2021-02-28 22:33:27,756 - 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 ------------------------------------------------------------ 2021-02-28 22:33:27,761 - mmaction - INFO - Distributed training: True 2021-02-28 22:33:27,761 - 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_video_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_video.txt' ann_file_val = 'data/ActivityNet/anet_val_video.txt' ann_file_test = 'data/ActivityNet/anet_val_video.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), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline)) 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_video_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)] 2021-02-28 22:33:34,213 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-02-28 22:33:34,803 - 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 2021-02-28 22:33:35,190 - 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]). 2021-02-28 22:33:35,191 - mmaction - INFO - Start running, host: linjintao@SH-IDC2-172-20-21-31, work_dir: /mnt/lustre/linjintao/try/mmaction2/work_dirs/tsn_r50_320p_1x1x8_50e_activitynet_video_rgb 2021-02-28 22:33:35,191 - mmaction - INFO - workflow: [('train', 5)], max: 50 epochs 2021-02-28 22:34:04,211 - mmaction - INFO - Epoch [1][20/157] lr: 1.000e-03, eta: 3:09:03, time: 1.449, data_time: 0.966, memory: 5693, top1_acc: 0.0055, top5_acc: 0.0266, loss_cls: 5.3643, loss: 5.3643, grad_norm: 5.6188 2021-02-28 22:34:11,748 - mmaction - INFO - Epoch [1][40/157] lr: 1.000e-03, eta: 1:58:52, time: 0.378, data_time: 0.010, memory: 5693, top1_acc: 0.0094, top5_acc: 0.0359, loss_cls: 5.3307, loss: 5.3307, grad_norm: 5.5614 2021-02-28 22:34:19,421 - mmaction - INFO - Epoch [1][60/157] lr: 1.000e-03, eta: 1:35:38, time: 0.384, data_time: 0.002, memory: 5693, top1_acc: 0.0094, top5_acc: 0.0430, loss_cls: 5.3140, loss: 5.3140, grad_norm: 5.4789 2021-02-28 22:34:27,258 - mmaction - INFO - Epoch [1][80/157] lr: 1.000e-03, eta: 1:24:13, time: 0.392, data_time: 0.001, memory: 5693, top1_acc: 0.0133, top5_acc: 0.0609, loss_cls: 5.2604, loss: 5.2604, grad_norm: 5.4070 2021-02-28 22:34:35,288 - mmaction - INFO - Epoch [1][100/157] lr: 1.000e-03, eta: 1:17:35, time: 0.402, data_time: 0.002, memory: 5693, top1_acc: 0.0148, top5_acc: 0.0797, loss_cls: 5.2015, loss: 5.2015, grad_norm: 5.3850 2021-02-28 22:34:42,629 - mmaction - INFO - Epoch [1][120/157] lr: 1.000e-03, eta: 1:12:22, time: 0.367, data_time: 0.001, memory: 5693, top1_acc: 0.0242, top5_acc: 0.0859, loss_cls: 5.1655, loss: 5.1655, grad_norm: 5.3929 2021-02-28 22:34:51,148 - mmaction - INFO - Epoch [1][140/157] lr: 1.000e-03, eta: 1:09:41, time: 0.426, data_time: 0.001, memory: 5693, top1_acc: 0.0352, top5_acc: 0.0992, loss_cls: 5.0968, loss: 5.0968, grad_norm: 5.4306 2021-02-28 22:35:00,887 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-02-28 22:35:26,053 - mmaction - INFO - Epoch [2][20/157] lr: 1.000e-03, eta: 1:12:46, time: 1.240, data_time: 0.816, memory: 5693, top1_acc: 0.0664, top5_acc: 0.1695, loss_cls: 4.9822, loss: 4.9822, grad_norm: 5.5861 2021-02-28 22:35:33,979 - mmaction - INFO - Epoch [2][40/157] lr: 1.000e-03, eta: 1:10:20, time: 0.396, data_time: 0.002, memory: 5693, top1_acc: 0.0672, top5_acc: 0.1789, loss_cls: 4.9240, loss: 4.9240, grad_norm: 5.6556 2021-02-28 22:35:41,773 - mmaction - INFO - Epoch [2][60/157] lr: 1.000e-03, eta: 1:08:16, time: 0.390, data_time: 0.002, memory: 5693, top1_acc: 0.0680, top5_acc: 0.2078, loss_cls: 4.8526, loss: 4.8526, grad_norm: 5.7601 2021-02-28 22:35:49,361 - mmaction - INFO - Epoch [2][80/157] lr: 1.000e-03, eta: 1:06:24, time: 0.379, data_time: 0.014, memory: 5693, top1_acc: 0.0867, top5_acc: 0.2313, loss_cls: 4.7943, loss: 4.7943, grad_norm: 5.7936 2021-02-28 22:35:57,462 - mmaction - INFO - Epoch [2][100/157] lr: 1.000e-03, eta: 1:05:03, time: 0.405, data_time: 0.044, memory: 5693, top1_acc: 0.0922, top5_acc: 0.2328, loss_cls: 4.7513, loss: 4.7513, grad_norm: 5.8254 2021-02-28 22:36:05,013 - mmaction - INFO - Epoch [2][120/157] lr: 1.000e-03, eta: 1:03:38, time: 0.377, data_time: 0.013, memory: 5693, top1_acc: 0.1000, top5_acc: 0.2539, loss_cls: 4.6948, loss: 4.6948, grad_norm: 5.8825 2021-02-28 22:36:12,296 - mmaction - INFO - Epoch [2][140/157] lr: 1.000e-03, eta: 1:02:17, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.1062, top5_acc: 0.2883, loss_cls: 4.6069, loss: 4.6069, grad_norm: 5.9384 2021-02-28 22:36:19,001 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-02-28 22:36:43,836 - mmaction - INFO - Epoch [3][20/157] lr: 1.000e-03, eta: 1:04:19, time: 1.227, data_time: 0.814, memory: 5693, top1_acc: 0.1266, top5_acc: 0.3242, loss_cls: 4.4769, loss: 4.4769, grad_norm: 6.0054 2021-02-28 22:36:51,451 - mmaction - INFO - Epoch [3][40/157] lr: 1.000e-03, eta: 1:03:12, time: 0.381, data_time: 0.004, memory: 5693, top1_acc: 0.1461, top5_acc: 0.3477, loss_cls: 4.4193, loss: 4.4193, grad_norm: 6.0952 2021-02-28 22:36:58,836 - mmaction - INFO - Epoch [3][60/157] lr: 1.000e-03, eta: 1:02:08, time: 0.369, data_time: 0.002, memory: 5693, top1_acc: 0.1445, top5_acc: 0.3555, loss_cls: 4.3756, loss: 4.3756, grad_norm: 6.0894 2021-02-28 22:37:06,156 - mmaction - INFO - Epoch [3][80/157] lr: 1.000e-03, eta: 1:01:08, time: 0.366, data_time: 0.002, memory: 5693, top1_acc: 0.1703, top5_acc: 0.3914, loss_cls: 4.2689, loss: 4.2689, grad_norm: 6.1659 2021-02-28 22:37:13,777 - mmaction - INFO - Epoch [3][100/157] lr: 1.000e-03, eta: 1:00:18, time: 0.381, data_time: 0.001, memory: 5693, top1_acc: 0.1594, top5_acc: 0.3977, loss_cls: 4.2463, loss: 4.2463, grad_norm: 6.1827 2021-02-28 22:37:21,060 - mmaction - INFO - Epoch [3][120/157] lr: 1.000e-03, eta: 0:59:26, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.1766, top5_acc: 0.4141, loss_cls: 4.1731, loss: 4.1731, grad_norm: 6.1652 2021-02-28 22:37:28,348 - mmaction - INFO - Epoch [3][140/157] lr: 1.000e-03, eta: 0:58:39, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.1812, top5_acc: 0.4344, loss_cls: 4.1167, loss: 4.1167, grad_norm: 6.1926 2021-02-28 22:37:34,947 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-02-28 22:37:59,472 - mmaction - INFO - Epoch [4][20/157] lr: 1.000e-03, eta: 1:00:00, time: 1.212, data_time: 0.794, memory: 5693, top1_acc: 0.2039, top5_acc: 0.4430, loss_cls: 4.0474, loss: 4.0474, grad_norm: 6.2189 2021-02-28 22:38:06,882 - mmaction - INFO - Epoch [4][40/157] lr: 1.000e-03, eta: 0:59:16, time: 0.370, data_time: 0.004, memory: 5693, top1_acc: 0.1883, top5_acc: 0.4320, loss_cls: 4.0093, loss: 4.0093, grad_norm: 6.2629 2021-02-28 22:38:14,268 - mmaction - INFO - Epoch [4][60/157] lr: 1.000e-03, eta: 0:58:35, time: 0.370, data_time: 0.001, memory: 5693, top1_acc: 0.2188, top5_acc: 0.4773, loss_cls: 3.8972, loss: 3.8972, grad_norm: 6.3088 2021-02-28 22:38:21,616 - mmaction - INFO - Epoch [4][80/157] lr: 1.000e-03, eta: 0:57:56, time: 0.368, data_time: 0.003, memory: 5693, top1_acc: 0.2117, top5_acc: 0.4813, loss_cls: 3.8809, loss: 3.8809, grad_norm: 6.2985 2021-02-28 22:38:28,910 - mmaction - INFO - Epoch [4][100/157] lr: 1.000e-03, eta: 0:57:18, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.2172, top5_acc: 0.4969, loss_cls: 3.8358, loss: 3.8358, grad_norm: 6.3419 2021-02-28 22:38:36,231 - mmaction - INFO - Epoch [4][120/157] lr: 1.000e-03, eta: 0:56:42, time: 0.366, data_time: 0.000, memory: 5693, top1_acc: 0.2414, top5_acc: 0.5188, loss_cls: 3.7407, loss: 3.7407, grad_norm: 6.3000 2021-02-28 22:38:43,526 - mmaction - INFO - Epoch [4][140/157] lr: 1.000e-03, eta: 0:56:08, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.2336, top5_acc: 0.5086, loss_cls: 3.7459, loss: 3.7459, grad_norm: 6.3367 2021-02-28 22:38:50,078 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-02-28 22:39:14,040 - mmaction - INFO - Epoch [5][20/157] lr: 1.000e-03, eta: 0:57:02, time: 1.179, data_time: 0.801, memory: 5693, top1_acc: 0.2664, top5_acc: 0.5273, loss_cls: 3.6558, loss: 3.6558, grad_norm: 6.3426 2021-02-28 22:39:21,439 - mmaction - INFO - Epoch [5][40/157] lr: 1.000e-03, eta: 0:56:29, time: 0.370, data_time: 0.004, memory: 5693, top1_acc: 0.2594, top5_acc: 0.5594, loss_cls: 3.5899, loss: 3.5899, grad_norm: 6.3949 2021-02-28 22:39:28,761 - mmaction - INFO - Epoch [5][60/157] lr: 1.000e-03, eta: 0:55:58, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.2523, top5_acc: 0.5539, loss_cls: 3.5796, loss: 3.5796, grad_norm: 6.3728 2021-02-28 22:39:36,090 - mmaction - INFO - Epoch [5][80/157] lr: 1.000e-03, eta: 0:55:28, time: 0.367, data_time: 0.004, memory: 5693, top1_acc: 0.2844, top5_acc: 0.5531, loss_cls: 3.5566, loss: 3.5566, grad_norm: 6.3700 2021-02-28 22:39:43,549 - mmaction - INFO - Epoch [5][100/157] lr: 1.000e-03, eta: 0:55:00, time: 0.373, data_time: 0.000, memory: 5693, top1_acc: 0.2703, top5_acc: 0.5469, loss_cls: 3.5758, loss: 3.5758, grad_norm: 6.3350 2021-02-28 22:39:50,883 - mmaction - INFO - Epoch [5][120/157] lr: 1.000e-03, eta: 0:54:33, time: 0.367, data_time: 0.000, memory: 5693, top1_acc: 0.2734, top5_acc: 0.5664, loss_cls: 3.4519, loss: 3.4519, grad_norm: 6.3913 2021-02-28 22:39:58,199 - mmaction - INFO - Epoch [5][140/157] lr: 1.000e-03, eta: 0:54:06, time: 0.365, data_time: 0.000, memory: 5693, top1_acc: 0.2992, top5_acc: 0.6008, loss_cls: 3.3871, loss: 3.3871, grad_norm: 6.3155 2021-02-28 22:40:04,754 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-02-28 22:40:34,232 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-28 22:40:34,313 - mmaction - INFO - top1_acc 0.4468 top5_acc 0.7795 2021-02-28 22:40:34,313 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-28 22:40:34,317 - mmaction - INFO - mean_acc 0.4152 2021-02-28 22:40:34,318 - mmaction - INFO - Epoch(val) [5][157] top1_acc: 0.4468, top5_acc: 0.7795, mean_class_accuracy: 0.4152 2021-02-28 22:40:58,801 - mmaction - INFO - Epoch [6][20/157] lr: 1.000e-03, eta: 0:54:55, time: 1.224, data_time: 0.847, memory: 5693, top1_acc: 0.2875, top5_acc: 0.5969, loss_cls: 3.3679, loss: 3.3679, grad_norm: 6.3629 2021-02-28 22:41:06,155 - mmaction - INFO - Epoch [6][40/157] lr: 1.000e-03, eta: 0:54:28, time: 0.367, data_time: 0.002, memory: 5693, top1_acc: 0.3141, top5_acc: 0.6047, loss_cls: 3.2947, loss: 3.2947, grad_norm: 6.3731 2021-02-28 22:41:13,491 - mmaction - INFO - Epoch [6][60/157] lr: 1.000e-03, eta: 0:54:03, time: 0.367, data_time: 0.002, memory: 5693, top1_acc: 0.3102, top5_acc: 0.6062, loss_cls: 3.2939, loss: 3.2939, grad_norm: 6.3815 2021-02-28 22:41:20,819 - mmaction - INFO - Epoch [6][80/157] lr: 1.000e-03, eta: 0:53:38, time: 0.366, data_time: 0.002, memory: 5693, top1_acc: 0.3328, top5_acc: 0.6242, loss_cls: 3.2232, loss: 3.2232, grad_norm: 6.3889 2021-02-28 22:41:28,116 - mmaction - INFO - Epoch [6][100/157] lr: 1.000e-03, eta: 0:53:13, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.3133, top5_acc: 0.6109, loss_cls: 3.2488, loss: 3.2488, grad_norm: 6.3697 2021-02-28 22:41:35,388 - mmaction - INFO - Epoch [6][120/157] lr: 1.000e-03, eta: 0:52:50, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.3242, top5_acc: 0.6195, loss_cls: 3.2385, loss: 3.2385, grad_norm: 6.3758 2021-02-28 22:41:42,751 - mmaction - INFO - Epoch [6][140/157] lr: 1.000e-03, eta: 0:52:27, time: 0.368, data_time: 0.000, memory: 5693, top1_acc: 0.2969, top5_acc: 0.6234, loss_cls: 3.2376, loss: 3.2376, grad_norm: 6.4546 2021-02-28 22:41:49,283 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-02-28 22:42:13,718 - mmaction - INFO - Epoch [7][20/157] lr: 1.000e-03, eta: 0:53:03, time: 1.207, data_time: 0.794, memory: 5693, top1_acc: 0.3359, top5_acc: 0.6508, loss_cls: 3.1272, loss: 3.1272, grad_norm: 6.4488 2021-02-28 22:42:21,150 - mmaction - INFO - Epoch [7][40/157] lr: 1.000e-03, eta: 0:52:41, time: 0.372, data_time: 0.005, memory: 5693, top1_acc: 0.3625, top5_acc: 0.6656, loss_cls: 3.0597, loss: 3.0597, grad_norm: 6.4221 2021-02-28 22:42:28,507 - mmaction - INFO - Epoch [7][60/157] lr: 1.000e-03, eta: 0:52:19, time: 0.368, data_time: 0.001, memory: 5693, top1_acc: 0.3195, top5_acc: 0.6594, loss_cls: 3.1193, loss: 3.1193, grad_norm: 6.4385 2021-02-28 22:42:35,872 - mmaction - INFO - Epoch [7][80/157] lr: 1.000e-03, eta: 0:51:58, time: 0.368, data_time: 0.002, memory: 5693, top1_acc: 0.3500, top5_acc: 0.6633, loss_cls: 3.0463, loss: 3.0463, grad_norm: 6.3523 2021-02-28 22:42:43,162 - mmaction - INFO - Epoch [7][100/157] lr: 1.000e-03, eta: 0:51:37, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.3375, top5_acc: 0.6438, loss_cls: 3.0931, loss: 3.0931, grad_norm: 6.4316 2021-02-28 22:42:50,458 - mmaction - INFO - Epoch [7][120/157] lr: 1.000e-03, eta: 0:51:16, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.3602, top5_acc: 0.6438, loss_cls: 3.0513, loss: 3.0513, grad_norm: 6.3671 2021-02-28 22:42:57,747 - mmaction - INFO - Epoch [7][140/157] lr: 1.000e-03, eta: 0:50:56, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.3430, top5_acc: 0.6508, loss_cls: 3.0384, loss: 3.0384, grad_norm: 6.4496 2021-02-28 22:43:04,326 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-02-28 22:43:28,367 - mmaction - INFO - Epoch [8][20/157] lr: 1.000e-03, eta: 0:51:21, time: 1.183, data_time: 0.770, memory: 5693, top1_acc: 0.3508, top5_acc: 0.6852, loss_cls: 2.9692, loss: 2.9692, grad_norm: 6.4840 2021-02-28 22:43:35,884 - mmaction - INFO - Epoch [8][40/157] lr: 1.000e-03, eta: 0:51:02, time: 0.377, data_time: 0.006, memory: 5693, top1_acc: 0.3594, top5_acc: 0.6953, loss_cls: 2.9003, loss: 2.9003, grad_norm: 6.4879 2021-02-28 22:43:43,232 - mmaction - INFO - Epoch [8][60/157] lr: 1.000e-03, eta: 0:50:43, time: 0.367, data_time: 0.000, memory: 5693, top1_acc: 0.3625, top5_acc: 0.6727, loss_cls: 2.9197, loss: 2.9197, grad_norm: 6.4196 2021-02-28 22:43:50,569 - mmaction - INFO - Epoch [8][80/157] lr: 1.000e-03, eta: 0:50:24, time: 0.367, data_time: 0.002, memory: 5693, top1_acc: 0.3867, top5_acc: 0.6914, loss_cls: 2.8863, loss: 2.8863, grad_norm: 6.3769 2021-02-28 22:43:57,875 - mmaction - INFO - Epoch [8][100/157] lr: 1.000e-03, eta: 0:50:05, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.3734, top5_acc: 0.7039, loss_cls: 2.8732, loss: 2.8732, grad_norm: 6.4154 2021-02-28 22:44:05,188 - mmaction - INFO - Epoch [8][120/157] lr: 1.000e-03, eta: 0:49:47, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.3773, top5_acc: 0.6922, loss_cls: 2.8357, loss: 2.8357, grad_norm: 6.3617 2021-02-28 22:44:12,488 - mmaction - INFO - Epoch [8][140/157] lr: 1.000e-03, eta: 0:49:28, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.3695, top5_acc: 0.7141, loss_cls: 2.8106, loss: 2.8106, grad_norm: 6.4180 2021-02-28 22:44:19,041 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-02-28 22:44:42,945 - mmaction - INFO - Epoch [9][20/157] lr: 1.000e-03, eta: 0:49:48, time: 1.181, data_time: 0.808, memory: 5693, top1_acc: 0.4078, top5_acc: 0.7133, loss_cls: 2.7653, loss: 2.7653, grad_norm: 6.4380 2021-02-28 22:44:50,321 - mmaction - INFO - Epoch [9][40/157] lr: 1.000e-03, eta: 0:49:30, time: 0.369, data_time: 0.004, memory: 5693, top1_acc: 0.3812, top5_acc: 0.7039, loss_cls: 2.7925, loss: 2.7925, grad_norm: 6.4806 2021-02-28 22:44:57,651 - mmaction - INFO - Epoch [9][60/157] lr: 1.000e-03, eta: 0:49:13, time: 0.367, data_time: 0.002, memory: 5693, top1_acc: 0.4117, top5_acc: 0.7164, loss_cls: 2.7410, loss: 2.7410, grad_norm: 6.4031 2021-02-28 22:45:04,993 - mmaction - INFO - Epoch [9][80/157] lr: 1.000e-03, eta: 0:48:55, time: 0.367, data_time: 0.002, memory: 5693, top1_acc: 0.4242, top5_acc: 0.6937, loss_cls: 2.7370, loss: 2.7370, grad_norm: 6.3780 2021-02-28 22:45:12,289 - mmaction - INFO - Epoch [9][100/157] lr: 1.000e-03, eta: 0:48:38, time: 0.365, data_time: 0.002, memory: 5693, top1_acc: 0.4000, top5_acc: 0.7094, loss_cls: 2.7138, loss: 2.7138, grad_norm: 6.4464 2021-02-28 22:45:19,611 - mmaction - INFO - Epoch [9][120/157] lr: 1.000e-03, eta: 0:48:21, time: 0.367, data_time: 0.001, memory: 5693, top1_acc: 0.4039, top5_acc: 0.7305, loss_cls: 2.7243, loss: 2.7243, grad_norm: 6.4318 2021-02-28 22:45:26,888 - mmaction - INFO - Epoch [9][140/157] lr: 1.000e-03, eta: 0:48:04, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.3812, top5_acc: 0.7070, loss_cls: 2.7351, loss: 2.7351, grad_norm: 6.4544 2021-02-28 22:45:33,497 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-02-28 22:45:58,082 - mmaction - INFO - Epoch [10][20/157] lr: 1.000e-03, eta: 0:48:23, time: 1.214, data_time: 0.839, memory: 5693, top1_acc: 0.4133, top5_acc: 0.7602, loss_cls: 2.6073, loss: 2.6073, grad_norm: 6.3645 2021-02-28 22:46:05,598 - mmaction - INFO - Epoch [10][40/157] lr: 1.000e-03, eta: 0:48:07, time: 0.376, data_time: 0.003, memory: 5693, top1_acc: 0.4320, top5_acc: 0.7422, loss_cls: 2.6199, loss: 2.6199, grad_norm: 6.4562 2021-02-28 22:46:12,918 - mmaction - INFO - Epoch [10][60/157] lr: 1.000e-03, eta: 0:47:50, time: 0.366, data_time: 0.002, memory: 5693, top1_acc: 0.4398, top5_acc: 0.7414, loss_cls: 2.5608, loss: 2.5608, grad_norm: 6.3470 2021-02-28 22:46:20,296 - mmaction - INFO - Epoch [10][80/157] lr: 1.000e-03, eta: 0:47:34, time: 0.369, data_time: 0.002, memory: 5693, top1_acc: 0.4141, top5_acc: 0.7367, loss_cls: 2.6033, loss: 2.6033, grad_norm: 6.4917 2021-02-28 22:46:27,597 - mmaction - INFO - Epoch [10][100/157] lr: 1.000e-03, eta: 0:47:18, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.4148, top5_acc: 0.7320, loss_cls: 2.6409, loss: 2.6409, grad_norm: 6.4760 2021-02-28 22:46:34,893 - mmaction - INFO - Epoch [10][120/157] lr: 1.000e-03, eta: 0:47:03, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.4008, top5_acc: 0.7312, loss_cls: 2.6845, loss: 2.6845, grad_norm: 6.5406 2021-02-28 22:46:42,199 - mmaction - INFO - Epoch [10][140/157] lr: 1.000e-03, eta: 0:46:47, time: 0.365, data_time: 0.000, memory: 5693, top1_acc: 0.4594, top5_acc: 0.7680, loss_cls: 2.4686, loss: 2.4686, grad_norm: 6.4073 2021-02-28 22:46:48,780 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-02-28 22:47:17,546 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-28 22:47:17,624 - mmaction - INFO - top1_acc 0.5981 top5_acc 0.8833 2021-02-28 22:47:17,624 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-28 22:47:17,628 - mmaction - INFO - mean_acc 0.5746 2021-02-28 22:47:17,629 - mmaction - INFO - Epoch(val) [10][157] top1_acc: 0.5981, top5_acc: 0.8833, mean_class_accuracy: 0.5746 2021-02-28 22:47:41,578 - mmaction - INFO - Epoch [11][20/157] lr: 1.000e-03, eta: 0:47:00, time: 1.197, data_time: 0.796, memory: 5693, top1_acc: 0.4352, top5_acc: 0.7594, loss_cls: 2.5294, loss: 2.5294, grad_norm: 6.5491 2021-02-28 22:47:49,011 - mmaction - INFO - Epoch [11][40/157] lr: 1.000e-03, eta: 0:46:45, time: 0.372, data_time: 0.004, memory: 5693, top1_acc: 0.4453, top5_acc: 0.7367, loss_cls: 2.5535, loss: 2.5535, grad_norm: 6.4889 2021-02-28 22:47:56,375 - mmaction - INFO - Epoch [11][60/157] lr: 1.000e-03, eta: 0:46:29, time: 0.368, data_time: 0.002, memory: 5693, top1_acc: 0.4648, top5_acc: 0.7641, loss_cls: 2.4380, loss: 2.4380, grad_norm: 6.4780 2021-02-28 22:48:03,721 - mmaction - INFO - Epoch [11][80/157] lr: 1.000e-03, eta: 0:46:14, time: 0.368, data_time: 0.003, memory: 5693, top1_acc: 0.4531, top5_acc: 0.7500, loss_cls: 2.4699, loss: 2.4699, grad_norm: 6.4433 2021-02-28 22:48:11,080 - mmaction - INFO - Epoch [11][100/157] lr: 1.000e-03, eta: 0:46:00, time: 0.368, data_time: 0.002, memory: 5693, top1_acc: 0.4555, top5_acc: 0.7633, loss_cls: 2.4719, loss: 2.4719, grad_norm: 6.4706 2021-02-28 22:48:18,385 - mmaction - INFO - Epoch [11][120/157] lr: 1.000e-03, eta: 0:45:45, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.4477, top5_acc: 0.7570, loss_cls: 2.4336, loss: 2.4336, grad_norm: 6.4603 2021-02-28 22:48:25,662 - mmaction - INFO - Epoch [11][140/157] lr: 1.000e-03, eta: 0:45:30, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.4398, top5_acc: 0.7617, loss_cls: 2.4554, loss: 2.4554, grad_norm: 6.4956 2021-02-28 22:48:32,253 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-02-28 22:48:57,001 - mmaction - INFO - Epoch [12][20/157] lr: 1.000e-03, eta: 0:45:41, time: 1.221, data_time: 0.841, memory: 5693, top1_acc: 0.4758, top5_acc: 0.7758, loss_cls: 2.3485, loss: 2.3485, grad_norm: 6.3546 2021-02-28 22:49:04,375 - mmaction - INFO - Epoch [12][40/157] lr: 1.000e-03, eta: 0:45:27, time: 0.369, data_time: 0.004, memory: 5693, top1_acc: 0.5164, top5_acc: 0.7805, loss_cls: 2.3118, loss: 2.3118, grad_norm: 6.3627 2021-02-28 22:49:11,749 - mmaction - INFO - Epoch [12][60/157] lr: 1.000e-03, eta: 0:45:12, time: 0.369, data_time: 0.002, memory: 5693, top1_acc: 0.4555, top5_acc: 0.7648, loss_cls: 2.3991, loss: 2.3991, grad_norm: 6.4297 2021-02-28 22:49:19,071 - mmaction - INFO - Epoch [12][80/157] lr: 1.000e-03, eta: 0:44:58, time: 0.366, data_time: 0.002, memory: 5693, top1_acc: 0.4578, top5_acc: 0.7602, loss_cls: 2.4310, loss: 2.4310, grad_norm: 6.5979 2021-02-28 22:49:26,400 - mmaction - INFO - Epoch [12][100/157] lr: 1.000e-03, eta: 0:44:44, time: 0.367, data_time: 0.002, memory: 5693, top1_acc: 0.4273, top5_acc: 0.7578, loss_cls: 2.4454, loss: 2.4454, grad_norm: 6.5420 2021-02-28 22:49:33,723 - mmaction - INFO - Epoch [12][120/157] lr: 1.000e-03, eta: 0:44:30, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.4484, top5_acc: 0.7633, loss_cls: 2.4019, loss: 2.4019, grad_norm: 6.4842 2021-02-28 22:49:41,001 - mmaction - INFO - Epoch [12][140/157] lr: 1.000e-03, eta: 0:44:16, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.4891, top5_acc: 0.7742, loss_cls: 2.3630, loss: 2.3630, grad_norm: 6.5611 2021-02-28 22:49:47,578 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-02-28 22:50:11,920 - mmaction - INFO - Epoch [13][20/157] lr: 1.000e-03, eta: 0:44:22, time: 1.193, data_time: 0.805, memory: 5693, top1_acc: 0.4930, top5_acc: 0.7891, loss_cls: 2.3128, loss: 2.3128, grad_norm: 6.5111 2021-02-28 22:50:19,274 - mmaction - INFO - Epoch [13][40/157] lr: 1.000e-03, eta: 0:44:09, time: 0.368, data_time: 0.004, memory: 5693, top1_acc: 0.4797, top5_acc: 0.7781, loss_cls: 2.3076, loss: 2.3076, grad_norm: 6.4666 2021-02-28 22:50:26,627 - mmaction - INFO - Epoch [13][60/157] lr: 1.000e-03, eta: 0:43:55, time: 0.368, data_time: 0.002, memory: 5693, top1_acc: 0.4797, top5_acc: 0.7625, loss_cls: 2.3439, loss: 2.3439, grad_norm: 6.5229 2021-02-28 22:50:33,988 - mmaction - INFO - Epoch [13][80/157] lr: 1.000e-03, eta: 0:43:41, time: 0.368, data_time: 0.002, memory: 5693, top1_acc: 0.4891, top5_acc: 0.8047, loss_cls: 2.2681, loss: 2.2681, grad_norm: 6.5254 2021-02-28 22:50:41,287 - mmaction - INFO - Epoch [13][100/157] lr: 1.000e-03, eta: 0:43:27, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.4734, top5_acc: 0.7789, loss_cls: 2.2757, loss: 2.2757, grad_norm: 6.5416 2021-02-28 22:50:48,623 - mmaction - INFO - Epoch [13][120/157] lr: 1.000e-03, eta: 0:43:14, time: 0.367, data_time: 0.001, memory: 5693, top1_acc: 0.4734, top5_acc: 0.7836, loss_cls: 2.2844, loss: 2.2844, grad_norm: 6.5514 2021-02-28 22:50:55,960 - mmaction - INFO - Epoch [13][140/157] lr: 1.000e-03, eta: 0:43:01, time: 0.367, data_time: 0.000, memory: 5693, top1_acc: 0.4922, top5_acc: 0.7719, loss_cls: 2.2891, loss: 2.2891, grad_norm: 6.5585 2021-02-28 22:51:02,631 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-02-28 22:51:26,803 - mmaction - INFO - Epoch [14][20/157] lr: 1.000e-03, eta: 0:43:05, time: 1.184, data_time: 0.767, memory: 5693, top1_acc: 0.4977, top5_acc: 0.7977, loss_cls: 2.2291, loss: 2.2291, grad_norm: 6.4439 2021-02-28 22:51:34,199 - mmaction - INFO - Epoch [14][40/157] lr: 1.000e-03, eta: 0:42:52, time: 0.369, data_time: 0.003, memory: 5693, top1_acc: 0.4875, top5_acc: 0.7984, loss_cls: 2.2415, loss: 2.2415, grad_norm: 6.4750 2021-02-28 22:51:41,581 - mmaction - INFO - Epoch [14][60/157] lr: 1.000e-03, eta: 0:42:38, time: 0.370, data_time: 0.003, memory: 5693, top1_acc: 0.5055, top5_acc: 0.8133, loss_cls: 2.1768, loss: 2.1768, grad_norm: 6.4613 2021-02-28 22:51:48,959 - mmaction - INFO - Epoch [14][80/157] lr: 1.000e-03, eta: 0:42:25, time: 0.369, data_time: 0.002, memory: 5693, top1_acc: 0.5000, top5_acc: 0.7930, loss_cls: 2.2178, loss: 2.2178, grad_norm: 6.5456 2021-02-28 22:51:56,265 - mmaction - INFO - Epoch [14][100/157] lr: 1.000e-03, eta: 0:42:12, time: 0.365, data_time: 0.000, memory: 5693, top1_acc: 0.5016, top5_acc: 0.7844, loss_cls: 2.2276, loss: 2.2276, grad_norm: 6.5549 2021-02-28 22:52:03,555 - mmaction - INFO - Epoch [14][120/157] lr: 1.000e-03, eta: 0:41:59, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.4891, top5_acc: 0.8016, loss_cls: 2.2194, loss: 2.2194, grad_norm: 6.6433 2021-02-28 22:52:10,857 - mmaction - INFO - Epoch [14][140/157] lr: 1.000e-03, eta: 0:41:46, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.4945, top5_acc: 0.7867, loss_cls: 2.2277, loss: 2.2277, grad_norm: 6.6114 2021-02-28 22:52:17,397 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-02-28 22:52:43,361 - mmaction - INFO - Epoch [15][20/157] lr: 1.000e-03, eta: 0:41:53, time: 1.265, data_time: 0.894, memory: 5693, top1_acc: 0.5219, top5_acc: 0.7937, loss_cls: 2.1907, loss: 2.1907, grad_norm: 6.5468 2021-02-28 22:52:50,820 - mmaction - INFO - Epoch [15][40/157] lr: 1.000e-03, eta: 0:41:40, time: 0.374, data_time: 0.005, memory: 5693, top1_acc: 0.5328, top5_acc: 0.8273, loss_cls: 2.1105, loss: 2.1105, grad_norm: 6.5660 2021-02-28 22:52:58,127 - mmaction - INFO - Epoch [15][60/157] lr: 1.000e-03, eta: 0:41:27, time: 0.366, data_time: 0.002, memory: 5693, top1_acc: 0.5031, top5_acc: 0.7953, loss_cls: 2.1716, loss: 2.1716, grad_norm: 6.5444 2021-02-28 22:53:05,441 - mmaction - INFO - Epoch [15][80/157] lr: 1.000e-03, eta: 0:41:15, time: 0.366, data_time: 0.002, memory: 5693, top1_acc: 0.5234, top5_acc: 0.7914, loss_cls: 2.1077, loss: 2.1077, grad_norm: 6.5118 2021-02-28 22:53:12,766 - mmaction - INFO - Epoch [15][100/157] lr: 1.000e-03, eta: 0:41:02, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.5078, top5_acc: 0.7836, loss_cls: 2.1985, loss: 2.1985, grad_norm: 6.6853 2021-02-28 22:53:20,072 - mmaction - INFO - Epoch [15][120/157] lr: 1.000e-03, eta: 0:40:49, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.5297, top5_acc: 0.8156, loss_cls: 2.0923, loss: 2.0923, grad_norm: 6.5525 2021-02-28 22:53:27,387 - mmaction - INFO - Epoch [15][140/157] lr: 1.000e-03, eta: 0:40:37, time: 0.366, data_time: 0.000, memory: 5693, top1_acc: 0.5102, top5_acc: 0.8156, loss_cls: 2.1492, loss: 2.1492, grad_norm: 6.5828 2021-02-28 22:53:33,924 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-02-28 22:54:02,117 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-28 22:54:02,201 - mmaction - INFO - top1_acc 0.6624 top5_acc 0.9084 2021-02-28 22:54:02,201 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-28 22:54:02,205 - mmaction - INFO - mean_acc 0.6455 2021-02-28 22:54:02,206 - mmaction - INFO - Epoch(val) [15][157] top1_acc: 0.6624, top5_acc: 0.9084, mean_class_accuracy: 0.6455 2021-02-28 22:54:27,192 - mmaction - INFO - Epoch [16][20/157] lr: 1.000e-03, eta: 0:40:40, time: 1.249, data_time: 0.868, memory: 5693, top1_acc: 0.5125, top5_acc: 0.7945, loss_cls: 2.1354, loss: 2.1354, grad_norm: 6.4905 2021-02-28 22:54:34,594 - mmaction - INFO - Epoch [16][40/157] lr: 1.000e-03, eta: 0:40:28, time: 0.370, data_time: 0.002, memory: 5693, top1_acc: 0.5164, top5_acc: 0.8086, loss_cls: 2.1269, loss: 2.1269, grad_norm: 6.6275 2021-02-28 22:54:41,959 - mmaction - INFO - Epoch [16][60/157] lr: 1.000e-03, eta: 0:40:16, time: 0.368, data_time: 0.002, memory: 5693, top1_acc: 0.5148, top5_acc: 0.8047, loss_cls: 2.1695, loss: 2.1695, grad_norm: 6.7823 2021-02-28 22:54:49,307 - mmaction - INFO - Epoch [16][80/157] lr: 1.000e-03, eta: 0:40:03, time: 0.367, data_time: 0.002, memory: 5693, top1_acc: 0.5266, top5_acc: 0.8195, loss_cls: 2.0446, loss: 2.0446, grad_norm: 6.5263 2021-02-28 22:54:56,603 - mmaction - INFO - Epoch [16][100/157] lr: 1.000e-03, eta: 0:39:51, time: 0.365, data_time: 0.000, memory: 5693, top1_acc: 0.5484, top5_acc: 0.8203, loss_cls: 2.0214, loss: 2.0214, grad_norm: 6.5413 2021-02-28 22:55:03,898 - mmaction - INFO - Epoch [16][120/157] lr: 1.000e-03, eta: 0:39:39, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.5102, top5_acc: 0.8242, loss_cls: 2.0923, loss: 2.0923, grad_norm: 6.6173 2021-02-28 22:55:11,192 - mmaction - INFO - Epoch [16][140/157] lr: 1.000e-03, eta: 0:39:26, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.5477, top5_acc: 0.8297, loss_cls: 1.9979, loss: 1.9979, grad_norm: 6.5528 2021-02-28 22:55:17,783 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-02-28 22:55:41,834 - mmaction - INFO - Epoch [17][20/157] lr: 1.000e-03, eta: 0:39:26, time: 1.188, data_time: 0.815, memory: 5693, top1_acc: 0.5508, top5_acc: 0.8180, loss_cls: 1.9918, loss: 1.9918, grad_norm: 6.4942 2021-02-28 22:55:49,249 - mmaction - INFO - Epoch [17][40/157] lr: 1.000e-03, eta: 0:39:14, time: 0.371, data_time: 0.004, memory: 5693, top1_acc: 0.5375, top5_acc: 0.8250, loss_cls: 2.0395, loss: 2.0395, grad_norm: 6.6384 2021-02-28 22:55:56,600 - mmaction - INFO - Epoch [17][60/157] lr: 1.000e-03, eta: 0:39:02, time: 0.368, data_time: 0.002, memory: 5693, top1_acc: 0.5289, top5_acc: 0.8070, loss_cls: 2.0842, loss: 2.0842, grad_norm: 6.6623 2021-02-28 22:56:03,933 - mmaction - INFO - Epoch [17][80/157] lr: 1.000e-03, eta: 0:38:50, time: 0.366, data_time: 0.002, memory: 5693, top1_acc: 0.5258, top5_acc: 0.8180, loss_cls: 2.0645, loss: 2.0645, grad_norm: 6.7107 2021-02-28 22:56:11,315 - mmaction - INFO - Epoch [17][100/157] lr: 1.000e-03, eta: 0:38:38, time: 0.369, data_time: 0.001, memory: 5693, top1_acc: 0.5445, top5_acc: 0.8078, loss_cls: 2.0473, loss: 2.0473, grad_norm: 6.6578 2021-02-28 22:56:18,635 - mmaction - INFO - Epoch [17][120/157] lr: 1.000e-03, eta: 0:38:26, time: 0.366, data_time: 0.000, memory: 5693, top1_acc: 0.5484, top5_acc: 0.8289, loss_cls: 2.0037, loss: 2.0037, grad_norm: 6.5766 2021-02-28 22:56:25,909 - mmaction - INFO - Epoch [17][140/157] lr: 1.000e-03, eta: 0:38:14, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.5383, top5_acc: 0.8141, loss_cls: 2.0243, loss: 2.0243, grad_norm: 6.5497 2021-02-28 22:56:32,504 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-02-28 22:56:57,893 - mmaction - INFO - Epoch [18][20/157] lr: 1.000e-03, eta: 0:38:14, time: 1.254, data_time: 0.890, memory: 5693, top1_acc: 0.5359, top5_acc: 0.8109, loss_cls: 2.0078, loss: 2.0078, grad_norm: 6.5760 2021-02-28 22:57:05,274 - mmaction - INFO - Epoch [18][40/157] lr: 1.000e-03, eta: 0:38:03, time: 0.369, data_time: 0.005, memory: 5693, top1_acc: 0.5453, top5_acc: 0.8305, loss_cls: 1.9399, loss: 1.9399, grad_norm: 6.5739 2021-02-28 22:57:12,610 - mmaction - INFO - Epoch [18][60/157] lr: 1.000e-03, eta: 0:37:51, time: 0.366, data_time: 0.002, memory: 5693, top1_acc: 0.5555, top5_acc: 0.8336, loss_cls: 1.9238, loss: 1.9238, grad_norm: 6.5284 2021-02-28 22:57:19,891 - mmaction - INFO - Epoch [18][80/157] lr: 1.000e-03, eta: 0:37:39, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.5242, top5_acc: 0.8094, loss_cls: 2.0322, loss: 2.0322, grad_norm: 6.7143 2021-02-28 22:57:27,179 - mmaction - INFO - Epoch [18][100/157] lr: 1.000e-03, eta: 0:37:27, time: 0.364, data_time: 0.002, memory: 5693, top1_acc: 0.5625, top5_acc: 0.8187, loss_cls: 1.9597, loss: 1.9597, grad_norm: 6.6593 2021-02-28 22:57:34,459 - mmaction - INFO - Epoch [18][120/157] lr: 1.000e-03, eta: 0:37:16, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.5367, top5_acc: 0.8187, loss_cls: 1.9691, loss: 1.9691, grad_norm: 6.6626 2021-02-28 22:57:41,771 - mmaction - INFO - Epoch [18][140/157] lr: 1.000e-03, eta: 0:37:04, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.5477, top5_acc: 0.8195, loss_cls: 1.9996, loss: 1.9996, grad_norm: 6.6945 2021-02-28 22:57:48,337 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-02-28 22:58:12,818 - mmaction - INFO - Epoch [19][20/157] lr: 1.000e-03, eta: 0:37:01, time: 1.208, data_time: 0.789, memory: 5693, top1_acc: 0.5477, top5_acc: 0.8547, loss_cls: 1.9068, loss: 1.9068, grad_norm: 6.5989 2021-02-28 22:58:20,152 - mmaction - INFO - Epoch [19][40/157] lr: 1.000e-03, eta: 0:36:50, time: 0.367, data_time: 0.003, memory: 5693, top1_acc: 0.5531, top5_acc: 0.8297, loss_cls: 1.9815, loss: 1.9815, grad_norm: 6.7772 2021-02-28 22:58:27,503 - mmaction - INFO - Epoch [19][60/157] lr: 1.000e-03, eta: 0:36:38, time: 0.367, data_time: 0.002, memory: 5693, top1_acc: 0.5609, top5_acc: 0.8203, loss_cls: 1.9897, loss: 1.9897, grad_norm: 6.6521 2021-02-28 22:58:34,811 - mmaction - INFO - Epoch [19][80/157] lr: 1.000e-03, eta: 0:36:27, time: 0.366, data_time: 0.002, memory: 5693, top1_acc: 0.5742, top5_acc: 0.8383, loss_cls: 1.8905, loss: 1.8905, grad_norm: 6.6443 2021-02-28 22:58:42,147 - mmaction - INFO - Epoch [19][100/157] lr: 1.000e-03, eta: 0:36:16, time: 0.367, data_time: 0.001, memory: 5693, top1_acc: 0.5719, top5_acc: 0.8461, loss_cls: 1.8713, loss: 1.8713, grad_norm: 6.5617 2021-02-28 22:58:49,417 - mmaction - INFO - Epoch [19][120/157] lr: 1.000e-03, eta: 0:36:04, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.5602, top5_acc: 0.8398, loss_cls: 1.9315, loss: 1.9315, grad_norm: 6.8534 2021-02-28 22:58:56,702 - mmaction - INFO - Epoch [19][140/157] lr: 1.000e-03, eta: 0:35:53, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.5719, top5_acc: 0.8383, loss_cls: 1.8609, loss: 1.8609, grad_norm: 6.5361 2021-02-28 22:59:03,322 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-02-28 22:59:27,800 - mmaction - INFO - Epoch [20][20/157] lr: 1.000e-03, eta: 0:35:49, time: 1.209, data_time: 0.827, memory: 5693, top1_acc: 0.5602, top5_acc: 0.8375, loss_cls: 1.8915, loss: 1.8915, grad_norm: 6.7853 2021-02-28 22:59:35,189 - mmaction - INFO - Epoch [20][40/157] lr: 1.000e-03, eta: 0:35:38, time: 0.369, data_time: 0.003, memory: 5693, top1_acc: 0.5422, top5_acc: 0.8406, loss_cls: 1.8913, loss: 1.8913, grad_norm: 6.7872 2021-02-28 22:59:42,565 - mmaction - INFO - Epoch [20][60/157] lr: 1.000e-03, eta: 0:35:27, time: 0.369, data_time: 0.002, memory: 5693, top1_acc: 0.5813, top5_acc: 0.8516, loss_cls: 1.8115, loss: 1.8115, grad_norm: 6.6066 2021-02-28 22:59:49,902 - mmaction - INFO - Epoch [20][80/157] lr: 1.000e-03, eta: 0:35:15, time: 0.367, data_time: 0.002, memory: 5693, top1_acc: 0.5680, top5_acc: 0.8320, loss_cls: 1.8671, loss: 1.8671, grad_norm: 6.6988 2021-02-28 22:59:57,214 - mmaction - INFO - Epoch [20][100/157] lr: 1.000e-03, eta: 0:35:04, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.5844, top5_acc: 0.8398, loss_cls: 1.8556, loss: 1.8556, grad_norm: 6.6857 2021-02-28 23:00:04,541 - mmaction - INFO - Epoch [20][120/157] lr: 1.000e-03, eta: 0:34:53, time: 0.366, data_time: 0.000, memory: 5693, top1_acc: 0.5539, top5_acc: 0.8195, loss_cls: 1.9343, loss: 1.9343, grad_norm: 6.8079 2021-02-28 23:00:11,802 - mmaction - INFO - Epoch [20][140/157] lr: 1.000e-03, eta: 0:34:42, time: 0.363, data_time: 0.000, memory: 5693, top1_acc: 0.5750, top5_acc: 0.8359, loss_cls: 1.8753, loss: 1.8753, grad_norm: 6.7358 2021-02-28 23:00:18,364 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-02-28 23:00:46,754 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-28 23:00:46,839 - mmaction - INFO - top1_acc 0.7038 top5_acc 0.9186 2021-02-28 23:00:46,840 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-28 23:00:46,844 - mmaction - INFO - mean_acc 0.6906 2021-02-28 23:00:46,845 - mmaction - INFO - Epoch(val) [20][157] top1_acc: 0.7038, top5_acc: 0.9186, mean_class_accuracy: 0.6906 2021-02-28 23:01:10,949 - mmaction - INFO - Epoch [21][20/157] lr: 1.000e-04, eta: 0:34:37, time: 1.205, data_time: 0.840, memory: 5693, top1_acc: 0.5828, top5_acc: 0.8344, loss_cls: 1.8435, loss: 1.8435, grad_norm: 6.6764 2021-02-28 23:01:18,282 - mmaction - INFO - Epoch [21][40/157] lr: 1.000e-04, eta: 0:34:26, time: 0.367, data_time: 0.004, memory: 5693, top1_acc: 0.5625, top5_acc: 0.8422, loss_cls: 1.8634, loss: 1.8634, grad_norm: 6.6394 2021-02-28 23:01:25,619 - mmaction - INFO - Epoch [21][60/157] lr: 1.000e-04, eta: 0:34:15, time: 0.367, data_time: 0.001, memory: 5693, top1_acc: 0.5539, top5_acc: 0.8367, loss_cls: 1.8616, loss: 1.8616, grad_norm: 6.5900 2021-02-28 23:01:32,934 - mmaction - INFO - Epoch [21][80/157] lr: 1.000e-04, eta: 0:34:04, time: 0.366, data_time: 0.002, memory: 5693, top1_acc: 0.5813, top5_acc: 0.8492, loss_cls: 1.7670, loss: 1.7670, grad_norm: 6.5084 2021-02-28 23:01:40,261 - mmaction - INFO - Epoch [21][100/157] lr: 1.000e-04, eta: 0:33:53, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.5906, top5_acc: 0.8367, loss_cls: 1.8199, loss: 1.8199, grad_norm: 6.7199 2021-02-28 23:01:47,528 - mmaction - INFO - Epoch [21][120/157] lr: 1.000e-04, eta: 0:33:42, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.5867, top5_acc: 0.8547, loss_cls: 1.8176, loss: 1.8176, grad_norm: 6.5893 2021-02-28 23:01:54,803 - mmaction - INFO - Epoch [21][140/157] lr: 1.000e-04, eta: 0:33:31, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.5813, top5_acc: 0.8414, loss_cls: 1.8278, loss: 1.8278, grad_norm: 6.7079 2021-02-28 23:02:01,332 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-02-28 23:02:25,773 - mmaction - INFO - Epoch [22][20/157] lr: 1.000e-04, eta: 0:33:25, time: 1.196, data_time: 0.804, memory: 5693, top1_acc: 0.5805, top5_acc: 0.8453, loss_cls: 1.8329, loss: 1.8329, grad_norm: 6.7080 2021-02-28 23:02:33,137 - mmaction - INFO - Epoch [22][40/157] lr: 1.000e-04, eta: 0:33:14, time: 0.368, data_time: 0.003, memory: 5693, top1_acc: 0.5773, top5_acc: 0.8578, loss_cls: 1.8251, loss: 1.8251, grad_norm: 6.7173 2021-02-28 23:02:40,518 - mmaction - INFO - Epoch [22][60/157] lr: 1.000e-04, eta: 0:33:04, time: 0.369, data_time: 0.002, memory: 5693, top1_acc: 0.5906, top5_acc: 0.8531, loss_cls: 1.7669, loss: 1.7669, grad_norm: 6.5045 2021-02-28 23:02:47,849 - mmaction - INFO - Epoch [22][80/157] lr: 1.000e-04, eta: 0:32:53, time: 0.366, data_time: 0.002, memory: 5693, top1_acc: 0.5938, top5_acc: 0.8672, loss_cls: 1.7640, loss: 1.7640, grad_norm: 6.6405 2021-02-28 23:02:55,192 - mmaction - INFO - Epoch [22][100/157] lr: 1.000e-04, eta: 0:32:42, time: 0.367, data_time: 0.002, memory: 5693, top1_acc: 0.5820, top5_acc: 0.8375, loss_cls: 1.8294, loss: 1.8294, grad_norm: 6.6749 2021-02-28 23:03:02,487 - mmaction - INFO - Epoch [22][120/157] lr: 1.000e-04, eta: 0:32:31, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.5695, top5_acc: 0.8266, loss_cls: 1.8895, loss: 1.8895, grad_norm: 6.7324 2021-02-28 23:03:09,773 - mmaction - INFO - Epoch [22][140/157] lr: 1.000e-04, eta: 0:32:20, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.5875, top5_acc: 0.8398, loss_cls: 1.8384, loss: 1.8384, grad_norm: 6.5888 2021-02-28 23:03:16,390 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-02-28 23:03:41,363 - mmaction - INFO - Epoch [23][20/157] lr: 1.000e-04, eta: 0:32:15, time: 1.232, data_time: 0.823, memory: 5693, top1_acc: 0.5797, top5_acc: 0.8516, loss_cls: 1.7861, loss: 1.7861, grad_norm: 6.6799 2021-02-28 23:03:48,788 - mmaction - INFO - Epoch [23][40/157] lr: 1.000e-04, eta: 0:32:04, time: 0.371, data_time: 0.003, memory: 5693, top1_acc: 0.5891, top5_acc: 0.8523, loss_cls: 1.8042, loss: 1.8042, grad_norm: 6.6067 2021-02-28 23:03:56,123 - mmaction - INFO - Epoch [23][60/157] lr: 1.000e-04, eta: 0:31:53, time: 0.367, data_time: 0.002, memory: 5693, top1_acc: 0.5758, top5_acc: 0.8492, loss_cls: 1.8094, loss: 1.8094, grad_norm: 6.5621 2021-02-28 23:04:03,463 - mmaction - INFO - Epoch [23][80/157] lr: 1.000e-04, eta: 0:31:43, time: 0.367, data_time: 0.001, memory: 5693, top1_acc: 0.5789, top5_acc: 0.8305, loss_cls: 1.8275, loss: 1.8275, grad_norm: 6.6952 2021-02-28 23:04:10,755 - mmaction - INFO - Epoch [23][100/157] lr: 1.000e-04, eta: 0:31:32, time: 0.365, data_time: 0.000, memory: 5693, top1_acc: 0.5820, top5_acc: 0.8523, loss_cls: 1.7843, loss: 1.7843, grad_norm: 6.6779 2021-02-28 23:04:18,046 - mmaction - INFO - Epoch [23][120/157] lr: 1.000e-04, eta: 0:31:21, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.5641, top5_acc: 0.8578, loss_cls: 1.8269, loss: 1.8269, grad_norm: 6.8083 2021-02-28 23:04:25,390 - mmaction - INFO - Epoch [23][140/157] lr: 1.000e-04, eta: 0:31:11, time: 0.367, data_time: 0.001, memory: 5693, top1_acc: 0.5766, top5_acc: 0.8414, loss_cls: 1.8371, loss: 1.8371, grad_norm: 6.6859 2021-02-28 23:04:32,010 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-02-28 23:04:56,417 - mmaction - INFO - Epoch [24][20/157] lr: 1.000e-04, eta: 0:31:03, time: 1.182, data_time: 0.806, memory: 5693, top1_acc: 0.5945, top5_acc: 0.8516, loss_cls: 1.7576, loss: 1.7576, grad_norm: 6.4298 2021-02-28 23:05:03,805 - mmaction - INFO - Epoch [24][40/157] lr: 1.000e-04, eta: 0:30:53, time: 0.369, data_time: 0.004, memory: 5693, top1_acc: 0.5813, top5_acc: 0.8477, loss_cls: 1.8297, loss: 1.8297, grad_norm: 6.7540 2021-02-28 23:05:11,123 - mmaction - INFO - Epoch [24][60/157] lr: 1.000e-04, eta: 0:30:42, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.5719, top5_acc: 0.8516, loss_cls: 1.7970, loss: 1.7970, grad_norm: 6.7081 2021-02-28 23:05:18,459 - mmaction - INFO - Epoch [24][80/157] lr: 1.000e-04, eta: 0:30:32, time: 0.366, data_time: 0.002, memory: 5693, top1_acc: 0.5578, top5_acc: 0.8453, loss_cls: 1.8022, loss: 1.8022, grad_norm: 6.6429 2021-02-28 23:05:25,781 - mmaction - INFO - Epoch [24][100/157] lr: 1.000e-04, eta: 0:30:21, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.5922, top5_acc: 0.8523, loss_cls: 1.7913, loss: 1.7913, grad_norm: 6.7282 2021-02-28 23:05:33,112 - mmaction - INFO - Epoch [24][120/157] lr: 1.000e-04, eta: 0:30:11, time: 0.367, data_time: 0.001, memory: 5693, top1_acc: 0.5789, top5_acc: 0.8352, loss_cls: 1.8392, loss: 1.8392, grad_norm: 6.7909 2021-02-28 23:05:40,413 - mmaction - INFO - Epoch [24][140/157] lr: 1.000e-04, eta: 0:30:00, time: 0.365, data_time: 0.000, memory: 5693, top1_acc: 0.6148, top5_acc: 0.8633, loss_cls: 1.7414, loss: 1.7414, grad_norm: 6.5184 2021-02-28 23:05:47,025 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-02-28 23:06:11,468 - mmaction - INFO - Epoch [25][20/157] lr: 1.000e-04, eta: 0:29:52, time: 1.161, data_time: 0.767, memory: 5693, top1_acc: 0.5914, top5_acc: 0.8562, loss_cls: 1.7527, loss: 1.7527, grad_norm: 6.6816 2021-02-28 23:06:18,927 - mmaction - INFO - Epoch [25][40/157] lr: 1.000e-04, eta: 0:29:41, time: 0.373, data_time: 0.006, memory: 5693, top1_acc: 0.5844, top5_acc: 0.8531, loss_cls: 1.8108, loss: 1.8108, grad_norm: 6.6351 2021-02-28 23:06:26,244 - mmaction - INFO - Epoch [25][60/157] lr: 1.000e-04, eta: 0:29:31, time: 0.366, data_time: 0.001, memory: 5693, top1_acc: 0.5719, top5_acc: 0.8539, loss_cls: 1.8329, loss: 1.8329, grad_norm: 6.8356 2021-02-28 23:06:33,589 - mmaction - INFO - Epoch [25][80/157] lr: 1.000e-04, eta: 0:29:21, time: 0.367, data_time: 0.002, memory: 5693, top1_acc: 0.5781, top5_acc: 0.8406, loss_cls: 1.8188, loss: 1.8188, grad_norm: 6.6072 2021-02-28 23:06:40,932 - mmaction - INFO - Epoch [25][100/157] lr: 1.000e-04, eta: 0:29:10, time: 0.367, data_time: 0.001, memory: 5693, top1_acc: 0.6070, top5_acc: 0.8453, loss_cls: 1.7772, loss: 1.7772, grad_norm: 6.6725 2021-02-28 23:06:48,203 - mmaction - INFO - Epoch [25][120/157] lr: 1.000e-04, eta: 0:29:00, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.5859, top5_acc: 0.8430, loss_cls: 1.7936, loss: 1.7936, grad_norm: 6.6643 2021-02-28 23:06:55,484 - mmaction - INFO - Epoch [25][140/157] lr: 1.000e-04, eta: 0:28:50, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.5766, top5_acc: 0.8656, loss_cls: 1.7619, loss: 1.7619, grad_norm: 6.8136 2021-02-28 23:07:02,098 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-02-28 23:07:31,145 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-28 23:07:31,230 - mmaction - INFO - top1_acc 0.7050 top5_acc 0.9200 2021-02-28 23:07:31,230 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-28 23:07:31,234 - mmaction - INFO - mean_acc 0.6923 2021-02-28 23:07:31,236 - mmaction - INFO - Epoch(val) [25][157] top1_acc: 0.7050, top5_acc: 0.9200, mean_class_accuracy: 0.6923 2021-02-28 23:08:02,330 - mmaction - INFO - Epoch [26][20/157] lr: 1.000e-04, eta: 0:28:48, time: 1.555, data_time: 1.165, memory: 5693, top1_acc: 0.5734, top5_acc: 0.8383, loss_cls: 1.8200, loss: 1.8200, grad_norm: 6.7445 2021-02-28 23:08:09,684 - mmaction - INFO - Epoch [26][40/157] lr: 1.000e-04, eta: 0:28:38, time: 0.367, data_time: 0.004, memory: 5693, top1_acc: 0.5695, top5_acc: 0.8508, loss_cls: 1.8225, loss: 1.8225, grad_norm: 6.6692 2021-02-28 23:08:16,947 - mmaction - INFO - Epoch [26][60/157] lr: 1.000e-04, eta: 0:28:27, time: 0.363, data_time: 0.002, memory: 5693, top1_acc: 0.5867, top5_acc: 0.8727, loss_cls: 1.7505, loss: 1.7505, grad_norm: 6.6578 2021-02-28 23:08:24,191 - mmaction - INFO - Epoch [26][80/157] lr: 1.000e-04, eta: 0:28:17, time: 0.362, data_time: 0.002, memory: 5693, top1_acc: 0.5859, top5_acc: 0.8422, loss_cls: 1.8014, loss: 1.8014, grad_norm: 6.6735 2021-02-28 23:08:31,461 - mmaction - INFO - Epoch [26][100/157] lr: 1.000e-04, eta: 0:28:07, time: 0.363, data_time: 0.002, memory: 5693, top1_acc: 0.5922, top5_acc: 0.8531, loss_cls: 1.7999, loss: 1.7999, grad_norm: 6.7227 2021-02-28 23:08:38,698 - mmaction - INFO - Epoch [26][120/157] lr: 1.000e-04, eta: 0:27:56, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.5930, top5_acc: 0.8648, loss_cls: 1.7411, loss: 1.7411, grad_norm: 6.5714 2021-02-28 23:08:45,971 - mmaction - INFO - Epoch [26][140/157] lr: 1.000e-04, eta: 0:27:46, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.5844, top5_acc: 0.8344, loss_cls: 1.8045, loss: 1.8045, grad_norm: 6.7268 2021-02-28 23:08:52,576 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-02-28 23:09:17,138 - mmaction - INFO - Epoch [27][20/157] lr: 1.000e-04, eta: 0:27:36, time: 1.178, data_time: 0.771, memory: 5693, top1_acc: 0.5789, top5_acc: 0.8562, loss_cls: 1.7685, loss: 1.7685, grad_norm: 6.6341 2021-02-28 23:09:24,489 - mmaction - INFO - Epoch [27][40/157] lr: 1.000e-04, eta: 0:27:26, time: 0.367, data_time: 0.005, memory: 5693, top1_acc: 0.5797, top5_acc: 0.8570, loss_cls: 1.7691, loss: 1.7691, grad_norm: 6.7364 2021-02-28 23:09:31,754 - mmaction - INFO - Epoch [27][60/157] lr: 1.000e-04, eta: 0:27:16, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.5758, top5_acc: 0.8531, loss_cls: 1.8024, loss: 1.8024, grad_norm: 6.6905 2021-02-28 23:09:39,008 - mmaction - INFO - Epoch [27][80/157] lr: 1.000e-04, eta: 0:27:06, time: 0.363, data_time: 0.002, memory: 5693, top1_acc: 0.5766, top5_acc: 0.8359, loss_cls: 1.8166, loss: 1.8166, grad_norm: 6.7333 2021-02-28 23:09:46,254 - mmaction - INFO - Epoch [27][100/157] lr: 1.000e-04, eta: 0:26:56, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.5852, top5_acc: 0.8617, loss_cls: 1.7727, loss: 1.7727, grad_norm: 6.7494 2021-02-28 23:09:53,534 - mmaction - INFO - Epoch [27][120/157] lr: 1.000e-04, eta: 0:26:45, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.5852, top5_acc: 0.8531, loss_cls: 1.7975, loss: 1.7975, grad_norm: 6.7867 2021-02-28 23:10:00,775 - mmaction - INFO - Epoch [27][140/157] lr: 1.000e-04, eta: 0:26:35, time: 0.362, data_time: 0.000, memory: 5693, top1_acc: 0.5992, top5_acc: 0.8469, loss_cls: 1.7679, loss: 1.7679, grad_norm: 6.6836 2021-02-28 23:10:07,286 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-02-28 23:10:32,465 - mmaction - INFO - Epoch [28][20/157] lr: 1.000e-04, eta: 0:26:26, time: 1.243, data_time: 0.837, memory: 5693, top1_acc: 0.5961, top5_acc: 0.8352, loss_cls: 1.7913, loss: 1.7913, grad_norm: 6.6340 2021-02-28 23:10:39,762 - mmaction - INFO - Epoch [28][40/157] lr: 1.000e-04, eta: 0:26:16, time: 0.365, data_time: 0.003, memory: 5693, top1_acc: 0.5875, top5_acc: 0.8406, loss_cls: 1.7689, loss: 1.7689, grad_norm: 6.7165 2021-02-28 23:10:46,998 - mmaction - INFO - Epoch [28][60/157] lr: 1.000e-04, eta: 0:26:06, time: 0.362, data_time: 0.002, memory: 5693, top1_acc: 0.5781, top5_acc: 0.8438, loss_cls: 1.7868, loss: 1.7868, grad_norm: 6.6722 2021-02-28 23:10:54,286 - mmaction - INFO - Epoch [28][80/157] lr: 1.000e-04, eta: 0:25:56, time: 0.364, data_time: 0.002, memory: 5693, top1_acc: 0.5961, top5_acc: 0.8531, loss_cls: 1.8007, loss: 1.8007, grad_norm: 6.7012 2021-02-28 23:11:01,584 - mmaction - INFO - Epoch [28][100/157] lr: 1.000e-04, eta: 0:25:46, time: 0.365, data_time: 0.002, memory: 5693, top1_acc: 0.5938, top5_acc: 0.8383, loss_cls: 1.7919, loss: 1.7919, grad_norm: 6.7065 2021-02-28 23:11:08,850 - mmaction - INFO - Epoch [28][120/157] lr: 1.000e-04, eta: 0:25:36, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.5984, top5_acc: 0.8414, loss_cls: 1.8027, loss: 1.8027, grad_norm: 6.7525 2021-02-28 23:11:16,080 - mmaction - INFO - Epoch [28][140/157] lr: 1.000e-04, eta: 0:25:26, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.5883, top5_acc: 0.8578, loss_cls: 1.7758, loss: 1.7758, grad_norm: 6.6783 2021-02-28 23:11:22,602 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-02-28 23:11:46,970 - mmaction - INFO - Epoch [29][20/157] lr: 1.000e-04, eta: 0:25:16, time: 1.201, data_time: 0.812, memory: 5693, top1_acc: 0.6023, top5_acc: 0.8492, loss_cls: 1.7770, loss: 1.7770, grad_norm: 6.7787 2021-02-28 23:11:54,339 - mmaction - INFO - Epoch [29][40/157] lr: 1.000e-04, eta: 0:25:06, time: 0.369, data_time: 0.006, memory: 5693, top1_acc: 0.5867, top5_acc: 0.8469, loss_cls: 1.7829, loss: 1.7829, grad_norm: 6.5867 2021-02-28 23:12:01,600 - mmaction - INFO - Epoch [29][60/157] lr: 1.000e-04, eta: 0:24:56, time: 0.363, data_time: 0.002, memory: 5693, top1_acc: 0.5859, top5_acc: 0.8453, loss_cls: 1.7954, loss: 1.7954, grad_norm: 6.7209 2021-02-28 23:12:08,873 - mmaction - INFO - Epoch [29][80/157] lr: 1.000e-04, eta: 0:24:46, time: 0.364, data_time: 0.003, memory: 5693, top1_acc: 0.5703, top5_acc: 0.8609, loss_cls: 1.7954, loss: 1.7954, grad_norm: 6.6956 2021-02-28 23:12:16,091 - mmaction - INFO - Epoch [29][100/157] lr: 1.000e-04, eta: 0:24:36, time: 0.361, data_time: 0.001, memory: 5693, top1_acc: 0.5977, top5_acc: 0.8609, loss_cls: 1.7395, loss: 1.7395, grad_norm: 6.7480 2021-02-28 23:12:23,319 - mmaction - INFO - Epoch [29][120/157] lr: 1.000e-04, eta: 0:24:26, time: 0.362, data_time: 0.000, memory: 5693, top1_acc: 0.5891, top5_acc: 0.8367, loss_cls: 1.8117, loss: 1.8117, grad_norm: 6.7171 2021-02-28 23:12:30,552 - mmaction - INFO - Epoch [29][140/157] lr: 1.000e-04, eta: 0:24:16, time: 0.361, data_time: 0.000, memory: 5693, top1_acc: 0.5781, top5_acc: 0.8562, loss_cls: 1.7537, loss: 1.7537, grad_norm: 6.7667 2021-02-28 23:12:37,075 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-02-28 23:13:01,386 - mmaction - INFO - Epoch [30][20/157] lr: 1.000e-04, eta: 0:24:05, time: 1.198, data_time: 0.832, memory: 5693, top1_acc: 0.5938, top5_acc: 0.8656, loss_cls: 1.7345, loss: 1.7345, grad_norm: 6.7599 2021-02-28 23:13:08,732 - mmaction - INFO - Epoch [30][40/157] lr: 1.000e-04, eta: 0:23:55, time: 0.368, data_time: 0.004, memory: 5693, top1_acc: 0.5898, top5_acc: 0.8406, loss_cls: 1.7849, loss: 1.7849, grad_norm: 6.6446 2021-02-28 23:13:16,003 - mmaction - INFO - Epoch [30][60/157] lr: 1.000e-04, eta: 0:23:45, time: 0.364, data_time: 0.002, memory: 5693, top1_acc: 0.6031, top5_acc: 0.8664, loss_cls: 1.6842, loss: 1.6842, grad_norm: 6.5937 2021-02-28 23:13:23,296 - mmaction - INFO - Epoch [30][80/157] lr: 1.000e-04, eta: 0:23:35, time: 0.364, data_time: 0.002, memory: 5693, top1_acc: 0.6070, top5_acc: 0.8594, loss_cls: 1.7341, loss: 1.7341, grad_norm: 6.5992 2021-02-28 23:13:30,526 - mmaction - INFO - Epoch [30][100/157] lr: 1.000e-04, eta: 0:23:25, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.5984, top5_acc: 0.8484, loss_cls: 1.7690, loss: 1.7690, grad_norm: 6.7074 2021-02-28 23:13:37,806 - mmaction - INFO - Epoch [30][120/157] lr: 1.000e-04, eta: 0:23:16, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.5703, top5_acc: 0.8367, loss_cls: 1.8463, loss: 1.8463, grad_norm: 6.8403 2021-02-28 23:13:45,038 - mmaction - INFO - Epoch [30][140/157] lr: 1.000e-04, eta: 0:23:06, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.5891, top5_acc: 0.8422, loss_cls: 1.7954, loss: 1.7954, grad_norm: 6.6638 2021-02-28 23:13:51,614 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-02-28 23:14:20,732 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-28 23:14:20,814 - mmaction - INFO - top1_acc 0.7073 top5_acc 0.9210 2021-02-28 23:14:20,815 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-28 23:14:20,819 - mmaction - INFO - mean_acc 0.6946 2021-02-28 23:14:20,820 - mmaction - INFO - Epoch(val) [30][157] top1_acc: 0.7073, top5_acc: 0.9210, mean_class_accuracy: 0.6946 2021-02-28 23:14:52,597 - mmaction - INFO - Epoch [31][20/157] lr: 1.000e-04, eta: 0:23:00, time: 1.588, data_time: 1.215, memory: 5693, top1_acc: 0.5820, top5_acc: 0.8570, loss_cls: 1.7784, loss: 1.7784, grad_norm: 6.7178 2021-02-28 23:14:59,926 - mmaction - INFO - Epoch [31][40/157] lr: 1.000e-04, eta: 0:22:50, time: 0.367, data_time: 0.004, memory: 5693, top1_acc: 0.5859, top5_acc: 0.8461, loss_cls: 1.7579, loss: 1.7579, grad_norm: 6.6920 2021-02-28 23:15:07,169 - mmaction - INFO - Epoch [31][60/157] lr: 1.000e-04, eta: 0:22:40, time: 0.362, data_time: 0.002, memory: 5693, top1_acc: 0.6125, top5_acc: 0.8570, loss_cls: 1.7268, loss: 1.7268, grad_norm: 6.6472 2021-02-28 23:15:14,434 - mmaction - INFO - Epoch [31][80/157] lr: 1.000e-04, eta: 0:22:30, time: 0.363, data_time: 0.002, memory: 5693, top1_acc: 0.6125, top5_acc: 0.8586, loss_cls: 1.7270, loss: 1.7270, grad_norm: 6.7250 2021-02-28 23:15:21,695 - mmaction - INFO - Epoch [31][100/157] lr: 1.000e-04, eta: 0:22:20, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.5648, top5_acc: 0.8445, loss_cls: 1.8233, loss: 1.8233, grad_norm: 6.7686 2021-02-28 23:15:28,915 - mmaction - INFO - Epoch [31][120/157] lr: 1.000e-04, eta: 0:22:11, time: 0.361, data_time: 0.000, memory: 5693, top1_acc: 0.5922, top5_acc: 0.8438, loss_cls: 1.7891, loss: 1.7891, grad_norm: 6.8044 2021-02-28 23:15:36,145 - mmaction - INFO - Epoch [31][140/157] lr: 1.000e-04, eta: 0:22:01, time: 0.361, data_time: 0.000, memory: 5693, top1_acc: 0.6031, top5_acc: 0.8453, loss_cls: 1.7556, loss: 1.7556, grad_norm: 6.5645 2021-02-28 23:15:43,352 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-02-28 23:16:07,648 - mmaction - INFO - Epoch [32][20/157] lr: 1.000e-04, eta: 0:21:49, time: 1.200, data_time: 0.817, memory: 5693, top1_acc: 0.5992, top5_acc: 0.8578, loss_cls: 1.7272, loss: 1.7272, grad_norm: 6.5563 2021-02-28 23:16:14,922 - mmaction - INFO - Epoch [32][40/157] lr: 1.000e-04, eta: 0:21:39, time: 0.364, data_time: 0.003, memory: 5693, top1_acc: 0.5531, top5_acc: 0.8398, loss_cls: 1.8078, loss: 1.8078, grad_norm: 6.7891 2021-02-28 23:16:22,202 - mmaction - INFO - Epoch [32][60/157] lr: 1.000e-04, eta: 0:21:30, time: 0.364, data_time: 0.002, memory: 5693, top1_acc: 0.6016, top5_acc: 0.8516, loss_cls: 1.7469, loss: 1.7469, grad_norm: 6.6369 2021-02-28 23:16:29,454 - mmaction - INFO - Epoch [32][80/157] lr: 1.000e-04, eta: 0:21:20, time: 0.363, data_time: 0.002, memory: 5693, top1_acc: 0.6133, top5_acc: 0.8578, loss_cls: 1.7250, loss: 1.7250, grad_norm: 6.6325 2021-02-28 23:16:36,745 - mmaction - INFO - Epoch [32][100/157] lr: 1.000e-04, eta: 0:21:10, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.6016, top5_acc: 0.8492, loss_cls: 1.7701, loss: 1.7701, grad_norm: 6.8184 2021-02-28 23:16:44,018 - mmaction - INFO - Epoch [32][120/157] lr: 1.000e-04, eta: 0:21:00, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.5992, top5_acc: 0.8570, loss_cls: 1.7819, loss: 1.7819, grad_norm: 6.8433 2021-02-28 23:16:51,252 - mmaction - INFO - Epoch [32][140/157] lr: 1.000e-04, eta: 0:20:51, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.5945, top5_acc: 0.8523, loss_cls: 1.7907, loss: 1.7907, grad_norm: 6.8025 2021-02-28 23:16:57,789 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-02-28 23:17:21,776 - mmaction - INFO - Epoch [33][20/157] lr: 1.000e-04, eta: 0:20:38, time: 1.173, data_time: 0.769, memory: 5693, top1_acc: 0.6070, top5_acc: 0.8648, loss_cls: 1.6965, loss: 1.6965, grad_norm: 6.4901 2021-02-28 23:17:29,094 - mmaction - INFO - Epoch [33][40/157] lr: 1.000e-04, eta: 0:20:29, time: 0.366, data_time: 0.004, memory: 5693, top1_acc: 0.5891, top5_acc: 0.8484, loss_cls: 1.7643, loss: 1.7643, grad_norm: 6.7636 2021-02-28 23:17:36,444 - mmaction - INFO - Epoch [33][60/157] lr: 1.000e-04, eta: 0:20:19, time: 0.367, data_time: 0.002, memory: 5693, top1_acc: 0.6008, top5_acc: 0.8648, loss_cls: 1.7178, loss: 1.7178, grad_norm: 6.5950 2021-02-28 23:17:43,819 - mmaction - INFO - Epoch [33][80/157] lr: 1.000e-04, eta: 0:20:10, time: 0.369, data_time: 0.002, memory: 5693, top1_acc: 0.5930, top5_acc: 0.8430, loss_cls: 1.8001, loss: 1.8001, grad_norm: 6.8214 2021-02-28 23:17:51,116 - mmaction - INFO - Epoch [33][100/157] lr: 1.000e-04, eta: 0:20:00, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.5859, top5_acc: 0.8562, loss_cls: 1.7340, loss: 1.7340, grad_norm: 6.6675 2021-02-28 23:17:58,339 - mmaction - INFO - Epoch [33][120/157] lr: 1.000e-04, eta: 0:19:50, time: 0.361, data_time: 0.001, memory: 5693, top1_acc: 0.5828, top5_acc: 0.8570, loss_cls: 1.7594, loss: 1.7594, grad_norm: 6.8459 2021-02-28 23:18:05,623 - mmaction - INFO - Epoch [33][140/157] lr: 1.000e-04, eta: 0:19:41, time: 0.364, data_time: 0.000, memory: 5693, top1_acc: 0.5852, top5_acc: 0.8344, loss_cls: 1.7951, loss: 1.7951, grad_norm: 6.6941 2021-02-28 23:18:12,188 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-02-28 23:18:36,682 - mmaction - INFO - Epoch [34][20/157] lr: 1.000e-04, eta: 0:19:28, time: 1.179, data_time: 0.799, memory: 5693, top1_acc: 0.5953, top5_acc: 0.8570, loss_cls: 1.7380, loss: 1.7380, grad_norm: 6.6783 2021-02-28 23:18:44,074 - mmaction - INFO - Epoch [34][40/157] lr: 1.000e-04, eta: 0:19:19, time: 0.369, data_time: 0.004, memory: 5693, top1_acc: 0.5781, top5_acc: 0.8539, loss_cls: 1.7613, loss: 1.7613, grad_norm: 6.7349 2021-02-28 23:18:51,432 - mmaction - INFO - Epoch [34][60/157] lr: 1.000e-04, eta: 0:19:09, time: 0.368, data_time: 0.002, memory: 5693, top1_acc: 0.6078, top5_acc: 0.8703, loss_cls: 1.7093, loss: 1.7093, grad_norm: 6.6592 2021-02-28 23:18:58,709 - mmaction - INFO - Epoch [34][80/157] lr: 1.000e-04, eta: 0:19:00, time: 0.364, data_time: 0.002, memory: 5693, top1_acc: 0.5906, top5_acc: 0.8383, loss_cls: 1.8211, loss: 1.8211, grad_norm: 6.8365 2021-02-28 23:19:05,947 - mmaction - INFO - Epoch [34][100/157] lr: 1.000e-04, eta: 0:18:50, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.5711, top5_acc: 0.8555, loss_cls: 1.8005, loss: 1.8005, grad_norm: 6.8061 2021-02-28 23:19:13,181 - mmaction - INFO - Epoch [34][120/157] lr: 1.000e-04, eta: 0:18:40, time: 0.361, data_time: 0.001, memory: 5693, top1_acc: 0.5922, top5_acc: 0.8586, loss_cls: 1.7257, loss: 1.7257, grad_norm: 6.7771 2021-02-28 23:19:20,447 - mmaction - INFO - Epoch [34][140/157] lr: 1.000e-04, eta: 0:18:31, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.5930, top5_acc: 0.8500, loss_cls: 1.7534, loss: 1.7534, grad_norm: 6.7089 2021-02-28 23:19:27,001 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-02-28 23:19:52,640 - mmaction - INFO - Epoch [35][20/157] lr: 1.000e-04, eta: 0:18:19, time: 1.257, data_time: 0.888, memory: 5693, top1_acc: 0.6188, top5_acc: 0.8578, loss_cls: 1.7202, loss: 1.7202, grad_norm: 6.6114 2021-02-28 23:20:00,026 - mmaction - INFO - Epoch [35][40/157] lr: 1.000e-04, eta: 0:18:09, time: 0.370, data_time: 0.004, memory: 5693, top1_acc: 0.5922, top5_acc: 0.8648, loss_cls: 1.7499, loss: 1.7499, grad_norm: 6.7929 2021-02-28 23:20:07,322 - mmaction - INFO - Epoch [35][60/157] lr: 1.000e-04, eta: 0:18:00, time: 0.365, data_time: 0.002, memory: 5693, top1_acc: 0.6070, top5_acc: 0.8578, loss_cls: 1.7031, loss: 1.7031, grad_norm: 6.7786 2021-02-28 23:20:14,581 - mmaction - INFO - Epoch [35][80/157] lr: 1.000e-04, eta: 0:17:50, time: 0.363, data_time: 0.002, memory: 5693, top1_acc: 0.6047, top5_acc: 0.8547, loss_cls: 1.7509, loss: 1.7509, grad_norm: 6.7302 2021-02-28 23:20:21,845 - mmaction - INFO - Epoch [35][100/157] lr: 1.000e-04, eta: 0:17:41, time: 0.363, data_time: 0.000, memory: 5693, top1_acc: 0.5922, top5_acc: 0.8344, loss_cls: 1.7488, loss: 1.7488, grad_norm: 6.6479 2021-02-28 23:20:29,102 - mmaction - INFO - Epoch [35][120/157] lr: 1.000e-04, eta: 0:17:31, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.5984, top5_acc: 0.8531, loss_cls: 1.7320, loss: 1.7320, grad_norm: 6.8151 2021-02-28 23:20:36,305 - mmaction - INFO - Epoch [35][140/157] lr: 1.000e-04, eta: 0:17:22, time: 0.360, data_time: 0.001, memory: 5693, top1_acc: 0.5711, top5_acc: 0.8547, loss_cls: 1.7667, loss: 1.7667, grad_norm: 6.9481 2021-02-28 23:20:42,793 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-02-28 23:21:11,522 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-28 23:21:11,607 - mmaction - INFO - top1_acc 0.7091 top5_acc 0.9210 2021-02-28 23:21:11,607 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-28 23:21:11,611 - mmaction - INFO - mean_acc 0.6973 2021-02-28 23:21:11,612 - mmaction - INFO - Epoch(val) [35][157] top1_acc: 0.7091, top5_acc: 0.9210, mean_class_accuracy: 0.6973 2021-02-28 23:21:40,884 - mmaction - INFO - Epoch [36][20/157] lr: 1.000e-04, eta: 0:17:11, time: 1.462, data_time: 1.100, memory: 5693, top1_acc: 0.6055, top5_acc: 0.8445, loss_cls: 1.7560, loss: 1.7560, grad_norm: 6.7968 2021-02-28 23:21:48,256 - mmaction - INFO - Epoch [36][40/157] lr: 1.000e-04, eta: 0:17:02, time: 0.369, data_time: 0.006, memory: 5693, top1_acc: 0.6000, top5_acc: 0.8555, loss_cls: 1.7330, loss: 1.7330, grad_norm: 6.8167 2021-02-28 23:21:55,525 - mmaction - INFO - Epoch [36][60/157] lr: 1.000e-04, eta: 0:16:52, time: 0.363, data_time: 0.002, memory: 5693, top1_acc: 0.5805, top5_acc: 0.8508, loss_cls: 1.7686, loss: 1.7686, grad_norm: 6.8136 2021-02-28 23:22:02,810 - mmaction - INFO - Epoch [36][80/157] lr: 1.000e-04, eta: 0:16:43, time: 0.364, data_time: 0.002, memory: 5693, top1_acc: 0.5945, top5_acc: 0.8578, loss_cls: 1.7541, loss: 1.7541, grad_norm: 6.9099 2021-02-28 23:22:10,019 - mmaction - INFO - Epoch [36][100/157] lr: 1.000e-04, eta: 0:16:33, time: 0.361, data_time: 0.001, memory: 5693, top1_acc: 0.5891, top5_acc: 0.8570, loss_cls: 1.7288, loss: 1.7288, grad_norm: 6.6868 2021-02-28 23:22:17,244 - mmaction - INFO - Epoch [36][120/157] lr: 1.000e-04, eta: 0:16:24, time: 0.361, data_time: 0.000, memory: 5693, top1_acc: 0.5875, top5_acc: 0.8531, loss_cls: 1.7422, loss: 1.7422, grad_norm: 6.6764 2021-02-28 23:22:24,475 - mmaction - INFO - Epoch [36][140/157] lr: 1.000e-04, eta: 0:16:14, time: 0.361, data_time: 0.000, memory: 5693, top1_acc: 0.5984, top5_acc: 0.8539, loss_cls: 1.7173, loss: 1.7173, grad_norm: 6.5740 2021-02-28 23:22:31,026 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-02-28 23:22:55,323 - mmaction - INFO - Epoch [37][20/157] lr: 1.000e-04, eta: 0:16:01, time: 1.198, data_time: 0.837, memory: 5693, top1_acc: 0.6039, top5_acc: 0.8414, loss_cls: 1.7626, loss: 1.7626, grad_norm: 6.8549 2021-02-28 23:23:02,639 - mmaction - INFO - Epoch [37][40/157] lr: 1.000e-04, eta: 0:15:52, time: 0.366, data_time: 0.004, memory: 5693, top1_acc: 0.5891, top5_acc: 0.8516, loss_cls: 1.7500, loss: 1.7500, grad_norm: 6.7492 2021-02-28 23:23:09,944 - mmaction - INFO - Epoch [37][60/157] lr: 1.000e-04, eta: 0:15:42, time: 0.365, data_time: 0.002, memory: 5693, top1_acc: 0.6070, top5_acc: 0.8508, loss_cls: 1.7438, loss: 1.7438, grad_norm: 6.7858 2021-02-28 23:23:17,231 - mmaction - INFO - Epoch [37][80/157] lr: 1.000e-04, eta: 0:15:33, time: 0.364, data_time: 0.003, memory: 5693, top1_acc: 0.5898, top5_acc: 0.8703, loss_cls: 1.7730, loss: 1.7730, grad_norm: 6.8817 2021-02-28 23:23:24,458 - mmaction - INFO - Epoch [37][100/157] lr: 1.000e-04, eta: 0:15:23, time: 0.361, data_time: 0.000, memory: 5693, top1_acc: 0.5945, top5_acc: 0.8633, loss_cls: 1.7292, loss: 1.7292, grad_norm: 6.8288 2021-02-28 23:23:31,682 - mmaction - INFO - Epoch [37][120/157] lr: 1.000e-04, eta: 0:15:14, time: 0.361, data_time: 0.000, memory: 5693, top1_acc: 0.5945, top5_acc: 0.8477, loss_cls: 1.7410, loss: 1.7410, grad_norm: 6.7342 2021-02-28 23:23:38,923 - mmaction - INFO - Epoch [37][140/157] lr: 1.000e-04, eta: 0:15:05, time: 0.362, data_time: 0.002, memory: 5693, top1_acc: 0.5852, top5_acc: 0.8523, loss_cls: 1.7641, loss: 1.7641, grad_norm: 6.7244 2021-02-28 23:23:45,443 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-02-28 23:24:10,521 - mmaction - INFO - Epoch [38][20/157] lr: 1.000e-04, eta: 0:14:51, time: 1.239, data_time: 0.840, memory: 5693, top1_acc: 0.6023, top5_acc: 0.8641, loss_cls: 1.7144, loss: 1.7144, grad_norm: 6.7566 2021-02-28 23:24:17,844 - mmaction - INFO - Epoch [38][40/157] lr: 1.000e-04, eta: 0:14:42, time: 0.366, data_time: 0.003, memory: 5693, top1_acc: 0.5969, top5_acc: 0.8492, loss_cls: 1.7520, loss: 1.7520, grad_norm: 6.9153 2021-02-28 23:24:25,148 - mmaction - INFO - Epoch [38][60/157] lr: 1.000e-04, eta: 0:14:33, time: 0.365, data_time: 0.003, memory: 5693, top1_acc: 0.5938, top5_acc: 0.8492, loss_cls: 1.7731, loss: 1.7731, grad_norm: 6.8213 2021-02-28 23:24:32,441 - mmaction - INFO - Epoch [38][80/157] lr: 1.000e-04, eta: 0:14:23, time: 0.365, data_time: 0.002, memory: 5693, top1_acc: 0.6016, top5_acc: 0.8609, loss_cls: 1.7351, loss: 1.7351, grad_norm: 6.7989 2021-02-28 23:24:39,681 - mmaction - INFO - Epoch [38][100/157] lr: 1.000e-04, eta: 0:14:14, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.5875, top5_acc: 0.8414, loss_cls: 1.7850, loss: 1.7850, grad_norm: 6.7012 2021-02-28 23:24:46,915 - mmaction - INFO - Epoch [38][120/157] lr: 1.000e-04, eta: 0:14:05, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.6031, top5_acc: 0.8688, loss_cls: 1.6825, loss: 1.6825, grad_norm: 6.6377 2021-02-28 23:24:54,145 - mmaction - INFO - Epoch [38][140/157] lr: 1.000e-04, eta: 0:13:55, time: 0.361, data_time: 0.000, memory: 5693, top1_acc: 0.5789, top5_acc: 0.8469, loss_cls: 1.7478, loss: 1.7478, grad_norm: 6.8566 2021-02-28 23:25:00,708 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-02-28 23:25:24,757 - mmaction - INFO - Epoch [39][20/157] lr: 1.000e-04, eta: 0:13:41, time: 1.158, data_time: 0.791, memory: 5693, top1_acc: 0.6094, top5_acc: 0.8508, loss_cls: 1.7516, loss: 1.7516, grad_norm: 6.7782 2021-02-28 23:25:32,076 - mmaction - INFO - Epoch [39][40/157] lr: 1.000e-04, eta: 0:13:32, time: 0.366, data_time: 0.004, memory: 5693, top1_acc: 0.5891, top5_acc: 0.8547, loss_cls: 1.7442, loss: 1.7442, grad_norm: 6.8809 2021-02-28 23:25:39,473 - mmaction - INFO - Epoch [39][60/157] lr: 1.000e-04, eta: 0:13:23, time: 0.370, data_time: 0.003, memory: 5693, top1_acc: 0.6008, top5_acc: 0.8633, loss_cls: 1.6882, loss: 1.6882, grad_norm: 6.6303 2021-02-28 23:25:46,785 - mmaction - INFO - Epoch [39][80/157] lr: 1.000e-04, eta: 0:13:14, time: 0.366, data_time: 0.002, memory: 5693, top1_acc: 0.6102, top5_acc: 0.8398, loss_cls: 1.7820, loss: 1.7820, grad_norm: 6.7476 2021-02-28 23:25:54,049 - mmaction - INFO - Epoch [39][100/157] lr: 1.000e-04, eta: 0:13:04, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.6117, top5_acc: 0.8586, loss_cls: 1.7035, loss: 1.7035, grad_norm: 6.6728 2021-02-28 23:26:01,319 - mmaction - INFO - Epoch [39][120/157] lr: 1.000e-04, eta: 0:12:55, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.6039, top5_acc: 0.8672, loss_cls: 1.6937, loss: 1.6937, grad_norm: 6.6958 2021-02-28 23:26:08,532 - mmaction - INFO - Epoch [39][140/157] lr: 1.000e-04, eta: 0:12:46, time: 0.361, data_time: 0.001, memory: 5693, top1_acc: 0.5914, top5_acc: 0.8562, loss_cls: 1.7453, loss: 1.7453, grad_norm: 6.8260 2021-02-28 23:26:15,086 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-02-28 23:26:39,531 - mmaction - INFO - Epoch [40][20/157] lr: 1.000e-04, eta: 0:12:32, time: 1.206, data_time: 0.832, memory: 5693, top1_acc: 0.5836, top5_acc: 0.8438, loss_cls: 1.7917, loss: 1.7917, grad_norm: 6.8452 2021-02-28 23:26:46,827 - mmaction - INFO - Epoch [40][40/157] lr: 1.000e-04, eta: 0:12:22, time: 0.365, data_time: 0.004, memory: 5693, top1_acc: 0.5938, top5_acc: 0.8703, loss_cls: 1.7221, loss: 1.7221, grad_norm: 6.7796 2021-02-28 23:26:54,095 - mmaction - INFO - Epoch [40][60/157] lr: 1.000e-04, eta: 0:12:13, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.5859, top5_acc: 0.8383, loss_cls: 1.7886, loss: 1.7886, grad_norm: 6.8450 2021-02-28 23:27:01,393 - mmaction - INFO - Epoch [40][80/157] lr: 1.000e-04, eta: 0:12:04, time: 0.365, data_time: 0.002, memory: 5693, top1_acc: 0.6055, top5_acc: 0.8594, loss_cls: 1.7098, loss: 1.7098, grad_norm: 6.7364 2021-02-28 23:27:08,607 - mmaction - INFO - Epoch [40][100/157] lr: 1.000e-04, eta: 0:11:55, time: 0.360, data_time: 0.000, memory: 5693, top1_acc: 0.6117, top5_acc: 0.8711, loss_cls: 1.6787, loss: 1.6787, grad_norm: 6.6221 2021-02-28 23:27:15,901 - mmaction - INFO - Epoch [40][120/157] lr: 1.000e-04, eta: 0:11:46, time: 0.365, data_time: 0.001, memory: 5693, top1_acc: 0.5945, top5_acc: 0.8648, loss_cls: 1.6781, loss: 1.6781, grad_norm: 6.6761 2021-02-28 23:27:23,110 - mmaction - INFO - Epoch [40][140/157] lr: 1.000e-04, eta: 0:11:36, time: 0.360, data_time: 0.000, memory: 5693, top1_acc: 0.5891, top5_acc: 0.8523, loss_cls: 1.7461, loss: 1.7461, grad_norm: 6.9025 2021-02-28 23:27:29,568 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-02-28 23:28:00,900 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-28 23:28:01,143 - mmaction - INFO - top1_acc 0.7136 top5_acc 0.9241 2021-02-28 23:28:01,262 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-28 23:28:01,306 - mmaction - INFO - mean_acc 0.7018 2021-02-28 23:28:01,316 - mmaction - INFO - Epoch(val) [40][157] top1_acc: 0.7136, top5_acc: 0.9241, mean_class_accuracy: 0.7018 2021-02-28 23:28:32,767 - mmaction - INFO - Epoch [41][20/157] lr: 1.000e-05, eta: 0:11:24, time: 1.566, data_time: 1.177, memory: 5693, top1_acc: 0.5984, top5_acc: 0.8766, loss_cls: 1.6822, loss: 1.6822, grad_norm: 6.8325 2021-02-28 23:28:40,078 - mmaction - INFO - Epoch [41][40/157] lr: 1.000e-05, eta: 0:11:15, time: 0.366, data_time: 0.005, memory: 5693, top1_acc: 0.6062, top5_acc: 0.8492, loss_cls: 1.7274, loss: 1.7274, grad_norm: 6.7924 2021-02-28 23:28:47,351 - mmaction - INFO - Epoch [41][60/157] lr: 1.000e-05, eta: 0:11:06, time: 0.364, data_time: 0.002, memory: 5693, top1_acc: 0.6023, top5_acc: 0.8594, loss_cls: 1.7309, loss: 1.7309, grad_norm: 6.7831 2021-02-28 23:28:54,599 - mmaction - INFO - Epoch [41][80/157] lr: 1.000e-05, eta: 0:10:56, time: 0.362, data_time: 0.002, memory: 5693, top1_acc: 0.5961, top5_acc: 0.8523, loss_cls: 1.8017, loss: 1.8017, grad_norm: 6.7813 2021-02-28 23:29:01,851 - mmaction - INFO - Epoch [41][100/157] lr: 1.000e-05, eta: 0:10:47, time: 0.363, data_time: 0.002, memory: 5693, top1_acc: 0.6000, top5_acc: 0.8562, loss_cls: 1.7151, loss: 1.7151, grad_norm: 6.8394 2021-02-28 23:29:09,079 - mmaction - INFO - Epoch [41][120/157] lr: 1.000e-05, eta: 0:10:38, time: 0.361, data_time: 0.001, memory: 5693, top1_acc: 0.6094, top5_acc: 0.8656, loss_cls: 1.7202, loss: 1.7202, grad_norm: 6.7355 2021-02-28 23:29:16,325 - mmaction - INFO - Epoch [41][140/157] lr: 1.000e-05, eta: 0:10:29, time: 0.362, data_time: 0.000, memory: 5693, top1_acc: 0.6094, top5_acc: 0.8703, loss_cls: 1.6369, loss: 1.6369, grad_norm: 6.6932 2021-02-28 23:29:22,826 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-02-28 23:29:47,138 - mmaction - INFO - Epoch [42][20/157] lr: 1.000e-05, eta: 0:10:14, time: 1.198, data_time: 0.832, memory: 5693, top1_acc: 0.6281, top5_acc: 0.8758, loss_cls: 1.6493, loss: 1.6493, grad_norm: 6.6735 2021-02-28 23:29:54,452 - mmaction - INFO - Epoch [42][40/157] lr: 1.000e-05, eta: 0:10:05, time: 0.365, data_time: 0.003, memory: 5693, top1_acc: 0.5906, top5_acc: 0.8500, loss_cls: 1.7315, loss: 1.7315, grad_norm: 6.7124 2021-02-28 23:30:01,727 - mmaction - INFO - Epoch [42][60/157] lr: 1.000e-05, eta: 0:09:56, time: 0.364, data_time: 0.002, memory: 5693, top1_acc: 0.6062, top5_acc: 0.8586, loss_cls: 1.7324, loss: 1.7324, grad_norm: 6.9365 2021-02-28 23:30:09,031 - mmaction - INFO - Epoch [42][80/157] lr: 1.000e-05, eta: 0:09:47, time: 0.365, data_time: 0.002, memory: 5693, top1_acc: 0.6039, top5_acc: 0.8586, loss_cls: 1.6761, loss: 1.6761, grad_norm: 6.6618 2021-02-28 23:30:16,272 - mmaction - INFO - Epoch [42][100/157] lr: 1.000e-05, eta: 0:09:38, time: 0.362, data_time: 0.002, memory: 5693, top1_acc: 0.5773, top5_acc: 0.8633, loss_cls: 1.7498, loss: 1.7498, grad_norm: 6.9819 2021-02-28 23:30:23,533 - mmaction - INFO - Epoch [42][120/157] lr: 1.000e-05, eta: 0:09:29, time: 0.363, data_time: 0.000, memory: 5693, top1_acc: 0.6141, top5_acc: 0.8586, loss_cls: 1.7059, loss: 1.7059, grad_norm: 6.8090 2021-02-28 23:30:30,798 - mmaction - INFO - Epoch [42][140/157] lr: 1.000e-05, eta: 0:09:19, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.6188, top5_acc: 0.8594, loss_cls: 1.6872, loss: 1.6872, grad_norm: 6.7714 2021-02-28 23:30:37,335 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-02-28 23:31:01,721 - mmaction - INFO - Epoch [43][20/157] lr: 1.000e-05, eta: 0:09:05, time: 1.203, data_time: 0.806, memory: 5693, top1_acc: 0.6273, top5_acc: 0.8750, loss_cls: 1.6485, loss: 1.6485, grad_norm: 6.8065 2021-02-28 23:31:09,042 - mmaction - INFO - Epoch [43][40/157] lr: 1.000e-05, eta: 0:08:56, time: 0.366, data_time: 0.004, memory: 5693, top1_acc: 0.6242, top5_acc: 0.8664, loss_cls: 1.6659, loss: 1.6659, grad_norm: 6.7510 2021-02-28 23:31:16,357 - mmaction - INFO - Epoch [43][60/157] lr: 1.000e-05, eta: 0:08:46, time: 0.366, data_time: 0.002, memory: 5693, top1_acc: 0.5797, top5_acc: 0.8539, loss_cls: 1.7262, loss: 1.7262, grad_norm: 6.7339 2021-02-28 23:31:23,651 - mmaction - INFO - Epoch [43][80/157] lr: 1.000e-05, eta: 0:08:37, time: 0.365, data_time: 0.002, memory: 5693, top1_acc: 0.5805, top5_acc: 0.8539, loss_cls: 1.7179, loss: 1.7179, grad_norm: 6.7814 2021-02-28 23:31:30,919 - mmaction - INFO - Epoch [43][100/157] lr: 1.000e-05, eta: 0:08:28, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.6062, top5_acc: 0.8742, loss_cls: 1.6860, loss: 1.6860, grad_norm: 6.5832 2021-02-28 23:31:38,143 - mmaction - INFO - Epoch [43][120/157] lr: 1.000e-05, eta: 0:08:19, time: 0.361, data_time: 0.001, memory: 5693, top1_acc: 0.5867, top5_acc: 0.8484, loss_cls: 1.7547, loss: 1.7547, grad_norm: 6.8101 2021-02-28 23:31:45,396 - mmaction - INFO - Epoch [43][140/157] lr: 1.000e-05, eta: 0:08:10, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.5922, top5_acc: 0.8492, loss_cls: 1.7547, loss: 1.7547, grad_norm: 6.8805 2021-02-28 23:31:51,947 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-02-28 23:32:16,043 - mmaction - INFO - Epoch [44][20/157] lr: 1.000e-05, eta: 0:07:55, time: 1.188, data_time: 0.820, memory: 5693, top1_acc: 0.5883, top5_acc: 0.8484, loss_cls: 1.7698, loss: 1.7698, grad_norm: 6.8467 2021-02-28 23:32:23,356 - mmaction - INFO - Epoch [44][40/157] lr: 1.000e-05, eta: 0:07:46, time: 0.366, data_time: 0.004, memory: 5693, top1_acc: 0.6070, top5_acc: 0.8664, loss_cls: 1.7018, loss: 1.7018, grad_norm: 6.7868 2021-02-28 23:32:30,690 - mmaction - INFO - Epoch [44][60/157] lr: 1.000e-05, eta: 0:07:37, time: 0.367, data_time: 0.003, memory: 5693, top1_acc: 0.5961, top5_acc: 0.8719, loss_cls: 1.6972, loss: 1.6972, grad_norm: 6.7610 2021-02-28 23:32:37,950 - mmaction - INFO - Epoch [44][80/157] lr: 1.000e-05, eta: 0:07:28, time: 0.363, data_time: 0.003, memory: 5693, top1_acc: 0.5828, top5_acc: 0.8523, loss_cls: 1.7539, loss: 1.7539, grad_norm: 6.8634 2021-02-28 23:32:45,190 - mmaction - INFO - Epoch [44][100/157] lr: 1.000e-05, eta: 0:07:19, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.6180, top5_acc: 0.8586, loss_cls: 1.7031, loss: 1.7031, grad_norm: 6.7213 2021-02-28 23:32:52,410 - mmaction - INFO - Epoch [44][120/157] lr: 1.000e-05, eta: 0:07:10, time: 0.361, data_time: 0.001, memory: 5693, top1_acc: 0.5922, top5_acc: 0.8492, loss_cls: 1.7487, loss: 1.7487, grad_norm: 6.7831 2021-02-28 23:32:59,649 - mmaction - INFO - Epoch [44][140/157] lr: 1.000e-05, eta: 0:07:01, time: 0.362, data_time: 0.000, memory: 5693, top1_acc: 0.6039, top5_acc: 0.8461, loss_cls: 1.6916, loss: 1.6916, grad_norm: 6.6632 2021-02-28 23:33:06,107 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-02-28 23:33:30,939 - mmaction - INFO - Epoch [45][20/157] lr: 1.000e-05, eta: 0:06:46, time: 1.207, data_time: 0.770, memory: 5693, top1_acc: 0.5867, top5_acc: 0.8539, loss_cls: 1.7413, loss: 1.7413, grad_norm: 6.7916 2021-02-28 23:33:38,263 - mmaction - INFO - Epoch [45][40/157] lr: 1.000e-05, eta: 0:06:37, time: 0.366, data_time: 0.004, memory: 5693, top1_acc: 0.6070, top5_acc: 0.8594, loss_cls: 1.7108, loss: 1.7108, grad_norm: 6.7301 2021-02-28 23:33:45,514 - mmaction - INFO - Epoch [45][60/157] lr: 1.000e-05, eta: 0:06:28, time: 0.362, data_time: 0.002, memory: 5693, top1_acc: 0.6039, top5_acc: 0.8484, loss_cls: 1.7347, loss: 1.7347, grad_norm: 6.7783 2021-02-28 23:33:52,767 - mmaction - INFO - Epoch [45][80/157] lr: 1.000e-05, eta: 0:06:19, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.5828, top5_acc: 0.8484, loss_cls: 1.7583, loss: 1.7583, grad_norm: 6.9101 2021-02-28 23:34:00,004 - mmaction - INFO - Epoch [45][100/157] lr: 1.000e-05, eta: 0:06:10, time: 0.362, data_time: 0.002, memory: 5693, top1_acc: 0.6078, top5_acc: 0.8664, loss_cls: 1.7057, loss: 1.7057, grad_norm: 6.8370 2021-02-28 23:34:07,241 - mmaction - INFO - Epoch [45][120/157] lr: 1.000e-05, eta: 0:06:01, time: 0.362, data_time: 0.000, memory: 5693, top1_acc: 0.5961, top5_acc: 0.8562, loss_cls: 1.7247, loss: 1.7247, grad_norm: 6.8776 2021-02-28 23:34:14,469 - mmaction - INFO - Epoch [45][140/157] lr: 1.000e-05, eta: 0:05:52, time: 0.361, data_time: 0.000, memory: 5693, top1_acc: 0.6031, top5_acc: 0.8680, loss_cls: 1.7076, loss: 1.7076, grad_norm: 6.9602 2021-02-28 23:34:20,992 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-02-28 23:34:49,632 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-28 23:34:49,715 - mmaction - INFO - top1_acc 0.7140 top5_acc 0.9261 2021-02-28 23:34:49,715 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-28 23:34:49,722 - mmaction - INFO - mean_acc 0.7031 2021-02-28 23:34:49,723 - mmaction - INFO - Epoch(val) [45][157] top1_acc: 0.7140, top5_acc: 0.9261, mean_class_accuracy: 0.7031 2021-02-28 23:35:18,663 - mmaction - INFO - Epoch [46][20/157] lr: 1.000e-05, eta: 0:05:37, time: 1.447, data_time: 1.084, memory: 5693, top1_acc: 0.6391, top5_acc: 0.8898, loss_cls: 1.6036, loss: 1.6036, grad_norm: 6.6194 2021-02-28 23:35:25,981 - mmaction - INFO - Epoch [46][40/157] lr: 1.000e-05, eta: 0:05:28, time: 0.365, data_time: 0.005, memory: 5693, top1_acc: 0.5961, top5_acc: 0.8578, loss_cls: 1.7269, loss: 1.7269, grad_norm: 6.7964 2021-02-28 23:35:33,262 - mmaction - INFO - Epoch [46][60/157] lr: 1.000e-05, eta: 0:05:19, time: 0.364, data_time: 0.002, memory: 5693, top1_acc: 0.6086, top5_acc: 0.8758, loss_cls: 1.6944, loss: 1.6944, grad_norm: 6.7320 2021-02-28 23:35:40,494 - mmaction - INFO - Epoch [46][80/157] lr: 1.000e-05, eta: 0:05:10, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.6281, top5_acc: 0.8656, loss_cls: 1.6714, loss: 1.6714, grad_norm: 6.7266 2021-02-28 23:35:47,709 - mmaction - INFO - Epoch [46][100/157] lr: 1.000e-05, eta: 0:05:01, time: 0.361, data_time: 0.001, memory: 5693, top1_acc: 0.6070, top5_acc: 0.8531, loss_cls: 1.7429, loss: 1.7429, grad_norm: 6.8202 2021-02-28 23:35:54,936 - mmaction - INFO - Epoch [46][120/157] lr: 1.000e-05, eta: 0:04:52, time: 0.361, data_time: 0.001, memory: 5693, top1_acc: 0.5906, top5_acc: 0.8461, loss_cls: 1.7743, loss: 1.7743, grad_norm: 6.9341 2021-02-28 23:36:02,222 - mmaction - INFO - Epoch [46][140/157] lr: 1.000e-05, eta: 0:04:43, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.5984, top5_acc: 0.8477, loss_cls: 1.7564, loss: 1.7564, grad_norm: 6.8181 2021-02-28 23:36:09,045 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-02-28 23:36:33,586 - mmaction - INFO - Epoch [47][20/157] lr: 1.000e-05, eta: 0:04:28, time: 1.212, data_time: 0.821, memory: 5693, top1_acc: 0.6086, top5_acc: 0.8625, loss_cls: 1.7325, loss: 1.7325, grad_norm: 6.8979 2021-02-28 23:36:40,935 - mmaction - INFO - Epoch [47][40/157] lr: 1.000e-05, eta: 0:04:19, time: 0.367, data_time: 0.004, memory: 5693, top1_acc: 0.6242, top5_acc: 0.8734, loss_cls: 1.6991, loss: 1.6991, grad_norm: 6.6865 2021-02-28 23:36:48,217 - mmaction - INFO - Epoch [47][60/157] lr: 1.000e-05, eta: 0:04:10, time: 0.364, data_time: 0.003, memory: 5693, top1_acc: 0.6117, top5_acc: 0.8633, loss_cls: 1.7027, loss: 1.7027, grad_norm: 6.8038 2021-02-28 23:36:55,522 - mmaction - INFO - Epoch [47][80/157] lr: 1.000e-05, eta: 0:04:01, time: 0.366, data_time: 0.004, memory: 5693, top1_acc: 0.5961, top5_acc: 0.8508, loss_cls: 1.7101, loss: 1.7101, grad_norm: 6.7512 2021-02-28 23:37:02,771 - mmaction - INFO - Epoch [47][100/157] lr: 1.000e-05, eta: 0:03:52, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.5883, top5_acc: 0.8555, loss_cls: 1.7482, loss: 1.7482, grad_norm: 6.7446 2021-02-28 23:37:10,019 - mmaction - INFO - Epoch [47][120/157] lr: 1.000e-05, eta: 0:03:43, time: 0.362, data_time: 0.000, memory: 5693, top1_acc: 0.6195, top5_acc: 0.8680, loss_cls: 1.6767, loss: 1.6767, grad_norm: 6.7408 2021-02-28 23:37:17,279 - mmaction - INFO - Epoch [47][140/157] lr: 1.000e-05, eta: 0:03:34, time: 0.363, data_time: 0.002, memory: 5693, top1_acc: 0.6250, top5_acc: 0.8625, loss_cls: 1.6574, loss: 1.6574, grad_norm: 6.5875 2021-02-28 23:37:23,803 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-02-28 23:37:47,978 - mmaction - INFO - Epoch [48][20/157] lr: 1.000e-05, eta: 0:03:18, time: 1.193, data_time: 0.813, memory: 5693, top1_acc: 0.5961, top5_acc: 0.8656, loss_cls: 1.6981, loss: 1.6981, grad_norm: 6.7371 2021-02-28 23:37:55,325 - mmaction - INFO - Epoch [48][40/157] lr: 1.000e-05, eta: 0:03:09, time: 0.367, data_time: 0.006, memory: 5693, top1_acc: 0.6234, top5_acc: 0.8531, loss_cls: 1.7024, loss: 1.7024, grad_norm: 6.7876 2021-02-28 23:38:02,552 - mmaction - INFO - Epoch [48][60/157] lr: 1.000e-05, eta: 0:03:00, time: 0.361, data_time: 0.001, memory: 5693, top1_acc: 0.5969, top5_acc: 0.8656, loss_cls: 1.6753, loss: 1.6753, grad_norm: 6.7090 2021-02-28 23:38:09,819 - mmaction - INFO - Epoch [48][80/157] lr: 1.000e-05, eta: 0:02:52, time: 0.363, data_time: 0.003, memory: 5693, top1_acc: 0.6266, top5_acc: 0.8633, loss_cls: 1.7130, loss: 1.7130, grad_norm: 6.6978 2021-02-28 23:38:17,074 - mmaction - INFO - Epoch [48][100/157] lr: 1.000e-05, eta: 0:02:43, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.6023, top5_acc: 0.8742, loss_cls: 1.6900, loss: 1.6900, grad_norm: 6.7910 2021-02-28 23:38:24,302 - mmaction - INFO - Epoch [48][120/157] lr: 1.000e-05, eta: 0:02:34, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.5938, top5_acc: 0.8484, loss_cls: 1.7937, loss: 1.7937, grad_norm: 6.8884 2021-02-28 23:38:31,551 - mmaction - INFO - Epoch [48][140/157] lr: 1.000e-05, eta: 0:02:25, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.6391, top5_acc: 0.8703, loss_cls: 1.6213, loss: 1.6213, grad_norm: 6.5782 2021-02-28 23:38:38,094 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-02-28 23:39:02,603 - mmaction - INFO - Epoch [49][20/157] lr: 1.000e-05, eta: 0:02:09, time: 1.210, data_time: 0.848, memory: 5693, top1_acc: 0.5891, top5_acc: 0.8492, loss_cls: 1.7636, loss: 1.7636, grad_norm: 6.8927 2021-02-28 23:39:09,975 - mmaction - INFO - Epoch [49][40/157] lr: 1.000e-05, eta: 0:02:00, time: 0.369, data_time: 0.004, memory: 5693, top1_acc: 0.5883, top5_acc: 0.8586, loss_cls: 1.7252, loss: 1.7252, grad_norm: 6.7817 2021-02-28 23:39:17,268 - mmaction - INFO - Epoch [49][60/157] lr: 1.000e-05, eta: 0:01:51, time: 0.365, data_time: 0.002, memory: 5693, top1_acc: 0.5813, top5_acc: 0.8555, loss_cls: 1.7664, loss: 1.7664, grad_norm: 6.9260 2021-02-28 23:39:24,558 - mmaction - INFO - Epoch [49][80/157] lr: 1.000e-05, eta: 0:01:42, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.6023, top5_acc: 0.8617, loss_cls: 1.7112, loss: 1.7112, grad_norm: 6.7225 2021-02-28 23:39:31,847 - mmaction - INFO - Epoch [49][100/157] lr: 1.000e-05, eta: 0:01:34, time: 0.364, data_time: 0.001, memory: 5693, top1_acc: 0.5930, top5_acc: 0.8531, loss_cls: 1.7502, loss: 1.7502, grad_norm: 6.7861 2021-02-28 23:39:39,104 - mmaction - INFO - Epoch [49][120/157] lr: 1.000e-05, eta: 0:01:25, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.6320, top5_acc: 0.8805, loss_cls: 1.6246, loss: 1.6246, grad_norm: 6.6171 2021-02-28 23:39:46,344 - mmaction - INFO - Epoch [49][140/157] lr: 1.000e-05, eta: 0:01:16, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.5953, top5_acc: 0.8406, loss_cls: 1.7217, loss: 1.7217, grad_norm: 6.9131 2021-02-28 23:39:52,897 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-02-28 23:40:16,959 - mmaction - INFO - Epoch [50][20/157] lr: 1.000e-05, eta: 0:01:00, time: 1.185, data_time: 0.822, memory: 5693, top1_acc: 0.6219, top5_acc: 0.8727, loss_cls: 1.6483, loss: 1.6483, grad_norm: 6.5515 2021-02-28 23:40:24,302 - mmaction - INFO - Epoch [50][40/157] lr: 1.000e-05, eta: 0:00:51, time: 0.367, data_time: 0.004, memory: 5693, top1_acc: 0.6000, top5_acc: 0.8664, loss_cls: 1.6692, loss: 1.6692, grad_norm: 6.6736 2021-02-28 23:40:31,567 - mmaction - INFO - Epoch [50][60/157] lr: 1.000e-05, eta: 0:00:42, time: 0.363, data_time: 0.001, memory: 5693, top1_acc: 0.5922, top5_acc: 0.8508, loss_cls: 1.7637, loss: 1.7637, grad_norm: 6.8896 2021-02-28 23:40:38,818 - mmaction - INFO - Epoch [50][80/157] lr: 1.000e-05, eta: 0:00:33, time: 0.361, data_time: 0.002, memory: 5693, top1_acc: 0.5836, top5_acc: 0.8547, loss_cls: 1.7356, loss: 1.7356, grad_norm: 6.9489 2021-02-28 23:40:46,051 - mmaction - INFO - Epoch [50][100/157] lr: 1.000e-05, eta: 0:00:25, time: 0.362, data_time: 0.002, memory: 5693, top1_acc: 0.6039, top5_acc: 0.8562, loss_cls: 1.7222, loss: 1.7222, grad_norm: 6.8533 2021-02-28 23:40:53,298 - mmaction - INFO - Epoch [50][120/157] lr: 1.000e-05, eta: 0:00:16, time: 0.362, data_time: 0.001, memory: 5693, top1_acc: 0.6195, top5_acc: 0.8570, loss_cls: 1.6750, loss: 1.6750, grad_norm: 6.7465 2021-02-28 23:41:00,521 - mmaction - INFO - Epoch [50][140/157] lr: 1.000e-05, eta: 0:00:07, time: 0.361, data_time: 0.001, memory: 5693, top1_acc: 0.6078, top5_acc: 0.8430, loss_cls: 1.8212, loss: 1.8212, grad_norm: 6.8718 2021-02-28 23:41:07,047 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-02-28 23:41:36,182 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-28 23:41:36,267 - mmaction - INFO - top1_acc 0.7146 top5_acc 0.9233 2021-02-28 23:41:36,268 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-28 23:41:36,272 - mmaction - INFO - mean_acc 0.7033 2021-02-28 23:41:36,273 - mmaction - INFO - Epoch(val) [50][157] top1_acc: 0.7146, top5_acc: 0.9233, mean_class_accuracy: 0.7033