241] lr: 1.000e-03, eta: 1:04:54, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.6023, top5_acc: 0.8555, loss_cls: 1.6947, loss: 1.6947, grad_norm: 7.0799 2021-02-17 18:40:38,992 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-02-17 18:41:03,203 - mmaction - INFO - Epoch [14][20/241] lr: 1.000e-03, eta: 1:05:25, time: 1.167, data_time: 0.736, memory: 5693, top1_acc: 0.6156, top5_acc: 0.8633, loss_cls: 1.6364, loss: 1.6364, grad_norm: 6.9750 2021-02-17 18:41:10,556 - mmaction - INFO - Epoch [14][40/241] lr: 1.000e-03, eta: 1:05:12, time: 0.368, data_time: 0.003, memory: 5693, top1_acc: 0.5789, top5_acc: 0.8602, loss_cls: 1.7171, loss: 1.7171, grad_norm: 7.1012 2021-02-17 18:41:17,871 - mmaction - INFO - Epoch [14][60/241] lr: 1.000e-03, eta: 1:04:59, time: 0.366, data_time: 0.002, memory: 5693, top1_acc: 0.5969, top5_acc: 0.8344, loss_cls: 1.7099, loss: 1.7099, grad_norm: 7.0899 2021-02-17 18:41:25,205 - mmaction - INFO - Epoch [14][80/241] lr: 1.000e-03, eta: 1:04:46, time: 0.366, data_time: 0.002, memory: 5693, top1_acc: 0.6102, top5_acc: 0.8547, loss_cls: 1.6518, loss: 1.6518, grad_norm: 6.9636 2021-02-17 18:41:32,514 - mmaction - INFO - Epoch [14][100/241] lr: 1.000e-03, eta: 1:04:34, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.5930, top5_acc: 0.8406, loss_cls: 1.7310, loss: 1.7310, grad_norm: 7.1302 2021-02-17 18:41:39,815 - mmaction - INFO - Epoch [14][120/241] lr: 1.000e-03, eta: 1:04:21, time: 0.365, data_time: 0.000, memory: 5693, top1_acc: 0.6008, top5_acc: 0.8711, loss_cls: 1.6693, loss: 1.6693, grad_norm: 6.9683 2021-02-17 18:41:47,079 - mmaction - INFO - Epoch [14][140/241] lr: 1.000e-03, eta: 1:04:08, time: 0.362, data_time: 0.000, memory: 5693, top1_acc: 0.6234, top5_acc: 0.8711, loss_cls: 1.6070, loss: 1.6070, grad_norm: 6.9750 2021-02-17 18:41:54,365 - mmaction - INFO - Epoch [14][160/241] lr: 1.000e-03, eta: 1:03:55, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.6000, top5_acc: 0.8500, loss_cls: 1.7086, loss: 1.7086, grad_norm: 7.0042 2021-02-17 18:42:01,665 - mmaction - INFO - Epoch [14][180/241] lr: 1.000e-03, eta: 1:03:43, time: 0.365, data_time: 0.000, memory: 5693, top1_acc: 0.6211, top5_acc: 0.8492, loss_cls: 1.6876, loss: 1.6876, grad_norm: 7.0995 2021-02-17 18:42:08,938 - mmaction - INFO - Epoch [14][200/241] lr: 1.000e-03, eta: 1:03:30, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.5961, top5_acc: 0.8602, loss_cls: 1.6646, loss: 1.6646, grad_norm: 7.0361 2021-02-17 18:42:16,188 - mmaction - INFO - Epoch [14][220/241] lr: 1.000e-03, eta: 1:03:17, time: 0.362, data_time: 0.000, memory: 5693, top1_acc: 0.6234, top5_acc: 0.8664, loss_cls: 1.6098, loss: 1.6098, grad_norm: 6.8475 2021-02-17 18:42:23,464 - mmaction - INFO - Epoch [14][240/241] lr: 1.000e-03, eta: 1:03:05, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.6133, top5_acc: 0.8680, loss_cls: 1.6318, loss: 1.6318, grad_norm: 7.2060 2021-02-17 18:42:24,296 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-02-17 18:42:51,259 - mmaction - INFO - Epoch [15][20/241] lr: 1.000e-03, eta: 1:03:38, time: 1.290, data_time: 0.907, memory: 5693, top1_acc: 0.6086, top5_acc: 0.8617, loss_cls: 1.6374, loss: 1.6374, grad_norm: 7.1062 2021-02-17 18:42:58,628 - mmaction - INFO - Epoch [15][40/241] lr: 1.000e-03, eta: 1:03:26, time: 0.368, data_time: 0.004, memory: 5693, top1_acc: 0.6164, top5_acc: 0.8703, loss_cls: 1.5875, loss: 1.5875, grad_norm: 7.0906 2021-02-17 18:43:05,889 - mmaction - INFO - Epoch [15][60/241] lr: 1.000e-03, eta: 1:03:13, time: 0.363, data_time: 0.002, memory: 5693, top1_acc: 0.6008, top5_acc: 0.8703, loss_cls: 1.6279, loss: 1.6279, grad_norm: 6.9767 2021-02-17 18:43:13,154 - mmaction - INFO - Epoch [15][80/241] lr: 1.000e-03, eta: 1:03:00, time: 0.364, data_time: 0.002, memory: 5693, top1_acc: 0.6211, top5_acc: 0.8602, loss_cls: 1.6208, loss: 1.6208, grad_norm: 7.0451 2021-02-17 18:43:20,432 - mmaction - INFO - Epoch [15][100/241] lr: 1.000e-03, eta: 1:02:48, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.6133, top5_acc: 0.8562, loss_cls: 1.6487, loss: 1.6487, grad_norm: 6.9932 2021-02-17 18:43:27,718 - mmaction - INFO - Epoch [15][120/241] lr: 1.000e-03, eta: 1:02:35, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.6109, top5_acc: 0.8547, loss_cls: 1.6514, loss: 1.6514, grad_norm: 7.1736 2021-02-17 18:43:35,002 - mmaction - INFO - Epoch [15][140/241] lr: 1.000e-03, eta: 1:02:23, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.5992, top5_acc: 0.8773, loss_cls: 1.6176, loss: 1.6176, grad_norm: 7.0664 2021-02-17 18:43:42,271 - mmaction - INFO - Epoch [15][160/241] lr: 1.000e-03, eta: 1:02:10, time: 0.363, data_time: 0.000, memory: 5693, top1_acc: 0.6070, top5_acc: 0.8820, loss_cls: 1.6061, loss: 1.6061, grad_norm: 6.9874 2021-02-17 18:43:49,549 - mmaction - INFO - Epoch [15][180/241] lr: 1.000e-03, eta: 1:01:58, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.6297, top5_acc: 0.8742, loss_cls: 1.5854, loss: 1.5854, grad_norm: 7.0140 2021-02-17 18:43:56,863 - mmaction - INFO - Epoch [15][200/241] lr: 1.000e-03, eta: 1:01:46, time: 0.365, data_time: 0.000, memory: 5693, top1_acc: 0.6062, top5_acc: 0.8781, loss_cls: 1.5812, loss: 1.5812, grad_norm: 7.0817 2021-02-17 18:44:04,142 - mmaction - INFO - Epoch [15][220/241] lr: 1.000e-03, eta: 1:01:34, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.6094, top5_acc: 0.8633, loss_cls: 1.6503, loss: 1.6503, grad_norm: 7.1870 2021-02-17 18:44:11,411 - mmaction - INFO - Epoch [15][240/241] lr: 1.000e-03, eta: 1:01:22, time: 0.363, data_time: 0.000, memory: 5693, top1_acc: 0.6172, top5_acc: 0.8594, loss_cls: 1.6324, loss: 1.6324, grad_norm: 7.0933 2021-02-17 18:44:12,240 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-02-17 19:15:16,856 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-17 19:15:16,984 - mmaction - INFO - top1_acc 0.7256 top5_acc 0.9249 2021-02-17 19:15:16,984 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-17 19:15:16,991 - mmaction - INFO - mean_acc 0.7000 2021-02-17 19:15:16,992 - mmaction - INFO - Epoch(val) [15][241] top1_acc: 0.7256, top5_acc: 0.9249, mean_class_accuracy: 0.7000 2021-02-17 19:15:44,994 - mmaction - INFO - Epoch [16][20/241] lr: 1.000e-03, eta: 1:01:56, time: 1.399, data_time: 1.015, memory: 5693, top1_acc: 0.6242, top5_acc: 0.8656, loss_cls: 1.6007, loss: 1.6007, grad_norm: 7.0104 2021-02-17 19:15:52,231 - mmaction - INFO - Epoch [16][40/241] lr: 1.000e-03, eta: 1:01:44, time: 0.362, data_time: 0.003, memory: 5693, top1_acc: 0.6344, top5_acc: 0.8680, loss_cls: 1.5476, loss: 1.5476, grad_norm: 6.9922 2021-02-17 19:15:59,499 - mmaction - INFO - Epoch [16][60/241] lr: 1.000e-03, eta: 1:01:31, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.6414, top5_acc: 0.8836, loss_cls: 1.4878, loss: 1.4878, grad_norm: 6.9811 2021-02-17 19:16:06,747 - mmaction - INFO - Epoch [16][80/241] lr: 1.000e-03, eta: 1:01:19, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.6367, top5_acc: 0.8688, loss_cls: 1.5292, loss: 1.5292, grad_norm: 6.8903 2021-02-17 19:16:14,003 - mmaction - INFO - Epoch [16][100/241] lr: 1.000e-03, eta: 1:01:07, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.6250, top5_acc: 0.8898, loss_cls: 1.5467, loss: 1.5467, grad_norm: 7.1602 2021-02-17 19:16:21,209 - mmaction - INFO - Epoch [16][120/241] lr: 1.000e-03, eta: 1:00:54, time: 0.360, data_time: 0.000, memory: 5693, top1_acc: 0.6312, top5_acc: 0.8781, loss_cls: 1.5727, loss: 1.5727, grad_norm: 7.0688 2021-02-17 19:16:28,514 - mmaction - INFO - Epoch [16][140/241] lr: 1.000e-03, eta: 1:00:42, time: 0.365, data_time: 0.000, memory: 5693, top1_acc: 0.6312, top5_acc: 0.8766, loss_cls: 1.5407, loss: 1.5407, grad_norm: 7.1785 2021-02-17 19:16:35,768 - mmaction - INFO - Epoch [16][160/241] lr: 1.000e-03, eta: 1:00:30, time: 0.363, data_time: 0.000, memory: 5693, top1_acc: 0.6219, top5_acc: 0.8789, loss_cls: 1.5703, loss: 1.5703, grad_norm: 7.1419 2021-02-17 19:16:43,030 - mmaction - INFO - Epoch [16][180/241] lr: 1.000e-03, eta: 1:00:18, time: 0.363, data_time: 0.000, memory: 5693, top1_acc: 0.6203, top5_acc: 0.8664, loss_cls: 1.5691, loss: 1.5691, grad_norm: 7.1037 2021-02-17 19:16:50,297 - mmaction - INFO - Epoch [16][200/241] lr: 1.000e-03, eta: 1:00:06, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.6250, top5_acc: 0.8719, loss_cls: 1.5395, loss: 1.5395, grad_norm: 6.9999 2021-02-17 19:16:57,569 - mmaction - INFO - Epoch [16][220/241] lr: 1.000e-03, eta: 0:59:54, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.6242, top5_acc: 0.8711, loss_cls: 1.5597, loss: 1.5597, grad_norm: 7.0595 2021-02-17 19:17:04,796 - mmaction - INFO - Epoch [16][240/241] lr: 1.000e-03, eta: 0:59:42, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.6367, top5_acc: 0.8836, loss_cls: 1.5221, loss: 1.5221, grad_norm: 7.0678 2021-02-17 19:17:05,691 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-02-17 19:17:31,947 - mmaction - INFO - Epoch [17][20/241] lr: 1.000e-03, eta: 1:00:07, time: 1.268, data_time: 0.888, memory: 5693, top1_acc: 0.6391, top5_acc: 0.8672, loss_cls: 1.5327, loss: 1.5327, grad_norm: 6.9981 2021-02-17 19:17:39,310 - mmaction - INFO - Epoch [17][40/241] lr: 1.000e-03, eta: 0:59:55, time: 0.368, data_time: 0.003, memory: 5693, top1_acc: 0.6281, top5_acc: 0.8547, loss_cls: 1.5744, loss: 1.5744, grad_norm: 7.1796 2021-02-17 19:17:46,628 - mmaction - INFO - Epoch [17][60/241] lr: 1.000e-03, eta: 0:59:43, time: 0.366, data_time: 0.002, memory: 5693, top1_acc: 0.5969, top5_acc: 0.8539, loss_cls: 1.6574, loss: 1.6574, grad_norm: 7.3233 2021-02-17 19:17:53,957 - mmaction - INFO - Epoch [17][80/241] lr: 1.000e-03, eta: 0:59:31, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.6391, top5_acc: 0.8805, loss_cls: 1.5116, loss: 1.5116, grad_norm: 7.0400 2021-02-17 19:18:01,218 - mmaction - INFO - Epoch [17][100/241] lr: 1.000e-03, eta: 0:59:19, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.6453, top5_acc: 0.8789, loss_cls: 1.4753, loss: 1.4753, grad_norm: 6.9471 2021-02-17 19:18:08,493 - mmaction - INFO - Epoch [17][120/241] lr: 1.000e-03, eta: 0:59:07, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.6133, top5_acc: 0.8648, loss_cls: 1.5545, loss: 1.5545, grad_norm: 7.0664 2021-02-17 19:18:15,768 - mmaction - INFO - Epoch [17][140/241] lr: 1.000e-03, eta: 0:58:56, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.6188, top5_acc: 0.8781, loss_cls: 1.5169, loss: 1.5169, grad_norm: 7.0387 2021-02-17 19:18:23,063 - mmaction - INFO - Epoch [17][160/241] lr: 1.000e-03, eta: 0:58:44, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.6180, top5_acc: 0.8836, loss_cls: 1.5185, loss: 1.5185, grad_norm: 7.1209 2021-02-17 19:18:30,335 - mmaction - INFO - Epoch [17][180/241] lr: 1.000e-03, eta: 0:58:32, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.6500, top5_acc: 0.8758, loss_cls: 1.4812, loss: 1.4812, grad_norm: 7.1973 2021-02-17 19:18:37,647 - mmaction - INFO - Epoch [17][200/241] lr: 1.000e-03, eta: 0:58:20, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.6336, top5_acc: 0.8680, loss_cls: 1.5089, loss: 1.5089, grad_norm: 7.1183 2021-02-17 19:18:44,956 - mmaction - INFO - Epoch [17][220/241] lr: 1.000e-03, eta: 0:58:09, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.6430, top5_acc: 0.8805, loss_cls: 1.4946, loss: 1.4946, grad_norm: 7.2046 2021-02-17 19:18:52,188 - mmaction - INFO - Epoch [17][240/241] lr: 1.000e-03, eta: 0:57:57, time: 0.362, data_time: 0.000, memory: 5693, top1_acc: 0.6352, top5_acc: 0.8773, loss_cls: 1.4741, loss: 1.4741, grad_norm: 7.3350 2021-02-17 19:18:53,013 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-02-17 19:19:17,648 - mmaction - INFO - Epoch [18][20/241] lr: 1.000e-03, eta: 0:58:17, time: 1.209, data_time: 0.814, memory: 5693, top1_acc: 0.6609, top5_acc: 0.8797, loss_cls: 1.4723, loss: 1.4723, grad_norm: 7.1000 2021-02-17 19:19:24,932 - mmaction - INFO - Epoch [18][40/241] lr: 1.000e-03, eta: 0:58:05, time: 0.364, data_time: 0.002, memory: 5693, top1_acc: 0.6492, top5_acc: 0.8758, loss_cls: 1.4883, loss: 1.4883, grad_norm: 7.1856 2021-02-17 19:19:32,220 - mmaction - INFO - Epoch [18][60/241] lr: 1.000e-03, eta: 0:57:53, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.6547, top5_acc: 0.8789, loss_cls: 1.4506, loss: 1.4506, grad_norm: 7.2035 2021-02-17 19:19:39,529 - mmaction - INFO - Epoch [18][80/241] lr: 1.000e-03, eta: 0:57:42, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.6445, top5_acc: 0.8734, loss_cls: 1.5042, loss: 1.5042, grad_norm: 7.2802 2021-02-17 19:19:46,830 - mmaction - INFO - Epoch [18][100/241] lr: 1.000e-03, eta: 0:57:30, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.6703, top5_acc: 0.8977, loss_cls: 1.4069, loss: 1.4069, grad_norm: 6.9825 2021-02-17 19:19:54,101 - mmaction - INFO - Epoch [18][120/241] lr: 1.000e-03, eta: 0:57:19, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.6305, top5_acc: 0.8719, loss_cls: 1.4768, loss: 1.4768, grad_norm: 7.3005 2021-02-17 19:20:01,422 - mmaction - INFO - Epoch [18][140/241] lr: 1.000e-03, eta: 0:57:07, time: 0.366, data_time: 0.000, memory: 5693, top1_acc: 0.6484, top5_acc: 0.8797, loss_cls: 1.4701, loss: 1.4701, grad_norm: 7.1521 2021-02-17 19:20:08,685 - mmaction - INFO - Epoch [18][160/241] lr: 1.000e-03, eta: 0:56:56, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.6477, top5_acc: 0.8906, loss_cls: 1.4404, loss: 1.4404, grad_norm: 7.1607 2021-02-17 19:20:16,023 - mmaction - INFO - Epoch [18][180/241] lr: 1.000e-03, eta: 0:56:44, time: 0.367, data_time: 0.001, memory: 5693, top1_acc: 0.6516, top5_acc: 0.8758, loss_cls: 1.4630, loss: 1.4630, grad_norm: 7.1678 2021-02-17 19:20:23,342 - mmaction - INFO - Epoch [18][200/241] lr: 1.000e-03, eta: 0:56:33, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.6625, top5_acc: 0.8664, loss_cls: 1.4908, loss: 1.4908, grad_norm: 7.1888 2021-02-17 19:20:30,633 - mmaction - INFO - Epoch [18][220/241] lr: 1.000e-03, eta: 0:56:21, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.6289, top5_acc: 0.8844, loss_cls: 1.4772, loss: 1.4772, grad_norm: 7.2489 2021-02-17 19:20:37,917 - mmaction - INFO - Epoch [18][240/241] lr: 1.000e-03, eta: 0:56:10, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.6656, top5_acc: 0.8875, loss_cls: 1.4336, loss: 1.4336, grad_norm: 7.3032 2021-02-17 19:20:38,783 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-02-17 19:21:02,444 - mmaction - INFO - Epoch [19][20/241] lr: 1.000e-03, eta: 0:56:25, time: 1.128, data_time: 0.735, memory: 5693, top1_acc: 0.6648, top5_acc: 0.8859, loss_cls: 1.4128, loss: 1.4128, grad_norm: 7.2548 2021-02-17 19:21:09,781 - mmaction - INFO - Epoch [19][40/241] lr: 1.000e-03, eta: 0:56:13, time: 0.366, data_time: 0.004, memory: 5693, top1_acc: 0.6469, top5_acc: 0.8758, loss_cls: 1.4834, loss: 1.4834, grad_norm: 7.3003 2021-02-17 19:21:17,066 - mmaction - INFO - Epoch [19][60/241] lr: 1.000e-03, eta: 0:56:02, time: 0.364, data_time: 0.002, memory: 5693, top1_acc: 0.6398, top5_acc: 0.8766, loss_cls: 1.4620, loss: 1.4620, grad_norm: 7.0491 2021-02-17 19:21:24,380 - mmaction - INFO - Epoch [19][80/241] lr: 1.000e-03, eta: 0:55:50, time: 0.366, data_time: 0.002, memory: 5693, top1_acc: 0.6500, top5_acc: 0.8867, loss_cls: 1.4275, loss: 1.4275, grad_norm: 7.3954 2021-02-17 19:21:31,664 - mmaction - INFO - Epoch [19][100/241] lr: 1.000e-03, eta: 0:55:39, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.6523, top5_acc: 0.8719, loss_cls: 1.4426, loss: 1.4426, grad_norm: 7.1962 2021-02-17 19:21:38,984 - mmaction - INFO - Epoch [19][120/241] lr: 1.000e-03, eta: 0:55:28, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.6453, top5_acc: 0.8938, loss_cls: 1.4531, loss: 1.4531, grad_norm: 7.3711 2021-02-17 19:21:46,264 - mmaction - INFO - Epoch [19][140/241] lr: 1.000e-03, eta: 0:55:17, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.6820, top5_acc: 0.8898, loss_cls: 1.3949, loss: 1.3949, grad_norm: 7.1918 2021-02-17 19:21:53,537 - mmaction - INFO - Epoch [19][160/241] lr: 1.000e-03, eta: 0:55:05, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.6375, top5_acc: 0.8742, loss_cls: 1.4794, loss: 1.4794, grad_norm: 7.3080 2021-02-17 19:22:00,822 - mmaction - INFO - Epoch [19][180/241] lr: 1.000e-03, eta: 0:54:54, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.6703, top5_acc: 0.8906, loss_cls: 1.3921, loss: 1.3921, grad_norm: 7.1427 2021-02-17 19:22:08,104 - mmaction - INFO - Epoch [19][200/241] lr: 1.000e-03, eta: 0:54:43, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.6070, top5_acc: 0.8641, loss_cls: 1.5340, loss: 1.5340, grad_norm: 7.4524 2021-02-17 19:22:15,372 - mmaction - INFO - Epoch [19][220/241] lr: 1.000e-03, eta: 0:54:32, time: 0.363, data_time: 0.000, memory: 5693, top1_acc: 0.6539, top5_acc: 0.8703, loss_cls: 1.4366, loss: 1.4366, grad_norm: 7.3387 2021-02-17 19:22:22,582 - mmaction - INFO - Epoch [19][240/241] lr: 1.000e-03, eta: 0:54:20, time: 0.361, data_time: 0.000, memory: 5693, top1_acc: 0.6570, top5_acc: 0.8852, loss_cls: 1.4083, loss: 1.4083, grad_norm: 7.3531 2021-02-17 19:22:24,139 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-02-17 19:22:48,684 - mmaction - INFO - Epoch [20][20/241] lr: 1.000e-03, eta: 0:54:36, time: 1.207, data_time: 0.842, memory: 5693, top1_acc: 0.6758, top5_acc: 0.8992, loss_cls: 1.3511, loss: 1.3511, grad_norm: 7.0740 2021-02-17 19:22:56,036 - mmaction - INFO - Epoch [20][40/241] lr: 1.000e-03, eta: 0:54:24, time: 0.368, data_time: 0.004, memory: 5693, top1_acc: 0.6469, top5_acc: 0.8883, loss_cls: 1.3916, loss: 1.3916, grad_norm: 7.2013 2021-02-17 19:23:03,336 - mmaction - INFO - Epoch [20][60/241] lr: 1.000e-03, eta: 0:54:13, time: 0.365, data_time: 0.002, memory: 5693, top1_acc: 0.6500, top5_acc: 0.8820, loss_cls: 1.4169, loss: 1.4169, grad_norm: 7.3056 2021-02-17 19:23:10,624 - mmaction - INFO - Epoch [20][80/241] lr: 1.000e-03, eta: 0:54:02, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.6813, top5_acc: 0.8977, loss_cls: 1.3596, loss: 1.3596, grad_norm: 7.2094 2021-02-17 19:23:17,917 - mmaction - INFO - Epoch [20][100/241] lr: 1.000e-03, eta: 0:53:51, time: 0.365, data_time: 0.002, memory: 5693, top1_acc: 0.6719, top5_acc: 0.8945, loss_cls: 1.3605, loss: 1.3605, grad_norm: 7.1603 2021-02-17 19:23:25,224 - mmaction - INFO - Epoch [20][120/241] lr: 1.000e-03, eta: 0:53:40, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.6641, top5_acc: 0.8906, loss_cls: 1.4128, loss: 1.4128, grad_norm: 7.2661 2021-02-17 19:23:32,509 - mmaction - INFO - Epoch [20][140/241] lr: 1.000e-03, eta: 0:53:29, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.6680, top5_acc: 0.8883, loss_cls: 1.3741, loss: 1.3741, grad_norm: 7.2191 2021-02-17 19:23:39,772 - mmaction - INFO - Epoch [20][160/241] lr: 1.000e-03, eta: 0:53:18, time: 0.363, data_time: 0.000, memory: 5693, top1_acc: 0.6617, top5_acc: 0.8992, loss_cls: 1.3389, loss: 1.3389, grad_norm: 7.2483 2021-02-17 19:23:47,035 - mmaction - INFO - Epoch [20][180/241] lr: 1.000e-03, eta: 0:53:07, time: 0.363, data_time: 0.000, memory: 5693, top1_acc: 0.6602, top5_acc: 0.8727, loss_cls: 1.4402, loss: 1.4402, grad_norm: 7.4907 2021-02-17 19:23:54,337 - mmaction - INFO - Epoch [20][200/241] lr: 1.000e-03, eta: 0:52:56, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.6469, top5_acc: 0.8789, loss_cls: 1.4347, loss: 1.4347, grad_norm: 7.4296 2021-02-17 19:24:01,660 - mmaction - INFO - Epoch [20][220/241] lr: 1.000e-03, eta: 0:52:45, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.6680, top5_acc: 0.8906, loss_cls: 1.3918, loss: 1.3918, grad_norm: 7.2663 2021-02-17 19:24:08,915 - mmaction - INFO - Epoch [20][240/241] lr: 1.000e-03, eta: 0:52:34, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.6727, top5_acc: 0.8922, loss_cls: 1.3583, loss: 1.3583, grad_norm: 7.3350 2021-02-17 19:24:09,754 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-02-17 19:56:14,553 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-17 19:56:15,476 - mmaction - INFO - top1_acc 0.7442 top5_acc 0.9345 2021-02-17 19:56:15,479 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-17 19:56:15,584 - mmaction - INFO - mean_acc 0.7227 2021-02-17 19:56:15,597 - mmaction - INFO - Epoch(val) [20][241] top1_acc: 0.7442, top5_acc: 0.9345, mean_class_accuracy: 0.7227 2021-02-17 19:59:00,031 - mmaction - INFO - Epoch [21][20/241] lr: 1.000e-04, eta: 0:56:16, time: 8.221, data_time: 6.088, memory: 5693, top1_acc: 0.6594, top5_acc: 0.8812, loss_cls: 1.3886, loss: 1.3886, grad_norm: 7.3377 2021-02-17 19:59:29,720 - mmaction - INFO - Epoch [21][40/241] lr: 1.000e-04, eta: 0:56:36, time: 1.454, data_time: 0.034, memory: 5693, top1_acc: 0.6820, top5_acc: 0.8938, loss_cls: 1.3133, loss: 1.3133, grad_norm: 7.0548 2021-02-17 19:59:56,457 - mmaction - INFO - Epoch [21][60/241] lr: 1.000e-04, eta: 0:56:53, time: 1.356, data_time: 0.043, memory: 5693, top1_acc: 0.6703, top5_acc: 0.8945, loss_cls: 1.3641, loss: 1.3641, grad_norm: 7.1337 2021-02-17 20:00:16,325 - mmaction - INFO - Epoch [21][80/241] lr: 1.000e-04, eta: 0:56:58, time: 1.002, data_time: 0.018, memory: 5693, top1_acc: 0.6914, top5_acc: 0.9109, loss_cls: 1.2916, loss: 1.2916, grad_norm: 7.2113 2021-02-17 20:00:38,968 - mmaction - INFO - Epoch [21][100/241] lr: 1.000e-04, eta: 0:57:07, time: 1.106, data_time: 0.010, memory: 5693, top1_acc: 0.6766, top5_acc: 0.8844, loss_cls: 1.3592, loss: 1.3592, grad_norm: 7.1710 2021-02-17 20:01:10,928 - mmaction - INFO - Epoch [21][120/241] lr: 1.000e-04, eta: 0:57:30, time: 1.600, data_time: 0.045, memory: 5693, top1_acc: 0.6789, top5_acc: 0.9000, loss_cls: 1.3211, loss: 1.3211, grad_norm: 7.0144 2021-02-17 20:01:38,581 - mmaction - INFO - Epoch [21][140/241] lr: 1.000e-04, eta: 0:57:46, time: 1.391, data_time: 0.045, memory: 5693, top1_acc: 0.6742, top5_acc: 0.8969, loss_cls: 1.3135, loss: 1.3135, grad_norm: 7.0311 2021-02-17 20:02:06,120 - mmaction - INFO - Epoch [21][160/241] lr: 1.000e-04, eta: 0:58:01, time: 1.382, data_time: 0.045, memory: 5693, top1_acc: 0.6789, top5_acc: 0.8984, loss_cls: 1.3193, loss: 1.3193, grad_norm: 7.0334 2021-02-17 20:02:29,569 - mmaction - INFO - Epoch [21][180/241] lr: 1.000e-04, eta: 0:58:10, time: 1.163, data_time: 0.028, memory: 5693, top1_acc: 0.6641, top5_acc: 0.8789, loss_cls: 1.4308, loss: 1.4308, grad_norm: 7.4496 2021-02-17 20:02:57,661 - mmaction - INFO - Epoch [21][200/241] lr: 1.000e-04, eta: 0:58:27, time: 1.426, data_time: 0.028, memory: 5693, top1_acc: 0.6797, top5_acc: 0.8961, loss_cls: 1.3356, loss: 1.3356, grad_norm: 7.2282 2021-02-17 20:03:20,998 - mmaction - INFO - Epoch [21][220/241] lr: 1.000e-04, eta: 0:58:35, time: 1.167, data_time: 0.010, memory: 5693, top1_acc: 0.6773, top5_acc: 0.8766, loss_cls: 1.3675, loss: 1.3675, grad_norm: 7.2296 2021-02-17 20:03:50,876 - mmaction - INFO - Epoch [21][240/241] lr: 1.000e-04, eta: 0:58:52, time: 1.477, data_time: 0.032, memory: 5693, top1_acc: 0.6719, top5_acc: 0.8914, loss_cls: 1.3482, loss: 1.3482, grad_norm: 7.1838 2021-02-17 20:03:56,160 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-02-17 20:06:28,089 - mmaction - INFO - Epoch [22][20/241] lr: 1.000e-04, eta: 1:01:51, time: 7.429, data_time: 5.271, memory: 5693, top1_acc: 0.6961, top5_acc: 0.8984, loss_cls: 1.2854, loss: 1.2854, grad_norm: 6.9786 2021-02-17 20:07:02,777 - mmaction - INFO - Epoch [22][40/241] lr: 1.000e-04, eta: 1:02:13, time: 1.741, data_time: 0.036, memory: 5693, top1_acc: 0.6906, top5_acc: 0.8992, loss_cls: 1.3281, loss: 1.3281, grad_norm: 7.1413 2021-02-17 20:07:36,185 - mmaction - INFO - Epoch [22][60/241] lr: 1.000e-04, eta: 1:02:33, time: 1.679, data_time: 0.025, memory: 5693, top1_acc: 0.6961, top5_acc: 0.9039, loss_cls: 1.3000, loss: 1.3000, grad_norm: 6.9989 2021-02-17 20:08:06,220 - mmaction - INFO - Epoch [22][80/241] lr: 1.000e-04, eta: 1:02:48, time: 1.509, data_time: 0.032, memory: 5693, top1_acc: 0.6734, top5_acc: 0.8930, loss_cls: 1.3762, loss: 1.3762, grad_norm: 7.2910 2021-02-17 20:08:30,438 - mmaction - INFO - Epoch [22][100/241] lr: 1.000e-04, eta: 1:02:55, time: 1.212, data_time: 0.008, memory: 5693, top1_acc: 0.6953, top5_acc: 0.8992, loss_cls: 1.2936, loss: 1.2936, grad_norm: 7.0639 2021-02-17 20:08:57,045 - mmaction - INFO - Epoch [22][120/241] lr: 1.000e-04, eta: 1:03:05, time: 1.327, data_time: 0.007, memory: 5693, top1_acc: 0.6719, top5_acc: 0.8945, loss_cls: 1.3919, loss: 1.3919, grad_norm: 7.3363 2021-02-17 20:09:26,299 - mmaction - INFO - Epoch [22][140/241] lr: 1.000e-04, eta: 1:03:18, time: 1.454, data_time: 0.020, memory: 5693, top1_acc: 0.6813, top5_acc: 0.8891, loss_cls: 1.3199, loss: 1.3199, grad_norm: 7.0130 2021-02-17 20:09:51,556 - mmaction - INFO - Epoch [22][160/241] lr: 1.000e-04, eta: 1:03:25, time: 1.268, data_time: 0.028, memory: 5693, top1_acc: 0.6914, top5_acc: 0.9008, loss_cls: 1.2792, loss: 1.2792, grad_norm: 6.9715 2021-02-17 20:10:16,657 - mmaction - INFO - Epoch [22][180/241] lr: 1.000e-04, eta: 1:03:32, time: 1.260, data_time: 0.011, memory: 5693, top1_acc: 0.6797, top5_acc: 0.8898, loss_cls: 1.3315, loss: 1.3315, grad_norm: 7.0587 2021-02-17 20:10:39,835 - mmaction - INFO - Epoch [22][200/241] lr: 1.000e-04, eta: 1:03:36, time: 1.147, data_time: 0.012, memory: 5693, top1_acc: 0.6547, top5_acc: 0.8867, loss_cls: 1.3996, loss: 1.3996, grad_norm: 7.3288 2021-02-17 20:11:14,795 - mmaction - INFO - Epoch [22][220/241] lr: 1.000e-04, eta: 1:03:56, time: 1.761, data_time: 0.020, memory: 5693, top1_acc: 0.6547, top5_acc: 0.8984, loss_cls: 1.3730, loss: 1.3730, grad_norm: 7.3950 2021-02-17 20:11:44,944 - mmaction - INFO - Epoch [22][240/241] lr: 1.000e-04, eta: 1:04:08, time: 1.505, data_time: 0.009, memory: 5693, top1_acc: 0.6687, top5_acc: 0.8969, loss_cls: 1.3515, loss: 1.3515, grad_norm: 7.3857 2021-02-17 20:11:49,508 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-02-17 20:14:20,393 - mmaction - INFO - Epoch [23][20/241] lr: 1.000e-04, eta: 1:06:49, time: 7.443, data_time: 5.421, memory: 5693, top1_acc: 0.6781, top5_acc: 0.9047, loss_cls: 1.3239, loss: 1.3239, grad_norm: 7.3338 2021-02-17 20:14:51,379 - mmaction - INFO - Epoch [23][40/241] lr: 1.000e-04, eta: 1:07:01, time: 1.541, data_time: 0.032, memory: 5693, top1_acc: 0.6883, top5_acc: 0.9125, loss_cls: 1.2865, loss: 1.2865, grad_norm: 7.1466 2021-02-17 20:15:24,478 - mmaction - INFO - Epoch [23][60/241] lr: 1.000e-04, eta: 1:07:16, time: 1.677, data_time: 0.031, memory: 5693, top1_acc: 0.6805, top5_acc: 0.8977, loss_cls: 1.2940, loss: 1.2940, grad_norm: 7.1262 2021-02-17 20:16:01,740 - mmaction - INFO - Epoch [23][80/241] lr: 1.000e-04, eta: 1:07:35, time: 1.850, data_time: 0.010, memory: 5693, top1_acc: 0.6641, top5_acc: 0.8922, loss_cls: 1.3545, loss: 1.3545, grad_norm: 7.3247 2021-02-17 20:16:38,890 - mmaction - INFO - Epoch [23][100/241] lr: 1.000e-04, eta: 1:07:54, time: 1.871, data_time: 0.030, memory: 5693, top1_acc: 0.6820, top5_acc: 0.8977, loss_cls: 1.3424, loss: 1.3424, grad_norm: 7.1824 2021-02-17 20:17:17,521 - mmaction - INFO - Epoch [23][120/241] lr: 1.000e-04, eta: 1:08:14, time: 1.932, data_time: 0.016, memory: 5693, top1_acc: 0.6953, top5_acc: 0.8977, loss_cls: 1.3047, loss: 1.3047, grad_norm: 7.0523 2021-02-17 20:17:55,747 - mmaction - INFO - Epoch [23][140/241] lr: 1.000e-04, eta: 1:08:32, time: 1.888, data_time: 0.033, memory: 5693, top1_acc: 0.6680, top5_acc: 0.8914, loss_cls: 1.3709, loss: 1.3709, grad_norm: 7.3242 2021-02-17 20:18:28,021 - mmaction - INFO - Epoch [23][160/241] lr: 1.000e-04, eta: 1:08:44, time: 1.635, data_time: 0.051, memory: 5693, top1_acc: 0.6953, top5_acc: 0.8914, loss_cls: 1.3078, loss: 1.3078, grad_norm: 7.2036 2021-02-17 20:18:51,213 - mmaction - INFO - Epoch [23][180/241] lr: 1.000e-04, eta: 1:08:45, time: 1.159, data_time: 0.010, memory: 5693, top1_acc: 0.6984, top5_acc: 0.9016, loss_cls: 1.2774, loss: 1.2774, grad_norm: 7.0927 2021-02-17 20:19:24,915 - mmaction - INFO - Epoch [23][200/241] lr: 1.000e-04, eta: 1:08:57, time: 1.678, data_time: 0.028, memory: 5693, top1_acc: 0.6789, top5_acc: 0.8922, loss_cls: 1.3474, loss: 1.3474, grad_norm: 7.3742 2021-02-17 20:20:18,636 - mmaction - INFO - Epoch [23][220/241] lr: 1.000e-04, eta: 1:09:33, time: 2.682, data_time: 0.050, memory: 5693, top1_acc: 0.6813, top5_acc: 0.9062, loss_cls: 1.3160, loss: 1.3160, grad_norm: 7.1084 2021-02-17 20:21:04,519 - mmaction - INFO - Epoch [23][240/241] lr: 1.000e-04, eta: 1:09:59, time: 2.286, data_time: 0.022, memory: 5693, top1_acc: 0.6836, top5_acc: 0.8922, loss_cls: 1.3465, loss: 1.3465, grad_norm: 7.2313 2021-02-17 20:21:12,183 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-02-17 20:23:39,032 - mmaction - INFO - Epoch [24][20/241] lr: 1.000e-04, eta: 1:12:19, time: 7.264, data_time: 5.465, memory: 5693, top1_acc: 0.6820, top5_acc: 0.8906, loss_cls: 1.3592, loss: 1.3592, grad_norm: 7.2562 2021-02-17 20:24:10,902 - mmaction - INFO - Epoch [24][40/241] lr: 1.000e-04, eta: 1:12:27, time: 1.602, data_time: 0.034, memory: 5693, top1_acc: 0.6852, top5_acc: 0.9039, loss_cls: 1.3108, loss: 1.3108, grad_norm: 7.1827 2021-02-17 20:24:36,875 - mmaction - INFO - Epoch [24][60/241] lr: 1.000e-04, eta: 1:12:28, time: 1.295, data_time: 0.014, memory: 5693, top1_acc: 0.6641, top5_acc: 0.8953, loss_cls: 1.3067, loss: 1.3067, grad_norm: 7.1481 2021-02-17 20:25:03,785 - mmaction - INFO - Epoch [24][80/241] lr: 1.000e-04, eta: 1:12:30, time: 1.359, data_time: 0.018, memory: 5693, top1_acc: 0.6844, top5_acc: 0.9055, loss_cls: 1.3127, loss: 1.3127, grad_norm: 7.4067 2021-02-17 20:25:30,885 - mmaction - INFO - Epoch [24][100/241] lr: 1.000e-04, eta: 1:12:32, time: 1.347, data_time: 0.021, memory: 5693, top1_acc: 0.7039, top5_acc: 0.9148, loss_cls: 1.2337, loss: 1.2337, grad_norm: 7.0620 2021-02-17 20:25:58,514 - mmaction - INFO - Epoch [24][120/241] lr: 1.000e-04, eta: 1:12:34, time: 1.386, data_time: 0.023, memory: 5693, top1_acc: 0.7023, top5_acc: 0.9133, loss_cls: 1.2282, loss: 1.2282, grad_norm: 7.0074 2021-02-17 20:26:27,856 - mmaction - INFO - Epoch [24][140/241] lr: 1.000e-04, eta: 1:12:38, time: 1.454, data_time: 0.014, memory: 5693, top1_acc: 0.6906, top5_acc: 0.8844, loss_cls: 1.3155, loss: 1.3155, grad_norm: 7.1425 2021-02-17 20:26:56,249 - mmaction - INFO - Epoch [24][160/241] lr: 1.000e-04, eta: 1:12:41, time: 1.434, data_time: 0.029, memory: 5693, top1_acc: 0.6719, top5_acc: 0.8906, loss_cls: 1.3640, loss: 1.3640, grad_norm: 7.2692 2021-02-17 20:27:27,781 - mmaction - INFO - Epoch [24][180/241] lr: 1.000e-04, eta: 1:12:46, time: 1.565, data_time: 0.015, memory: 5693, top1_acc: 0.6648, top5_acc: 0.8852, loss_cls: 1.3640, loss: 1.3640, grad_norm: 7.3048 2021-02-17 20:27:51,884 - mmaction - INFO - Epoch [24][200/241] lr: 1.000e-04, eta: 1:12:44, time: 1.205, data_time: 0.023, memory: 5693, top1_acc: 0.6961, top5_acc: 0.9031, loss_cls: 1.2852, loss: 1.2852, grad_norm: 7.4277 2021-02-17 20:28:15,209 - mmaction - INFO - Epoch [24][220/241] lr: 1.000e-04, eta: 1:12:41, time: 1.174, data_time: 0.020, memory: 5693, top1_acc: 0.6625, top5_acc: 0.8938, loss_cls: 1.3513, loss: 1.3513, grad_norm: 7.2771 2021-02-17 20:28:36,425 - mmaction - INFO - Epoch [24][240/241] lr: 1.000e-04, eta: 1:12:35, time: 1.067, data_time: 0.011, memory: 5693, top1_acc: 0.6687, top5_acc: 0.9148, loss_cls: 1.2686, loss: 1.2686, grad_norm: 7.2353 2021-02-17 20:28:40,516 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-02-17 20:31:23,685 - mmaction - INFO - Epoch [25][20/241] lr: 1.000e-04, eta: 1:14:57, time: 8.037, data_time: 5.790, memory: 5693, top1_acc: 0.7023, top5_acc: 0.9133, loss_cls: 1.2735, loss: 1.2735, grad_norm: 7.1496 2021-02-17 20:32:03,197 - mmaction - INFO - Epoch [25][40/241] lr: 1.000e-04, eta: 1:15:10, time: 1.979, data_time: 0.040, memory: 5693, top1_acc: 0.6922, top5_acc: 0.8898, loss_cls: 1.3548, loss: 1.3548, grad_norm: 7.1925 2021-02-17 20:32:39,578 - mmaction - INFO - Epoch [25][60/241] lr: 1.000e-04, eta: 1:15:19, time: 1.815, data_time: 0.027, memory: 5693, top1_acc: 0.6805, top5_acc: 0.8820, loss_cls: 1.3301, loss: 1.3301, grad_norm: 7.3255 2021-02-17 20:33:13,898 - mmaction - INFO - Epoch [25][80/241] lr: 1.000e-04, eta: 1:15:25, time: 1.711, data_time: 0.030, memory: 5693, top1_acc: 0.6914, top5_acc: 0.8938, loss_cls: 1.3167, loss: 1.3167, grad_norm: 7.3782 2021-02-17 20:33:47,945 - mmaction - INFO - Epoch [25][100/241] lr: 1.000e-04, eta: 1:15:31, time: 1.707, data_time: 0.044, memory: 5693, top1_acc: 0.6898, top5_acc: 0.8883, loss_cls: 1.3200, loss: 1.3200, grad_norm: 7.1713 2021-02-17 20:34:19,780 - mmaction - INFO - Epoch [25][120/241] lr: 1.000e-04, eta: 1:15:34, time: 1.588, data_time: 0.037, memory: 5693, top1_acc: 0.6922, top5_acc: 0.9055, loss_cls: 1.2957, loss: 1.2957, grad_norm: 7.0440 2021-02-17 20:34:47,484 - mmaction - INFO - Epoch [25][140/241] lr: 1.000e-04, eta: 1:15:33, time: 1.406, data_time: 0.044, memory: 5693, top1_acc: 0.6984, top5_acc: 0.8922, loss_cls: 1.3222, loss: 1.3222, grad_norm: 7.3655 2021-02-17 20:35:20,013 - mmaction - INFO - Epoch [25][160/241] lr: 1.000e-04, eta: 1:15:36, time: 1.624, data_time: 0.019, memory: 5693, top1_acc: 0.6719, top5_acc: 0.8883, loss_cls: 1.3606, loss: 1.3606, grad_norm: 7.5195 2021-02-17 20:35:54,002 - mmaction - INFO - Epoch [25][180/241] lr: 1.000e-04, eta: 1:15:41, time: 1.698, data_time: 0.024, memory: 5693, top1_acc: 0.6695, top5_acc: 0.8930, loss_cls: 1.3279, loss: 1.3279, grad_norm: 7.1754 2021-02-17 20:36:21,716 - mmaction - INFO - Epoch [25][200/241] lr: 1.000e-04, eta: 1:15:38, time: 1.364, data_time: 0.018, memory: 5693, top1_acc: 0.7008, top5_acc: 0.9062, loss_cls: 1.2786, loss: 1.2786, grad_norm: 7.1198 2021-02-17 20:36:53,987 - mmaction - INFO - Epoch [25][220/241] lr: 1.000e-04, eta: 1:15:41, time: 1.634, data_time: 0.033, memory: 5693, top1_acc: 0.6977, top5_acc: 0.9094, loss_cls: 1.2678, loss: 1.2678, grad_norm: 7.1351 2021-02-17 20:37:20,048 - mmaction - INFO - Epoch [25][240/241] lr: 1.000e-04, eta: 1:15:37, time: 1.301, data_time: 0.010, memory: 5693, top1_acc: 0.6805, top5_acc: 0.9102, loss_cls: 1.3300, loss: 1.3300, grad_norm: 7.4679 2021-02-17 20:37:25,373 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-02-17 20:49:32,832 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-17 20:49:33,969 - mmaction - INFO - top1_acc 0.7510 top5_acc 0.9370 2021-02-17 20:49:33,978 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-17 20:49:34,095 - mmaction - INFO - mean_acc 0.7294 2021-02-17 20:49:34,118 - mmaction - INFO - Epoch(val) [25][241] top1_acc: 0.7510, top5_acc: 0.9370, mean_class_accuracy: 0.7294 2021-02-17 20:51:38,495 - mmaction - INFO - Epoch [26][20/241] lr: 1.000e-04, eta: 1:17:09, time: 6.199, data_time: 4.164, memory: 5693, top1_acc: 0.6703, top5_acc: 0.8945, loss_cls: 1.3152, loss: 1.3152, grad_norm: 7.2122 2021-02-17 20:52:03,202 - mmaction - INFO - Epoch [26][40/241] lr: 1.000e-04, eta: 1:17:03, time: 1.239, data_time: 0.027, memory: 5693, top1_acc: 0.6891, top5_acc: 0.9016, loss_cls: 1.3301, loss: 1.3301, grad_norm: 7.3209 2021-02-17 20:52:26,426 - mmaction - INFO - Epoch [26][60/241] lr: 1.000e-04, eta: 1:16:55, time: 1.164, data_time: 0.012, memory: 5693, top1_acc: 0.7031, top5_acc: 0.9148, loss_cls: 1.2015, loss: 1.2015, grad_norm: 6.9094 2021-02-17 20:52:46,014 - mmaction - INFO - Epoch [26][80/241] lr: 1.000e-04, eta: 1:16:43, time: 0.979, data_time: 0.017, memory: 5693, top1_acc: 0.6969, top5_acc: 0.8914, loss_cls: 1.2916, loss: 1.2916, grad_norm: 7.2873 2021-02-17 20:53:12,033 - mmaction - INFO - Epoch [26][100/241] lr: 1.000e-04, eta: 1:16:38, time: 1.298, data_time: 0.022, memory: 5693, top1_acc: 0.6906, top5_acc: 0.9047, loss_cls: 1.3043, loss: 1.3043, grad_norm: 7.3130 2021-02-17 20:53:37,180 - mmaction - INFO - Epoch [26][120/241] lr: 1.000e-04, eta: 1:16:32, time: 1.265, data_time: 0.011, memory: 5693, top1_acc: 0.6945, top5_acc: 0.8969, loss_cls: 1.3214, loss: 1.3214, grad_norm: 7.2361 2021-02-17 20:53:57,172 - mmaction - INFO - Epoch [26][140/241] lr: 1.000e-04, eta: 1:16:20, time: 0.986, data_time: 0.005, memory: 5693, top1_acc: 0.6984, top5_acc: 0.9039, loss_cls: 1.2392, loss: 1.2392, grad_norm: 7.0975 2021-02-17 20:54:16,890 - mmaction - INFO - Epoch [26][160/241] lr: 1.000e-04, eta: 1:16:09, time: 0.985, data_time: 0.020, memory: 5693, top1_acc: 0.6750, top5_acc: 0.8906, loss_cls: 1.3389, loss: 1.3389, grad_norm: 7.1543 2021-02-17 20:54:38,504 - mmaction - INFO - Epoch [26][180/241] lr: 1.000e-04, eta: 1:15:59, time: 1.072, data_time: 0.018, memory: 5693, top1_acc: 0.6828, top5_acc: 0.9055, loss_cls: 1.2761, loss: 1.2761, grad_norm: 7.0137 2021-02-17 20:55:09,560 - mmaction - INFO - Epoch [26][200/241] lr: 1.000e-04, eta: 1:15:58, time: 1.571, data_time: 0.035, memory: 5693, top1_acc: 0.6703, top5_acc: 0.8898, loss_cls: 1.3544, loss: 1.3544, grad_norm: 7.4112 2021-02-17 20:55:35,632 - mmaction - INFO - Epoch [26][220/241] lr: 1.000e-04, eta: 1:15:52, time: 1.304, data_time: 0.016, memory: 5693, top1_acc: 0.6836, top5_acc: 0.8906, loss_cls: 1.3039, loss: 1.3039, grad_norm: 7.2283 2021-02-17 20:55:58,550 - mmaction - INFO - Epoch [26][240/241] lr: 1.000e-04, eta: 1:15:43, time: 1.144, data_time: 0.008, memory: 5693, top1_acc: 0.6859, top5_acc: 0.8945, loss_cls: 1.2983, loss: 1.2983, grad_norm: 7.2341 2021-02-17 20:56:02,528 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-02-17 20:57:39,260 - mmaction - INFO - Epoch [27][20/241] lr: 1.000e-04, eta: 1:16:39, time: 4.769, data_time: 3.286, memory: 5693, top1_acc: 0.6891, top5_acc: 0.8953, loss_cls: 1.3171, loss: 1.3171, grad_norm: 7.2762 2021-02-17 20:58:06,083 - mmaction - INFO - Epoch [27][40/241] lr: 1.000e-04, eta: 1:16:33, time: 1.348, data_time: 0.021, memory: 5693, top1_acc: 0.6820, top5_acc: 0.8914, loss_cls: 1.3140, loss: 1.3140, grad_norm: 7.2575 2021-02-17 20:58:32,384 - mmaction - INFO - Epoch [27][60/241] lr: 1.000e-04, eta: 1:16:26, time: 1.318, data_time: 0.008, memory: 5693, top1_acc: 0.6977, top5_acc: 0.8938, loss_cls: 1.2789, loss: 1.2789, grad_norm: 7.3078 2021-02-17 20:58:57,852 - mmaction - INFO - Epoch [27][80/241] lr: 1.000e-04, eta: 1:16:18, time: 1.270, data_time: 0.014, memory: 5693, top1_acc: 0.6750, top5_acc: 0.9000, loss_cls: 1.2885, loss: 1.2885, grad_norm: 7.1456 2021-02-17 20:59:25,104 - mmaction - INFO - Epoch [27][100/241] lr: 1.000e-04, eta: 1:16:12, time: 1.353, data_time: 0.020, memory: 5693, top1_acc: 0.6797, top5_acc: 0.8945, loss_cls: 1.3160, loss: 1.3160, grad_norm: 7.4606 2021-02-17 20:59:50,091 - mmaction - INFO - Epoch [27][120/241] lr: 1.000e-04, eta: 1:16:04, time: 1.259, data_time: 0.020, memory: 5693, top1_acc: 0.6961, top5_acc: 0.9023, loss_cls: 1.3161, loss: 1.3161, grad_norm: 7.2791 2021-02-17 21:00:12,212 - mmaction - INFO - Epoch [27][140/241] lr: 1.000e-04, eta: 1:15:53, time: 1.100, data_time: 0.015, memory: 5693, top1_acc: 0.6969, top5_acc: 0.9062, loss_cls: 1.2808, loss: 1.2808, grad_norm: 7.1687 2021-02-17 21:00:35,819 - mmaction - INFO - Epoch [27][160/241] lr: 1.000e-04, eta: 1:15:44, time: 1.182, data_time: 0.017, memory: 5693, top1_acc: 0.6734, top5_acc: 0.8953, loss_cls: 1.3375, loss: 1.3375, grad_norm: 7.3646 2021-02-17 21:00:58,406 - mmaction - INFO - Epoch [27][180/241] lr: 1.000e-04, eta: 1:15:33, time: 1.130, data_time: 0.016, memory: 5693, top1_acc: 0.6625, top5_acc: 0.8883, loss_cls: 1.3953, loss: 1.3953, grad_norm: 7.5636 2021-02-17 21:01:20,561 - mmaction - INFO - Epoch [27][200/241] lr: 1.000e-04, eta: 1:15:22, time: 1.095, data_time: 0.019, memory: 5693, top1_acc: 0.6969, top5_acc: 0.8961, loss_cls: 1.2914, loss: 1.2914, grad_norm: 7.2472 2021-02-17 21:01:55,487 - mmaction - INFO - Epoch [27][220/241] lr: 1.000e-04, eta: 1:15:22, time: 1.760, data_time: 0.033, memory: 5693, top1_acc: 0.6906, top5_acc: 0.8945, loss_cls: 1.3156, loss: 1.3156, grad_norm: 7.3076 2021-02-17 21:02:20,597 - mmaction - INFO - Epoch [27][240/241] lr: 1.000e-04, eta: 1:15:13, time: 1.252, data_time: 0.010, memory: 5693, top1_acc: 0.6773, top5_acc: 0.8914, loss_cls: 1.3044, loss: 1.3044, grad_norm: 7.2983 2021-02-17 21:02:39,009 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-02-17 21:05:11,728 - mmaction - INFO - Epoch [28][20/241] lr: 1.000e-04, eta: 1:16:49, time: 7.552, data_time: 5.671, memory: 5693, top1_acc: 0.6836, top5_acc: 0.8992, loss_cls: 1.3458, loss: 1.3458, grad_norm: 7.4649 2021-02-17 21:05:41,538 - mmaction - INFO - Epoch [28][40/241] lr: 1.000e-04, eta: 1:16:44, time: 1.505, data_time: 0.043, memory: 5693, top1_acc: 0.6977, top5_acc: 0.8984, loss_cls: 1.2750, loss: 1.2750, grad_norm: 7.3112 2021-02-17 21:06:13,891 - mmaction - INFO - Epoch [28][60/241] lr: 1.000e-04, eta: 1:16:40, time: 1.618, data_time: 0.036, memory: 5693, top1_acc: 0.6914, top5_acc: 0.8977, loss_cls: 1.2727, loss: 1.2727, grad_norm: 7.2332 2021-02-17 21:06:41,119 - mmaction - INFO - Epoch [28][80/241] lr: 1.000e-04, eta: 1:16:32, time: 1.360, data_time: 0.006, memory: 5693, top1_acc: 0.6711, top5_acc: 0.9000, loss_cls: 1.3464, loss: 1.3464, grad_norm: 7.3043 2021-02-17 21:07:07,001 - mmaction - INFO - Epoch [28][100/241] lr: 1.000e-04, eta: 1:16:23, time: 1.290, data_time: 0.014, memory: 5693, top1_acc: 0.6992, top5_acc: 0.9062, loss_cls: 1.2630, loss: 1.2630, grad_norm: 7.2568 2021-02-17 21:07:33,530 - mmaction - INFO - Epoch [28][120/241] lr: 1.000e-04, eta: 1:16:14, time: 1.316, data_time: 0.009, memory: 5693, top1_acc: 0.7031, top5_acc: 0.8953, loss_cls: 1.2618, loss: 1.2618, grad_norm: 7.0855 2021-02-17 21:08:23,554 - mmaction - INFO - Epoch [28][140/241] lr: 1.000e-04, eta: 1:16:24, time: 2.503, data_time: 0.020, memory: 5693, top1_acc: 0.6789, top5_acc: 0.9031, loss_cls: 1.2555, loss: 1.2555, grad_norm: 7.2884 2021-02-17 21:08:52,617 - mmaction - INFO - Epoch [28][160/241] lr: 1.000e-04, eta: 1:16:17, time: 1.462, data_time: 0.028, memory: 5693, top1_acc: 0.7016, top5_acc: 0.8852, loss_cls: 1.2793, loss: 1.2793, grad_norm: 7.0859 2021-02-17 21:09:30,147 - mmaction - INFO - Epoch [28][180/241] lr: 1.000e-04, eta: 1:16:16, time: 1.864, data_time: 0.013, memory: 5693, top1_acc: 0.6734, top5_acc: 0.9008, loss_cls: 1.3325, loss: 1.3325, grad_norm: 7.3431 2021-02-17 21:09:56,285 - mmaction - INFO - Epoch [28][200/241] lr: 1.000e-04, eta: 1:16:06, time: 1.303, data_time: 0.034, memory: 5693, top1_acc: 0.6820, top5_acc: 0.9016, loss_cls: 1.3216, loss: 1.3216, grad_norm: 7.4404 2021-02-17 21:10:35,385 - mmaction - INFO - Epoch [28][220/241] lr: 1.000e-04, eta: 1:16:07, time: 1.976, data_time: 0.033, memory: 5693, top1_acc: 0.6820, top5_acc: 0.8945, loss_cls: 1.3036, loss: 1.3036, grad_norm: 7.2400 2021-02-17 21:11:02,866 - mmaction - INFO - Epoch [28][240/241] lr: 1.000e-04, eta: 1:15:57, time: 1.357, data_time: 0.007, memory: 5693, top1_acc: 0.6797, top5_acc: 0.9031, loss_cls: 1.3006, loss: 1.3006, grad_norm: 7.3888 2021-02-17 21:11:07,237 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-02-17 21:12:53,898 - mmaction - INFO - Epoch [29][20/241] lr: 1.000e-04, eta: 1:16:48, time: 5.294, data_time: 3.872, memory: 5693, top1_acc: 0.6945, top5_acc: 0.9023, loss_cls: 1.2569, loss: 1.2569, grad_norm: 7.2088 2021-02-17 21:13:22,546 - mmaction - INFO - Epoch [29][40/241] lr: 1.000e-04, eta: 1:16:39, time: 1.426, data_time: 0.015, memory: 5693, top1_acc: 0.6898, top5_acc: 0.9008, loss_cls: 1.2907, loss: 1.2907, grad_norm: 7.3667 2021-02-17 21:13:54,279 - mmaction - INFO - Epoch [29][60/241] lr: 1.000e-04, eta: 1:16:33, time: 1.583, data_time: 0.010, memory: 5693, top1_acc: 0.6820, top5_acc: 0.9102, loss_cls: 1.3120, loss: 1.3120, grad_norm: 7.1991 2021-02-17 21:14:20,702 - mmaction - INFO - Epoch [29][80/241] lr: 1.000e-04, eta: 1:16:22, time: 1.313, data_time: 0.013, memory: 5693, top1_acc: 0.7086, top5_acc: 0.8883, loss_cls: 1.2770, loss: 1.2770, grad_norm: 7.3266 2021-02-17 21:14:50,980 - mmaction - INFO - Epoch [29][100/241] lr: 1.000e-04, eta: 1:16:14, time: 1.515, data_time: 0.038, memory: 5693, top1_acc: 0.6937, top5_acc: 0.9055, loss_cls: 1.2550, loss: 1.2550, grad_norm: 7.3772 2021-02-17 21:15:16,662 - mmaction - INFO - Epoch [29][120/241] lr: 1.000e-04, eta: 1:16:02, time: 1.294, data_time: 0.027, memory: 5693, top1_acc: 0.6859, top5_acc: 0.9000, loss_cls: 1.2816, loss: 1.2816, grad_norm: 7.1234 2021-02-17 21:15:46,900 - mmaction - INFO - Epoch [29][140/241] lr: 1.000e-04, eta: 1:15:54, time: 1.520, data_time: 0.033, memory: 5693, top1_acc: 0.6984, top5_acc: 0.9062, loss_cls: 1.2300, loss: 1.2300, grad_norm: 7.1068 2021-02-17 21:16:07,478 - mmaction - INFO - Epoch [29][160/241] lr: 1.000e-04, eta: 1:15:39, time: 1.018, data_time: 0.016, memory: 5693, top1_acc: 0.6789, top5_acc: 0.9094, loss_cls: 1.2793, loss: 1.2793, grad_norm: 7.4376 2021-02-17 21:16:30,706 - mmaction - INFO - Epoch [29][180/241] lr: 1.000e-04, eta: 1:15:25, time: 1.160, data_time: 0.015, memory: 5693, top1_acc: 0.6891, top5_acc: 0.9039, loss_cls: 1.2860, loss: 1.2860, grad_norm: 7.3086 2021-02-17 21:16:54,877 - mmaction - INFO - Epoch [29][200/241] lr: 1.000e-04, eta: 1:15:12, time: 1.197, data_time: 0.016, memory: 5693, top1_acc: 0.6984, top5_acc: 0.9039, loss_cls: 1.2730, loss: 1.2730, grad_norm: 7.2689 2021-02-17 21:17:16,846 - mmaction - INFO - Epoch [29][220/241] lr: 1.000e-04, eta: 1:14:58, time: 1.110, data_time: 0.034, memory: 5693, top1_acc: 0.7031, top5_acc: 0.9031, loss_cls: 1.2651, loss: 1.2651, grad_norm: 7.1624 2021-02-17 21:17:41,960 - mmaction - INFO - Epoch [29][240/241] lr: 1.000e-04, eta: 1:14:46, time: 1.260, data_time: 0.033, memory: 5693, top1_acc: 0.7055, top5_acc: 0.8867, loss_cls: 1.3630, loss: 1.3630, grad_norm: 7.3507 2021-02-17 21:17:49,923 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-02-17 21:19:20,820 - mmaction - INFO - Epoch [30][20/241] lr: 1.000e-04, eta: 1:15:17, time: 4.403, data_time: 3.198, memory: 5693, top1_acc: 0.6844, top5_acc: 0.9000, loss_cls: 1.2945, loss: 1.2945, grad_norm: 7.2558 2021-02-17 21:19:42,925 - mmaction - INFO - Epoch [30][40/241] lr: 1.000e-04, eta: 1:15:02, time: 1.121, data_time: 0.032, memory: 5693, top1_acc: 0.6937, top5_acc: 0.8914, loss_cls: 1.3174, loss: 1.3174, grad_norm: 7.3334 2021-02-17 21:20:11,047 - mmaction - INFO - Epoch [30][60/241] lr: 1.000e-04, eta: 1:14:51, time: 1.395, data_time: 0.014, memory: 5693, top1_acc: 0.6945, top5_acc: 0.9000, loss_cls: 1.2757, loss: 1.2757, grad_norm: 7.1041 2021-02-17 21:20:38,121 - mmaction - INFO - Epoch [30][80/241] lr: 1.000e-04, eta: 1:14:40, time: 1.355, data_time: 0.023, memory: 5693, top1_acc: 0.6867, top5_acc: 0.8984, loss_cls: 1.3150, loss: 1.3150, grad_norm: 7.1979 2021-02-17 21:21:03,173 - mmaction - INFO - Epoch [30][100/241] lr: 1.000e-04, eta: 1:14:27, time: 1.244, data_time: 0.021, memory: 5693, top1_acc: 0.7023, top5_acc: 0.9117, loss_cls: 1.2459, loss: 1.2459, grad_norm: 7.1143 2021-02-17 21:21:28,434 - mmaction - INFO - Epoch [30][120/241] lr: 1.000e-04, eta: 1:14:14, time: 1.267, data_time: 0.033, memory: 5693, top1_acc: 0.6953, top5_acc: 0.9047, loss_cls: 1.3038, loss: 1.3038, grad_norm: 7.3187 2021-02-17 21:21:59,136 - mmaction - INFO - Epoch [30][140/241] lr: 1.000e-04, eta: 1:14:04, time: 1.542, data_time: 0.022, memory: 5693, top1_acc: 0.7031, top5_acc: 0.8984, loss_cls: 1.2703, loss: 1.2703, grad_norm: 7.2693 2021-02-17 21:22:26,023 - mmaction - INFO - Epoch [30][160/241] lr: 1.000e-04, eta: 1:13:52, time: 1.338, data_time: 0.019, memory: 5693, top1_acc: 0.7016, top5_acc: 0.9031, loss_cls: 1.2910, loss: 1.2910, grad_norm: 7.3144 2021-02-17 21:22:50,423 - mmaction - INFO - Epoch [30][180/241] lr: 1.000e-04, eta: 1:13:39, time: 1.221, data_time: 0.036, memory: 5693, top1_acc: 0.7031, top5_acc: 0.8906, loss_cls: 1.2895, loss: 1.2895, grad_norm: 7.2639 2021-02-17 21:23:30,564 - mmaction - INFO - Epoch [30][200/241] lr: 1.000e-04, eta: 1:13:35, time: 2.013, data_time: 0.164, memory: 5693, top1_acc: 0.6891, top5_acc: 0.9055, loss_cls: 1.2577, loss: 1.2577, grad_norm: 7.3160 2021-02-17 21:24:00,918 - mmaction - INFO - Epoch [30][220/241] lr: 1.000e-04, eta: 1:13:25, time: 1.510, data_time: 0.020, memory: 5693, top1_acc: 0.6859, top5_acc: 0.9023, loss_cls: 1.2649, loss: 1.2649, grad_norm: 7.5938 2021-02-17 21:24:30,947 - mmaction - INFO - Epoch [30][240/241] lr: 1.000e-04, eta: 1:13:15, time: 1.507, data_time: 0.022, memory: 5693, top1_acc: 0.7055, top5_acc: 0.9062, loss_cls: 1.2284, loss: 1.2284, grad_norm: 7.2608 2021-02-17 21:24:35,642 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-02-17 21:35:51,791 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-17 21:35:52,158 - mmaction - INFO - top1_acc 0.7541 top5_acc 0.9381 2021-02-17 21:35:52,159 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-17 21:35:52,183 - mmaction - INFO - mean_acc 0.7340 2021-02-17 21:35:52,190 - mmaction - INFO - Epoch(val) [30][241] top1_acc: 0.7541, top5_acc: 0.9381, mean_class_accuracy: 0.7340 2021-02-17 21:37:35,904 - mmaction - INFO - Epoch [31][20/241] lr: 1.000e-04, eta: 1:13:52, time: 5.171, data_time: 3.788, memory: 5693, top1_acc: 0.6898, top5_acc: 0.8977, loss_cls: 1.3199, loss: 1.3199, grad_norm: 7.5797 2021-02-17 21:38:03,362 - mmaction - INFO - Epoch [31][40/241] lr: 1.000e-04, eta: 1:13:39, time: 1.385, data_time: 0.026, memory: 5693, top1_acc: 0.6773, top5_acc: 0.8852, loss_cls: 1.3804, loss: 1.3804, grad_norm: 7.6856 2021-02-17 21:38:30,181 - mmaction - INFO - Epoch [31][60/241] lr: 1.000e-04, eta: 1:13:26, time: 1.335, data_time: 0.013, memory: 5693, top1_acc: 0.7125, top5_acc: 0.9078, loss_cls: 1.1970, loss: 1.1970, grad_norm: 6.9657 2021-02-17 21:38:56,694 - mmaction - INFO - Epoch [31][80/241] lr: 1.000e-04, eta: 1:13:13, time: 1.306, data_time: 0.010, memory: 5693, top1_acc: 0.6953, top5_acc: 0.9117, loss_cls: 1.2562, loss: 1.2562, grad_norm: 7.4390 2021-02-17 21:39:23,371 - mmaction - INFO - Epoch [31][100/241] lr: 1.000e-04, eta: 1:13:00, time: 1.352, data_time: 0.038, memory: 5693, top1_acc: 0.6828, top5_acc: 0.8969, loss_cls: 1.3086, loss: 1.3086, grad_norm: 7.2001 2021-02-17 21:39:43,625 - mmaction - INFO - Epoch [31][120/241] lr: 1.000e-04, eta: 1:12:42, time: 0.998, data_time: 0.013, memory: 5693, top1_acc: 0.6641, top5_acc: 0.8914, loss_cls: 1.3635, loss: 1.3635, grad_norm: 7.7000 2021-02-17 21:40:14,639 - mmaction - INFO - Epoch [31][140/241] lr: 1.000e-04, eta: 1:12:31, time: 1.546, data_time: 0.026, memory: 5693, top1_acc: 0.6789, top5_acc: 0.8977, loss_cls: 1.3329, loss: 1.3329, grad_norm: 7.5971 2021-02-17 21:40:39,222 - mmaction - INFO - Epoch [31][160/241] lr: 1.000e-04, eta: 1:12:17, time: 1.240, data_time: 0.035, memory: 5693, top1_acc: 0.6719, top5_acc: 0.8961, loss_cls: 1.3138, loss: 1.3138, grad_norm: 7.3930 2021-02-17 21:41:05,561 - mmaction - INFO - Epoch [31][180/241] lr: 1.000e-04, eta: 1:12:03, time: 1.319, data_time: 0.041, memory: 5693, top1_acc: 0.7023, top5_acc: 0.8969, loss_cls: 1.2819, loss: 1.2819, grad_norm: 7.3848 2021-02-17 21:41:36,575 - mmaction - INFO - Epoch [31][200/241] lr: 1.000e-04, eta: 1:11:52, time: 1.541, data_time: 0.028, memory: 5693, top1_acc: 0.6891, top5_acc: 0.9055, loss_cls: 1.2723, loss: 1.2723, grad_norm: 7.4993 2021-02-17 21:42:01,792 - mmaction - INFO - Epoch [31][220/241] lr: 1.000e-04, eta: 1:11:37, time: 1.262, data_time: 0.033, memory: 5693, top1_acc: 0.6945, top5_acc: 0.8953, loss_cls: 1.2798, loss: 1.2798, grad_norm: 7.3871 2021-02-17 21:42:28,051 - mmaction - INFO - Epoch [31][240/241] lr: 1.000e-04, eta: 1:11:23, time: 1.317, data_time: 0.025, memory: 5693, top1_acc: 0.6773, top5_acc: 0.8969, loss_cls: 1.2640, loss: 1.2640, grad_norm: 7.2644 2021-02-17 21:42:31,229 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-02-17 21:44:20,926 - mmaction - INFO - Epoch [32][20/241] lr: 1.000e-04, eta: 1:11:57, time: 5.403, data_time: 3.571, memory: 5693, top1_acc: 0.6789, top5_acc: 0.8898, loss_cls: 1.3233, loss: 1.3233, grad_norm: 7.5816 2021-02-17 21:44:46,271 - mmaction - INFO - Epoch [32][40/241] lr: 1.000e-04, eta: 1:11:42, time: 1.269, data_time: 0.039, memory: 5693, top1_acc: 0.7023, top5_acc: 0.9109, loss_cls: 1.2655, loss: 1.2655, grad_norm: 7.3304 2021-02-17 21:45:16,060 - mmaction - INFO - Epoch [32][60/241] lr: 1.000e-04, eta: 1:11:30, time: 1.494, data_time: 0.012, memory: 5693, top1_acc: 0.6953, top5_acc: 0.8984, loss_cls: 1.2980, loss: 1.2980, grad_norm: 7.4551 2021-02-17 21:45:42,040 - mmaction - INFO - Epoch [32][80/241] lr: 1.000e-04, eta: 1:11:15, time: 1.285, data_time: 0.016, memory: 5693, top1_acc: 0.7016, top5_acc: 0.9148, loss_cls: 1.2400, loss: 1.2400, grad_norm: 7.1939 2021-02-17 21:46:10,454 - mmaction - INFO - Epoch [32][100/241] lr: 1.000e-04, eta: 1:11:01, time: 1.414, data_time: 0.042, memory: 5693, top1_acc: 0.6867, top5_acc: 0.9078, loss_cls: 1.2584, loss: 1.2584, grad_norm: 7.5425 2021-02-17 21:46:34,042 - mmaction - INFO - Epoch [32][120/241] lr: 1.000e-04, eta: 1:10:45, time: 1.200, data_time: 0.030, memory: 5693, top1_acc: 0.6813, top5_acc: 0.8992, loss_cls: 1.2915, loss: 1.2915, grad_norm: 7.4419 2021-02-17 21:46:59,745 - mmaction - INFO - Epoch [32][140/241] lr: 1.000e-04, eta: 1:10:30, time: 1.276, data_time: 0.005, memory: 5693, top1_acc: 0.7055, top5_acc: 0.9031, loss_cls: 1.2754, loss: 1.2754, grad_norm: 7.4071 2021-02-17 21:47:23,125 - mmaction - INFO - Epoch [32][160/241] lr: 1.000e-04, eta: 1:10:14, time: 1.180, data_time: 0.013, memory: 5693, top1_acc: 0.6914, top5_acc: 0.8969, loss_cls: 1.2826, loss: 1.2826, grad_norm: 7.3852 2021-02-17 21:47:45,744 - mmaction - INFO - Epoch [32][180/241] lr: 1.000e-04, eta: 1:09:56, time: 1.131, data_time: 0.004, memory: 5693, top1_acc: 0.7281, top5_acc: 0.9164, loss_cls: 1.1736, loss: 1.1736, grad_norm: 6.9788 2021-02-17 21:48:14,050 - mmaction - INFO - Epoch [32][200/241] lr: 1.000e-04, eta: 1:09:43, time: 1.403, data_time: 0.013, memory: 5693, top1_acc: 0.6859, top5_acc: 0.9000, loss_cls: 1.2786, loss: 1.2786, grad_norm: 7.3865 2021-02-17 21:48:43,082 - mmaction - INFO - Epoch [32][220/241] lr: 1.000e-04, eta: 1:09:29, time: 1.454, data_time: 0.019, memory: 5693, top1_acc: 0.6906, top5_acc: 0.8992, loss_cls: 1.2982, loss: 1.2982, grad_norm: 7.3692 2021-02-17 21:49:09,281 - mmaction - INFO - Epoch [32][240/241] lr: 1.000e-04, eta: 1:09:14, time: 1.314, data_time: 0.012, memory: 5693, top1_acc: 0.6820, top5_acc: 0.8992, loss_cls: 1.3141, loss: 1.3141, grad_norm: 7.2477 2021-02-17 21:49:14,109 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-02-17 21:51:05,938 - mmaction - INFO - Epoch [33][20/241] lr: 1.000e-04, eta: 1:09:44, time: 5.527, data_time: 3.578, memory: 5693, top1_acc: 0.6945, top5_acc: 0.9078, loss_cls: 1.2592, loss: 1.2592, grad_norm: 7.4224 2021-02-17 21:51:32,733 - mmaction - INFO - Epoch [33][40/241] lr: 1.000e-04, eta: 1:09:29, time: 1.343, data_time: 0.029, memory: 5693, top1_acc: 0.7063, top5_acc: 0.8945, loss_cls: 1.2672, loss: 1.2672, grad_norm: 7.1616 2021-02-17 21:51:57,373 - mmaction - INFO - Epoch [33][60/241] lr: 1.000e-04, eta: 1:09:13, time: 1.235, data_time: 0.012, memory: 5693, top1_acc: 0.6719, top5_acc: 0.9086, loss_cls: 1.3241, loss: 1.3241, grad_norm: 7.5765 2021-02-17 21:52:20,519 - mmaction - INFO - Epoch [33][80/241] lr: 1.000e-04, eta: 1:08:55, time: 1.146, data_time: 0.021, memory: 5693, top1_acc: 0.6742, top5_acc: 0.9016, loss_cls: 1.3087, loss: 1.3087, grad_norm: 7.4087 2021-02-17 21:52:52,937 - mmaction - INFO - Epoch [33][100/241] lr: 1.000e-04, eta: 1:08:43, time: 1.621, data_time: 0.015, memory: 5693, top1_acc: 0.7086, top5_acc: 0.9109, loss_cls: 1.2146, loss: 1.2146, grad_norm: 7.4423 2021-02-17 21:53:22,281 - mmaction - INFO - Epoch [33][120/241] lr: 1.000e-04, eta: 1:08:29, time: 1.463, data_time: 0.014, memory: 5693, top1_acc: 0.6906, top5_acc: 0.8984, loss_cls: 1.2816, loss: 1.2816, grad_norm: 7.4359 2021-02-17 21:53:50,547 - mmaction - INFO - Epoch [33][140/241] lr: 1.000e-04, eta: 1:08:14, time: 1.420, data_time: 0.020, memory: 5693, top1_acc: 0.6797, top5_acc: 0.8953, loss_cls: 1.3113, loss: 1.3113, grad_norm: 7.5368 2021-02-17 21:54:25,594 - mmaction - INFO - Epoch [33][160/241] lr: 1.000e-04, eta: 1:08:03, time: 1.745, data_time: 0.114, memory: 5693, top1_acc: 0.6875, top5_acc: 0.8922, loss_cls: 1.3144, loss: 1.3144, grad_norm: 7.5544 2021-02-17 21:54:55,067 - mmaction - INFO - Epoch [33][180/241] lr: 1.000e-04, eta: 1:07:48, time: 1.477, data_time: 0.030, memory: 5693, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.3323, loss: 1.3323, grad_norm: 7.3943 2021-02-17 21:55:27,163 - mmaction - INFO - Epoch [33][200/241] lr: 1.000e-04, eta: 1:07:35, time: 1.607, data_time: 0.056, memory: 5693, top1_acc: 0.6797, top5_acc: 0.9086, loss_cls: 1.2463, loss: 1.2463, grad_norm: 7.2264 2021-02-17 21:55:50,101 - mmaction - INFO - Epoch [33][220/241] lr: 1.000e-04, eta: 1:07:17, time: 1.147, data_time: 0.012, memory: 5693, top1_acc: 0.6906, top5_acc: 0.8961, loss_cls: 1.2766, loss: 1.2766, grad_norm: 7.3521 2021-02-17 21:56:09,381 - mmaction - INFO - Epoch [33][240/241] lr: 1.000e-04, eta: 1:06:58, time: 0.968, data_time: 0.011, memory: 5693, top1_acc: 0.6922, top5_acc: 0.8898, loss_cls: 1.2931, loss: 1.2931, grad_norm: 7.4969 2021-02-17 21:56:13,085 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-02-17 21:58:00,523 - mmaction - INFO - Epoch [34][20/241] lr: 1.000e-04, eta: 1:07:20, time: 5.258, data_time: 3.668, memory: 5693, top1_acc: 0.6836, top5_acc: 0.8969, loss_cls: 1.3065, loss: 1.3065, grad_norm: 7.3608 2021-02-17 21:58:27,791 - mmaction - INFO - Epoch [34][40/241] lr: 1.000e-04, eta: 1:07:04, time: 1.370, data_time: 0.036, memory: 5693, top1_acc: 0.6680, top5_acc: 0.8859, loss_cls: 1.3462, loss: 1.3462, grad_norm: 7.4776 2021-02-17 21:58:56,194 - mmaction - INFO - Epoch [34][60/241] lr: 1.000e-04, eta: 1:06:49, time: 1.434, data_time: 0.024, memory: 5693, top1_acc: 0.6813, top5_acc: 0.8992, loss_cls: 1.2717, loss: 1.2717, grad_norm: 7.2090 2021-02-17 21:59:22,210 - mmaction - INFO - Epoch [34][80/241] lr: 1.000e-04, eta: 1:06:32, time: 1.289, data_time: 0.008, memory: 5693, top1_acc: 0.7008, top5_acc: 0.8945, loss_cls: 1.2872, loss: 1.2872, grad_norm: 7.4169 2021-02-17 21:59:46,347 - mmaction - INFO - Epoch [34][100/241] lr: 1.000e-04, eta: 1:06:14, time: 1.194, data_time: 0.016, memory: 5693, top1_acc: 0.7008, top5_acc: 0.9008, loss_cls: 1.2903, loss: 1.2903, grad_norm: 7.3548 2021-02-17 22:00:27,836 - mmaction - INFO - Epoch [34][120/241] lr: 1.000e-04, eta: 1:06:05, time: 2.088, data_time: 0.136, memory: 5693, top1_acc: 0.7039, top5_acc: 0.9055, loss_cls: 1.2458, loss: 1.2458, grad_norm: 7.3368 2021-02-17 22:00:50,120 - mmaction - INFO - Epoch [34][140/241] lr: 1.000e-04, eta: 1:05:46, time: 1.120, data_time: 0.015, memory: 5693, top1_acc: 0.6914, top5_acc: 0.8930, loss_cls: 1.2900, loss: 1.2900, grad_norm: 7.3433 2021-02-17 22:01:19,699 - mmaction - INFO - Epoch [34][160/241] lr: 1.000e-04, eta: 1:05:31, time: 1.478, data_time: 0.009, memory: 5693, top1_acc: 0.6867, top5_acc: 0.9172, loss_cls: 1.2542, loss: 1.2542, grad_norm: 7.0872 2021-02-17 22:01:45,308 - mmaction - INFO - Epoch [34][180/241] lr: 1.000e-04, eta: 1:05:14, time: 1.253, data_time: 0.012, memory: 5693, top1_acc: 0.7047, top5_acc: 0.9102, loss_cls: 1.2497, loss: 1.2497, grad_norm: 7.3586 2021-02-17 22:02:11,454 - mmaction - INFO - Epoch [34][200/241] lr: 1.000e-04, eta: 1:04:57, time: 1.340, data_time: 0.036, memory: 5693, top1_acc: 0.7000, top5_acc: 0.9117, loss_cls: 1.2568, loss: 1.2568, grad_norm: 7.3709 2021-02-17 22:02:37,622 - mmaction - INFO - Epoch [34][220/241] lr: 1.000e-04, eta: 1:04:40, time: 1.301, data_time: 0.023, memory: 5693, top1_acc: 0.6867, top5_acc: 0.9078, loss_cls: 1.2773, loss: 1.2773, grad_norm: 7.4619 2021-02-17 22:03:01,712 - mmaction - INFO - Epoch [34][240/241] lr: 1.000e-04, eta: 1:04:22, time: 1.212, data_time: 0.016, memory: 5693, top1_acc: 0.7023, top5_acc: 0.8930, loss_cls: 1.2978, loss: 1.2978, grad_norm: 7.5126 2021-02-17 22:03:06,147 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-02-17 22:04:46,719 - mmaction - INFO - Epoch [35][20/241] lr: 1.000e-04, eta: 1:04:35, time: 4.736, data_time: 3.202, memory: 5693, top1_acc: 0.6992, top5_acc: 0.8898, loss_cls: 1.2629, loss: 1.2629, grad_norm: 7.3458 2021-02-17 22:05:09,661 - mmaction - INFO - Epoch [35][40/241] lr: 1.000e-04, eta: 1:04:16, time: 1.149, data_time: 0.026, memory: 5693, top1_acc: 0.7055, top5_acc: 0.9062, loss_cls: 1.2484, loss: 1.2484, grad_norm: 7.3111 2021-02-17 22:05:31,451 - mmaction - INFO - Epoch [35][60/241] lr: 1.000e-04, eta: 1:03:57, time: 1.083, data_time: 0.010, memory: 5693, top1_acc: 0.6781, top5_acc: 0.9016, loss_cls: 1.3144, loss: 1.3144, grad_norm: 7.3981 2021-02-17 22:06:09,764 - mmaction - INFO - Epoch [35][80/241] lr: 1.000e-04, eta: 1:03:45, time: 1.908, data_time: 0.014, memory: 5693, top1_acc: 0.6977, top5_acc: 0.8953, loss_cls: 1.2607, loss: 1.2607, grad_norm: 7.2043 2021-02-17 22:06:35,742 - mmaction - INFO - Epoch [35][100/241] lr: 1.000e-04, eta: 1:03:27, time: 1.314, data_time: 0.020, memory: 5693, top1_acc: 0.6727, top5_acc: 0.9023, loss_cls: 1.2937, loss: 1.2937, grad_norm: 7.4744 2021-02-17 22:07:03,576 - mmaction - INFO - Epoch [35][120/241] lr: 1.000e-04, eta: 1:03:10, time: 1.379, data_time: 0.009, memory: 5693, top1_acc: 0.7039, top5_acc: 0.9094, loss_cls: 1.2715, loss: 1.2715, grad_norm: 7.2673 2021-02-17 22:07:23,838 - mmaction - INFO - Epoch [35][140/241] lr: 1.000e-04, eta: 1:02:50, time: 1.026, data_time: 0.019, memory: 5693, top1_acc: 0.6508, top5_acc: 0.8805, loss_cls: 1.3782, loss: 1.3782, grad_norm: 7.7375 2021-02-17 22:07:45,261 - mmaction - INFO - Epoch [35][160/241] lr: 1.000e-04, eta: 1:02:30, time: 1.054, data_time: 0.018, memory: 5693, top1_acc: 0.6930, top5_acc: 0.9133, loss_cls: 1.2393, loss: 1.2393, grad_norm: 7.4586 2021-02-17 22:08:11,393 - mmaction - INFO - Epoch [35][180/241] lr: 1.000e-04, eta: 1:02:12, time: 1.312, data_time: 0.022, memory: 5693, top1_acc: 0.6797, top5_acc: 0.9016, loss_cls: 1.2662, loss: 1.2662, grad_norm: 7.4371 2021-02-17 22:08:39,342 - mmaction - INFO - Epoch [35][200/241] lr: 1.000e-04, eta: 1:01:55, time: 1.402, data_time: 0.024, memory: 5693, top1_acc: 0.6969, top5_acc: 0.9016, loss_cls: 1.2638, loss: 1.2638, grad_norm: 7.2267 2021-02-17 22:09:02,550 - mmaction - INFO - Epoch [35][220/241] lr: 1.000e-04, eta: 1:01:36, time: 1.155, data_time: 0.019, memory: 5693, top1_acc: 0.6852, top5_acc: 0.8914, loss_cls: 1.2822, loss: 1.2822, grad_norm: 7.5702 2021-02-17 22:09:25,001 - mmaction - INFO - Epoch [35][240/241] lr: 1.000e-04, eta: 1:01:17, time: 1.132, data_time: 0.016, memory: 5693, top1_acc: 0.7055, top5_acc: 0.9055, loss_cls: 1.2535, loss: 1.2535, grad_norm: 7.5478 2021-02-17 22:09:28,510 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-02-17 22:19:04,193 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-17 22:19:04,779 - mmaction - INFO - top1_acc 0.7522 top5_acc 0.9385 2021-02-17 22:19:04,780 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-17 22:19:04,844 - mmaction - INFO - mean_acc 0.7312 2021-02-17 22:19:04,851 - mmaction - INFO - Epoch(val) [35][241] top1_acc: 0.7522, top5_acc: 0.9385, mean_class_accuracy: 0.7312 2021-02-17 22:20:55,978 - mmaction - INFO - Epoch [36][20/241] lr: 1.000e-04, eta: 1:01:33, time: 5.546, data_time: 4.227, memory: 5693, top1_acc: 0.7008, top5_acc: 0.9016, loss_cls: 1.2501, loss: 1.2501, grad_norm: 7.3462 2021-02-17 22:21:18,358 - mmaction - INFO - Epoch [36][40/241] lr: 1.000e-04, eta: 1:01:14, time: 1.124, data_time: 0.042, memory: 5693, top1_acc: 0.6805, top5_acc: 0.8883, loss_cls: 1.2760, loss: 1.2760, grad_norm: 7.4085 2021-02-17 22:21:42,437 - mmaction - INFO - Epoch [36][60/241] lr: 1.000e-04, eta: 1:00:55, time: 1.185, data_time: 0.019, memory: 5693, top1_acc: 0.6836, top5_acc: 0.8922, loss_cls: 1.2770, loss: 1.2770, grad_norm: 7.2845 2021-02-17 22:22:18,573 - mmaction - INFO - Epoch [36][80/241] lr: 1.000e-04, eta: 1:00:40, time: 1.817, data_time: 0.346, memory: 5693, top1_acc: 0.7031, top5_acc: 0.9125, loss_cls: 1.2199, loss: 1.2199, grad_norm: 7.2776 2021-02-17 22:22:54,773 - mmaction - INFO - Epoch [36][100/241] lr: 1.000e-04, eta: 1:00:26, time: 1.812, data_time: 0.015, memory: 5693, top1_acc: 0.7094, top5_acc: 0.8992, loss_cls: 1.2430, loss: 1.2430, grad_norm: 7.3238 2021-02-17 22:23:32,813 - mmaction - INFO - Epoch [36][120/241] lr: 1.000e-04, eta: 1:00:13, time: 1.904, data_time: 0.137, memory: 5693, top1_acc: 0.7125, top5_acc: 0.9250, loss_cls: 1.1689, loss: 1.1689, grad_norm: 7.1112 2021-02-17 22:24:11,393 - mmaction - INFO - Epoch [36][140/241] lr: 1.000e-04, eta: 0:59:59, time: 1.936, data_time: 0.016, memory: 5693, top1_acc: 0.6969, top5_acc: 0.9062, loss_cls: 1.2587, loss: 1.2587, grad_norm: 7.5490 2021-02-17 22:24:56,891 - mmaction - INFO - Epoch [36][160/241] lr: 1.000e-04, eta: 0:59:49, time: 2.265, data_time: 0.007, memory: 5693, top1_acc: 0.7117, top5_acc: 0.9125, loss_cls: 1.2229, loss: 1.2229, grad_norm: 7.4531 2021-02-17 22:25:27,926 - mmaction - INFO - Epoch [36][180/241] lr: 1.000e-04, eta: 0:59:32, time: 1.563, data_time: 0.025, memory: 5693, top1_acc: 0.6984, top5_acc: 0.9078, loss_cls: 1.2661, loss: 1.2661, grad_norm: 7.5390 2021-02-17 22:25:57,911 - mmaction - INFO - Epoch [36][200/241] lr: 1.000e-04, eta: 0:59:15, time: 1.488, data_time: 0.019, memory: 5693, top1_acc: 0.6930, top5_acc: 0.8914, loss_cls: 1.3291, loss: 1.3291, grad_norm: 7.4766 2021-02-17 22:26:18,464 - mmaction - INFO - Epoch [36][220/241] lr: 1.000e-04, eta: 0:58:54, time: 1.020, data_time: 0.016, memory: 5693, top1_acc: 0.6805, top5_acc: 0.9000, loss_cls: 1.3048, loss: 1.3048, grad_norm: 7.5389 2021-02-17 22:26:45,235 - mmaction - INFO - Epoch [36][240/241] lr: 1.000e-04, eta: 0:58:35, time: 1.357, data_time: 0.036, memory: 5693, top1_acc: 0.6961, top5_acc: 0.8977, loss_cls: 1.2497, loss: 1.2497, grad_norm: 7.3213 2021-02-17 22:26:47,309 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-02-17 22:28:44,339 - mmaction - INFO - Epoch [37][20/241] lr: 1.000e-04, eta: 0:58:50, time: 5.765, data_time: 3.701, memory: 5693, top1_acc: 0.7078, top5_acc: 0.9070, loss_cls: 1.2196, loss: 1.2196, grad_norm: 7.1578 2021-02-17 22:29:05,436 - mmaction - INFO - Epoch [37][40/241] lr: 1.000e-04, eta: 0:58:29, time: 1.067, data_time: 0.093, memory: 5693, top1_acc: 0.7273, top5_acc: 0.9078, loss_cls: 1.1958, loss: 1.1958, grad_norm: 7.2953 2021-02-17 22:29:28,870 - mmaction - INFO - Epoch [37][60/241] lr: 1.000e-04, eta: 0:58:08, time: 1.170, data_time: 0.006, memory: 5693, top1_acc: 0.6820, top5_acc: 0.9000, loss_cls: 1.2428, loss: 1.2428, grad_norm: 7.1723 2021-02-17 22:29:50,474 - mmaction - INFO - Epoch [37][80/241] lr: 1.000e-04, eta: 0:57:48, time: 1.074, data_time: 0.006, memory: 5693, top1_acc: 0.6898, top5_acc: 0.9000, loss_cls: 1.2527, loss: 1.2527, grad_norm: 7.2210 2021-02-17 22:30:17,291 - mmaction - INFO - Epoch [37][100/241] lr: 1.000e-04, eta: 0:57:29, time: 1.343, data_time: 0.016, memory: 5693, top1_acc: 0.6906, top5_acc: 0.9039, loss_cls: 1.2443, loss: 1.2443, grad_norm: 7.4684 2021-02-17 22:30:55,689 - mmaction - INFO - Epoch [37][120/241] lr: 1.000e-04, eta: 0:57:14, time: 1.906, data_time: 0.117, memory: 5693, top1_acc: 0.7047, top5_acc: 0.9023, loss_cls: 1.2308, loss: 1.2308, grad_norm: 7.2751 2021-02-17 22:31:27,231 - mmaction - INFO - Epoch [37][140/241] lr: 1.000e-04, eta: 0:56:57, time: 1.590, data_time: 0.025, memory: 5693, top1_acc: 0.6844, top5_acc: 0.9039, loss_cls: 1.2664, loss: 1.2664, grad_norm: 7.4877 2021-02-17 22:32:06,187 - mmaction - INFO - Epoch [37][160/241] lr: 1.000e-04, eta: 0:56:42, time: 1.939, data_time: 0.056, memory: 5693, top1_acc: 0.6891, top5_acc: 0.8961, loss_cls: 1.3223, loss: 1.3223, grad_norm: 7.5711 2021-02-17 22:32:48,024 - mmaction - INFO - Epoch [37][180/241] lr: 1.000e-04, eta: 0:56:28, time: 2.104, data_time: 0.023, memory: 5693, top1_acc: 0.7094, top5_acc: 0.9086, loss_cls: 1.2387, loss: 1.2387, grad_norm: 7.2787 2021-02-17 22:33:35,174 - mmaction - INFO - Epoch [37][200/241] lr: 1.000e-04, eta: 0:56:16, time: 2.354, data_time: 0.019, memory: 5693, top1_acc: 0.6922, top5_acc: 0.9086, loss_cls: 1.2650, loss: 1.2650, grad_norm: 7.4826 2021-02-17 22:34:16,308 - mmaction - INFO - Epoch [37][220/241] lr: 1.000e-04, eta: 0:56:02, time: 2.047, data_time: 0.034, memory: 5693, top1_acc: 0.6727, top5_acc: 0.8836, loss_cls: 1.3001, loss: 1.3001, grad_norm: 7.3237 2021-02-17 22:35:00,714 - mmaction - INFO - Epoch [37][240/241] lr: 1.000e-04, eta: 0:55:49, time: 2.221, data_time: 0.134, memory: 5693, top1_acc: 0.6992, top5_acc: 0.9047, loss_cls: 1.2435, loss: 1.2435, grad_norm: 7.1902 2021-02-17 22:35:04,971 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-02-17 22:36:51,458 - mmaction - INFO - Epoch [38][20/241] lr: 1.000e-04, eta: 0:55:55, time: 5.244, data_time: 3.399, memory: 5693, top1_acc: 0.7023, top5_acc: 0.9023, loss_cls: 1.2556, loss: 1.2556, grad_norm: 7.3197 2021-02-17 22:37:23,870 - mmaction - INFO - Epoch [38][40/241] lr: 1.000e-04, eta: 0:55:37, time: 1.599, data_time: 0.059, memory: 5693, top1_acc: 0.7109, top5_acc: 0.9117, loss_cls: 1.2170, loss: 1.2170, grad_norm: 7.2862 2021-02-17 22:37:50,108 - mmaction - INFO - Epoch [38][60/241] lr: 1.000e-04, eta: 0:55:17, time: 1.320, data_time: 0.029, memory: 5693, top1_acc: 0.6977, top5_acc: 0.8984, loss_cls: 1.2342, loss: 1.2342, grad_norm: 7.3662 2021-02-17 22:38:17,795 - mmaction - INFO - Epoch [38][80/241] lr: 1.000e-04, eta: 0:54:58, time: 1.381, data_time: 0.045, memory: 5693, top1_acc: 0.6992, top5_acc: 0.9117, loss_cls: 1.2374, loss: 1.2374, grad_norm: 7.3091 2021-02-17 22:38:44,631 - mmaction - INFO - Epoch [38][100/241] lr: 1.000e-04, eta: 0:54:38, time: 1.339, data_time: 0.034, memory: 5693, top1_acc: 0.6961, top5_acc: 0.9039, loss_cls: 1.2878, loss: 1.2878, grad_norm: 7.5790 2021-02-17 22:39:13,310 - mmaction - INFO - Epoch [38][120/241] lr: 1.000e-04, eta: 0:54:19, time: 1.427, data_time: 0.023, memory: 5693, top1_acc: 0.6820, top5_acc: 0.8859, loss_cls: 1.3135, loss: 1.3135, grad_norm: 7.5644 2021-02-17 22:39:40,687 - mmaction - INFO - Epoch [38][140/241] lr: 1.000e-04, eta: 0:53:59, time: 1.381, data_time: 0.044, memory: 5693, top1_acc: 0.7055, top5_acc: 0.9047, loss_cls: 1.2325, loss: 1.2325, grad_norm: 7.2185 2021-02-17 22:40:05,416 - mmaction - INFO - Epoch [38][160/241] lr: 1.000e-04, eta: 0:53:38, time: 1.242, data_time: 0.014, memory: 5693, top1_acc: 0.7180, top5_acc: 0.9008, loss_cls: 1.2285, loss: 1.2285, grad_norm: 7.3472 2021-02-17 22:40:27,238 - mmaction - INFO - Epoch [38][180/241] lr: 1.000e-04, eta: 0:53:17, time: 1.074, data_time: 0.009, memory: 5693, top1_acc: 0.7000, top5_acc: 0.8930, loss_cls: 1.2814, loss: 1.2814, grad_norm: 7.4438 2021-02-17 22:40:57,474 - mmaction - INFO - Epoch [38][200/241] lr: 1.000e-04, eta: 0:52:58, time: 1.523, data_time: 0.027, memory: 5693, top1_acc: 0.6875, top5_acc: 0.8945, loss_cls: 1.2996, loss: 1.2996, grad_norm: 7.5289 2021-02-17 22:41:24,650 - mmaction - INFO - Epoch [38][220/241] lr: 1.000e-04, eta: 0:52:38, time: 1.359, data_time: 0.017, memory: 5693, top1_acc: 0.6797, top5_acc: 0.8820, loss_cls: 1.3425, loss: 1.3425, grad_norm: 7.5463 2021-02-17 22:42:10,499 - mmaction - INFO - Epoch [38][240/241] lr: 1.000e-04, eta: 0:52:24, time: 2.295, data_time: 0.854, memory: 5693, top1_acc: 0.6969, top5_acc: 0.8984, loss_cls: 1.2456, loss: 1.2456, grad_norm: 7.4199 2021-02-17 22:42:15,597 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-02-17 22:44:01,814 - mmaction - INFO - Epoch [39][20/241] lr: 1.000e-04, eta: 0:52:26, time: 5.207, data_time: 3.841, memory: 5693, top1_acc: 0.7000, top5_acc: 0.8977, loss_cls: 1.2588, loss: 1.2588, grad_norm: 7.3873 2021-02-17 22:44:25,877 - mmaction - INFO - Epoch [39][40/241] lr: 1.000e-04, eta: 0:52:05, time: 1.189, data_time: 0.023, memory: 5693, top1_acc: 0.6859, top5_acc: 0.8922, loss_cls: 1.3020, loss: 1.3020, grad_norm: 7.5618 2021-02-17 22:44:51,622 - mmaction - INFO - Epoch [39][60/241] lr: 1.000e-04, eta: 0:51:44, time: 1.302, data_time: 0.031, memory: 5693, top1_acc: 0.7023, top5_acc: 0.9047, loss_cls: 1.2433, loss: 1.2433, grad_norm: 7.3091 2021-02-17 22:45:19,313 - mmaction - INFO - Epoch [39][80/241] lr: 1.000e-04, eta: 0:51:24, time: 1.378, data_time: 0.016, memory: 5693, top1_acc: 0.7023, top5_acc: 0.9008, loss_cls: 1.2605, loss: 1.2605, grad_norm: 7.5630 2021-02-17 22:45:45,075 - mmaction - INFO - Epoch [39][100/241] lr: 1.000e-04, eta: 0:51:03, time: 1.291, data_time: 0.009, memory: 5693, top1_acc: 0.6875, top5_acc: 0.9000, loss_cls: 1.2876, loss: 1.2876, grad_norm: 7.5834 2021-02-17 22:46:18,914 - mmaction - INFO - Epoch [39][120/241] lr: 1.000e-04, eta: 0:50:45, time: 1.680, data_time: 0.013, memory: 5693, top1_acc: 0.7016, top5_acc: 0.8992, loss_cls: 1.2886, loss: 1.2886, grad_norm: 7.5775 2021-02-17 22:46:43,863 - mmaction - INFO - Epoch [39][140/241] lr: 1.000e-04, eta: 0:50:24, time: 1.247, data_time: 0.016, memory: 5693, top1_acc: 0.6922, top5_acc: 0.8867, loss_cls: 1.3075, loss: 1.3075, grad_norm: 7.6162 2021-02-17 22:47:36,468 - mmaction - INFO - Epoch [39][160/241] lr: 1.000e-04, eta: 0:50:11, time: 2.635, data_time: 0.023, memory: 5693, top1_acc: 0.6953, top5_acc: 0.8984, loss_cls: 1.2642, loss: 1.2642, grad_norm: 7.6737 2021-02-17 22:48:01,453 - mmaction - INFO - Epoch [39][180/241] lr: 1.000e-04, eta: 0:49:50, time: 1.253, data_time: 0.013, memory: 5693, top1_acc: 0.6953, top5_acc: 0.9203, loss_cls: 1.2519, loss: 1.2519, grad_norm: 7.4979 2021-02-17 22:48:44,905 - mmaction - INFO - Epoch [39][200/241] lr: 1.000e-04, eta: 0:49:34, time: 2.177, data_time: 0.019, memory: 5693, top1_acc: 0.7047, top5_acc: 0.8953, loss_cls: 1.2586, loss: 1.2586, grad_norm: 7.5463 2021-02-17 22:49:31,049 - mmaction - INFO - Epoch [39][220/241] lr: 1.000e-04, eta: 0:49:19, time: 2.286, data_time: 0.020, memory: 5693, top1_acc: 0.6898, top5_acc: 0.9102, loss_cls: 1.2310, loss: 1.2310, grad_norm: 7.2394 2021-02-17 22:50:06,247 - mmaction - INFO - Epoch [39][240/241] lr: 1.000e-04, eta: 0:49:00, time: 1.782, data_time: 0.036, memory: 5693, top1_acc: 0.6969, top5_acc: 0.8961, loss_cls: 1.2549, loss: 1.2549, grad_norm: 7.4652 2021-02-17 22:50:19,205 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-02-17 22:52:12,857 - mmaction - INFO - Epoch [40][20/241] lr: 1.000e-04, eta: 0:49:02, time: 5.603, data_time: 4.153, memory: 5693, top1_acc: 0.6984, top5_acc: 0.9164, loss_cls: 1.2171, loss: 1.2171, grad_norm: 7.4362 2021-02-17 22:52:38,873 - mmaction - INFO - Epoch [40][40/241] lr: 1.000e-04, eta: 0:48:40, time: 1.301, data_time: 0.033, memory: 5693, top1_acc: 0.6766, top5_acc: 0.9031, loss_cls: 1.2558, loss: 1.2558, grad_norm: 7.4524 2021-02-17 22:53:02,179 - mmaction - INFO - Epoch [40][60/241] lr: 1.000e-04, eta: 0:48:18, time: 1.175, data_time: 0.022, memory: 5693, top1_acc: 0.6773, top5_acc: 0.8797, loss_cls: 1.3228, loss: 1.3228, grad_norm: 7.5315 2021-02-17 22:53:26,519 - mmaction - INFO - Epoch [40][80/241] lr: 1.000e-04, eta: 0:47:56, time: 1.210, data_time: 0.011, memory: 5693, top1_acc: 0.6734, top5_acc: 0.9039, loss_cls: 1.2830, loss: 1.2830, grad_norm: 7.5912 2021-02-17 22:53:51,957 - mmaction - INFO - Epoch [40][100/241] lr: 1.000e-04, eta: 0:47:35, time: 1.286, data_time: 0.205, memory: 5693, top1_acc: 0.7031, top5_acc: 0.9086, loss_cls: 1.2178, loss: 1.2178, grad_norm: 7.3368 2021-02-17 22:54:16,357 - mmaction - INFO - Epoch [40][120/241] lr: 1.000e-04, eta: 0:47:13, time: 1.216, data_time: 0.005, memory: 5693, top1_acc: 0.6977, top5_acc: 0.9102, loss_cls: 1.2356, loss: 1.2356, grad_norm: 7.2836 2021-02-17 22:54:41,113 - mmaction - INFO - Epoch [40][140/241] lr: 1.000e-04, eta: 0:46:51, time: 1.244, data_time: 0.009, memory: 5693, top1_acc: 0.6906, top5_acc: 0.8938, loss_cls: 1.3069, loss: 1.3069, grad_norm: 7.7186 2021-02-17 22:55:21,624 - mmaction - INFO - Epoch [40][160/241] lr: 1.000e-04, eta: 0:46:34, time: 2.011, data_time: 0.768, memory: 5693, top1_acc: 0.7070, top5_acc: 0.9086, loss_cls: 1.2215, loss: 1.2215, grad_norm: 7.5512 2021-02-17 22:55:55,826 - mmaction - INFO - Epoch [40][180/241] lr: 1.000e-04, eta: 0:46:14, time: 1.709, data_time: 0.245, memory: 5693, top1_acc: 0.6922, top5_acc: 0.8984, loss_cls: 1.2837, loss: 1.2837, grad_norm: 7.5292 2021-02-17 22:56:25,213 - mmaction - INFO - Epoch [40][200/241] lr: 1.000e-04, eta: 0:45:54, time: 1.477, data_time: 0.020, memory: 5693, top1_acc: 0.6875, top5_acc: 0.9164, loss_cls: 1.2226, loss: 1.2226, grad_norm: 7.2559 2021-02-17 22:56:52,960 - mmaction - INFO - Epoch [40][220/241] lr: 1.000e-04, eta: 0:45:32, time: 1.382, data_time: 0.013, memory: 5693, top1_acc: 0.7031, top5_acc: 0.9023, loss_cls: 1.2405, loss: 1.2405, grad_norm: 7.3859 2021-02-17 22:57:16,394 - mmaction - INFO - Epoch [40][240/241] lr: 1.000e-04, eta: 0:45:10, time: 1.179, data_time: 0.022, memory: 5693, top1_acc: 0.7211, top5_acc: 0.9148, loss_cls: 1.1898, loss: 1.1898, grad_norm: 7.4795 2021-02-17 22:57:19,726 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-02-17 23:07:54,180 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-17 23:07:54,644 - mmaction - INFO - top1_acc 0.7559 top5_acc 0.9370 2021-02-17 23:07:54,650 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-17 23:07:54,918 - mmaction - INFO - mean_acc 0.7359 2021-02-17 23:07:54,923 - mmaction - INFO - Epoch(val) [40][241] top1_acc: 0.7559, top5_acc: 0.9370, mean_class_accuracy: 0.7359 2021-02-17 23:10:25,582 - mmaction - INFO - Epoch [41][20/241] lr: 1.000e-05, eta: 0:45:18, time: 7.512, data_time: 6.027, memory: 5693, top1_acc: 0.7023, top5_acc: 0.9062, loss_cls: 1.2546, loss: 1.2546, grad_norm: 7.5686 2021-02-17 23:10:52,527 - mmaction - INFO - Epoch [41][40/241] lr: 1.000e-05, eta: 0:44:56, time: 1.344, data_time: 0.073, memory: 5693, top1_acc: 0.7000, top5_acc: 0.9078, loss_cls: 1.2270, loss: 1.2270, grad_norm: 7.4438 2021-02-17 23:11:15,658 - mmaction - INFO - Epoch [41][60/241] lr: 1.000e-05, eta: 0:44:34, time: 1.167, data_time: 0.032, memory: 5693, top1_acc: 0.7008, top5_acc: 0.8984, loss_cls: 1.2490, loss: 1.2490, grad_norm: 7.2825 2021-02-17 23:11:39,991 - mmaction - INFO - Epoch [41][80/241] lr: 1.000e-05, eta: 0:44:11, time: 1.210, data_time: 0.019, memory: 5693, top1_acc: 0.6945, top5_acc: 0.8922, loss_cls: 1.2479, loss: 1.2479, grad_norm: 7.4622 2021-02-17 23:12:05,426 - mmaction - INFO - Epoch [41][100/241] lr: 1.000e-05, eta: 0:43:49, time: 1.287, data_time: 0.033, memory: 5693, top1_acc: 0.7070, top5_acc: 0.9055, loss_cls: 1.2160, loss: 1.2160, grad_norm: 7.4696 2021-02-17 23:12:36,822 - mmaction - INFO - Epoch [41][120/241] lr: 1.000e-05, eta: 0:43:28, time: 1.559, data_time: 0.010, memory: 5693, top1_acc: 0.7070, top5_acc: 0.8938, loss_cls: 1.2797, loss: 1.2797, grad_norm: 7.6172 2021-02-17 23:13:07,449 - mmaction - INFO - Epoch [41][140/241] lr: 1.000e-05, eta: 0:43:07, time: 1.530, data_time: 0.014, memory: 5693, top1_acc: 0.7219, top5_acc: 0.9195, loss_cls: 1.1771, loss: 1.1771, grad_norm: 7.3740 2021-02-17 23:13:35,087 - mmaction - INFO - Epoch [41][160/241] lr: 1.000e-05, eta: 0:42:46, time: 1.391, data_time: 0.023, memory: 5693, top1_acc: 0.7094, top5_acc: 0.8938, loss_cls: 1.2582, loss: 1.2582, grad_norm: 7.4770 2021-02-17 23:13:56,085 - mmaction - INFO - Epoch [41][180/241] lr: 1.000e-05, eta: 0:42:22, time: 1.054, data_time: 0.012, memory: 5693, top1_acc: 0.6852, top5_acc: 0.9000, loss_cls: 1.2804, loss: 1.2804, grad_norm: 7.7583 2021-02-17 23:14:18,029 - mmaction - INFO - Epoch [41][200/241] lr: 1.000e-05, eta: 0:41:59, time: 1.095, data_time: 0.020, memory: 5693, top1_acc: 0.7047, top5_acc: 0.9125, loss_cls: 1.2375, loss: 1.2375, grad_norm: 7.3449 2021-02-17 23:14:41,852 - mmaction - INFO - Epoch [41][220/241] lr: 1.000e-05, eta: 0:41:37, time: 1.189, data_time: 0.010, memory: 5693, top1_acc: 0.7125, top5_acc: 0.9047, loss_cls: 1.2472, loss: 1.2472, grad_norm: 7.3121 2021-02-17 23:15:11,747 - mmaction - INFO - Epoch [41][240/241] lr: 1.000e-05, eta: 0:41:16, time: 1.499, data_time: 0.022, memory: 5693, top1_acc: 0.6852, top5_acc: 0.8953, loss_cls: 1.3049, loss: 1.3049, grad_norm: 7.5369 2021-02-17 23:15:37,302 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-02-17 23:17:32,506 - mmaction - INFO - Epoch [42][20/241] lr: 1.000e-05, eta: 0:41:11, time: 5.659, data_time: 4.359, memory: 5693, top1_acc: 0.7000, top5_acc: 0.8977, loss_cls: 1.2943, loss: 1.2943, grad_norm: 7.5612 2021-02-17 23:18:01,193 - mmaction - INFO - Epoch [42][40/241] lr: 1.000e-05, eta: 0:40:49, time: 1.430, data_time: 0.020, memory: 5693, top1_acc: 0.6937, top5_acc: 0.8898, loss_cls: 1.2753, loss: 1.2753, grad_norm: 7.3297 2021-02-17 23:18:29,326 - mmaction - INFO - Epoch [42][60/241] lr: 1.000e-05, eta: 0:40:27, time: 1.418, data_time: 0.269, memory: 5693, top1_acc: 0.7063, top5_acc: 0.9219, loss_cls: 1.1864, loss: 1.1864, grad_norm: 7.4771 2021-02-17 23:18:55,018 - mmaction - INFO - Epoch [42][80/241] lr: 1.000e-05, eta: 0:40:05, time: 1.285, data_time: 0.241, memory: 5693, top1_acc: 0.7086, top5_acc: 0.9102, loss_cls: 1.1953, loss: 1.1953, grad_norm: 7.2143 2021-02-17 23:19:20,239 - mmaction - INFO - Epoch [42][100/241] lr: 1.000e-05, eta: 0:39:42, time: 1.247, data_time: 0.128, memory: 5693, top1_acc: 0.6906, top5_acc: 0.9008, loss_cls: 1.2819, loss: 1.2819, grad_norm: 7.5047 2021-02-17 23:19:45,302 - mmaction - INFO - Epoch [42][120/241] lr: 1.000e-05, eta: 0:39:20, time: 1.260, data_time: 0.023, memory: 5693, top1_acc: 0.7367, top5_acc: 0.9070, loss_cls: 1.1649, loss: 1.1649, grad_norm: 7.1396 2021-02-17 23:20:12,658 - mmaction - INFO - Epoch [42][140/241] lr: 1.000e-05, eta: 0:38:58, time: 1.376, data_time: 0.023, memory: 5693, top1_acc: 0.6844, top5_acc: 0.8992, loss_cls: 1.2862, loss: 1.2862, grad_norm: 7.6589 2021-02-17 23:20:59,425 - mmaction - INFO - Epoch [42][160/241] lr: 1.000e-05, eta: 0:38:39, time: 2.340, data_time: 0.401, memory: 5693, top1_acc: 0.6836, top5_acc: 0.8914, loss_cls: 1.3082, loss: 1.3082, grad_norm: 7.4977 2021-02-17 23:21:25,361 - mmaction - INFO - Epoch [42][180/241] lr: 1.000e-05, eta: 0:38:17, time: 1.293, data_time: 0.004, memory: 5693, top1_acc: 0.7172, top5_acc: 0.9211, loss_cls: 1.1932, loss: 1.1932, grad_norm: 7.3116 2021-02-17 23:22:05,586 - mmaction - INFO - Epoch [42][200/241] lr: 1.000e-05, eta: 0:37:57, time: 2.008, data_time: 0.034, memory: 5693, top1_acc: 0.7023, top5_acc: 0.8961, loss_cls: 1.2568, loss: 1.2568, grad_norm: 7.4656 2021-02-17 23:22:39,584 - mmaction - INFO - Epoch [42][220/241] lr: 1.000e-05, eta: 0:37:36, time: 1.703, data_time: 0.016, memory: 5693, top1_acc: 0.7000, top5_acc: 0.9055, loss_cls: 1.2265, loss: 1.2265, grad_norm: 7.3384 2021-02-17 23:23:04,927 - mmaction - INFO - Epoch [42][240/241] lr: 1.000e-05, eta: 0:37:13, time: 1.270, data_time: 0.011, memory: 5693, top1_acc: 0.7117, top5_acc: 0.9164, loss_cls: 1.2055, loss: 1.2055, grad_norm: 7.4788 2021-02-17 23:23:07,898 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-02-17 23:24:54,534 - mmaction - INFO - Epoch [43][20/241] lr: 1.000e-05, eta: 0:37:04, time: 5.253, data_time: 3.982, memory: 5693, top1_acc: 0.7000, top5_acc: 0.8961, loss_cls: 1.2500, loss: 1.2500, grad_norm: 7.5864 2021-02-17 23:25:19,729 - mmaction - INFO - Epoch [43][40/241] lr: 1.000e-05, eta: 0:36:41, time: 1.254, data_time: 0.033, memory: 5693, top1_acc: 0.7328, top5_acc: 0.9117, loss_cls: 1.1867, loss: 1.1867, grad_norm: 7.1331 2021-02-17 23:25:42,610 - mmaction - INFO - Epoch [43][60/241] lr: 1.000e-05, eta: 0:36:18, time: 1.159, data_time: 0.024, memory: 5693, top1_acc: 0.7164, top5_acc: 0.9234, loss_cls: 1.2170, loss: 1.2170, grad_norm: 7.5022 2021-02-17 23:26:04,133 - mmaction - INFO - Epoch [43][80/241] lr: 1.000e-05, eta: 0:35:54, time: 1.070, data_time: 0.006, memory: 5693, top1_acc: 0.6906, top5_acc: 0.9000, loss_cls: 1.2503, loss: 1.2503, grad_norm: 7.3732 2021-02-17 23:26:30,215 - mmaction - INFO - Epoch [43][100/241] lr: 1.000e-05, eta: 0:35:31, time: 1.292, data_time: 0.020, memory: 5693, top1_acc: 0.7070, top5_acc: 0.9164, loss_cls: 1.2302, loss: 1.2302, grad_norm: 7.4755 2021-02-17 23:26:53,826 - mmaction - INFO - Epoch [43][120/241] lr: 1.000e-05, eta: 0:35:08, time: 1.191, data_time: 0.037, memory: 5693, top1_acc: 0.6977, top5_acc: 0.8977, loss_cls: 1.2499, loss: 1.2499, grad_norm: 7.2318 2021-02-17 23:27:15,819 - mmaction - INFO - Epoch [43][140/241] lr: 1.000e-05, eta: 0:34:44, time: 1.098, data_time: 0.011, memory: 5693, top1_acc: 0.6852, top5_acc: 0.9125, loss_cls: 1.2403, loss: 1.2403, grad_norm: 7.3144 2021-02-17 23:27:47,395 - mmaction - INFO - Epoch [43][160/241] lr: 1.000e-05, eta: 0:34:22, time: 1.586, data_time: 0.049, memory: 5693, top1_acc: 0.6875, top5_acc: 0.9086, loss_cls: 1.2686, loss: 1.2686, grad_norm: 7.5841 2021-02-17 23:28:25,578 - mmaction - INFO - Epoch [43][180/241] lr: 1.000e-05, eta: 0:34:02, time: 1.903, data_time: 0.006, memory: 5693, top1_acc: 0.6875, top5_acc: 0.9055, loss_cls: 1.2522, loss: 1.2522, grad_norm: 7.3122 2021-02-17 23:28:56,779 - mmaction - INFO - Epoch [43][200/241] lr: 1.000e-05, eta: 0:33:40, time: 1.568, data_time: 0.027, memory: 5693, top1_acc: 0.6984, top5_acc: 0.8953, loss_cls: 1.3118, loss: 1.3118, grad_norm: 7.6768 2021-02-17 23:29:33,624 - mmaction - INFO - Epoch [43][220/241] lr: 1.000e-05, eta: 0:33:18, time: 1.823, data_time: 0.017, memory: 5693, top1_acc: 0.6977, top5_acc: 0.9000, loss_cls: 1.2452, loss: 1.2452, grad_norm: 7.2999 2021-02-17 23:29:55,565 - mmaction - INFO - Epoch [43][240/241] lr: 1.000e-05, eta: 0:32:55, time: 1.110, data_time: 0.023, memory: 5693, top1_acc: 0.6914, top5_acc: 0.9055, loss_cls: 1.2515, loss: 1.2515, grad_norm: 7.3600 2021-02-17 23:29:58,778 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-02-17 23:31:53,113 - mmaction - INFO - Epoch [44][20/241] lr: 1.000e-05, eta: 0:32:44, time: 5.648, data_time: 4.531, memory: 5693, top1_acc: 0.6930, top5_acc: 0.9078, loss_cls: 1.2555, loss: 1.2555, grad_norm: 7.4170 2021-02-17 23:32:16,548 - mmaction - INFO - Epoch [44][40/241] lr: 1.000e-05, eta: 0:32:21, time: 1.175, data_time: 0.018, memory: 5693, top1_acc: 0.7016, top5_acc: 0.8930, loss_cls: 1.2598, loss: 1.2598, grad_norm: 7.3668 2021-02-17 23:32:40,293 - mmaction - INFO - Epoch [44][60/241] lr: 1.000e-05, eta: 0:31:57, time: 1.167, data_time: 0.004, memory: 5693, top1_acc: 0.6859, top5_acc: 0.9031, loss_cls: 1.2694, loss: 1.2694, grad_norm: 7.5060 2021-02-17 23:33:09,866 - mmaction - INFO - Epoch [44][80/241] lr: 1.000e-05, eta: 0:31:35, time: 1.490, data_time: 0.028, memory: 5693, top1_acc: 0.6969, top5_acc: 0.8945, loss_cls: 1.2638, loss: 1.2638, grad_norm: 7.3670 2021-02-17 23:33:28,970 - mmaction - INFO - Epoch [44][100/241] lr: 1.000e-05, eta: 0:31:10, time: 0.953, data_time: 0.015, memory: 5693, top1_acc: 0.6992, top5_acc: 0.8992, loss_cls: 1.2633, loss: 1.2633, grad_norm: 7.3101 2021-02-17 23:33:52,969 - mmaction - INFO - Epoch [44][120/241] lr: 1.000e-05, eta: 0:30:47, time: 1.210, data_time: 0.028, memory: 5693, top1_acc: 0.6875, top5_acc: 0.8992, loss_cls: 1.2530, loss: 1.2530, grad_norm: 7.7182 2021-02-17 23:34:31,278 - mmaction - INFO - Epoch [44][140/241] lr: 1.000e-05, eta: 0:30:25, time: 1.896, data_time: 0.006, memory: 5693, top1_acc: 0.7023, top5_acc: 0.9094, loss_cls: 1.2428, loss: 1.2428, grad_norm: 7.2732 2021-02-17 23:35:08,593 - mmaction - INFO - Epoch [44][160/241] lr: 1.000e-05, eta: 0:30:04, time: 1.884, data_time: 0.035, memory: 5693, top1_acc: 0.7070, top5_acc: 0.9055, loss_cls: 1.2336, loss: 1.2336, grad_norm: 7.2579 2021-02-17 23:35:39,999 - mmaction - INFO - Epoch [44][180/241] lr: 1.000e-05, eta: 0:29:41, time: 1.561, data_time: 0.009, memory: 5693, top1_acc: 0.7023, top5_acc: 0.9070, loss_cls: 1.2235, loss: 1.2235, grad_norm: 7.4489 2021-02-17 23:36:09,417 - mmaction - INFO - Epoch [44][200/241] lr: 1.000e-05, eta: 0:29:18, time: 1.474, data_time: 0.014, memory: 5693, top1_acc: 0.6953, top5_acc: 0.9070, loss_cls: 1.2603, loss: 1.2603, grad_norm: 7.6301 2021-02-17 23:36:33,862 - mmaction - INFO - Epoch [44][220/241] lr: 1.000e-05, eta: 0:28:55, time: 1.203, data_time: 0.020, memory: 5693, top1_acc: 0.7320, top5_acc: 0.9180, loss_cls: 1.1321, loss: 1.1321, grad_norm: 7.0519 2021-02-17 23:36:56,551 - mmaction - INFO - Epoch [44][240/241] lr: 1.000e-05, eta: 0:28:31, time: 1.158, data_time: 0.031, memory: 5693, top1_acc: 0.7133, top5_acc: 0.9055, loss_cls: 1.2230, loss: 1.2230, grad_norm: 7.3128 2021-02-17 23:36:59,126 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-02-17 23:38:54,558 - mmaction - INFO - Epoch [45][20/241] lr: 1.000e-05, eta: 0:28:18, time: 5.720, data_time: 4.108, memory: 5693, top1_acc: 0.6961, top5_acc: 0.9039, loss_cls: 1.2302, loss: 1.2302, grad_norm: 7.2627 2021-02-17 23:39:19,994 - mmaction - INFO - Epoch [45][40/241] lr: 1.000e-05, eta: 0:27:55, time: 1.265, data_time: 0.013, memory: 5693, top1_acc: 0.7000, top5_acc: 0.9086, loss_cls: 1.2507, loss: 1.2507, grad_norm: 7.3166 2021-02-17 23:39:43,956 - mmaction - INFO - Epoch [45][60/241] lr: 1.000e-05, eta: 0:27:31, time: 1.194, data_time: 0.017, memory: 5693, top1_acc: 0.6836, top5_acc: 0.8984, loss_cls: 1.2579, loss: 1.2579, grad_norm: 7.5436 2021-02-17 23:40:17,191 - mmaction - INFO - Epoch [45][80/241] lr: 1.000e-05, eta: 0:27:08, time: 1.659, data_time: 0.333, memory: 5693, top1_acc: 0.6930, top5_acc: 0.8914, loss_cls: 1.2901, loss: 1.2901, grad_norm: 7.5382 2021-02-17 23:40:55,404 - mmaction - INFO - Epoch [45][100/241] lr: 1.000e-05, eta: 0:26:46, time: 1.931, data_time: 0.064, memory: 5693, top1_acc: 0.6969, top5_acc: 0.9078, loss_cls: 1.2364, loss: 1.2364, grad_norm: 7.2984 2021-02-17 23:41:27,356 - mmaction - INFO - Epoch [45][120/241] lr: 1.000e-05, eta: 0:26:23, time: 1.595, data_time: 0.013, memory: 5693, top1_acc: 0.6984, top5_acc: 0.8953, loss_cls: 1.2949, loss: 1.2949, grad_norm: 7.4412 2021-02-17 23:41:53,337 - mmaction - INFO - Epoch [45][140/241] lr: 1.000e-05, eta: 0:26:00, time: 1.290, data_time: 0.005, memory: 5693, top1_acc: 0.7039, top5_acc: 0.9164, loss_cls: 1.1878, loss: 1.1878, grad_norm: 7.3005 2021-02-17 23:42:15,159 - mmaction - INFO - Epoch [45][160/241] lr: 1.000e-05, eta: 0:25:36, time: 1.083, data_time: 0.019, memory: 5693, top1_acc: 0.7203, top5_acc: 0.9133, loss_cls: 1.2092, loss: 1.2092, grad_norm: 7.3756 2021-02-17 23:42:48,101 - mmaction - INFO - Epoch [45][180/241] lr: 1.000e-05, eta: 0:25:13, time: 1.654, data_time: 0.022, memory: 5693, top1_acc: 0.6820, top5_acc: 0.9094, loss_cls: 1.2581, loss: 1.2581, grad_norm: 7.6152 2021-02-17 23:43:41,982 - mmaction - INFO - Epoch [45][200/241] lr: 1.000e-05, eta: 0:24:52, time: 2.706, data_time: 0.018, memory: 5693, top1_acc: 0.7023, top5_acc: 0.8961, loss_cls: 1.2906, loss: 1.2906, grad_norm: 7.6383 2021-02-17 23:44:18,646 - mmaction - INFO - Epoch [45][220/241] lr: 1.000e-05, eta: 0:24:30, time: 1.822, data_time: 0.022, memory: 5693, top1_acc: 0.7023, top5_acc: 0.9055, loss_cls: 1.2454, loss: 1.2454, grad_norm: 7.4814 2021-02-17 23:44:39,371 - mmaction - INFO - Epoch [45][240/241] lr: 1.000e-05, eta: 0:24:05, time: 1.046, data_time: 0.015, memory: 5693, top1_acc: 0.7164, top5_acc: 0.9187, loss_cls: 1.1986, loss: 1.1986, grad_norm: 7.3726 2021-02-17 23:44:46,932 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-02-17 23:55:30,663 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-17 23:55:31,992 - mmaction - INFO - top1_acc 0.7578 top5_acc 0.9361 2021-02-17 23:55:31,996 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-17 23:55:32,184 - mmaction - INFO - mean_acc 0.7380 2021-02-17 23:55:32,205 - mmaction - INFO - Epoch(val) [45][241] top1_acc: 0.7578, top5_acc: 0.9361, mean_class_accuracy: 0.7380 2021-02-17 23:58:15,530 - mmaction - INFO - Epoch [46][20/241] lr: 1.000e-05, eta: 0:23:55, time: 8.152, data_time: 6.409, memory: 5693, top1_acc: 0.7094, top5_acc: 0.9109, loss_cls: 1.2350, loss: 1.2350, grad_norm: 7.3666 2021-02-17 23:58:47,594 - mmaction - INFO - Epoch [46][40/241] lr: 1.000e-05, eta: 0:23:32, time: 1.609, data_time: 0.027, memory: 5693, top1_acc: 0.7078, top5_acc: 0.9039, loss_cls: 1.2298, loss: 1.2298, grad_norm: 7.2823 2021-02-17 23:59:14,403 - mmaction - INFO - Epoch [46][60/241] lr: 1.000e-05, eta: 0:23:08, time: 1.346, data_time: 0.007, memory: 5693, top1_acc: 0.7039, top5_acc: 0.9102, loss_cls: 1.2273, loss: 1.2273, grad_norm: 7.4999 2021-02-17 23:59:38,420 - mmaction - INFO - Epoch [46][80/241] lr: 1.000e-05, eta: 0:22:44, time: 1.201, data_time: 0.005, memory: 5693, top1_acc: 0.7047, top5_acc: 0.9047, loss_cls: 1.2245, loss: 1.2245, grad_norm: 7.3532 2021-02-18 00:00:21,260 - mmaction - INFO - Epoch [46][100/241] lr: 1.000e-05, eta: 0:22:21, time: 2.124, data_time: 0.014, memory: 5693, top1_acc: 0.7047, top5_acc: 0.9000, loss_cls: 1.2661, loss: 1.2661, grad_norm: 7.5045 2021-02-18 00:00:58,135 - mmaction - INFO - Epoch [46][120/241] lr: 1.000e-05, eta: 0:21:58, time: 1.849, data_time: 0.023, memory: 5693, top1_acc: 0.6945, top5_acc: 0.9195, loss_cls: 1.2457, loss: 1.2457, grad_norm: 7.5491 2021-02-18 00:01:20,630 - mmaction - INFO - Epoch [46][140/241] lr: 1.000e-05, eta: 0:21:34, time: 1.134, data_time: 0.016, memory: 5693, top1_acc: 0.6937, top5_acc: 0.8977, loss_cls: 1.2687, loss: 1.2687, grad_norm: 7.6068 2021-02-18 00:01:51,061 - mmaction - INFO - Epoch [46][160/241] lr: 1.000e-05, eta: 0:21:10, time: 1.514, data_time: 0.005, memory: 5693, top1_acc: 0.7023, top5_acc: 0.8898, loss_cls: 1.2692, loss: 1.2692, grad_norm: 7.3710 2021-02-18 00:02:22,599 - mmaction - INFO - Epoch [46][180/241] lr: 1.000e-05, eta: 0:20:46, time: 1.586, data_time: 0.048, memory: 5693, top1_acc: 0.6969, top5_acc: 0.8977, loss_cls: 1.2574, loss: 1.2574, grad_norm: 7.4253 2021-02-18 00:03:00,888 - mmaction - INFO - Epoch [46][200/241] lr: 1.000e-05, eta: 0:20:23, time: 1.910, data_time: 0.016, memory: 5693, top1_acc: 0.7008, top5_acc: 0.9172, loss_cls: 1.2307, loss: 1.2307, grad_norm: 7.6108 2021-02-18 00:03:47,857 - mmaction - INFO - Epoch [46][220/241] lr: 1.000e-05, eta: 0:20:01, time: 2.352, data_time: 0.019, memory: 5693, top1_acc: 0.7164, top5_acc: 0.9242, loss_cls: 1.1658, loss: 1.1658, grad_norm: 7.3056 2021-02-18 00:04:23,359 - mmaction - INFO - Epoch [46][240/241] lr: 1.000e-05, eta: 0:19:38, time: 1.760, data_time: 0.004, memory: 5693, top1_acc: 0.6875, top5_acc: 0.8930, loss_cls: 1.2668, loss: 1.2668, grad_norm: 7.5707 2021-02-18 00:04:38,916 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-02-18 00:07:08,814 - mmaction - INFO - Epoch [47][20/241] lr: 1.000e-05, eta: 0:19:22, time: 7.355, data_time: 5.839, memory: 5693, top1_acc: 0.6820, top5_acc: 0.8852, loss_cls: 1.3189, loss: 1.3189, grad_norm: 7.3454 2021-02-18 00:07:35,650 - mmaction - INFO - Epoch [47][40/241] lr: 1.000e-05, eta: 0:18:58, time: 1.339, data_time: 0.018, memory: 5693, top1_acc: 0.6945, top5_acc: 0.8906, loss_cls: 1.2551, loss: 1.2551, grad_norm: 7.6019 2021-02-18 00:08:00,414 - mmaction - INFO - Epoch [47][60/241] lr: 1.000e-05, eta: 0:18:33, time: 1.246, data_time: 0.025, memory: 5693, top1_acc: 0.7055, top5_acc: 0.9047, loss_cls: 1.2181, loss: 1.2181, grad_norm: 7.2702 2021-02-18 00:08:36,266 - mmaction - INFO - Epoch [47][80/241] lr: 1.000e-05, eta: 0:18:09, time: 1.795, data_time: 0.005, memory: 5693, top1_acc: 0.7023, top5_acc: 0.9211, loss_cls: 1.2206, loss: 1.2206, grad_norm: 7.4495 2021-02-18 00:09:19,933 - mmaction - INFO - Epoch [47][100/241] lr: 1.000e-05, eta: 0:17:46, time: 2.164, data_time: 0.004, memory: 5693, top1_acc: 0.7172, top5_acc: 0.9109, loss_cls: 1.2044, loss: 1.2044, grad_norm: 7.2178 2021-02-18 00:09:57,680 - mmaction - INFO - Epoch [47][120/241] lr: 1.000e-05, eta: 0:17:22, time: 1.892, data_time: 0.272, memory: 5693, top1_acc: 0.7000, top5_acc: 0.9117, loss_cls: 1.2415, loss: 1.2415, grad_norm: 7.4431 2021-02-18 00:10:28,794 - mmaction - INFO - Epoch [47][140/241] lr: 1.000e-05, eta: 0:16:58, time: 1.565, data_time: 0.358, memory: 5693, top1_acc: 0.7055, top5_acc: 0.9070, loss_cls: 1.2097, loss: 1.2097, grad_norm: 7.2524 2021-02-18 00:10:50,884 - mmaction - INFO - Epoch [47][160/241] lr: 1.000e-05, eta: 0:16:33, time: 1.092, data_time: 0.012, memory: 5693, top1_acc: 0.7039, top5_acc: 0.9000, loss_cls: 1.2448, loss: 1.2448, grad_norm: 7.2617 2021-02-18 00:11:12,947 - mmaction - INFO - Epoch [47][180/241] lr: 1.000e-05, eta: 0:16:08, time: 1.105, data_time: 0.022, memory: 5693, top1_acc: 0.6898, top5_acc: 0.8969, loss_cls: 1.2674, loss: 1.2674, grad_norm: 7.5849 2021-02-18 00:11:58,195 - mmaction - INFO - Epoch [47][200/241] lr: 1.000e-05, eta: 0:15:45, time: 2.273, data_time: 0.024, memory: 5693, top1_acc: 0.7070, top5_acc: 0.9078, loss_cls: 1.2392, loss: 1.2392, grad_norm: 7.5793 2021-02-18 00:12:34,763 - mmaction - INFO - Epoch [47][220/241] lr: 1.000e-05, eta: 0:15:21, time: 1.830, data_time: 0.008, memory: 5693, top1_acc: 0.7211, top5_acc: 0.9117, loss_cls: 1.1704, loss: 1.1704, grad_norm: 7.3990 2021-02-18 00:12:58,375 - mmaction - INFO - Epoch [47][240/241] lr: 1.000e-05, eta: 0:14:56, time: 1.175, data_time: 0.006, memory: 5693, top1_acc: 0.6727, top5_acc: 0.8922, loss_cls: 1.2873, loss: 1.2873, grad_norm: 7.4959 2021-02-18 00:13:04,561 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-02-18 00:14:48,921 - mmaction - INFO - Epoch [48][20/241] lr: 1.000e-05, eta: 0:14:35, time: 5.112, data_time: 3.693, memory: 5693, top1_acc: 0.6953, top5_acc: 0.8984, loss_cls: 1.2492, loss: 1.2492, grad_norm: 7.4673 2021-02-18 00:15:09,691 - mmaction - INFO - Epoch [48][40/241] lr: 1.000e-05, eta: 0:14:10, time: 1.063, data_time: 0.042, memory: 5693, top1_acc: 0.6984, top5_acc: 0.8938, loss_cls: 1.2926, loss: 1.2926, grad_norm: 7.5641 2021-02-18 00:15:44,141 - mmaction - INFO - Epoch [48][60/241] lr: 1.000e-05, eta: 0:13:45, time: 1.709, data_time: 0.322, memory: 5693, top1_acc: 0.6937, top5_acc: 0.9094, loss_cls: 1.2172, loss: 1.2172, grad_norm: 7.4666 2021-02-18 00:16:13,811 - mmaction - INFO - Epoch [48][80/241] lr: 1.000e-05, eta: 0:13:21, time: 1.499, data_time: 0.025, memory: 5693, top1_acc: 0.6953, top5_acc: 0.9023, loss_cls: 1.2295, loss: 1.2295, grad_norm: 7.3433 2021-02-18 00:16:36,610 - mmaction - INFO - Epoch [48][100/241] lr: 1.000e-05, eta: 0:12:56, time: 1.141, data_time: 0.024, memory: 5693, top1_acc: 0.6844, top5_acc: 0.9031, loss_cls: 1.2356, loss: 1.2356, grad_norm: 7.3930 2021-02-18 00:17:02,874 - mmaction - INFO - Epoch [48][120/241] lr: 1.000e-05, eta: 0:12:31, time: 1.305, data_time: 0.011, memory: 5693, top1_acc: 0.7016, top5_acc: 0.8891, loss_cls: 1.2825, loss: 1.2825, grad_norm: 7.6782 2021-02-18 00:17:33,295 - mmaction - INFO - Epoch [48][140/241] lr: 1.000e-05, eta: 0:12:06, time: 1.529, data_time: 0.020, memory: 5693, top1_acc: 0.6883, top5_acc: 0.9062, loss_cls: 1.2533, loss: 1.2533, grad_norm: 7.4937 2021-02-18 00:17:56,469 - mmaction - INFO - Epoch [48][160/241] lr: 1.000e-05, eta: 0:11:41, time: 1.156, data_time: 0.008, memory: 5693, top1_acc: 0.6789, top5_acc: 0.8914, loss_cls: 1.3233, loss: 1.3233, grad_norm: 7.6027 2021-02-18 00:18:32,385 - mmaction - INFO - Epoch [48][180/241] lr: 1.000e-05, eta: 0:11:17, time: 1.792, data_time: 0.350, memory: 5693, top1_acc: 0.7016, top5_acc: 0.8992, loss_cls: 1.2706, loss: 1.2706, grad_norm: 7.7190 2021-02-18 00:19:09,562 - mmaction - INFO - Epoch [48][200/241] lr: 1.000e-05, eta: 0:10:52, time: 1.854, data_time: 0.015, memory: 5693, top1_acc: 0.7117, top5_acc: 0.9203, loss_cls: 1.1727, loss: 1.1727, grad_norm: 7.2481 2021-02-18 00:19:37,085 - mmaction - INFO - Epoch [48][220/241] lr: 1.000e-05, eta: 0:10:28, time: 1.372, data_time: 0.022, memory: 5693, top1_acc: 0.7148, top5_acc: 0.9102, loss_cls: 1.1910, loss: 1.1910, grad_norm: 7.4420 2021-02-18 00:20:06,058 - mmaction - INFO - Epoch [48][240/241] lr: 1.000e-05, eta: 0:10:03, time: 1.449, data_time: 0.021, memory: 5693, top1_acc: 0.6914, top5_acc: 0.9102, loss_cls: 1.2395, loss: 1.2395, grad_norm: 7.4388 2021-02-18 00:20:09,232 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-02-18 00:21:58,525 - mmaction - INFO - Epoch [49][20/241] lr: 1.000e-05, eta: 0:09:40, time: 5.399, data_time: 3.668, memory: 5693, top1_acc: 0.7047, top5_acc: 0.9062, loss_cls: 1.2360, loss: 1.2360, grad_norm: 7.3332 2021-02-18 00:22:24,978 - mmaction - INFO - Epoch [49][40/241] lr: 1.000e-05, eta: 0:09:15, time: 1.326, data_time: 0.032, memory: 5693, top1_acc: 0.7180, top5_acc: 0.9055, loss_cls: 1.2041, loss: 1.2041, grad_norm: 7.2173 2021-02-18 00:22:47,045 - mmaction - INFO - Epoch [49][60/241] lr: 1.000e-05, eta: 0:08:50, time: 1.100, data_time: 0.026, memory: 5693, top1_acc: 0.7039, top5_acc: 0.9055, loss_cls: 1.2075, loss: 1.2075, grad_norm: 7.4764 2021-02-18 00:23:14,849 - mmaction - INFO - Epoch [49][80/241] lr: 1.000e-05, eta: 0:08:25, time: 1.398, data_time: 0.022, memory: 5693, top1_acc: 0.7023, top5_acc: 0.9031, loss_cls: 1.2553, loss: 1.2553, grad_norm: 7.4542 2021-02-18 00:23:36,388 - mmaction - INFO - Epoch [49][100/241] lr: 1.000e-05, eta: 0:07:59, time: 1.080, data_time: 0.022, memory: 5693, top1_acc: 0.7094, top5_acc: 0.9047, loss_cls: 1.2455, loss: 1.2455, grad_norm: 7.3475 2021-02-18 00:24:26,292 - mmaction - INFO - Epoch [49][120/241] lr: 1.000e-05, eta: 0:07:35, time: 2.491, data_time: 0.021, memory: 5693, top1_acc: 0.7078, top5_acc: 0.9070, loss_cls: 1.2212, loss: 1.2212, grad_norm: 7.4087 2021-02-18 00:24:53,968 - mmaction - INFO - Epoch [49][140/241] lr: 1.000e-05, eta: 0:07:10, time: 1.394, data_time: 0.022, memory: 5693, top1_acc: 0.7078, top5_acc: 0.9070, loss_cls: 1.2383, loss: 1.2383, grad_norm: 7.5417 2021-02-18 00:25:29,987 - mmaction - INFO - Epoch [49][160/241] lr: 1.000e-05, eta: 0:06:45, time: 1.798, data_time: 0.005, memory: 5693, top1_acc: 0.7125, top5_acc: 0.9023, loss_cls: 1.2122, loss: 1.2122, grad_norm: 7.2917 2021-02-18 00:26:02,071 - mmaction - INFO - Epoch [49][180/241] lr: 1.000e-05, eta: 0:06:20, time: 1.601, data_time: 0.006, memory: 5693, top1_acc: 0.7148, top5_acc: 0.9133, loss_cls: 1.2296, loss: 1.2296, grad_norm: 7.3648 2021-02-18 00:26:32,285 - mmaction - INFO - Epoch [49][200/241] lr: 1.000e-05, eta: 0:05:55, time: 1.511, data_time: 0.014, memory: 5693, top1_acc: 0.6930, top5_acc: 0.9031, loss_cls: 1.2516, loss: 1.2516, grad_norm: 7.5058 2021-02-18 00:27:09,967 - mmaction - INFO - Epoch [49][220/241] lr: 1.000e-05, eta: 0:05:30, time: 1.879, data_time: 0.023, memory: 5693, top1_acc: 0.6930, top5_acc: 0.8977, loss_cls: 1.2970, loss: 1.2970, grad_norm: 7.5030 2021-02-18 00:27:35,411 - mmaction - INFO - Epoch [49][240/241] lr: 1.000e-05, eta: 0:05:05, time: 1.274, data_time: 0.018, memory: 5693, top1_acc: 0.6820, top5_acc: 0.8984, loss_cls: 1.2928, loss: 1.2928, grad_norm: 7.4967 2021-02-18 00:27:46,357 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-02-18 00:30:15,344 - mmaction - INFO - Epoch [50][20/241] lr: 1.000e-05, eta: 0:04:41, time: 7.370, data_time: 5.855, memory: 5693, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.2003, loss: 1.2003, grad_norm: 7.2517 2021-02-18 00:30:42,187 - mmaction - INFO - Epoch [50][40/241] lr: 1.000e-05, eta: 0:04:15, time: 1.353, data_time: 0.033, memory: 5693, top1_acc: 0.6859, top5_acc: 0.9008, loss_cls: 1.2590, loss: 1.2590, grad_norm: 7.3253 2021-02-18 00:31:13,121 - mmaction - INFO - Epoch [50][60/241] lr: 1.000e-05, eta: 0:03:50, time: 1.559, data_time: 0.032, memory: 5693, top1_acc: 0.7180, top5_acc: 0.9070, loss_cls: 1.2195, loss: 1.2195, grad_norm: 7.2830 2021-02-18 00:31:37,457 - mmaction - INFO - Epoch [50][80/241] lr: 1.000e-05, eta: 0:03:24, time: 1.210, data_time: 0.011, memory: 5693, top1_acc: 0.6844, top5_acc: 0.9047, loss_cls: 1.2578, loss: 1.2578, grad_norm: 7.4484 2021-02-18 00:32:06,167 - mmaction - INFO - Epoch [50][100/241] lr: 1.000e-05, eta: 0:02:59, time: 1.432, data_time: 0.019, memory: 5693, top1_acc: 0.7102, top5_acc: 0.9055, loss_cls: 1.2344, loss: 1.2344, grad_norm: 7.5896 2021-02-18 00:32:49,241 - mmaction - INFO - Epoch [50][120/241] lr: 1.000e-05, eta: 0:02:34, time: 2.136, data_time: 0.016, memory: 5693, top1_acc: 0.6977, top5_acc: 0.9141, loss_cls: 1.2244, loss: 1.2244, grad_norm: 7.5208 2021-02-18 00:33:08,990 - mmaction - INFO - Epoch [50][140/241] lr: 1.000e-05, eta: 0:02:08, time: 1.016, data_time: 0.033, memory: 5693, top1_acc: 0.7094, top5_acc: 0.9062, loss_cls: 1.2560, loss: 1.2560, grad_norm: 7.5790 2021-02-18 00:33:49,338 - mmaction - INFO - Epoch [50][160/241] lr: 1.000e-05, eta: 0:01:43, time: 2.009, data_time: 0.003, memory: 5693, top1_acc: 0.6859, top5_acc: 0.9055, loss_cls: 1.2466, loss: 1.2466, grad_norm: 7.4196 2021-02-18 00:34:34,225 - mmaction - INFO - Epoch [50][180/241] lr: 1.000e-05, eta: 0:01:17, time: 2.237, data_time: 0.016, memory: 5693, top1_acc: 0.6859, top5_acc: 0.8891, loss_cls: 1.3163, loss: 1.3163, grad_norm: 7.4760 2021-02-18 00:34:59,220 - mmaction - INFO - Epoch [50][200/241] lr: 1.000e-05, eta: 0:00:52, time: 1.255, data_time: 0.023, memory: 5693, top1_acc: 0.7063, top5_acc: 0.9102, loss_cls: 1.2643, loss: 1.2643, grad_norm: 7.5191 2021-02-18 00:35:45,618 - mmaction - INFO - Epoch [50][220/241] lr: 1.000e-05, eta: 0:00:26, time: 2.313, data_time: 0.014, memory: 5693, top1_acc: 0.7109, top5_acc: 0.9062, loss_cls: 1.2101, loss: 1.2101, grad_norm: 7.2133 2021-02-18 00:36:13,065 - mmaction - INFO - Epoch [50][240/241] lr: 1.000e-05, eta: 0:00:01, time: 1.381, data_time: 0.018, memory: 5693, top1_acc: 0.6953, top5_acc: 0.8914, loss_cls: 1.3035, loss: 1.3035, grad_norm: 7.5919 2021-02-18 00:36:16,361 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-02-18 00:47:01,468 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-18 00:47:13,566 - mmaction - INFO - top1_acc 0.7575 top5_acc 0.9375 2021-02-18 00:47:13,567 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-18 00:47:13,754 - mmaction - INFO - mean_acc 0.7379 2021-02-18 00:47:13,760 - mmaction - INFO - Epoch(val) [50][241] top1_acc: 0.7575, top5_acc: 0.9375, mean_class_accuracy: 0.7379