2020-07-24 11:42:17,768 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.9 |Anaconda, Inc.| (default, Jul 30 2019, 19:07:31) [GCC 7.3.0] CUDA available: True CUDA_HOME: /mnt/lustre/share/cuda-9.0/ NVCC: Cuda compilation tools, release 9.0, V9.0.176 GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.1.0+cuda90_cudnn7.6.3_lms PyTorch compiling details: PyTorch built with: - GCC 5.3 - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.18.1 (Git Hash 7de7e5d02bf687f971e7668963649728356e0c20) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_35,code=sm_35;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_50,code=compute_50 - CuDNN 7.6.3 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_FBGEMM -O2 -fPIC -Wno-narrowing -Wall -Wextra -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 -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=True, USE_NNPACK=True, USE_OPENMP=ON, TorchVision: 0.2.2 OpenCV: 4.2.0 MMCV: 1.0.3 MMAction2: 0.5.0+7457e5f ------------------------------------------------------------ 2020-07-24 11:42:17,770 - mmaction - INFO - Distributed training: True 2020-07-24 11:42:17,770 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/configs/anet/tsn_r50_320p_1x1x8_150e_anet_coarse_flow.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='modelzoo/tsn_r50_320p_1x1x8_110e_kinetics400_flow.pth', depth=50, in_channels=10, norm_eval=False), cls_head=dict( type='TSNHead', num_classes=200, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.8, init_std=0.01)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'RawframeDataset' data_root = 'data/anet/flow' data_root_val = 'data/anet/flow' ann_file_train = 'data/anet/anet_train_coarse.txt' ann_file_val = 'data/anet/anet_val_coarse.txt' ann_file_test = 'data/anet/anet_val_coarse.txt' img_norm_cfg = dict(mean=[128, 128], std=[128, 128], 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=5, 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_Flow'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=5, frame_interval=1, num_clips=8, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW_Flow'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=5, 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='TenCrop', crop_size=224), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW_Flow'), 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, filename_tmpl='flow_{}_{:05d}.jpg', modality='Flow', pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, filename_tmpl='flow_{}_{:05d}.jpg', modality='Flow', pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, filename_tmpl='flow_{}_{:05d}.jpg', modality='Flow', pipeline=test_pipeline)) # optimizer optimizer = dict(type='SGD', lr=0.001, momentum=0.9, weight_decay=0.0001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[60, 120]) total_epochs = 150 checkpoint_config = dict(interval=5) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/tsn_r50_320p_1x1x8_150e_anet_coarse_flow/' load_from = None resume_from = None workflow = [('train', 5)] 2020-07-24 11:42:29,218 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-30-173, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/tsn_r50_320p_1x1x8_150e_anet_coarse_flow 2020-07-24 11:42:29,219 - mmaction - INFO - workflow: [('train', 5)], max: 150 epochs 2020-07-24 11:46:07,528 - mmaction - INFO - Epoch [1][20/76] lr: 1.000e-03, eta: 1 day, 10:30:04, time: 10.914, data_time: 6.694, memory: 5780, top1_acc: 0.0070, top5_acc: 0.0270, loss_cls: 5.3860, loss: 5.3860, grad_norm: 3.9796 2020-07-24 11:48:19,294 - mmaction - INFO - Epoch [1][40/76] lr: 1.000e-03, eta: 1 day, 3:36:54, time: 6.588, data_time: 1.528, memory: 5780, top1_acc: 0.0063, top5_acc: 0.0289, loss_cls: 5.3533, loss: 5.3533, grad_norm: 3.9487 2020-07-24 11:50:23,994 - mmaction - INFO - Epoch [1][60/76] lr: 1.000e-03, eta: 1 day, 0:55:28, time: 6.235, data_time: 1.836, memory: 5780, top1_acc: 0.0109, top5_acc: 0.0426, loss_cls: 5.3002, loss: 5.3002, grad_norm: 3.9356 2020-07-24 11:55:42,782 - mmaction - INFO - Epoch [2][20/76] lr: 1.000e-03, eta: 22:28:17, time: 10.614, data_time: 8.211, memory: 5780, top1_acc: 0.0184, top5_acc: 0.0793, loss_cls: 5.2069, loss: 5.2069, grad_norm: 3.9147 2020-07-24 11:57:49,921 - mmaction - INFO - Epoch [2][40/76] lr: 1.000e-03, eta: 21:59:59, time: 6.357, data_time: 2.971, memory: 5780, top1_acc: 0.0219, top5_acc: 0.0754, loss_cls: 5.2083, loss: 5.2083, grad_norm: 3.9264 2020-07-24 11:59:58,922 - mmaction - INFO - Epoch [2][60/76] lr: 1.000e-03, eta: 21:41:57, time: 6.450, data_time: 2.039, memory: 5780, top1_acc: 0.0227, top5_acc: 0.0785, loss_cls: 5.1794, loss: 5.1794, grad_norm: 3.9119 2020-07-24 12:05:24,898 - mmaction - INFO - Epoch [3][20/76] lr: 1.000e-03, eta: 21:05:48, time: 11.013, data_time: 10.432, memory: 5780, top1_acc: 0.0273, top5_acc: 0.1004, loss_cls: 5.1032, loss: 5.1032, grad_norm: 3.9084 2020-07-24 12:07:35,357 - mmaction - INFO - Epoch [3][40/76] lr: 1.000e-03, eta: 20:58:49, time: 6.521, data_time: 5.376, memory: 5780, top1_acc: 0.0434, top5_acc: 0.1332, loss_cls: 5.0153, loss: 5.0153, grad_norm: 3.9525 2020-07-24 12:09:36,581 - mmaction - INFO - Epoch [3][60/76] lr: 1.000e-03, eta: 20:44:38, time: 6.061, data_time: 5.501, memory: 5780, top1_acc: 0.0391, top5_acc: 0.1355, loss_cls: 5.0120, loss: 5.0120, grad_norm: 3.9785 2020-07-24 12:14:57,436 - mmaction - INFO - Epoch [4][20/76] lr: 1.000e-03, eta: 20:29:03, time: 11.242, data_time: 10.622, memory: 5780, top1_acc: 0.0609, top5_acc: 0.1742, loss_cls: 4.9035, loss: 4.9035, grad_norm: 4.0079 2020-07-24 12:16:52,034 - mmaction - INFO - Epoch [4][40/76] lr: 1.000e-03, eta: 20:14:36, time: 5.728, data_time: 4.729, memory: 5780, top1_acc: 0.0555, top5_acc: 0.1859, loss_cls: 4.8526, loss: 4.8526, grad_norm: 4.0390 2020-07-24 12:18:57,330 - mmaction - INFO - Epoch [4][60/76] lr: 1.000e-03, eta: 20:08:49, time: 6.266, data_time: 4.769, memory: 5780, top1_acc: 0.0602, top5_acc: 0.1844, loss_cls: 4.8378, loss: 4.8378, grad_norm: 4.0904 2020-07-24 12:23:59,230 - mmaction - INFO - Epoch [5][20/76] lr: 1.000e-03, eta: 19:51:32, time: 10.576, data_time: 8.711, memory: 5780, top1_acc: 0.0746, top5_acc: 0.2148, loss_cls: 4.7418, loss: 4.7418, grad_norm: 4.1130 2020-07-24 12:25:53,319 - mmaction - INFO - Epoch [5][40/76] lr: 1.000e-03, eta: 19:41:19, time: 5.703, data_time: 3.082, memory: 5780, top1_acc: 0.0758, top5_acc: 0.2223, loss_cls: 4.7005, loss: 4.7005, grad_norm: 4.1848 2020-07-24 12:27:56,319 - mmaction - INFO - Epoch [5][60/76] lr: 1.000e-03, eta: 19:36:30, time: 6.145, data_time: 2.070, memory: 5780, top1_acc: 0.0813, top5_acc: 0.2297, loss_cls: 4.6974, loss: 4.6974, grad_norm: 4.1531 2020-07-24 12:29:16,872 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-07-24 12:32:24,677 - mmaction - INFO - Epoch [6][20/76] lr: 1.000e-03, eta: 19:13:01, time: 9.371, data_time: 5.614, memory: 5780, top1_acc: 0.0852, top5_acc: 0.2379, loss_cls: 4.6321, loss: 4.6321, grad_norm: 4.2250 2020-07-24 12:34:23,442 - mmaction - INFO - Epoch [6][40/76] lr: 1.000e-03, eta: 19:07:52, time: 5.938, data_time: 1.836, memory: 5780, top1_acc: 0.1051, top5_acc: 0.2707, loss_cls: 4.5399, loss: 4.5399, grad_norm: 4.2555 2020-07-24 12:36:11,626 - mmaction - INFO - Epoch [6][60/76] lr: 1.000e-03, eta: 18:58:36, time: 5.409, data_time: 1.097, memory: 5780, top1_acc: 0.1004, top5_acc: 0.2617, loss_cls: 4.5251, loss: 4.5251, grad_norm: 4.2641 2020-07-24 12:40:34,186 - mmaction - INFO - Epoch [7][20/76] lr: 1.000e-03, eta: 18:40:08, time: 9.295, data_time: 8.055, memory: 5780, top1_acc: 0.1125, top5_acc: 0.2848, loss_cls: 4.4426, loss: 4.4426, grad_norm: 4.3240 2020-07-24 12:42:19,065 - mmaction - INFO - Epoch [7][40/76] lr: 1.000e-03, eta: 18:31:26, time: 5.244, data_time: 4.382, memory: 5780, top1_acc: 0.1066, top5_acc: 0.2988, loss_cls: 4.4409, loss: 4.4409, grad_norm: 4.3686 2020-07-24 12:44:00,270 - mmaction - INFO - Epoch [7][60/76] lr: 1.000e-03, eta: 18:21:58, time: 5.060, data_time: 3.376, memory: 5780, top1_acc: 0.1270, top5_acc: 0.3000, loss_cls: 4.3942, loss: 4.3942, grad_norm: 4.3522 2020-07-24 12:48:21,642 - mmaction - INFO - Epoch [8][20/76] lr: 1.000e-03, eta: 18:05:37, time: 8.995, data_time: 6.669, memory: 5780, top1_acc: 0.1164, top5_acc: 0.2934, loss_cls: 4.3537, loss: 4.3537, grad_norm: 4.3625 2020-07-24 12:50:01,466 - mmaction - INFO - Epoch [8][40/76] lr: 1.000e-03, eta: 17:57:12, time: 4.987, data_time: 0.267, memory: 5780, top1_acc: 0.1156, top5_acc: 0.3063, loss_cls: 4.3323, loss: 4.3323, grad_norm: 4.4392 2020-07-24 12:51:37,185 - mmaction - INFO - Epoch [8][60/76] lr: 1.000e-03, eta: 17:48:02, time: 4.790, data_time: 0.006, memory: 5780, top1_acc: 0.1375, top5_acc: 0.3402, loss_cls: 4.2556, loss: 4.2556, grad_norm: 4.4463 2020-07-24 12:55:53,350 - mmaction - INFO - Epoch [9][20/76] lr: 1.000e-03, eta: 17:33:37, time: 8.774, data_time: 6.172, memory: 5780, top1_acc: 0.1504, top5_acc: 0.3527, loss_cls: 4.2007, loss: 4.2007, grad_norm: 4.4599 2020-07-24 12:57:26,773 - mmaction - INFO - Epoch [9][40/76] lr: 1.000e-03, eta: 17:25:03, time: 4.672, data_time: 0.288, memory: 5780, top1_acc: 0.1441, top5_acc: 0.3426, loss_cls: 4.1984, loss: 4.1984, grad_norm: 4.4749 2020-07-24 12:59:04,254 - mmaction - INFO - Epoch [9][60/76] lr: 1.000e-03, eta: 17:17:58, time: 4.873, data_time: 0.008, memory: 5780, top1_acc: 0.1477, top5_acc: 0.3590, loss_cls: 4.1775, loss: 4.1775, grad_norm: 4.5144 2020-07-24 13:03:17,011 - mmaction - INFO - Epoch [10][20/76] lr: 1.000e-03, eta: 17:06:40, time: 8.903, data_time: 5.240, memory: 5780, top1_acc: 0.1676, top5_acc: 0.3852, loss_cls: 4.1004, loss: 4.1004, grad_norm: 4.4854 2020-07-24 13:04:47,482 - mmaction - INFO - Epoch [10][40/76] lr: 1.000e-03, eta: 16:58:41, time: 4.523, data_time: 0.604, memory: 5780, top1_acc: 0.1695, top5_acc: 0.3879, loss_cls: 4.0931, loss: 4.0931, grad_norm: 4.5471 2020-07-24 13:06:23,883 - mmaction - INFO - Epoch [10][60/76] lr: 1.000e-03, eta: 16:52:27, time: 4.819, data_time: 1.352, memory: 5780, top1_acc: 0.1559, top5_acc: 0.3816, loss_cls: 4.0681, loss: 4.0681, grad_norm: 4.5289 2020-07-24 13:07:30,216 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-07-24 13:10:22,839 - mmaction - INFO - Epoch [11][20/76] lr: 1.000e-03, eta: 16:41:32, time: 8.612, data_time: 6.927, memory: 5780, top1_acc: 0.1824, top5_acc: 0.3984, loss_cls: 4.0007, loss: 4.0007, grad_norm: 4.5477 2020-07-24 13:11:54,270 - mmaction - INFO - Epoch [11][40/76] lr: 1.000e-03, eta: 16:34:51, time: 4.571, data_time: 0.595, memory: 5780, top1_acc: 0.1695, top5_acc: 0.3910, loss_cls: 4.0148, loss: 4.0148, grad_norm: 4.5505 2020-07-24 13:13:18,543 - mmaction - INFO - Epoch [11][60/76] lr: 1.000e-03, eta: 16:26:52, time: 4.211, data_time: 0.545, memory: 5780, top1_acc: 0.1598, top5_acc: 0.3824, loss_cls: 4.0134, loss: 4.0134, grad_norm: 4.5934 2020-07-24 13:17:17,839 - mmaction - INFO - Epoch [12][20/76] lr: 1.000e-03, eta: 16:16:28, time: 8.361, data_time: 5.613, memory: 5780, top1_acc: 0.1812, top5_acc: 0.4156, loss_cls: 3.9359, loss: 3.9359, grad_norm: 4.6106 2020-07-24 13:18:38,216 - mmaction - INFO - Epoch [12][40/76] lr: 1.000e-03, eta: 16:08:28, time: 4.021, data_time: 0.051, memory: 5780, top1_acc: 0.1961, top5_acc: 0.4203, loss_cls: 3.8810, loss: 3.8810, grad_norm: 4.5909 2020-07-24 13:19:55,348 - mmaction - INFO - Epoch [12][60/76] lr: 1.000e-03, eta: 16:00:07, time: 3.856, data_time: 0.002, memory: 5780, top1_acc: 0.1832, top5_acc: 0.4180, loss_cls: 3.9404, loss: 3.9404, grad_norm: 4.6388 2020-07-24 13:23:38,371 - mmaction - INFO - Epoch [13][20/76] lr: 1.000e-03, eta: 15:50:39, time: 8.219, data_time: 5.623, memory: 5780, top1_acc: 0.1895, top5_acc: 0.4340, loss_cls: 3.8392, loss: 3.8392, grad_norm: 4.6439 2020-07-24 13:24:58,674 - mmaction - INFO - Epoch [13][40/76] lr: 1.000e-03, eta: 15:43:35, time: 4.013, data_time: 0.266, memory: 5780, top1_acc: 0.1777, top5_acc: 0.4109, loss_cls: 3.9008, loss: 3.9008, grad_norm: 4.6484 2020-07-24 13:26:15,901 - mmaction - INFO - Epoch [13][60/76] lr: 1.000e-03, eta: 15:36:12, time: 3.863, data_time: 0.067, memory: 5780, top1_acc: 0.2000, top5_acc: 0.4367, loss_cls: 3.7969, loss: 3.7969, grad_norm: 4.6599 2020-07-24 13:30:02,358 - mmaction - INFO - Epoch [14][20/76] lr: 1.000e-03, eta: 15:27:36, time: 8.133, data_time: 3.558, memory: 5780, top1_acc: 0.1934, top5_acc: 0.4477, loss_cls: 3.7915, loss: 3.7915, grad_norm: 4.6540 2020-07-24 13:31:32,847 - mmaction - INFO - Epoch [14][40/76] lr: 1.000e-03, eta: 15:23:02, time: 4.526, data_time: 0.005, memory: 5780, top1_acc: 0.2020, top5_acc: 0.4543, loss_cls: 3.7811, loss: 3.7811, grad_norm: 4.6504 2020-07-24 13:32:51,539 - mmaction - INFO - Epoch [14][60/76] lr: 1.000e-03, eta: 15:16:37, time: 3.934, data_time: 0.002, memory: 5780, top1_acc: 0.2070, top5_acc: 0.4453, loss_cls: 3.7832, loss: 3.7832, grad_norm: 4.6924 2020-07-24 13:39:53,398 - mmaction - INFO - Epoch [15][20/76] lr: 1.000e-03, eta: 15:40:40, time: 18.146, data_time: 4.383, memory: 5780, top1_acc: 0.2191, top5_acc: 0.4695, loss_cls: 3.7225, loss: 3.7225, grad_norm: 4.6728 2020-07-24 13:41:15,608 - mmaction - INFO - Epoch [15][40/76] lr: 1.000e-03, eta: 15:34:37, time: 4.111, data_time: 0.004, memory: 5780, top1_acc: 0.2031, top5_acc: 0.4418, loss_cls: 3.7520, loss: 3.7520, grad_norm: 4.7285 2020-07-24 13:42:28,749 - mmaction - INFO - Epoch [15][60/76] lr: 1.000e-03, eta: 15:27:20, time: 3.658, data_time: 0.002, memory: 5780, top1_acc: 0.2129, top5_acc: 0.4602, loss_cls: 3.6864, loss: 3.6864, grad_norm: 4.6933 2020-07-24 13:43:23,558 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-07-24 13:46:01,239 - mmaction - INFO - Epoch [16][20/76] lr: 1.000e-03, eta: 15:18:33, time: 7.862, data_time: 4.688, memory: 5780, top1_acc: 0.2184, top5_acc: 0.4664, loss_cls: 3.6689, loss: 3.6689, grad_norm: 4.7134 2020-07-24 13:47:15,273 - mmaction - INFO - Epoch [16][40/76] lr: 1.000e-03, eta: 15:11:55, time: 3.705, data_time: 2.410, memory: 5780, top1_acc: 0.2293, top5_acc: 0.4785, loss_cls: 3.6333, loss: 3.6333, grad_norm: 4.7365 2020-07-24 13:48:32,997 - mmaction - INFO - Epoch [16][60/76] lr: 1.000e-03, eta: 15:05:58, time: 3.886, data_time: 0.511, memory: 5780, top1_acc: 0.2266, top5_acc: 0.4766, loss_cls: 3.6458, loss: 3.6458, grad_norm: 4.7715 2020-07-24 13:51:59,237 - mmaction - INFO - Epoch [17][20/76] lr: 1.000e-03, eta: 14:57:49, time: 7.788, data_time: 4.715, memory: 5780, top1_acc: 0.2387, top5_acc: 0.4938, loss_cls: 3.5893, loss: 3.5893, grad_norm: 4.7404 2020-07-24 13:53:17,288 - mmaction - INFO - Epoch [17][40/76] lr: 1.000e-03, eta: 14:52:18, time: 3.905, data_time: 0.117, memory: 5780, top1_acc: 0.2406, top5_acc: 0.4852, loss_cls: 3.5708, loss: 3.5708, grad_norm: 4.8031 2020-07-24 13:54:31,037 - mmaction - INFO - Epoch [17][60/76] lr: 1.000e-03, eta: 14:46:20, time: 3.687, data_time: 0.002, memory: 5780, top1_acc: 0.2305, top5_acc: 0.4977, loss_cls: 3.5845, loss: 3.5845, grad_norm: 4.7912 2020-07-24 13:57:56,141 - mmaction - INFO - Epoch [18][20/76] lr: 1.000e-03, eta: 14:38:32, time: 7.642, data_time: 5.458, memory: 5780, top1_acc: 0.2379, top5_acc: 0.5148, loss_cls: 3.5444, loss: 3.5444, grad_norm: 4.7920 2020-07-24 13:59:05,162 - mmaction - INFO - Epoch [18][40/76] lr: 1.000e-03, eta: 14:32:19, time: 3.451, data_time: 1.004, memory: 5780, top1_acc: 0.2441, top5_acc: 0.5012, loss_cls: 3.5358, loss: 3.5358, grad_norm: 4.8093 2020-07-24 14:00:20,922 - mmaction - INFO - Epoch [18][60/76] lr: 1.000e-03, eta: 14:27:06, time: 3.789, data_time: 0.166, memory: 5780, top1_acc: 0.2492, top5_acc: 0.5023, loss_cls: 3.5199, loss: 3.5199, grad_norm: 4.8275 2020-07-24 14:03:51,525 - mmaction - INFO - Epoch [19][20/76] lr: 1.000e-03, eta: 14:20:14, time: 7.757, data_time: 4.330, memory: 5780, top1_acc: 0.2551, top5_acc: 0.5176, loss_cls: 3.4547, loss: 3.4547, grad_norm: 4.8328 2020-07-24 14:05:06,253 - mmaction - INFO - Epoch [19][40/76] lr: 1.000e-03, eta: 14:15:09, time: 3.736, data_time: 0.006, memory: 5780, top1_acc: 0.2379, top5_acc: 0.5023, loss_cls: 3.5129, loss: 3.5129, grad_norm: 4.7978 2020-07-24 14:06:12,827 - mmaction - INFO - Epoch [19][60/76] lr: 1.000e-03, eta: 14:09:15, time: 3.331, data_time: 0.004, memory: 5780, top1_acc: 0.2500, top5_acc: 0.4965, loss_cls: 3.5053, loss: 3.5053, grad_norm: 4.8542 2020-07-24 14:09:39,971 - mmaction - INFO - Epoch [20][20/76] lr: 1.000e-03, eta: 14:03:05, time: 7.833, data_time: 5.710, memory: 5780, top1_acc: 0.2527, top5_acc: 0.5266, loss_cls: 3.4542, loss: 3.4542, grad_norm: 4.8829 2020-07-24 14:10:53,812 - mmaction - INFO - Epoch [20][40/76] lr: 1.000e-03, eta: 13:58:17, time: 3.691, data_time: 0.533, memory: 5780, top1_acc: 0.2437, top5_acc: 0.5172, loss_cls: 3.4687, loss: 3.4687, grad_norm: 4.9076 2020-07-24 14:12:00,416 - mmaction - INFO - Epoch [20][60/76] lr: 1.000e-03, eta: 13:52:46, time: 3.329, data_time: 0.366, memory: 5780, top1_acc: 0.2656, top5_acc: 0.5207, loss_cls: 3.4398, loss: 3.4398, grad_norm: 4.8486 2020-07-24 14:12:59,113 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-07-24 14:15:35,167 - mmaction - INFO - Epoch [21][20/76] lr: 1.000e-03, eta: 13:46:57, time: 7.784, data_time: 4.639, memory: 5780, top1_acc: 0.2641, top5_acc: 0.5504, loss_cls: 3.3714, loss: 3.3714, grad_norm: 4.8827 2020-07-24 14:16:44,793 - mmaction - INFO - Epoch [21][40/76] lr: 1.000e-03, eta: 13:42:01, time: 3.481, data_time: 0.011, memory: 5780, top1_acc: 0.2668, top5_acc: 0.5363, loss_cls: 3.3880, loss: 3.3880, grad_norm: 4.8506 2020-07-24 14:17:55,163 - mmaction - INFO - Epoch [21][60/76] lr: 1.000e-03, eta: 13:37:14, time: 3.517, data_time: 0.002, memory: 5780, top1_acc: 0.2598, top5_acc: 0.5324, loss_cls: 3.4203, loss: 3.4203, grad_norm: 4.9203 2020-07-24 14:21:19,484 - mmaction - INFO - Epoch [22][20/76] lr: 1.000e-03, eta: 13:31:49, time: 7.782, data_time: 6.329, memory: 5780, top1_acc: 0.2785, top5_acc: 0.5406, loss_cls: 3.3537, loss: 3.3537, grad_norm: 4.8542 2020-07-24 14:22:28,254 - mmaction - INFO - Epoch [22][40/76] lr: 1.000e-03, eta: 13:27:05, time: 3.439, data_time: 0.955, memory: 5780, top1_acc: 0.2672, top5_acc: 0.5352, loss_cls: 3.3898, loss: 3.3898, grad_norm: 4.9547 2020-07-24 14:23:38,244 - mmaction - INFO - Epoch [22][60/76] lr: 1.000e-03, eta: 13:22:34, time: 3.499, data_time: 0.044, memory: 5780, top1_acc: 0.2777, top5_acc: 0.5473, loss_cls: 3.3444, loss: 3.3444, grad_norm: 4.8860 2020-07-24 14:26:50,160 - mmaction - INFO - Epoch [23][20/76] lr: 1.000e-03, eta: 13:16:45, time: 7.400, data_time: 5.031, memory: 5780, top1_acc: 0.2672, top5_acc: 0.5465, loss_cls: 3.3492, loss: 3.3492, grad_norm: 4.9357 2020-07-24 14:27:54,011 - mmaction - INFO - Epoch [23][40/76] lr: 1.000e-03, eta: 13:11:50, time: 3.193, data_time: 0.130, memory: 5780, top1_acc: 0.2797, top5_acc: 0.5574, loss_cls: 3.2975, loss: 3.2975, grad_norm: 4.9053 2020-07-24 14:29:00,958 - mmaction - INFO - Epoch [23][60/76] lr: 1.000e-03, eta: 13:07:18, time: 3.346, data_time: 0.599, memory: 5780, top1_acc: 0.2707, top5_acc: 0.5465, loss_cls: 3.3157, loss: 3.3157, grad_norm: 4.9653 2020-07-24 14:32:20,361 - mmaction - INFO - Epoch [24][20/76] lr: 1.000e-03, eta: 13:01:42, time: 7.319, data_time: 4.025, memory: 5780, top1_acc: 0.2883, top5_acc: 0.5539, loss_cls: 3.2606, loss: 3.2606, grad_norm: 4.9407 2020-07-24 14:33:22,411 - mmaction - INFO - Epoch [24][40/76] lr: 1.000e-03, eta: 12:56:54, time: 3.103, data_time: 0.207, memory: 5780, top1_acc: 0.2852, top5_acc: 0.5711, loss_cls: 3.2501, loss: 3.2501, grad_norm: 4.9646 2020-07-24 14:34:29,147 - mmaction - INFO - Epoch [24][60/76] lr: 1.000e-03, eta: 12:52:37, time: 3.336, data_time: 0.002, memory: 5780, top1_acc: 0.2633, top5_acc: 0.5383, loss_cls: 3.3290, loss: 3.3290, grad_norm: 5.0640 2020-07-24 14:37:49,649 - mmaction - INFO - Epoch [25][20/76] lr: 1.000e-03, eta: 12:47:32, time: 7.435, data_time: 5.235, memory: 5780, top1_acc: 0.2758, top5_acc: 0.5578, loss_cls: 3.2676, loss: 3.2676, grad_norm: 4.9597 2020-07-24 14:38:50,226 - mmaction - INFO - Epoch [25][40/76] lr: 1.000e-03, eta: 12:42:52, time: 3.028, data_time: 0.093, memory: 5780, top1_acc: 0.2816, top5_acc: 0.5695, loss_cls: 3.2398, loss: 3.2398, grad_norm: 5.0030 2020-07-24 14:39:56,053 - mmaction - INFO - Epoch [25][60/76] lr: 1.000e-03, eta: 12:38:44, time: 3.293, data_time: 0.336, memory: 5780, top1_acc: 0.2812, top5_acc: 0.5648, loss_cls: 3.2411, loss: 3.2411, grad_norm: 5.0069 2020-07-24 14:40:41,011 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-07-24 14:43:00,555 - mmaction - INFO - Epoch [26][20/76] lr: 1.000e-03, eta: 12:33:08, time: 6.957, data_time: 3.263, memory: 5780, top1_acc: 0.2863, top5_acc: 0.5625, loss_cls: 3.2309, loss: 3.2309, grad_norm: 5.0550 2020-07-24 14:44:04,726 - mmaction - INFO - Epoch [26][40/76] lr: 1.000e-03, eta: 12:29:01, time: 3.208, data_time: 0.004, memory: 5780, top1_acc: 0.2832, top5_acc: 0.5691, loss_cls: 3.2243, loss: 3.2243, grad_norm: 5.0504 2020-07-24 14:45:04,564 - mmaction - INFO - Epoch [26][60/76] lr: 1.000e-03, eta: 12:24:36, time: 2.991, data_time: 0.003, memory: 5780, top1_acc: 0.2828, top5_acc: 0.5680, loss_cls: 3.2335, loss: 3.2335, grad_norm: 5.0584 2020-07-24 14:48:11,156 - mmaction - INFO - Epoch [27][20/76] lr: 1.000e-03, eta: 12:19:40, time: 7.184, data_time: 4.067, memory: 5780, top1_acc: 0.2953, top5_acc: 0.5746, loss_cls: 3.1838, loss: 3.1838, grad_norm: 5.0721 2020-07-24 14:49:09,643 - mmaction - INFO - Epoch [27][40/76] lr: 1.000e-03, eta: 12:15:19, time: 2.924, data_time: 0.002, memory: 5780, top1_acc: 0.2793, top5_acc: 0.5695, loss_cls: 3.2302, loss: 3.2302, grad_norm: 5.0487 2020-07-24 14:50:09,243 - mmaction - INFO - Epoch [27][60/76] lr: 1.000e-03, eta: 12:11:06, time: 2.981, data_time: 0.003, memory: 5780, top1_acc: 0.3004, top5_acc: 0.5844, loss_cls: 3.1543, loss: 3.1543, grad_norm: 4.9988 2020-07-24 14:53:17,239 - mmaction - INFO - Epoch [28][20/76] lr: 1.000e-03, eta: 12:06:31, time: 7.245, data_time: 3.675, memory: 5780, top1_acc: 0.3027, top5_acc: 0.5848, loss_cls: 3.1312, loss: 3.1312, grad_norm: 5.0315 2020-07-24 14:54:23,139 - mmaction - INFO - Epoch [28][40/76] lr: 1.000e-03, eta: 12:02:55, time: 3.294, data_time: 0.004, memory: 5780, top1_acc: 0.2992, top5_acc: 0.5902, loss_cls: 3.1762, loss: 3.1762, grad_norm: 5.1309 2020-07-24 14:55:27,222 - mmaction - INFO - Epoch [28][60/76] lr: 1.000e-03, eta: 11:59:13, time: 3.206, data_time: 0.187, memory: 5780, top1_acc: 0.2934, top5_acc: 0.5711, loss_cls: 3.1926, loss: 3.1926, grad_norm: 5.1070 2020-07-24 14:58:39,674 - mmaction - INFO - Epoch [29][20/76] lr: 1.000e-03, eta: 11:54:58, time: 7.344, data_time: 6.229, memory: 5780, top1_acc: 0.2969, top5_acc: 0.5703, loss_cls: 3.1689, loss: 3.1689, grad_norm: 5.1860 2020-07-24 14:59:43,825 - mmaction - INFO - Epoch [29][40/76] lr: 1.000e-03, eta: 11:51:24, time: 3.208, data_time: 2.544, memory: 5780, top1_acc: 0.3082, top5_acc: 0.5777, loss_cls: 3.1104, loss: 3.1104, grad_norm: 5.1260 2020-07-24 15:00:54,980 - mmaction - INFO - Epoch [29][60/76] lr: 1.000e-03, eta: 11:48:22, time: 3.558, data_time: 1.890, memory: 5780, top1_acc: 0.3148, top5_acc: 0.6059, loss_cls: 3.0851, loss: 3.0851, grad_norm: 5.0542 2020-07-24 15:04:10,634 - mmaction - INFO - Epoch [30][20/76] lr: 1.000e-03, eta: 11:44:11, time: 7.279, data_time: 5.839, memory: 5780, top1_acc: 0.3023, top5_acc: 0.5832, loss_cls: 3.1300, loss: 3.1300, grad_norm: 5.1241 2020-07-24 15:05:13,334 - mmaction - INFO - Epoch [30][40/76] lr: 1.000e-03, eta: 11:40:39, time: 3.136, data_time: 0.121, memory: 5780, top1_acc: 0.3098, top5_acc: 0.5922, loss_cls: 3.0968, loss: 3.0968, grad_norm: 5.1454 2020-07-24 15:06:17,978 - mmaction - INFO - Epoch [30][60/76] lr: 1.000e-03, eta: 11:37:17, time: 3.230, data_time: 0.004, memory: 5780, top1_acc: 0.3012, top5_acc: 0.6008, loss_cls: 3.0991, loss: 3.0991, grad_norm: 5.1329 2020-07-24 15:07:10,709 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-07-24 15:09:32,201 - mmaction - INFO - Epoch [31][20/76] lr: 1.000e-03, eta: 11:32:58, time: 7.054, data_time: 3.478, memory: 5780, top1_acc: 0.3055, top5_acc: 0.6117, loss_cls: 3.0970, loss: 3.0970, grad_norm: 5.1621 2020-07-24 15:10:35,902 - mmaction - INFO - Epoch [31][40/76] lr: 1.000e-03, eta: 11:29:39, time: 3.183, data_time: 0.007, memory: 5780, top1_acc: 0.3160, top5_acc: 0.5809, loss_cls: 3.0911, loss: 3.0911, grad_norm: 5.1650 2020-07-24 15:11:42,294 - mmaction - INFO - Epoch [31][60/76] lr: 1.000e-03, eta: 11:26:32, time: 3.322, data_time: 0.006, memory: 5780, top1_acc: 0.3270, top5_acc: 0.6098, loss_cls: 3.0276, loss: 3.0276, grad_norm: 5.2017 2020-07-24 15:14:58,983 - mmaction - INFO - Epoch [32][20/76] lr: 1.000e-03, eta: 11:22:35, time: 7.222, data_time: 4.039, memory: 5780, top1_acc: 0.3320, top5_acc: 0.6168, loss_cls: 3.0315, loss: 3.0315, grad_norm: 5.1089 2020-07-24 15:15:56,805 - mmaction - INFO - Epoch [32][40/76] lr: 1.000e-03, eta: 11:19:00, time: 2.891, data_time: 0.003, memory: 5780, top1_acc: 0.3219, top5_acc: 0.6035, loss_cls: 3.0324, loss: 3.0324, grad_norm: 5.1606 2020-07-24 15:16:51,371 - mmaction - INFO - Epoch [32][60/76] lr: 1.000e-03, eta: 11:15:16, time: 2.729, data_time: 0.005, memory: 5780, top1_acc: 0.3320, top5_acc: 0.6016, loss_cls: 2.9952, loss: 2.9952, grad_norm: 5.2083 2020-07-24 15:19:47,408 - mmaction - INFO - Epoch [33][20/76] lr: 1.000e-03, eta: 11:10:53, time: 6.732, data_time: 4.377, memory: 5780, top1_acc: 0.3305, top5_acc: 0.6004, loss_cls: 3.0206, loss: 3.0206, grad_norm: 5.2205 2020-07-24 15:20:44,628 - mmaction - INFO - Epoch [33][40/76] lr: 1.000e-03, eta: 11:07:24, time: 2.859, data_time: 0.463, memory: 5780, top1_acc: 0.3332, top5_acc: 0.6195, loss_cls: 2.9663, loss: 2.9663, grad_norm: 5.2283 2020-07-24 15:21:44,557 - mmaction - INFO - Epoch [33][60/76] lr: 1.000e-03, eta: 11:04:08, time: 2.998, data_time: 0.234, memory: 5780, top1_acc: 0.3238, top5_acc: 0.6059, loss_cls: 3.0345, loss: 3.0345, grad_norm: 5.2067 2020-07-24 15:24:40,384 - mmaction - INFO - Epoch [34][20/76] lr: 1.000e-03, eta: 11:00:00, time: 6.801, data_time: 3.482, memory: 5780, top1_acc: 0.3332, top5_acc: 0.6223, loss_cls: 2.9814, loss: 2.9814, grad_norm: 5.2353 2020-07-24 15:25:30,850 - mmaction - INFO - Epoch [34][40/76] lr: 1.000e-03, eta: 10:56:16, time: 2.523, data_time: 0.003, memory: 5780, top1_acc: 0.3199, top5_acc: 0.6285, loss_cls: 2.9597, loss: 2.9597, grad_norm: 5.2062 2020-07-24 15:26:22,191 - mmaction - INFO - Epoch [34][60/76] lr: 1.000e-03, eta: 10:52:37, time: 2.567, data_time: 0.003, memory: 5780, top1_acc: 0.3270, top5_acc: 0.6191, loss_cls: 2.9711, loss: 2.9711, grad_norm: 5.2352 2020-07-24 15:29:10,113 - mmaction - INFO - Epoch [35][20/76] lr: 1.000e-03, eta: 10:48:15, time: 6.469, data_time: 3.935, memory: 5780, top1_acc: 0.3410, top5_acc: 0.6227, loss_cls: 2.9539, loss: 2.9539, grad_norm: 5.2416 2020-07-24 15:30:12,152 - mmaction - INFO - Epoch [35][40/76] lr: 1.000e-03, eta: 10:45:19, time: 3.102, data_time: 0.003, memory: 5780, top1_acc: 0.3273, top5_acc: 0.6125, loss_cls: 2.9856, loss: 2.9856, grad_norm: 5.2784 2020-07-24 15:31:15,081 - mmaction - INFO - Epoch [35][60/76] lr: 1.000e-03, eta: 10:42:26, time: 3.144, data_time: 0.002, memory: 5780, top1_acc: 0.3168, top5_acc: 0.5984, loss_cls: 3.0062, loss: 3.0062, grad_norm: 5.3355 2020-07-24 15:32:06,999 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-07-24 15:34:34,157 - mmaction - INFO - Epoch [36][20/76] lr: 1.000e-03, eta: 10:39:10, time: 7.338, data_time: 4.433, memory: 5780, top1_acc: 0.3406, top5_acc: 0.6371, loss_cls: 2.9214, loss: 2.9214, grad_norm: 5.2681 2020-07-24 15:35:30,788 - mmaction - INFO - Epoch [36][40/76] lr: 1.000e-03, eta: 10:36:01, time: 2.828, data_time: 0.003, memory: 5780, top1_acc: 0.3441, top5_acc: 0.6160, loss_cls: 2.9627, loss: 2.9627, grad_norm: 5.2854 2020-07-24 15:36:25,492 - mmaction - INFO - Epoch [36][60/76] lr: 1.000e-03, eta: 10:32:48, time: 2.740, data_time: 0.008, memory: 5780, top1_acc: 0.3320, top5_acc: 0.6223, loss_cls: 2.9642, loss: 2.9642, grad_norm: 5.4001 2020-07-24 15:39:17,071 - mmaction - INFO - Epoch [37][20/76] lr: 1.000e-03, eta: 10:28:47, time: 6.547, data_time: 4.536, memory: 5780, top1_acc: 0.3629, top5_acc: 0.6352, loss_cls: 2.8890, loss: 2.8890, grad_norm: 5.3221 2020-07-24 15:40:08,471 - mmaction - INFO - Epoch [37][40/76] lr: 1.000e-03, eta: 10:25:28, time: 2.572, data_time: 0.239, memory: 5780, top1_acc: 0.3379, top5_acc: 0.6133, loss_cls: 2.9676, loss: 2.9676, grad_norm: 5.3726 2020-07-24 15:40:57,061 - mmaction - INFO - Epoch [37][60/76] lr: 1.000e-03, eta: 10:22:03, time: 2.430, data_time: 0.003, memory: 5780, top1_acc: 0.3391, top5_acc: 0.6188, loss_cls: 2.9372, loss: 2.9372, grad_norm: 5.3150 2020-07-24 15:43:55,893 - mmaction - INFO - Epoch [38][20/76] lr: 1.000e-03, eta: 10:18:20, time: 6.702, data_time: 4.898, memory: 5780, top1_acc: 0.3477, top5_acc: 0.6348, loss_cls: 2.8970, loss: 2.8970, grad_norm: 5.3332 2020-07-24 15:44:45,242 - mmaction - INFO - Epoch [38][40/76] lr: 1.000e-03, eta: 10:15:02, time: 2.465, data_time: 1.039, memory: 5780, top1_acc: 0.3484, top5_acc: 0.6328, loss_cls: 2.8659, loss: 2.8659, grad_norm: 5.3586 2020-07-24 15:45:35,658 - mmaction - INFO - Epoch [38][60/76] lr: 1.000e-03, eta: 10:11:49, time: 2.523, data_time: 1.841, memory: 5780, top1_acc: 0.3465, top5_acc: 0.6148, loss_cls: 2.9487, loss: 2.9487, grad_norm: 5.4250 2020-07-24 15:48:26,373 - mmaction - INFO - Epoch [39][20/76] lr: 1.000e-03, eta: 10:08:09, time: 6.637, data_time: 3.874, memory: 5780, top1_acc: 0.3539, top5_acc: 0.6422, loss_cls: 2.8948, loss: 2.8948, grad_norm: 5.3604 2020-07-24 15:49:15,027 - mmaction - INFO - Epoch [39][40/76] lr: 1.000e-03, eta: 10:04:55, time: 2.437, data_time: 0.011, memory: 5780, top1_acc: 0.3293, top5_acc: 0.6215, loss_cls: 2.9289, loss: 2.9289, grad_norm: 5.3889 2020-07-24 15:50:08,259 - mmaction - INFO - Epoch [39][60/76] lr: 1.000e-03, eta: 10:01:57, time: 2.660, data_time: 0.015, memory: 5780, top1_acc: 0.3551, top5_acc: 0.6312, loss_cls: 2.8997, loss: 2.8997, grad_norm: 5.3852 2020-07-24 15:52:47,026 - mmaction - INFO - Epoch [40][20/76] lr: 1.000e-03, eta: 9:58:05, time: 6.314, data_time: 4.120, memory: 5780, top1_acc: 0.3473, top5_acc: 0.6387, loss_cls: 2.8653, loss: 2.8653, grad_norm: 5.3849 2020-07-24 15:53:33,858 - mmaction - INFO - Epoch [40][40/76] lr: 1.000e-03, eta: 9:54:52, time: 2.339, data_time: 0.006, memory: 5780, top1_acc: 0.3445, top5_acc: 0.6289, loss_cls: 2.8782, loss: 2.8782, grad_norm: 5.4069 2020-07-24 15:54:22,072 - mmaction - INFO - Epoch [40][60/76] lr: 1.000e-03, eta: 9:51:45, time: 2.415, data_time: 0.007, memory: 5780, top1_acc: 0.3500, top5_acc: 0.6367, loss_cls: 2.8768, loss: 2.8768, grad_norm: 5.3731 2020-07-24 15:54:59,158 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-07-24 15:57:04,853 - mmaction - INFO - Epoch [41][20/76] lr: 1.000e-03, eta: 9:47:58, time: 6.265, data_time: 4.678, memory: 5780, top1_acc: 0.3609, top5_acc: 0.6340, loss_cls: 2.8736, loss: 2.8736, grad_norm: 5.4831 2020-07-24 15:57:56,459 - mmaction - INFO - Epoch [41][40/76] lr: 1.000e-03, eta: 9:45:05, time: 2.581, data_time: 0.153, memory: 5780, top1_acc: 0.3480, top5_acc: 0.6273, loss_cls: 2.8893, loss: 2.8893, grad_norm: 5.5096 2020-07-24 15:58:43,310 - mmaction - INFO - Epoch [41][60/76] lr: 1.000e-03, eta: 9:42:00, time: 2.342, data_time: 0.077, memory: 5780, top1_acc: 0.3516, top5_acc: 0.6469, loss_cls: 2.8220, loss: 2.8220, grad_norm: 5.3877 2020-07-24 16:01:34,238 - mmaction - INFO - Epoch [42][20/76] lr: 1.000e-03, eta: 9:38:47, time: 6.783, data_time: 3.782, memory: 5780, top1_acc: 0.3570, top5_acc: 0.6398, loss_cls: 2.8234, loss: 2.8234, grad_norm: 5.4035 2020-07-24 16:02:17,034 - mmaction - INFO - Epoch [42][40/76] lr: 1.000e-03, eta: 9:35:35, time: 2.139, data_time: 0.004, memory: 5780, top1_acc: 0.3578, top5_acc: 0.6391, loss_cls: 2.8234, loss: 2.8234, grad_norm: 5.4794 2020-07-24 16:03:12,738 - mmaction - INFO - Epoch [42][60/76] lr: 1.000e-03, eta: 9:32:58, time: 2.781, data_time: 0.004, memory: 5780, top1_acc: 0.3426, top5_acc: 0.6383, loss_cls: 2.8674, loss: 2.8674, grad_norm: 5.4855 2020-07-24 16:05:48,615 - mmaction - INFO - Epoch [43][20/76] lr: 1.000e-03, eta: 9:29:23, time: 6.256, data_time: 4.410, memory: 5780, top1_acc: 0.3496, top5_acc: 0.6352, loss_cls: 2.8528, loss: 2.8528, grad_norm: 5.4732 2020-07-24 16:06:35,175 - mmaction - INFO - Epoch [43][40/76] lr: 1.000e-03, eta: 9:26:26, time: 2.325, data_time: 0.642, memory: 5780, top1_acc: 0.3676, top5_acc: 0.6477, loss_cls: 2.7990, loss: 2.7990, grad_norm: 5.4603 2020-07-24 16:07:19,123 - mmaction - INFO - Epoch [43][60/76] lr: 1.000e-03, eta: 9:23:25, time: 2.203, data_time: 0.176, memory: 5780, top1_acc: 0.3551, top5_acc: 0.6457, loss_cls: 2.8164, loss: 2.8164, grad_norm: 5.4833 2020-07-24 16:10:03,749 - mmaction - INFO - Epoch [44][20/76] lr: 1.000e-03, eta: 9:19:59, time: 6.323, data_time: 4.487, memory: 5780, top1_acc: 0.3672, top5_acc: 0.6477, loss_cls: 2.7831, loss: 2.7831, grad_norm: 5.4659 2020-07-24 16:10:53,230 - mmaction - INFO - Epoch [44][40/76] lr: 1.000e-03, eta: 9:17:15, time: 2.475, data_time: 0.183, memory: 5780, top1_acc: 0.3590, top5_acc: 0.6422, loss_cls: 2.8254, loss: 2.8254, grad_norm: 5.5623 2020-07-24 16:11:41,061 - mmaction - INFO - Epoch [44][60/76] lr: 1.000e-03, eta: 9:14:28, time: 2.391, data_time: 0.305, memory: 5780, top1_acc: 0.3504, top5_acc: 0.6359, loss_cls: 2.8554, loss: 2.8554, grad_norm: 5.5538 2020-07-24 16:14:18,412 - mmaction - INFO - Epoch [45][20/76] lr: 1.000e-03, eta: 9:11:12, time: 6.428, data_time: 4.034, memory: 5780, top1_acc: 0.3758, top5_acc: 0.6340, loss_cls: 2.7665, loss: 2.7665, grad_norm: 5.5830 2020-07-24 16:15:08,180 - mmaction - INFO - Epoch [45][40/76] lr: 1.000e-03, eta: 9:08:32, time: 2.488, data_time: 0.005, memory: 5780, top1_acc: 0.3617, top5_acc: 0.6457, loss_cls: 2.7961, loss: 2.7961, grad_norm: 5.5120 2020-07-24 16:15:57,877 - mmaction - INFO - Epoch [45][60/76] lr: 1.000e-03, eta: 9:05:54, time: 2.482, data_time: 0.052, memory: 5780, top1_acc: 0.3668, top5_acc: 0.6453, loss_cls: 2.7832, loss: 2.7832, grad_norm: 5.5381 2020-07-24 16:16:27,715 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-07-24 16:18:38,874 - mmaction - INFO - Epoch [46][20/76] lr: 1.000e-03, eta: 9:02:48, time: 6.537, data_time: 4.211, memory: 5780, top1_acc: 0.3715, top5_acc: 0.6691, loss_cls: 2.7462, loss: 2.7462, grad_norm: 5.5433 2020-07-24 16:19:28,468 - mmaction - INFO - Epoch [46][40/76] lr: 1.000e-03, eta: 9:00:12, time: 2.479, data_time: 0.424, memory: 5780, top1_acc: 0.3695, top5_acc: 0.6430, loss_cls: 2.7778, loss: 2.7778, grad_norm: 5.5887 2020-07-24 16:20:12,946 - mmaction - INFO - Epoch [46][60/76] lr: 1.000e-03, eta: 8:57:26, time: 2.225, data_time: 0.183, memory: 5780, top1_acc: 0.3770, top5_acc: 0.6598, loss_cls: 2.7510, loss: 2.7510, grad_norm: 5.5037 2020-07-24 16:23:01,142 - mmaction - INFO - Epoch [47][20/76] lr: 1.000e-03, eta: 8:54:26, time: 6.593, data_time: 3.781, memory: 5780, top1_acc: 0.3781, top5_acc: 0.6590, loss_cls: 2.7539, loss: 2.7539, grad_norm: 5.5642 2020-07-24 16:23:44,805 - mmaction - INFO - Epoch [47][40/76] lr: 1.000e-03, eta: 8:51:41, time: 2.183, data_time: 0.004, memory: 5780, top1_acc: 0.3727, top5_acc: 0.6531, loss_cls: 2.7542, loss: 2.7542, grad_norm: 5.6022 2020-07-24 16:24:32,640 - mmaction - INFO - Epoch [47][60/76] lr: 1.000e-03, eta: 8:49:06, time: 2.386, data_time: 0.005, memory: 5780, top1_acc: 0.3652, top5_acc: 0.6484, loss_cls: 2.7694, loss: 2.7694, grad_norm: 5.6960 2020-07-24 16:29:01,021 - mmaction - INFO - Epoch [48][20/76] lr: 1.000e-03, eta: 8:49:57, time: 11.811, data_time: 9.129, memory: 5780, top1_acc: 0.3840, top5_acc: 0.6625, loss_cls: 2.7399, loss: 2.7399, grad_norm: 5.6422 2020-07-24 16:29:48,542 - mmaction - INFO - Epoch [48][40/76] lr: 1.000e-03, eta: 8:47:23, time: 2.376, data_time: 0.016, memory: 5780, top1_acc: 0.3824, top5_acc: 0.6527, loss_cls: 2.7191, loss: 2.7191, grad_norm: 5.4504 2020-07-24 16:30:35,815 - mmaction - INFO - Epoch [48][60/76] lr: 1.000e-03, eta: 8:44:49, time: 2.364, data_time: 0.027, memory: 5780, top1_acc: 0.3602, top5_acc: 0.6625, loss_cls: 2.7406, loss: 2.7406, grad_norm: 5.6243 2020-07-24 16:33:12,727 - mmaction - INFO - Epoch [49][20/76] lr: 1.000e-03, eta: 8:41:36, time: 6.175, data_time: 3.682, memory: 5780, top1_acc: 0.3734, top5_acc: 0.6566, loss_cls: 2.7404, loss: 2.7404, grad_norm: 5.5740 2020-07-24 16:33:59,693 - mmaction - INFO - Epoch [49][40/76] lr: 1.000e-03, eta: 8:39:04, time: 2.351, data_time: 0.008, memory: 5780, top1_acc: 0.3793, top5_acc: 0.6645, loss_cls: 2.7268, loss: 2.7268, grad_norm: 5.6667 2020-07-24 16:34:41,004 - mmaction - INFO - Epoch [49][60/76] lr: 1.000e-03, eta: 8:36:21, time: 2.065, data_time: 0.010, memory: 5780, top1_acc: 0.3668, top5_acc: 0.6535, loss_cls: 2.7410, loss: 2.7410, grad_norm: 5.7018 2020-07-24 16:37:21,251 - mmaction - INFO - Epoch [50][20/76] lr: 1.000e-03, eta: 8:33:20, time: 6.365, data_time: 3.491, memory: 5780, top1_acc: 0.3957, top5_acc: 0.6715, loss_cls: 2.6626, loss: 2.6626, grad_norm: 5.5808 2020-07-24 16:38:05,032 - mmaction - INFO - Epoch [50][40/76] lr: 1.000e-03, eta: 8:30:45, time: 2.189, data_time: 0.005, memory: 5780, top1_acc: 0.3766, top5_acc: 0.6691, loss_cls: 2.6928, loss: 2.6928, grad_norm: 5.5944 2020-07-24 16:38:47,765 - mmaction - INFO - Epoch [50][60/76] lr: 1.000e-03, eta: 8:28:09, time: 2.134, data_time: 0.004, memory: 5780, top1_acc: 0.3762, top5_acc: 0.6559, loss_cls: 2.7171, loss: 2.7171, grad_norm: 5.7049 2020-07-24 16:39:18,356 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-07-24 16:41:16,906 - mmaction - INFO - Epoch [51][20/76] lr: 1.000e-03, eta: 8:24:53, time: 5.907, data_time: 3.823, memory: 5780, top1_acc: 0.3758, top5_acc: 0.6543, loss_cls: 2.7254, loss: 2.7254, grad_norm: 5.7121 2020-07-24 16:42:02,642 - mmaction - INFO - Epoch [51][40/76] lr: 1.000e-03, eta: 8:22:26, time: 2.289, data_time: 0.153, memory: 5780, top1_acc: 0.3906, top5_acc: 0.6668, loss_cls: 2.6521, loss: 2.6521, grad_norm: 5.6254 2020-07-24 16:42:42,806 - mmaction - INFO - Epoch [51][60/76] lr: 1.000e-03, eta: 8:19:49, time: 2.008, data_time: 0.002, memory: 5780, top1_acc: 0.3770, top5_acc: 0.6617, loss_cls: 2.6809, loss: 2.6809, grad_norm: 5.7059 2020-07-24 16:45:21,592 - mmaction - INFO - Epoch [52][20/76] lr: 1.000e-03, eta: 8:16:55, time: 6.356, data_time: 4.296, memory: 5780, top1_acc: 0.3797, top5_acc: 0.6629, loss_cls: 2.7140, loss: 2.7140, grad_norm: 5.7912 2020-07-24 16:45:56,534 - mmaction - INFO - Epoch [52][40/76] lr: 1.000e-03, eta: 8:14:10, time: 1.749, data_time: 0.375, memory: 5780, top1_acc: 0.3977, top5_acc: 0.6848, loss_cls: 2.6294, loss: 2.6294, grad_norm: 5.6411 2020-07-24 16:46:38,331 - mmaction - INFO - Epoch [52][60/76] lr: 1.000e-03, eta: 8:11:40, time: 2.091, data_time: 0.112, memory: 5780, top1_acc: 0.3859, top5_acc: 0.6566, loss_cls: 2.7020, loss: 2.7020, grad_norm: 5.7924 2020-07-24 16:49:09,692 - mmaction - INFO - Epoch [53][20/76] lr: 1.000e-03, eta: 8:08:39, time: 6.074, data_time: 4.012, memory: 5780, top1_acc: 0.3688, top5_acc: 0.6562, loss_cls: 2.7258, loss: 2.7258, grad_norm: 5.7700 2020-07-24 16:49:54,113 - mmaction - INFO - Epoch [53][40/76] lr: 1.000e-03, eta: 8:06:16, time: 2.219, data_time: 0.003, memory: 5780, top1_acc: 0.3832, top5_acc: 0.6660, loss_cls: 2.6504, loss: 2.6504, grad_norm: 5.6587 2020-07-24 16:50:32,541 - mmaction - INFO - Epoch [53][60/76] lr: 1.000e-03, eta: 8:03:43, time: 1.922, data_time: 0.004, memory: 5780, top1_acc: 0.3914, top5_acc: 0.6660, loss_cls: 2.6927, loss: 2.6927, grad_norm: 5.8226 2020-07-24 16:53:04,834 - mmaction - INFO - Epoch [54][20/76] lr: 1.000e-03, eta: 8:00:50, time: 6.191, data_time: 4.055, memory: 5780, top1_acc: 0.3930, top5_acc: 0.6715, loss_cls: 2.6342, loss: 2.6342, grad_norm: 5.7332 2020-07-24 16:53:38,798 - mmaction - INFO - Epoch [54][40/76] lr: 1.000e-03, eta: 7:58:11, time: 1.699, data_time: 0.005, memory: 5780, top1_acc: 0.3836, top5_acc: 0.6664, loss_cls: 2.6789, loss: 2.6789, grad_norm: 5.7415 2020-07-24 16:54:18,711 - mmaction - INFO - Epoch [54][60/76] lr: 1.000e-03, eta: 7:55:44, time: 1.995, data_time: 0.003, memory: 5780, top1_acc: 0.3953, top5_acc: 0.6875, loss_cls: 2.6227, loss: 2.6227, grad_norm: 5.7396 2020-07-24 16:56:49,269 - mmaction - INFO - Epoch [55][20/76] lr: 1.000e-03, eta: 7:52:52, time: 6.130, data_time: 4.229, memory: 5780, top1_acc: 0.3863, top5_acc: 0.6699, loss_cls: 2.6226, loss: 2.6226, grad_norm: 5.7834 2020-07-24 16:57:26,173 - mmaction - INFO - Epoch [55][40/76] lr: 1.000e-03, eta: 7:50:22, time: 1.847, data_time: 0.004, memory: 5780, top1_acc: 0.3926, top5_acc: 0.6773, loss_cls: 2.6378, loss: 2.6378, grad_norm: 5.7386 2020-07-24 16:58:07,099 - mmaction - INFO - Epoch [55][60/76] lr: 1.000e-03, eta: 7:48:00, time: 2.046, data_time: 0.002, memory: 5780, top1_acc: 0.3863, top5_acc: 0.6691, loss_cls: 2.6512, loss: 2.6512, grad_norm: 5.8826 2020-07-24 16:58:39,847 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-07-24 17:00:38,105 - mmaction - INFO - Epoch [56][20/76] lr: 1.000e-03, eta: 7:45:03, time: 5.894, data_time: 4.504, memory: 5780, top1_acc: 0.3910, top5_acc: 0.6730, loss_cls: 2.6665, loss: 2.6665, grad_norm: 5.8404 2020-07-24 17:01:16,453 - mmaction - INFO - Epoch [56][40/76] lr: 1.000e-03, eta: 7:42:39, time: 1.915, data_time: 0.329, memory: 5780, top1_acc: 0.3969, top5_acc: 0.6840, loss_cls: 2.6015, loss: 2.6015, grad_norm: 5.7116 2020-07-24 17:02:03,149 - mmaction - INFO - Epoch [56][60/76] lr: 1.000e-03, eta: 7:40:30, time: 2.333, data_time: 0.598, memory: 5780, top1_acc: 0.4039, top5_acc: 0.6895, loss_cls: 2.6061, loss: 2.6061, grad_norm: 5.7184 2020-07-24 17:04:37,036 - mmaction - INFO - Epoch [57][20/76] lr: 1.000e-03, eta: 7:37:45, time: 6.163, data_time: 3.877, memory: 5780, top1_acc: 0.3852, top5_acc: 0.6664, loss_cls: 2.6339, loss: 2.6339, grad_norm: 5.7680 2020-07-24 17:05:16,318 - mmaction - INFO - Epoch [57][40/76] lr: 1.000e-03, eta: 7:35:25, time: 1.967, data_time: 0.006, memory: 5780, top1_acc: 0.3969, top5_acc: 0.6910, loss_cls: 2.6009, loss: 2.6009, grad_norm: 5.8626 2020-07-24 17:06:00,895 - mmaction - INFO - Epoch [57][60/76] lr: 1.000e-03, eta: 7:33:15, time: 2.225, data_time: 0.003, memory: 5780, top1_acc: 0.3887, top5_acc: 0.6758, loss_cls: 2.6362, loss: 2.6362, grad_norm: 5.9374 2020-07-24 17:08:27,988 - mmaction - INFO - Epoch [58][20/76] lr: 1.000e-03, eta: 7:30:22, time: 5.824, data_time: 4.012, memory: 5780, top1_acc: 0.4141, top5_acc: 0.6906, loss_cls: 2.5812, loss: 2.5812, grad_norm: 5.8196 2020-07-24 17:09:08,012 - mmaction - INFO - Epoch [58][40/76] lr: 1.000e-03, eta: 7:28:06, time: 1.999, data_time: 0.415, memory: 5780, top1_acc: 0.3871, top5_acc: 0.6730, loss_cls: 2.6092, loss: 2.6092, grad_norm: 5.9014 2020-07-24 17:09:48,412 - mmaction - INFO - Epoch [58][60/76] lr: 1.000e-03, eta: 7:25:52, time: 2.023, data_time: 0.991, memory: 5780, top1_acc: 0.3898, top5_acc: 0.6742, loss_cls: 2.6105, loss: 2.6105, grad_norm: 5.8301 2020-07-24 17:12:14,704 - mmaction - INFO - Epoch [59][20/76] lr: 1.000e-03, eta: 7:23:05, time: 5.924, data_time: 3.879, memory: 5780, top1_acc: 0.3988, top5_acc: 0.6898, loss_cls: 2.5884, loss: 2.5884, grad_norm: 5.8924 2020-07-24 17:12:51,318 - mmaction - INFO - Epoch [59][40/76] lr: 1.000e-03, eta: 7:20:46, time: 1.830, data_time: 0.003, memory: 5780, top1_acc: 0.3887, top5_acc: 0.6754, loss_cls: 2.5878, loss: 2.5878, grad_norm: 5.8021 2020-07-24 17:13:30,768 - mmaction - INFO - Epoch [59][60/76] lr: 1.000e-03, eta: 7:18:33, time: 1.973, data_time: 0.003, memory: 5780, top1_acc: 0.4016, top5_acc: 0.6848, loss_cls: 2.5846, loss: 2.5846, grad_norm: 5.8729 2020-07-24 17:15:55,400 - mmaction - INFO - Epoch [60][20/76] lr: 1.000e-03, eta: 7:15:44, time: 5.769, data_time: 4.279, memory: 5780, top1_acc: 0.3930, top5_acc: 0.6758, loss_cls: 2.6178, loss: 2.6178, grad_norm: 6.0711 2020-07-24 17:16:34,460 - mmaction - INFO - Epoch [60][40/76] lr: 1.000e-03, eta: 7:13:32, time: 1.953, data_time: 0.006, memory: 5780, top1_acc: 0.4000, top5_acc: 0.6816, loss_cls: 2.5939, loss: 2.5939, grad_norm: 5.9092 2020-07-24 17:17:14,066 - mmaction - INFO - Epoch [60][60/76] lr: 1.000e-03, eta: 7:11:22, time: 1.981, data_time: 0.117, memory: 5780, top1_acc: 0.4109, top5_acc: 0.6891, loss_cls: 2.5740, loss: 2.5740, grad_norm: 5.9060 2020-07-24 17:17:42,196 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-07-24 17:19:44,078 - mmaction - INFO - Epoch [61][20/76] lr: 1.000e-04, eta: 7:08:45, time: 6.072, data_time: 3.736, memory: 5780, top1_acc: 0.4023, top5_acc: 0.6926, loss_cls: 2.5653, loss: 2.5653, grad_norm: 5.7689 2020-07-24 17:20:21,746 - mmaction - INFO - Epoch [61][40/76] lr: 1.000e-04, eta: 7:06:34, time: 1.885, data_time: 0.007, memory: 5780, top1_acc: 0.4215, top5_acc: 0.6902, loss_cls: 2.5196, loss: 2.5196, grad_norm: 5.8250 2020-07-24 17:21:00,463 - mmaction - INFO - Epoch [61][60/76] lr: 1.000e-04, eta: 7:04:25, time: 1.936, data_time: 0.004, memory: 5780, top1_acc: 0.4141, top5_acc: 0.6945, loss_cls: 2.5248, loss: 2.5248, grad_norm: 5.7490 2020-07-24 17:23:22,889 - mmaction - INFO - Epoch [62][20/76] lr: 1.000e-04, eta: 7:01:41, time: 5.762, data_time: 4.192, memory: 5780, top1_acc: 0.4152, top5_acc: 0.6926, loss_cls: 2.5650, loss: 2.5650, grad_norm: 5.8338 2020-07-24 17:24:00,822 - mmaction - INFO - Epoch [62][40/76] lr: 1.000e-04, eta: 6:59:32, time: 1.893, data_time: 0.272, memory: 5780, top1_acc: 0.4113, top5_acc: 0.7016, loss_cls: 2.5250, loss: 2.5250, grad_norm: 5.7802 2020-07-24 17:24:37,948 - mmaction - INFO - Epoch [62][60/76] lr: 1.000e-04, eta: 6:57:23, time: 1.858, data_time: 0.007, memory: 5780, top1_acc: 0.4313, top5_acc: 0.7004, loss_cls: 2.4953, loss: 2.4953, grad_norm: 5.7394 2020-07-24 17:27:03,640 - mmaction - INFO - Epoch [63][20/76] lr: 1.000e-04, eta: 6:54:39, time: 5.658, data_time: 4.101, memory: 5780, top1_acc: 0.4262, top5_acc: 0.6930, loss_cls: 2.5111, loss: 2.5111, grad_norm: 5.7862 2020-07-24 17:27:41,631 - mmaction - INFO - Epoch [63][40/76] lr: 1.000e-04, eta: 6:52:33, time: 1.897, data_time: 0.240, memory: 5780, top1_acc: 0.4152, top5_acc: 0.6883, loss_cls: 2.5187, loss: 2.5187, grad_norm: 5.7497 2020-07-24 17:28:22,339 - mmaction - INFO - Epoch [63][60/76] lr: 1.000e-04, eta: 6:50:32, time: 2.034, data_time: 0.024, memory: 5780, top1_acc: 0.4086, top5_acc: 0.6875, loss_cls: 2.5567, loss: 2.5567, grad_norm: 5.8151 2020-07-24 17:30:39,513 - mmaction - INFO - Epoch [64][20/76] lr: 1.000e-04, eta: 6:47:50, time: 5.669, data_time: 3.186, memory: 5780, top1_acc: 0.4219, top5_acc: 0.6836, loss_cls: 2.5366, loss: 2.5366, grad_norm: 5.7616 2020-07-24 17:31:16,529 - mmaction - INFO - Epoch [64][40/76] lr: 1.000e-04, eta: 6:45:45, time: 1.852, data_time: 0.005, memory: 5780, top1_acc: 0.4070, top5_acc: 0.7059, loss_cls: 2.5128, loss: 2.5128, grad_norm: 5.8149 2020-07-24 17:31:54,609 - mmaction - INFO - Epoch [64][60/76] lr: 1.000e-04, eta: 6:43:42, time: 1.900, data_time: 0.002, memory: 5780, top1_acc: 0.4152, top5_acc: 0.6980, loss_cls: 2.5161, loss: 2.5161, grad_norm: 5.7426 2020-07-24 17:34:18,566 - mmaction - INFO - Epoch [65][20/76] lr: 1.000e-04, eta: 6:41:04, time: 5.717, data_time: 3.535, memory: 5780, top1_acc: 0.4082, top5_acc: 0.6926, loss_cls: 2.5831, loss: 2.5831, grad_norm: 5.9404 2020-07-24 17:34:53,911 - mmaction - INFO - Epoch [65][40/76] lr: 1.000e-04, eta: 6:38:59, time: 1.763, data_time: 0.055, memory: 5780, top1_acc: 0.4203, top5_acc: 0.6789, loss_cls: 2.5350, loss: 2.5350, grad_norm: 5.7845 2020-07-24 17:35:31,577 - mmaction - INFO - Epoch [65][60/76] lr: 1.000e-04, eta: 6:36:58, time: 1.886, data_time: 0.420, memory: 5780, top1_acc: 0.4098, top5_acc: 0.6926, loss_cls: 2.5565, loss: 2.5565, grad_norm: 5.8249 2020-07-24 17:35:57,727 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-07-24 17:37:53,652 - mmaction - INFO - Epoch [66][20/76] lr: 1.000e-04, eta: 6:34:23, time: 5.748, data_time: 3.520, memory: 5780, top1_acc: 0.4027, top5_acc: 0.6875, loss_cls: 2.5478, loss: 2.5478, grad_norm: 5.8205 2020-07-24 17:38:32,198 - mmaction - INFO - Epoch [66][40/76] lr: 1.000e-04, eta: 6:32:24, time: 1.927, data_time: 0.003, memory: 5780, top1_acc: 0.4051, top5_acc: 0.6836, loss_cls: 2.5468, loss: 2.5468, grad_norm: 5.8602 2020-07-24 17:39:07,783 - mmaction - INFO - Epoch [66][60/76] lr: 1.000e-04, eta: 6:30:22, time: 1.773, data_time: 0.001, memory: 5780, top1_acc: 0.4035, top5_acc: 0.6746, loss_cls: 2.5730, loss: 2.5730, grad_norm: 5.8492 2020-07-24 17:41:26,327 - mmaction - INFO - Epoch [67][20/76] lr: 1.000e-04, eta: 6:27:50, time: 5.771, data_time: 4.019, memory: 5780, top1_acc: 0.4238, top5_acc: 0.6973, loss_cls: 2.4910, loss: 2.4910, grad_norm: 5.7399 2020-07-24 17:41:59,636 - mmaction - INFO - Epoch [67][40/76] lr: 1.000e-04, eta: 6:25:47, time: 1.666, data_time: 0.053, memory: 5780, top1_acc: 0.4137, top5_acc: 0.7012, loss_cls: 2.5171, loss: 2.5171, grad_norm: 5.7860 2020-07-24 17:42:36,502 - mmaction - INFO - Epoch [67][60/76] lr: 1.000e-04, eta: 6:23:49, time: 1.843, data_time: 0.004, memory: 5780, top1_acc: 0.4062, top5_acc: 0.6789, loss_cls: 2.5784, loss: 2.5784, grad_norm: 5.8675 2020-07-24 17:45:04,192 - mmaction - INFO - Epoch [68][20/76] lr: 1.000e-04, eta: 6:21:26, time: 6.052, data_time: 3.902, memory: 5780, top1_acc: 0.4047, top5_acc: 0.6707, loss_cls: 2.5868, loss: 2.5868, grad_norm: 5.7937 2020-07-24 17:45:41,107 - mmaction - INFO - Epoch [68][40/76] lr: 1.000e-04, eta: 6:19:29, time: 1.844, data_time: 0.002, memory: 5780, top1_acc: 0.4051, top5_acc: 0.6871, loss_cls: 2.5554, loss: 2.5554, grad_norm: 5.8906 2020-07-24 17:46:16,483 - mmaction - INFO - Epoch [68][60/76] lr: 1.000e-04, eta: 6:17:31, time: 1.767, data_time: 0.005, memory: 5780, top1_acc: 0.4172, top5_acc: 0.6910, loss_cls: 2.5275, loss: 2.5275, grad_norm: 5.7767 2020-07-24 17:48:29,523 - mmaction - INFO - Epoch [69][20/76] lr: 1.000e-04, eta: 6:14:54, time: 5.440, data_time: 4.066, memory: 5780, top1_acc: 0.4047, top5_acc: 0.6840, loss_cls: 2.5450, loss: 2.5450, grad_norm: 5.8512 2020-07-24 17:49:05,508 - mmaction - INFO - Epoch [69][40/76] lr: 1.000e-04, eta: 6:12:59, time: 1.799, data_time: 0.674, memory: 5780, top1_acc: 0.4316, top5_acc: 0.6988, loss_cls: 2.5120, loss: 2.5120, grad_norm: 5.7434 2020-07-24 17:49:41,556 - mmaction - INFO - Epoch [69][60/76] lr: 1.000e-04, eta: 6:11:04, time: 1.801, data_time: 0.259, memory: 5780, top1_acc: 0.4141, top5_acc: 0.6875, loss_cls: 2.5478, loss: 2.5478, grad_norm: 5.7914 2020-07-24 17:51:54,997 - mmaction - INFO - Epoch [70][20/76] lr: 1.000e-04, eta: 6:08:34, time: 5.666, data_time: 3.280, memory: 5780, top1_acc: 0.4176, top5_acc: 0.7020, loss_cls: 2.5067, loss: 2.5067, grad_norm: 5.8694 2020-07-24 17:52:28,374 - mmaction - INFO - Epoch [70][40/76] lr: 1.000e-04, eta: 6:06:38, time: 1.668, data_time: 0.004, memory: 5780, top1_acc: 0.4230, top5_acc: 0.6969, loss_cls: 2.5083, loss: 2.5083, grad_norm: 5.8138 2020-07-24 17:53:03,194 - mmaction - INFO - Epoch [70][60/76] lr: 1.000e-04, eta: 6:04:43, time: 1.742, data_time: 0.030, memory: 5780, top1_acc: 0.4156, top5_acc: 0.6859, loss_cls: 2.5435, loss: 2.5435, grad_norm: 5.8020 2020-07-24 17:53:26,679 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-07-24 17:55:14,743 - mmaction - INFO - Epoch [71][20/76] lr: 1.000e-04, eta: 6:02:09, time: 5.383, data_time: 3.787, memory: 5780, top1_acc: 0.4125, top5_acc: 0.6879, loss_cls: 2.5515, loss: 2.5515, grad_norm: 5.8008 2020-07-24 17:55:49,867 - mmaction - INFO - Epoch [71][40/76] lr: 1.000e-04, eta: 6:00:16, time: 1.757, data_time: 0.005, memory: 5780, top1_acc: 0.4430, top5_acc: 0.6988, loss_cls: 2.5089, loss: 2.5089, grad_norm: 5.8793 2020-07-24 17:56:23,744 - mmaction - INFO - Epoch [71][60/76] lr: 1.000e-04, eta: 5:58:23, time: 1.692, data_time: 0.002, memory: 5780, top1_acc: 0.4098, top5_acc: 0.6770, loss_cls: 2.5742, loss: 2.5742, grad_norm: 5.8634 2020-07-24 17:58:34,915 - mmaction - INFO - Epoch [72][20/76] lr: 1.000e-04, eta: 5:55:49, time: 5.321, data_time: 4.390, memory: 5780, top1_acc: 0.4074, top5_acc: 0.7043, loss_cls: 2.5140, loss: 2.5140, grad_norm: 5.8652 2020-07-24 17:59:10,003 - mmaction - INFO - Epoch [72][40/76] lr: 1.000e-04, eta: 5:53:58, time: 1.752, data_time: 1.086, memory: 5780, top1_acc: 0.4090, top5_acc: 0.6887, loss_cls: 2.5766, loss: 2.5766, grad_norm: 5.8744 2020-07-24 17:59:43,154 - mmaction - INFO - Epoch [72][60/76] lr: 1.000e-04, eta: 5:52:06, time: 1.657, data_time: 0.605, memory: 5780, top1_acc: 0.4207, top5_acc: 0.6871, loss_cls: 2.5207, loss: 2.5207, grad_norm: 5.7930 2020-07-24 18:02:08,488 - mmaction - INFO - Epoch [73][20/76] lr: 1.000e-04, eta: 5:49:47, time: 5.905, data_time: 4.150, memory: 5780, top1_acc: 0.4035, top5_acc: 0.6824, loss_cls: 2.5437, loss: 2.5437, grad_norm: 5.8360 2020-07-24 18:02:41,228 - mmaction - INFO - Epoch [73][40/76] lr: 1.000e-04, eta: 5:47:55, time: 1.642, data_time: 0.070, memory: 5780, top1_acc: 0.4184, top5_acc: 0.6945, loss_cls: 2.5131, loss: 2.5131, grad_norm: 5.8547 2020-07-24 18:03:15,139 - mmaction - INFO - Epoch [73][60/76] lr: 1.000e-04, eta: 5:46:05, time: 1.692, data_time: 0.064, memory: 5780, top1_acc: 0.4223, top5_acc: 0.6930, loss_cls: 2.5315, loss: 2.5315, grad_norm: 5.8646 2020-07-24 18:05:28,527 - mmaction - INFO - Epoch [74][20/76] lr: 1.000e-04, eta: 5:43:39, time: 5.497, data_time: 3.921, memory: 5780, top1_acc: 0.4117, top5_acc: 0.7121, loss_cls: 2.4902, loss: 2.4902, grad_norm: 5.8144 2020-07-24 18:06:03,696 - mmaction - INFO - Epoch [74][40/76] lr: 1.000e-04, eta: 5:41:52, time: 1.757, data_time: 0.105, memory: 5780, top1_acc: 0.3969, top5_acc: 0.6871, loss_cls: 2.5687, loss: 2.5687, grad_norm: 5.9146 2020-07-24 18:06:38,148 - mmaction - INFO - Epoch [74][60/76] lr: 1.000e-04, eta: 5:40:04, time: 1.723, data_time: 0.005, memory: 5780, top1_acc: 0.4109, top5_acc: 0.6848, loss_cls: 2.5509, loss: 2.5509, grad_norm: 5.8404 2020-07-24 18:08:53,352 - mmaction - INFO - Epoch [75][20/76] lr: 1.000e-04, eta: 5:37:40, time: 5.518, data_time: 3.661, memory: 5780, top1_acc: 0.4160, top5_acc: 0.7016, loss_cls: 2.5167, loss: 2.5167, grad_norm: 5.8674 2020-07-24 18:09:25,612 - mmaction - INFO - Epoch [75][40/76] lr: 1.000e-04, eta: 5:35:51, time: 1.613, data_time: 0.003, memory: 5780, top1_acc: 0.3957, top5_acc: 0.6914, loss_cls: 2.5826, loss: 2.5826, grad_norm: 5.9246 2020-07-24 18:10:01,151 - mmaction - INFO - Epoch [75][60/76] lr: 1.000e-04, eta: 5:34:06, time: 1.773, data_time: 0.002, memory: 5780, top1_acc: 0.4238, top5_acc: 0.6984, loss_cls: 2.5175, loss: 2.5175, grad_norm: 5.8765 2020-07-24 18:10:31,251 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-07-24 18:12:28,484 - mmaction - INFO - Epoch [76][20/76] lr: 1.000e-04, eta: 5:31:50, time: 5.839, data_time: 4.163, memory: 5780, top1_acc: 0.4070, top5_acc: 0.6973, loss_cls: 2.5403, loss: 2.5403, grad_norm: 5.8283 2020-07-24 18:13:00,238 - mmaction - INFO - Epoch [76][40/76] lr: 1.000e-04, eta: 5:30:02, time: 1.589, data_time: 0.040, memory: 5780, top1_acc: 0.4176, top5_acc: 0.7012, loss_cls: 2.5042, loss: 2.5042, grad_norm: 5.7684 2020-07-24 18:13:32,656 - mmaction - INFO - Epoch [76][60/76] lr: 1.000e-04, eta: 5:28:15, time: 1.615, data_time: 0.094, memory: 5780, top1_acc: 0.4133, top5_acc: 0.6926, loss_cls: 2.5451, loss: 2.5451, grad_norm: 5.8334 2020-07-24 18:15:48,171 - mmaction - INFO - Epoch [77][20/76] lr: 1.000e-04, eta: 5:25:54, time: 5.479, data_time: 3.882, memory: 5780, top1_acc: 0.4129, top5_acc: 0.7031, loss_cls: 2.5317, loss: 2.5317, grad_norm: 5.9397 2020-07-24 18:16:23,253 - mmaction - INFO - Epoch [77][40/76] lr: 1.000e-04, eta: 5:24:11, time: 1.751, data_time: 0.074, memory: 5780, top1_acc: 0.4285, top5_acc: 0.7047, loss_cls: 2.5212, loss: 2.5212, grad_norm: 5.9231 2020-07-24 18:17:01,798 - mmaction - INFO - Epoch [77][60/76] lr: 1.000e-04, eta: 5:22:32, time: 1.931, data_time: 0.529, memory: 5780, top1_acc: 0.4137, top5_acc: 0.6824, loss_cls: 2.5261, loss: 2.5261, grad_norm: 5.7909 2020-07-24 18:19:20,702 - mmaction - INFO - Epoch [78][20/76] lr: 1.000e-04, eta: 5:20:16, time: 5.707, data_time: 3.594, memory: 5780, top1_acc: 0.4125, top5_acc: 0.7016, loss_cls: 2.5334, loss: 2.5334, grad_norm: 5.8680 2020-07-24 18:19:51,207 - mmaction - INFO - Epoch [78][40/76] lr: 1.000e-04, eta: 5:18:30, time: 1.528, data_time: 0.009, memory: 5780, top1_acc: 0.4062, top5_acc: 0.6852, loss_cls: 2.5595, loss: 2.5595, grad_norm: 5.8698 2020-07-24 18:20:22,281 - mmaction - INFO - Epoch [78][60/76] lr: 1.000e-04, eta: 5:16:45, time: 1.556, data_time: 0.305, memory: 5780, top1_acc: 0.4117, top5_acc: 0.6859, loss_cls: 2.5402, loss: 2.5402, grad_norm: 5.8466 2020-07-24 18:22:41,924 - mmaction - INFO - Epoch [79][20/76] lr: 1.000e-04, eta: 5:14:28, time: 5.531, data_time: 4.072, memory: 5780, top1_acc: 0.4094, top5_acc: 0.6902, loss_cls: 2.5539, loss: 2.5539, grad_norm: 5.9740 2020-07-24 18:23:16,796 - mmaction - INFO - Epoch [79][40/76] lr: 1.000e-04, eta: 5:12:47, time: 1.741, data_time: 0.004, memory: 5780, top1_acc: 0.4172, top5_acc: 0.6957, loss_cls: 2.5183, loss: 2.5183, grad_norm: 5.8795 2020-07-24 18:23:50,504 - mmaction - INFO - Epoch [79][60/76] lr: 1.000e-04, eta: 5:11:06, time: 1.683, data_time: 0.007, memory: 5780, top1_acc: 0.4156, top5_acc: 0.6805, loss_cls: 2.5445, loss: 2.5445, grad_norm: 5.8596 2020-07-24 18:26:11,329 - mmaction - INFO - Epoch [80][20/76] lr: 1.000e-04, eta: 5:08:52, time: 5.670, data_time: 3.914, memory: 5780, top1_acc: 0.4109, top5_acc: 0.6914, loss_cls: 2.5377, loss: 2.5377, grad_norm: 5.8576 2020-07-24 18:26:47,466 - mmaction - INFO - Epoch [80][40/76] lr: 1.000e-04, eta: 5:07:14, time: 1.806, data_time: 0.005, memory: 5780, top1_acc: 0.4125, top5_acc: 0.6965, loss_cls: 2.5224, loss: 2.5224, grad_norm: 5.8758 2020-07-24 18:27:15,334 - mmaction - INFO - Epoch [80][60/76] lr: 1.000e-04, eta: 5:05:29, time: 1.394, data_time: 0.158, memory: 5780, top1_acc: 0.4102, top5_acc: 0.6934, loss_cls: 2.5368, loss: 2.5368, grad_norm: 5.8584 2020-07-24 18:27:41,370 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-07-24 18:29:30,554 - mmaction - INFO - Epoch [81][20/76] lr: 1.000e-04, eta: 5:03:12, time: 5.433, data_time: 4.152, memory: 5780, top1_acc: 0.4074, top5_acc: 0.6891, loss_cls: 2.5189, loss: 2.5189, grad_norm: 5.8776 2020-07-24 18:30:02,271 - mmaction - INFO - Epoch [81][40/76] lr: 1.000e-04, eta: 5:01:32, time: 1.592, data_time: 0.267, memory: 5780, top1_acc: 0.4297, top5_acc: 0.7008, loss_cls: 2.5003, loss: 2.5003, grad_norm: 5.8707 2020-07-24 18:30:36,123 - mmaction - INFO - Epoch [81][60/76] lr: 1.000e-04, eta: 4:59:54, time: 1.692, data_time: 0.153, memory: 5780, top1_acc: 0.4082, top5_acc: 0.6926, loss_cls: 2.5473, loss: 2.5473, grad_norm: 5.8577 2020-07-24 18:32:47,756 - mmaction - INFO - Epoch [82][20/76] lr: 1.000e-04, eta: 4:57:38, time: 5.413, data_time: 3.833, memory: 5780, top1_acc: 0.4008, top5_acc: 0.6887, loss_cls: 2.5419, loss: 2.5419, grad_norm: 5.9147 2020-07-24 18:33:17,910 - mmaction - INFO - Epoch [82][40/76] lr: 1.000e-04, eta: 4:55:58, time: 1.513, data_time: 0.073, memory: 5780, top1_acc: 0.4176, top5_acc: 0.6937, loss_cls: 2.5139, loss: 2.5139, grad_norm: 5.9137 2020-07-24 18:33:50,073 - mmaction - INFO - Epoch [82][60/76] lr: 1.000e-04, eta: 4:54:19, time: 1.605, data_time: 0.002, memory: 5780, top1_acc: 0.4078, top5_acc: 0.6937, loss_cls: 2.5162, loss: 2.5162, grad_norm: 5.8873 2020-07-24 18:36:07,221 - mmaction - INFO - Epoch [83][20/76] lr: 1.000e-04, eta: 4:52:09, time: 5.650, data_time: 3.364, memory: 5780, top1_acc: 0.4188, top5_acc: 0.6973, loss_cls: 2.4974, loss: 2.4974, grad_norm: 5.8131 2020-07-24 18:36:37,089 - mmaction - INFO - Epoch [83][40/76] lr: 1.000e-04, eta: 4:50:29, time: 1.500, data_time: 0.018, memory: 5780, top1_acc: 0.4172, top5_acc: 0.6969, loss_cls: 2.5091, loss: 2.5091, grad_norm: 5.8511 2020-07-24 18:37:09,464 - mmaction - INFO - Epoch [83][60/76] lr: 1.000e-04, eta: 4:48:53, time: 1.618, data_time: 0.002, memory: 5780, top1_acc: 0.4031, top5_acc: 0.6937, loss_cls: 2.5301, loss: 2.5301, grad_norm: 5.8893 2020-07-24 18:39:27,160 - mmaction - INFO - Epoch [84][20/76] lr: 1.000e-04, eta: 4:46:44, time: 5.686, data_time: 3.861, memory: 5780, top1_acc: 0.4332, top5_acc: 0.7023, loss_cls: 2.4902, loss: 2.4902, grad_norm: 5.8544 2020-07-24 18:39:56,933 - mmaction - INFO - Epoch [84][40/76] lr: 1.000e-04, eta: 4:45:06, time: 1.494, data_time: 0.009, memory: 5780, top1_acc: 0.4125, top5_acc: 0.6891, loss_cls: 2.5436, loss: 2.5436, grad_norm: 5.9085 2020-07-24 18:43:08,034 - mmaction - INFO - Epoch [84][60/76] lr: 1.000e-04, eta: 4:45:35, time: 9.554, data_time: 0.195, memory: 5780, top1_acc: 0.4238, top5_acc: 0.6930, loss_cls: 2.4948, loss: 2.4948, grad_norm: 5.9262 2020-07-24 18:45:39,807 - mmaction - INFO - Epoch [85][20/76] lr: 1.000e-04, eta: 4:43:20, time: 5.284, data_time: 3.281, memory: 5780, top1_acc: 0.4160, top5_acc: 0.7047, loss_cls: 2.5142, loss: 2.5142, grad_norm: 5.8905 2020-07-24 18:46:13,953 - mmaction - INFO - Epoch [85][40/76] lr: 1.000e-04, eta: 4:41:45, time: 1.709, data_time: 0.005, memory: 5780, top1_acc: 0.4277, top5_acc: 0.6914, loss_cls: 2.5117, loss: 2.5117, grad_norm: 5.8853 2020-07-24 18:46:46,550 - mmaction - INFO - Epoch [85][60/76] lr: 1.000e-04, eta: 4:40:10, time: 1.627, data_time: 0.003, memory: 5780, top1_acc: 0.4059, top5_acc: 0.6926, loss_cls: 2.4957, loss: 2.4957, grad_norm: 5.8341 2020-07-24 18:47:08,513 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-07-24 18:49:02,501 - mmaction - INFO - Epoch [86][20/76] lr: 1.000e-04, eta: 4:38:01, time: 5.674, data_time: 4.055, memory: 5780, top1_acc: 0.4266, top5_acc: 0.6969, loss_cls: 2.4799, loss: 2.4799, grad_norm: 5.8009 2020-07-24 18:53:05,086 - mmaction - INFO - Epoch [86][40/76] lr: 1.000e-04, eta: 4:39:05, time: 12.135, data_time: 0.029, memory: 5780, top1_acc: 0.4219, top5_acc: 0.6906, loss_cls: 2.5112, loss: 2.5112, grad_norm: 5.8374 2020-07-24 18:53:36,245 - mmaction - INFO - Epoch [86][60/76] lr: 1.000e-04, eta: 4:37:29, time: 1.558, data_time: 0.004, memory: 5780, top1_acc: 0.3969, top5_acc: 0.6910, loss_cls: 2.5588, loss: 2.5588, grad_norm: 5.9272 2020-07-24 18:55:50,461 - mmaction - INFO - Epoch [87][20/76] lr: 1.000e-04, eta: 4:35:17, time: 5.470, data_time: 4.067, memory: 5780, top1_acc: 0.4117, top5_acc: 0.6984, loss_cls: 2.5021, loss: 2.5021, grad_norm: 5.8770 2020-07-24 18:56:20,381 - mmaction - INFO - Epoch [87][40/76] lr: 1.000e-04, eta: 4:33:40, time: 1.496, data_time: 0.007, memory: 5780, top1_acc: 0.4184, top5_acc: 0.7035, loss_cls: 2.4834, loss: 2.4834, grad_norm: 5.8570 2020-07-24 18:56:51,105 - mmaction - INFO - Epoch [87][60/76] lr: 1.000e-04, eta: 4:32:05, time: 1.536, data_time: 0.004, memory: 5780, top1_acc: 0.4188, top5_acc: 0.7020, loss_cls: 2.5025, loss: 2.5025, grad_norm: 5.9217 2020-07-24 18:58:57,934 - mmaction - INFO - Epoch [88][20/76] lr: 1.000e-04, eta: 4:29:51, time: 5.279, data_time: 4.179, memory: 5780, top1_acc: 0.3980, top5_acc: 0.6980, loss_cls: 2.5375, loss: 2.5375, grad_norm: 5.8766 2020-07-24 18:59:32,361 - mmaction - INFO - Epoch [88][40/76] lr: 1.000e-04, eta: 4:28:19, time: 1.720, data_time: 0.359, memory: 5780, top1_acc: 0.4105, top5_acc: 0.6887, loss_cls: 2.5376, loss: 2.5376, grad_norm: 5.9512 2020-07-24 19:00:04,765 - mmaction - INFO - Epoch [88][60/76] lr: 1.000e-04, eta: 4:26:46, time: 1.621, data_time: 0.205, memory: 5780, top1_acc: 0.4219, top5_acc: 0.6934, loss_cls: 2.4912, loss: 2.4912, grad_norm: 5.8906 2020-07-24 19:02:20,433 - mmaction - INFO - Epoch [89][20/76] lr: 1.000e-04, eta: 4:24:37, time: 5.580, data_time: 4.093, memory: 5780, top1_acc: 0.4250, top5_acc: 0.6984, loss_cls: 2.4809, loss: 2.4809, grad_norm: 5.8812 2020-07-24 19:02:51,665 - mmaction - INFO - Epoch [89][40/76] lr: 1.000e-04, eta: 4:23:04, time: 1.562, data_time: 0.004, memory: 5780, top1_acc: 0.4145, top5_acc: 0.6988, loss_cls: 2.5104, loss: 2.5104, grad_norm: 5.9130 2020-07-24 19:03:22,409 - mmaction - INFO - Epoch [89][60/76] lr: 1.000e-04, eta: 4:21:31, time: 1.538, data_time: 0.051, memory: 5780, top1_acc: 0.4207, top5_acc: 0.6984, loss_cls: 2.4869, loss: 2.4869, grad_norm: 5.9227 2020-07-24 19:05:26,083 - mmaction - INFO - Epoch [90][20/76] lr: 1.000e-04, eta: 4:19:15, time: 5.005, data_time: 3.549, memory: 5780, top1_acc: 0.4113, top5_acc: 0.7027, loss_cls: 2.4869, loss: 2.4869, grad_norm: 6.0008 2020-07-24 19:05:57,897 - mmaction - INFO - Epoch [90][40/76] lr: 1.000e-04, eta: 4:17:44, time: 1.594, data_time: 0.007, memory: 5780, top1_acc: 0.4172, top5_acc: 0.6914, loss_cls: 2.5028, loss: 2.5028, grad_norm: 5.8977 2020-07-24 19:06:25,073 - mmaction - INFO - Epoch [90][60/76] lr: 1.000e-04, eta: 4:16:09, time: 1.359, data_time: 0.048, memory: 5780, top1_acc: 0.4168, top5_acc: 0.6941, loss_cls: 2.5258, loss: 2.5258, grad_norm: 5.9936 2020-07-24 19:06:47,968 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-07-24 19:08:34,506 - mmaction - INFO - Epoch [91][20/76] lr: 1.000e-04, eta: 4:13:59, time: 5.305, data_time: 3.871, memory: 5780, top1_acc: 0.4039, top5_acc: 0.6895, loss_cls: 2.5450, loss: 2.5450, grad_norm: 5.8371 2020-07-24 19:09:03,043 - mmaction - INFO - Epoch [91][40/76] lr: 1.000e-04, eta: 4:12:26, time: 1.428, data_time: 0.006, memory: 5780, top1_acc: 0.4289, top5_acc: 0.7000, loss_cls: 2.4939, loss: 2.4939, grad_norm: 5.8154 2020-07-24 19:09:33,156 - mmaction - INFO - Epoch [91][60/76] lr: 1.000e-04, eta: 4:10:55, time: 1.506, data_time: 0.003, memory: 5780, top1_acc: 0.4285, top5_acc: 0.7074, loss_cls: 2.4923, loss: 2.4923, grad_norm: 5.9229 2020-07-24 19:11:39,852 - mmaction - INFO - Epoch [92][20/76] lr: 1.000e-04, eta: 4:08:45, time: 5.268, data_time: 4.241, memory: 5780, top1_acc: 0.4168, top5_acc: 0.6937, loss_cls: 2.5056, loss: 2.5056, grad_norm: 5.8831 2020-07-24 19:12:06,415 - mmaction - INFO - Epoch [92][40/76] lr: 1.000e-04, eta: 4:07:12, time: 1.328, data_time: 0.003, memory: 5780, top1_acc: 0.4016, top5_acc: 0.6934, loss_cls: 2.5234, loss: 2.5234, grad_norm: 6.0123 2020-07-24 19:12:35,274 - mmaction - INFO - Epoch [92][60/76] lr: 1.000e-04, eta: 4:05:41, time: 1.444, data_time: 0.030, memory: 5780, top1_acc: 0.4129, top5_acc: 0.6922, loss_cls: 2.5261, loss: 2.5261, grad_norm: 5.9689 2020-07-24 19:14:52,045 - mmaction - INFO - Epoch [93][20/76] lr: 1.000e-04, eta: 4:03:38, time: 5.740, data_time: 3.407, memory: 5780, top1_acc: 0.4051, top5_acc: 0.6793, loss_cls: 2.5820, loss: 2.5820, grad_norm: 6.0082 2020-07-24 19:15:23,323 - mmaction - INFO - Epoch [93][40/76] lr: 1.000e-04, eta: 4:02:10, time: 1.561, data_time: 0.111, memory: 5780, top1_acc: 0.4098, top5_acc: 0.7059, loss_cls: 2.4946, loss: 2.4946, grad_norm: 5.9740 2020-07-24 19:15:51,243 - mmaction - INFO - Epoch [93][60/76] lr: 1.000e-04, eta: 4:00:39, time: 1.394, data_time: 0.486, memory: 5780, top1_acc: 0.4148, top5_acc: 0.7027, loss_cls: 2.4803, loss: 2.4803, grad_norm: 5.9134 2020-07-24 19:17:59,760 - mmaction - INFO - Epoch [94][20/76] lr: 1.000e-04, eta: 3:58:33, time: 5.402, data_time: 4.289, memory: 5780, top1_acc: 0.4320, top5_acc: 0.7020, loss_cls: 2.4691, loss: 2.4691, grad_norm: 5.9754 2020-07-24 19:18:29,136 - mmaction - INFO - Epoch [94][40/76] lr: 1.000e-04, eta: 3:57:04, time: 1.475, data_time: 0.569, memory: 5780, top1_acc: 0.4160, top5_acc: 0.7031, loss_cls: 2.4882, loss: 2.4882, grad_norm: 5.9292 2020-07-24 19:18:56,862 - mmaction - INFO - Epoch [94][60/76] lr: 1.000e-04, eta: 3:55:35, time: 1.387, data_time: 0.044, memory: 5780, top1_acc: 0.4156, top5_acc: 0.6883, loss_cls: 2.5451, loss: 2.5451, grad_norm: 5.9684 2020-07-24 19:21:08,514 - mmaction - INFO - Epoch [95][20/76] lr: 1.000e-04, eta: 3:53:29, time: 5.434, data_time: 3.526, memory: 5780, top1_acc: 0.4207, top5_acc: 0.6906, loss_cls: 2.5115, loss: 2.5115, grad_norm: 5.8821 2020-07-24 19:21:35,277 - mmaction - INFO - Epoch [95][40/76] lr: 1.000e-04, eta: 3:52:00, time: 1.340, data_time: 0.008, memory: 5780, top1_acc: 0.4223, top5_acc: 0.6969, loss_cls: 2.5116, loss: 2.5116, grad_norm: 5.9319 2020-07-24 19:22:03,479 - mmaction - INFO - Epoch [95][60/76] lr: 1.000e-04, eta: 3:50:32, time: 1.408, data_time: 0.002, memory: 5780, top1_acc: 0.4133, top5_acc: 0.6934, loss_cls: 2.5422, loss: 2.5422, grad_norm: 5.9193 2020-07-24 19:22:25,506 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-07-24 19:24:04,117 - mmaction - INFO - Epoch [96][20/76] lr: 1.000e-04, eta: 3:48:22, time: 4.910, data_time: 4.084, memory: 5780, top1_acc: 0.4242, top5_acc: 0.6922, loss_cls: 2.4972, loss: 2.4972, grad_norm: 5.9315 2020-07-24 19:24:34,316 - mmaction - INFO - Epoch [96][40/76] lr: 1.000e-04, eta: 3:46:55, time: 1.508, data_time: 0.188, memory: 5780, top1_acc: 0.4270, top5_acc: 0.6988, loss_cls: 2.5056, loss: 2.5056, grad_norm: 5.8602 2020-07-24 19:25:05,174 - mmaction - INFO - Epoch [96][60/76] lr: 1.000e-04, eta: 3:45:30, time: 1.546, data_time: 0.653, memory: 5780, top1_acc: 0.4035, top5_acc: 0.6910, loss_cls: 2.5443, loss: 2.5443, grad_norm: 6.0024 2020-07-24 19:27:16,340 - mmaction - INFO - Epoch [97][20/76] lr: 1.000e-04, eta: 3:43:26, time: 5.440, data_time: 3.627, memory: 5780, top1_acc: 0.4195, top5_acc: 0.6984, loss_cls: 2.5079, loss: 2.5079, grad_norm: 5.9261 2020-07-24 19:27:43,599 - mmaction - INFO - Epoch [97][40/76] lr: 1.000e-04, eta: 3:41:59, time: 1.357, data_time: 0.002, memory: 5780, top1_acc: 0.4156, top5_acc: 0.6832, loss_cls: 2.5539, loss: 2.5539, grad_norm: 5.9420 2020-07-24 19:28:10,506 - mmaction - INFO - Epoch [97][60/76] lr: 1.000e-04, eta: 3:40:33, time: 1.349, data_time: 0.008, memory: 5780, top1_acc: 0.4121, top5_acc: 0.6973, loss_cls: 2.4853, loss: 2.4853, grad_norm: 5.9501 2020-07-24 19:30:12,898 - mmaction - INFO - Epoch [98][20/76] lr: 1.000e-04, eta: 3:38:27, time: 5.139, data_time: 4.339, memory: 5780, top1_acc: 0.4113, top5_acc: 0.6887, loss_cls: 2.5355, loss: 2.5355, grad_norm: 5.9676 2020-07-24 19:30:40,225 - mmaction - INFO - Epoch [98][40/76] lr: 1.000e-04, eta: 3:37:01, time: 1.361, data_time: 0.142, memory: 5780, top1_acc: 0.4293, top5_acc: 0.7031, loss_cls: 2.4955, loss: 2.4955, grad_norm: 5.8631 2020-07-24 19:31:08,814 - mmaction - INFO - Epoch [98][60/76] lr: 1.000e-04, eta: 3:35:36, time: 1.435, data_time: 0.010, memory: 5780, top1_acc: 0.4219, top5_acc: 0.6984, loss_cls: 2.4924, loss: 2.4924, grad_norm: 5.9816 2020-07-24 19:33:12,294 - mmaction - INFO - Epoch [99][20/76] lr: 1.000e-04, eta: 3:33:30, time: 5.104, data_time: 3.991, memory: 5780, top1_acc: 0.4219, top5_acc: 0.6996, loss_cls: 2.4716, loss: 2.4716, grad_norm: 5.9056 2020-07-24 19:33:42,046 - mmaction - INFO - Epoch [99][40/76] lr: 1.000e-04, eta: 3:32:07, time: 1.485, data_time: 0.046, memory: 5780, top1_acc: 0.4145, top5_acc: 0.6961, loss_cls: 2.4894, loss: 2.4894, grad_norm: 5.9716 2020-07-24 19:34:11,903 - mmaction - INFO - Epoch [99][60/76] lr: 1.000e-04, eta: 3:30:43, time: 1.494, data_time: 0.008, memory: 5780, top1_acc: 0.4148, top5_acc: 0.6973, loss_cls: 2.5331, loss: 2.5331, grad_norm: 5.9599 2020-07-24 19:36:13,297 - mmaction - INFO - Epoch [100][20/76] lr: 1.000e-04, eta: 3:28:40, time: 5.230, data_time: 4.343, memory: 5780, top1_acc: 0.4066, top5_acc: 0.7035, loss_cls: 2.5098, loss: 2.5098, grad_norm: 5.8975 2020-07-24 19:36:39,649 - mmaction - INFO - Epoch [100][40/76] lr: 1.000e-04, eta: 3:27:16, time: 1.320, data_time: 0.617, memory: 5780, top1_acc: 0.4273, top5_acc: 0.7023, loss_cls: 2.4684, loss: 2.4684, grad_norm: 5.9594 2020-07-24 19:37:05,513 - mmaction - INFO - Epoch [100][60/76] lr: 1.000e-04, eta: 3:25:51, time: 1.292, data_time: 0.371, memory: 5780, top1_acc: 0.4273, top5_acc: 0.7148, loss_cls: 2.4788, loss: 2.4788, grad_norm: 5.9231 2020-07-24 19:37:26,842 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-07-24 19:39:12,320 - mmaction - INFO - Epoch [101][20/76] lr: 1.000e-04, eta: 3:23:49, time: 5.252, data_time: 4.580, memory: 5780, top1_acc: 0.4383, top5_acc: 0.7133, loss_cls: 2.4368, loss: 2.4368, grad_norm: 5.8821 2020-07-24 19:39:39,553 - mmaction - INFO - Epoch [101][40/76] lr: 1.000e-04, eta: 3:22:26, time: 1.361, data_time: 0.698, memory: 5780, top1_acc: 0.4188, top5_acc: 0.6867, loss_cls: 2.5276, loss: 2.5276, grad_norm: 5.8764 2020-07-24 19:40:07,916 - mmaction - INFO - Epoch [101][60/76] lr: 1.000e-04, eta: 3:21:04, time: 1.412, data_time: 0.737, memory: 5780, top1_acc: 0.4137, top5_acc: 0.6910, loss_cls: 2.4922, loss: 2.4922, grad_norm: 5.8814 2020-07-24 19:42:07,623 - mmaction - INFO - Epoch [102][20/76] lr: 1.000e-04, eta: 3:19:00, time: 5.074, data_time: 3.787, memory: 5780, top1_acc: 0.4027, top5_acc: 0.6805, loss_cls: 2.5684, loss: 2.5684, grad_norm: 6.0182 2020-07-24 19:42:31,806 - mmaction - INFO - Epoch [102][40/76] lr: 1.000e-04, eta: 3:17:37, time: 1.208, data_time: 0.045, memory: 5780, top1_acc: 0.4258, top5_acc: 0.7129, loss_cls: 2.4490, loss: 2.4490, grad_norm: 5.9040 2020-07-24 19:43:00,938 - mmaction - INFO - Epoch [102][60/76] lr: 1.000e-04, eta: 3:16:16, time: 1.456, data_time: 0.506, memory: 5780, top1_acc: 0.4215, top5_acc: 0.7086, loss_cls: 2.4381, loss: 2.4381, grad_norm: 5.8574 2020-07-24 19:45:07,623 - mmaction - INFO - Epoch [103][20/76] lr: 1.000e-04, eta: 3:14:15, time: 5.274, data_time: 3.414, memory: 5780, top1_acc: 0.4133, top5_acc: 0.6930, loss_cls: 2.4986, loss: 2.4986, grad_norm: 5.8724 2020-07-24 19:45:38,222 - mmaction - INFO - Epoch [103][40/76] lr: 1.000e-04, eta: 3:12:55, time: 1.533, data_time: 0.005, memory: 5780, top1_acc: 0.4316, top5_acc: 0.6934, loss_cls: 2.4927, loss: 2.4927, grad_norm: 5.8681 2020-07-24 19:46:04,620 - mmaction - INFO - Epoch [103][60/76] lr: 1.000e-04, eta: 3:11:34, time: 1.317, data_time: 0.031, memory: 5780, top1_acc: 0.4246, top5_acc: 0.6953, loss_cls: 2.4984, loss: 2.4984, grad_norm: 5.9235 2020-07-24 19:48:09,975 - mmaction - INFO - Epoch [104][20/76] lr: 1.000e-04, eta: 3:09:33, time: 5.197, data_time: 3.297, memory: 5780, top1_acc: 0.4168, top5_acc: 0.7063, loss_cls: 2.4727, loss: 2.4727, grad_norm: 5.9443 2020-07-24 19:48:36,394 - mmaction - INFO - Epoch [104][40/76] lr: 1.000e-04, eta: 3:08:12, time: 1.320, data_time: 0.007, memory: 5780, top1_acc: 0.4363, top5_acc: 0.7023, loss_cls: 2.4844, loss: 2.4844, grad_norm: 5.9579 2020-07-24 19:49:01,295 - mmaction - INFO - Epoch [104][60/76] lr: 1.000e-04, eta: 3:06:51, time: 1.245, data_time: 0.006, memory: 5780, top1_acc: 0.4219, top5_acc: 0.6996, loss_cls: 2.4864, loss: 2.4864, grad_norm: 5.8327 2020-07-24 19:51:04,943 - mmaction - INFO - Epoch [105][20/76] lr: 1.000e-04, eta: 3:04:50, time: 5.092, data_time: 3.216, memory: 5780, top1_acc: 0.4328, top5_acc: 0.7137, loss_cls: 2.4366, loss: 2.4366, grad_norm: 5.8931 2020-07-24 19:51:31,143 - mmaction - INFO - Epoch [105][40/76] lr: 1.000e-04, eta: 3:03:30, time: 1.311, data_time: 0.005, memory: 5780, top1_acc: 0.4234, top5_acc: 0.6988, loss_cls: 2.5055, loss: 2.5055, grad_norm: 5.9485 2020-07-24 19:51:57,987 - mmaction - INFO - Epoch [105][60/76] lr: 1.000e-04, eta: 3:02:10, time: 1.339, data_time: 0.003, memory: 5780, top1_acc: 0.4016, top5_acc: 0.6902, loss_cls: 2.5482, loss: 2.5482, grad_norm: 6.1032 2020-07-24 19:52:18,295 - mmaction - INFO - Saving checkpoint at 105 epochs 2020-07-24 19:54:01,674 - mmaction - INFO - Epoch [106][20/76] lr: 1.000e-04, eta: 3:00:11, time: 5.145, data_time: 4.014, memory: 5780, top1_acc: 0.4301, top5_acc: 0.6988, loss_cls: 2.4897, loss: 2.4897, grad_norm: 5.9208 2020-07-24 19:54:30,459 - mmaction - INFO - Epoch [106][40/76] lr: 1.000e-04, eta: 2:58:53, time: 1.441, data_time: 0.010, memory: 5780, top1_acc: 0.4367, top5_acc: 0.7066, loss_cls: 2.4755, loss: 2.4755, grad_norm: 5.8865 2020-07-24 19:54:54,185 - mmaction - INFO - Epoch [106][60/76] lr: 1.000e-04, eta: 2:57:33, time: 1.188, data_time: 0.005, memory: 5780, top1_acc: 0.4059, top5_acc: 0.6832, loss_cls: 2.5390, loss: 2.5390, grad_norm: 5.9810 2020-07-24 19:56:57,918 - mmaction - INFO - Epoch [107][20/76] lr: 1.000e-04, eta: 2:55:34, time: 5.166, data_time: 3.730, memory: 5780, top1_acc: 0.4367, top5_acc: 0.7199, loss_cls: 2.4164, loss: 2.4164, grad_norm: 5.8410 2020-07-24 19:57:23,259 - mmaction - INFO - Epoch [107][40/76] lr: 1.000e-04, eta: 2:54:15, time: 1.265, data_time: 0.123, memory: 5780, top1_acc: 0.4125, top5_acc: 0.6809, loss_cls: 2.5555, loss: 2.5555, grad_norm: 6.0297 2020-07-24 19:57:51,073 - mmaction - INFO - Epoch [107][60/76] lr: 1.000e-04, eta: 2:52:57, time: 1.393, data_time: 0.008, memory: 5780, top1_acc: 0.4223, top5_acc: 0.6918, loss_cls: 2.4723, loss: 2.4723, grad_norm: 5.9637 2020-07-24 19:59:54,634 - mmaction - INFO - Epoch [108][20/76] lr: 1.000e-04, eta: 2:51:00, time: 5.252, data_time: 3.998, memory: 5780, top1_acc: 0.4137, top5_acc: 0.7012, loss_cls: 2.5012, loss: 2.5012, grad_norm: 5.9497 2020-07-24 20:00:23,737 - mmaction - INFO - Epoch [108][40/76] lr: 1.000e-04, eta: 2:49:44, time: 1.454, data_time: 0.293, memory: 5780, top1_acc: 0.4262, top5_acc: 0.7020, loss_cls: 2.4873, loss: 2.4873, grad_norm: 5.9223 2020-07-24 20:00:51,782 - mmaction - INFO - Epoch [108][60/76] lr: 1.000e-04, eta: 2:48:27, time: 1.407, data_time: 0.008, memory: 5780, top1_acc: 0.4219, top5_acc: 0.6961, loss_cls: 2.4850, loss: 2.4850, grad_norm: 5.9555 2020-07-24 20:02:59,936 - mmaction - INFO - Epoch [109][20/76] lr: 1.000e-04, eta: 2:46:31, time: 5.362, data_time: 4.332, memory: 5780, top1_acc: 0.4191, top5_acc: 0.6871, loss_cls: 2.5095, loss: 2.5095, grad_norm: 5.9408 2020-07-24 20:03:25,313 - mmaction - INFO - Epoch [109][40/76] lr: 1.000e-04, eta: 2:45:14, time: 1.266, data_time: 0.103, memory: 5780, top1_acc: 0.4238, top5_acc: 0.6980, loss_cls: 2.5054, loss: 2.5054, grad_norm: 5.8539 2020-07-24 20:03:54,312 - mmaction - INFO - Epoch [109][60/76] lr: 1.000e-04, eta: 2:43:58, time: 1.452, data_time: 0.064, memory: 5780, top1_acc: 0.4371, top5_acc: 0.7020, loss_cls: 2.4359, loss: 2.4359, grad_norm: 5.8638 2020-07-24 20:05:56,234 - mmaction - INFO - Epoch [110][20/76] lr: 1.000e-04, eta: 2:42:01, time: 5.194, data_time: 3.863, memory: 5780, top1_acc: 0.4176, top5_acc: 0.7047, loss_cls: 2.4604, loss: 2.4604, grad_norm: 5.8471 2020-07-24 20:06:21,639 - mmaction - INFO - Epoch [110][40/76] lr: 1.000e-04, eta: 2:40:45, time: 1.270, data_time: 0.006, memory: 5780, top1_acc: 0.4148, top5_acc: 0.7090, loss_cls: 2.4633, loss: 2.4633, grad_norm: 5.9383 2020-07-24 20:06:47,862 - mmaction - INFO - Epoch [110][60/76] lr: 1.000e-04, eta: 2:39:29, time: 1.313, data_time: 0.005, memory: 5780, top1_acc: 0.4336, top5_acc: 0.7047, loss_cls: 2.4857, loss: 2.4857, grad_norm: 6.0485 2020-07-24 20:07:07,601 - mmaction - INFO - Saving checkpoint at 110 epochs 2020-07-24 20:08:45,026 - mmaction - INFO - Epoch [111][20/76] lr: 1.000e-04, eta: 2:37:30, time: 4.846, data_time: 3.855, memory: 5780, top1_acc: 0.4137, top5_acc: 0.7070, loss_cls: 2.4701, loss: 2.4701, grad_norm: 6.0026 2020-07-24 20:09:09,834 - mmaction - INFO - Epoch [111][40/76] lr: 1.000e-04, eta: 2:36:14, time: 1.245, data_time: 0.146, memory: 5780, top1_acc: 0.4258, top5_acc: 0.7137, loss_cls: 2.4646, loss: 2.4646, grad_norm: 5.9060 2020-07-24 20:09:34,253 - mmaction - INFO - Epoch [111][60/76] lr: 1.000e-04, eta: 2:34:58, time: 1.222, data_time: 0.006, memory: 5780, top1_acc: 0.4359, top5_acc: 0.7035, loss_cls: 2.4708, loss: 2.4708, grad_norm: 5.9569 2020-07-24 20:11:30,342 - mmaction - INFO - Epoch [112][20/76] lr: 1.000e-04, eta: 2:33:02, time: 5.021, data_time: 3.744, memory: 5780, top1_acc: 0.4250, top5_acc: 0.6930, loss_cls: 2.4870, loss: 2.4870, grad_norm: 5.9468 2020-07-24 20:11:55,926 - mmaction - INFO - Epoch [112][40/76] lr: 1.000e-04, eta: 2:31:47, time: 1.279, data_time: 0.004, memory: 5780, top1_acc: 0.4195, top5_acc: 0.7008, loss_cls: 2.4844, loss: 2.4844, grad_norm: 5.8709 2020-07-24 20:12:20,598 - mmaction - INFO - Epoch [112][60/76] lr: 1.000e-04, eta: 2:30:32, time: 1.232, data_time: 0.010, memory: 5780, top1_acc: 0.4309, top5_acc: 0.6988, loss_cls: 2.4487, loss: 2.4487, grad_norm: 5.8377 2020-07-24 20:14:20,041 - mmaction - INFO - Epoch [113][20/76] lr: 1.000e-04, eta: 2:28:37, time: 5.197, data_time: 3.892, memory: 5780, top1_acc: 0.4141, top5_acc: 0.6937, loss_cls: 2.5233, loss: 2.5233, grad_norm: 5.9981 2020-07-24 20:14:47,126 - mmaction - INFO - Epoch [113][40/76] lr: 1.000e-04, eta: 2:27:23, time: 1.354, data_time: 0.099, memory: 5780, top1_acc: 0.4348, top5_acc: 0.7199, loss_cls: 2.4404, loss: 2.4404, grad_norm: 5.9170 2020-07-24 20:15:17,977 - mmaction - INFO - Epoch [113][60/76] lr: 1.000e-04, eta: 2:26:11, time: 1.543, data_time: 0.108, memory: 5780, top1_acc: 0.4273, top5_acc: 0.7023, loss_cls: 2.4919, loss: 2.4919, grad_norm: 5.9133 2020-07-24 20:17:18,857 - mmaction - INFO - Epoch [114][20/76] lr: 1.000e-04, eta: 2:24:17, time: 5.217, data_time: 3.732, memory: 5780, top1_acc: 0.4266, top5_acc: 0.7090, loss_cls: 2.4806, loss: 2.4806, grad_norm: 5.9414 2020-07-24 20:17:45,788 - mmaction - INFO - Epoch [114][40/76] lr: 1.000e-04, eta: 2:23:03, time: 1.350, data_time: 0.008, memory: 5780, top1_acc: 0.4281, top5_acc: 0.7090, loss_cls: 2.4686, loss: 2.4686, grad_norm: 6.0112 2020-07-24 20:18:12,146 - mmaction - INFO - Epoch [114][60/76] lr: 1.000e-04, eta: 2:21:50, time: 1.318, data_time: 0.181, memory: 5780, top1_acc: 0.4145, top5_acc: 0.6891, loss_cls: 2.5196, loss: 2.5196, grad_norm: 5.9928 2020-07-24 20:20:17,923 - mmaction - INFO - Epoch [115][20/76] lr: 1.000e-04, eta: 2:19:57, time: 5.218, data_time: 4.485, memory: 5780, top1_acc: 0.4266, top5_acc: 0.7152, loss_cls: 2.4200, loss: 2.4200, grad_norm: 5.9493 2020-07-24 20:20:41,814 - mmaction - INFO - Epoch [115][40/76] lr: 1.000e-04, eta: 2:18:43, time: 1.199, data_time: 0.215, memory: 5780, top1_acc: 0.4055, top5_acc: 0.6832, loss_cls: 2.5353, loss: 2.5353, grad_norm: 6.0948 2020-07-24 20:21:07,277 - mmaction - INFO - Epoch [115][60/76] lr: 1.000e-04, eta: 2:17:30, time: 1.279, data_time: 0.548, memory: 5780, top1_acc: 0.4316, top5_acc: 0.7148, loss_cls: 2.4500, loss: 2.4500, grad_norm: 5.8729 2020-07-24 20:21:26,136 - mmaction - INFO - Saving checkpoint at 115 epochs 2020-07-24 20:23:11,176 - mmaction - INFO - Epoch [116][20/76] lr: 1.000e-04, eta: 2:15:37, time: 5.226, data_time: 3.214, memory: 5780, top1_acc: 0.4352, top5_acc: 0.7066, loss_cls: 2.4332, loss: 2.4332, grad_norm: 5.9123 2020-07-24 20:23:37,477 - mmaction - INFO - Epoch [116][40/76] lr: 1.000e-04, eta: 2:14:25, time: 1.319, data_time: 0.213, memory: 5780, top1_acc: 0.4230, top5_acc: 0.7031, loss_cls: 2.4833, loss: 2.4833, grad_norm: 5.9243 2020-07-24 20:24:06,282 - mmaction - INFO - Epoch [116][60/76] lr: 1.000e-04, eta: 2:13:14, time: 1.440, data_time: 0.006, memory: 5780, top1_acc: 0.4270, top5_acc: 0.7105, loss_cls: 2.4623, loss: 2.4623, grad_norm: 5.8964 2020-07-24 20:26:10,543 - mmaction - INFO - Epoch [117][20/76] lr: 1.000e-04, eta: 2:11:21, time: 5.157, data_time: 3.888, memory: 5780, top1_acc: 0.4195, top5_acc: 0.7039, loss_cls: 2.4675, loss: 2.4675, grad_norm: 5.9495 2020-07-24 20:26:36,363 - mmaction - INFO - Epoch [117][40/76] lr: 1.000e-04, eta: 2:10:09, time: 1.289, data_time: 0.007, memory: 5780, top1_acc: 0.4410, top5_acc: 0.7000, loss_cls: 2.4657, loss: 2.4657, grad_norm: 5.9083 2020-07-24 20:27:04,679 - mmaction - INFO - Epoch [117][60/76] lr: 1.000e-04, eta: 2:08:58, time: 1.419, data_time: 0.007, memory: 5780, top1_acc: 0.4121, top5_acc: 0.6902, loss_cls: 2.5159, loss: 2.5159, grad_norm: 6.0359 2020-07-24 20:29:06,537 - mmaction - INFO - Epoch [118][20/76] lr: 1.000e-04, eta: 2:07:06, time: 5.231, data_time: 2.869, memory: 5780, top1_acc: 0.4262, top5_acc: 0.7094, loss_cls: 2.4892, loss: 2.4892, grad_norm: 6.0234 2020-07-24 20:29:30,948 - mmaction - INFO - Epoch [118][40/76] lr: 1.000e-04, eta: 2:05:55, time: 1.217, data_time: 0.085, memory: 5780, top1_acc: 0.4207, top5_acc: 0.6957, loss_cls: 2.4896, loss: 2.4896, grad_norm: 6.0399 2020-07-24 20:33:14,356 - mmaction - INFO - Epoch [118][60/76] lr: 1.000e-04, eta: 2:05:38, time: 11.176, data_time: 8.011, memory: 5780, top1_acc: 0.4137, top5_acc: 0.6910, loss_cls: 2.5212, loss: 2.5212, grad_norm: 6.0582 2020-07-24 20:35:14,793 - mmaction - INFO - Epoch [119][20/76] lr: 1.000e-04, eta: 2:03:45, time: 5.107, data_time: 3.779, memory: 5780, top1_acc: 0.4109, top5_acc: 0.7082, loss_cls: 2.4857, loss: 2.4857, grad_norm: 6.0127 2020-07-24 20:35:40,750 - mmaction - INFO - Epoch [119][40/76] lr: 1.000e-04, eta: 2:02:34, time: 1.300, data_time: 0.005, memory: 5780, top1_acc: 0.4234, top5_acc: 0.6965, loss_cls: 2.4675, loss: 2.4675, grad_norm: 5.9480 2020-07-24 20:36:05,941 - mmaction - INFO - Epoch [119][60/76] lr: 1.000e-04, eta: 2:01:23, time: 1.258, data_time: 0.019, memory: 5780, top1_acc: 0.4285, top5_acc: 0.7020, loss_cls: 2.4583, loss: 2.4583, grad_norm: 5.9656 2020-07-24 20:38:07,670 - mmaction - INFO - Epoch [120][20/76] lr: 1.000e-04, eta: 1:59:30, time: 5.148, data_time: 3.107, memory: 5780, top1_acc: 0.4188, top5_acc: 0.6949, loss_cls: 2.5220, loss: 2.5220, grad_norm: 6.0413 2020-07-24 20:38:35,407 - mmaction - INFO - Epoch [120][40/76] lr: 1.000e-04, eta: 1:58:20, time: 1.386, data_time: 0.003, memory: 5780, top1_acc: 0.4254, top5_acc: 0.7055, loss_cls: 2.4788, loss: 2.4788, grad_norm: 5.9674 2020-07-24 20:39:05,583 - mmaction - INFO - Epoch [120][60/76] lr: 1.000e-04, eta: 1:57:11, time: 1.509, data_time: 0.003, memory: 5780, top1_acc: 0.4129, top5_acc: 0.7008, loss_cls: 2.4854, loss: 2.4854, grad_norm: 6.0577 2020-07-24 20:39:26,275 - mmaction - INFO - Saving checkpoint at 120 epochs 2020-07-24 20:41:08,881 - mmaction - INFO - Epoch [121][20/76] lr: 1.000e-05, eta: 1:55:19, time: 5.109, data_time: 3.914, memory: 5780, top1_acc: 0.4125, top5_acc: 0.6992, loss_cls: 2.4809, loss: 2.4809, grad_norm: 5.9120 2020-07-24 20:41:35,396 - mmaction - INFO - Epoch [121][40/76] lr: 1.000e-05, eta: 1:54:09, time: 1.325, data_time: 0.152, memory: 5780, top1_acc: 0.4270, top5_acc: 0.6949, loss_cls: 2.4725, loss: 2.4725, grad_norm: 5.9741 2020-07-24 20:41:59,655 - mmaction - INFO - Epoch [121][60/76] lr: 1.000e-05, eta: 1:52:59, time: 1.216, data_time: 0.115, memory: 5780, top1_acc: 0.4309, top5_acc: 0.7113, loss_cls: 2.4428, loss: 2.4428, grad_norm: 5.9601 2020-07-24 20:43:57,432 - mmaction - INFO - Epoch [122][20/76] lr: 1.000e-05, eta: 1:51:06, time: 4.928, data_time: 3.426, memory: 5780, top1_acc: 0.4188, top5_acc: 0.7047, loss_cls: 2.4893, loss: 2.4893, grad_norm: 6.0689 2020-07-24 20:44:20,686 - mmaction - INFO - Epoch [122][40/76] lr: 1.000e-05, eta: 1:49:57, time: 1.165, data_time: 0.008, memory: 5780, top1_acc: 0.4242, top5_acc: 0.7000, loss_cls: 2.4778, loss: 2.4778, grad_norm: 5.9813 2020-07-24 20:44:47,167 - mmaction - INFO - Epoch [122][60/76] lr: 1.000e-05, eta: 1:48:48, time: 1.320, data_time: 0.009, memory: 5780, top1_acc: 0.4289, top5_acc: 0.6992, loss_cls: 2.4871, loss: 2.4871, grad_norm: 6.0471 2020-07-24 20:46:47,201 - mmaction - INFO - Epoch [123][20/76] lr: 1.000e-05, eta: 1:46:56, time: 5.078, data_time: 4.383, memory: 5780, top1_acc: 0.4309, top5_acc: 0.6980, loss_cls: 2.5045, loss: 2.5045, grad_norm: 6.0344 2020-07-24 20:47:12,223 - mmaction - INFO - Epoch [123][40/76] lr: 1.000e-05, eta: 1:45:47, time: 1.249, data_time: 0.156, memory: 5780, top1_acc: 0.4258, top5_acc: 0.6934, loss_cls: 2.4906, loss: 2.4906, grad_norm: 5.9703 2020-07-24 20:47:35,575 - mmaction - INFO - Epoch [123][60/76] lr: 1.000e-05, eta: 1:44:38, time: 1.170, data_time: 0.298, memory: 5780, top1_acc: 0.4359, top5_acc: 0.7109, loss_cls: 2.4402, loss: 2.4402, grad_norm: 5.9274 2020-07-24 20:49:39,760 - mmaction - INFO - Epoch [124][20/76] lr: 1.000e-05, eta: 1:42:48, time: 5.199, data_time: 3.802, memory: 5780, top1_acc: 0.4242, top5_acc: 0.7004, loss_cls: 2.4715, loss: 2.4715, grad_norm: 5.8514 2020-07-24 20:50:04,295 - mmaction - INFO - Epoch [124][40/76] lr: 1.000e-05, eta: 1:41:39, time: 1.225, data_time: 0.005, memory: 5780, top1_acc: 0.4141, top5_acc: 0.7051, loss_cls: 2.4708, loss: 2.4708, grad_norm: 6.0690 2020-07-24 20:50:30,087 - mmaction - INFO - Epoch [124][60/76] lr: 1.000e-05, eta: 1:40:31, time: 1.291, data_time: 0.005, memory: 5780, top1_acc: 0.4055, top5_acc: 0.7152, loss_cls: 2.4590, loss: 2.4590, grad_norm: 6.0018 2020-07-24 20:52:28,769 - mmaction - INFO - Epoch [125][20/76] lr: 1.000e-05, eta: 1:38:41, time: 5.089, data_time: 3.728, memory: 5780, top1_acc: 0.4227, top5_acc: 0.7051, loss_cls: 2.4904, loss: 2.4904, grad_norm: 6.0703 2020-07-24 20:52:50,631 - mmaction - INFO - Epoch [125][40/76] lr: 1.000e-05, eta: 1:37:32, time: 1.092, data_time: 0.003, memory: 5780, top1_acc: 0.4215, top5_acc: 0.6988, loss_cls: 2.5220, loss: 2.5220, grad_norm: 6.0071 2020-07-24 20:53:14,173 - mmaction - INFO - Epoch [125][60/76] lr: 1.000e-05, eta: 1:36:24, time: 1.176, data_time: 0.004, memory: 5780, top1_acc: 0.4254, top5_acc: 0.7148, loss_cls: 2.4619, loss: 2.4619, grad_norm: 5.9793 2020-07-24 20:53:34,414 - mmaction - INFO - Saving checkpoint at 125 epochs 2020-07-24 20:55:13,255 - mmaction - INFO - Epoch [126][20/76] lr: 1.000e-05, eta: 1:34:34, time: 4.922, data_time: 3.715, memory: 5780, top1_acc: 0.4230, top5_acc: 0.7020, loss_cls: 2.4717, loss: 2.4717, grad_norm: 6.0391 2020-07-24 20:55:38,148 - mmaction - INFO - Epoch [126][40/76] lr: 1.000e-05, eta: 1:33:26, time: 1.244, data_time: 0.080, memory: 5780, top1_acc: 0.4188, top5_acc: 0.7008, loss_cls: 2.4945, loss: 2.4945, grad_norm: 6.0085 2020-07-24 20:56:04,480 - mmaction - INFO - Epoch [126][60/76] lr: 1.000e-05, eta: 1:32:19, time: 1.318, data_time: 0.068, memory: 5780, top1_acc: 0.4379, top5_acc: 0.7203, loss_cls: 2.4112, loss: 2.4112, grad_norm: 5.9520 2020-07-24 20:58:11,056 - mmaction - INFO - Epoch [127][20/76] lr: 1.000e-05, eta: 1:30:31, time: 5.339, data_time: 3.403, memory: 5780, top1_acc: 0.4203, top5_acc: 0.6965, loss_cls: 2.4905, loss: 2.4905, grad_norm: 6.0091 2020-07-24 20:58:33,785 - mmaction - INFO - Epoch [127][40/76] lr: 1.000e-05, eta: 1:29:24, time: 1.132, data_time: 0.005, memory: 5780, top1_acc: 0.4309, top5_acc: 0.7129, loss_cls: 2.4511, loss: 2.4511, grad_norm: 6.0797 2020-07-24 20:58:59,772 - mmaction - INFO - Epoch [127][60/76] lr: 1.000e-05, eta: 1:28:17, time: 1.301, data_time: 0.006, memory: 5780, top1_acc: 0.4152, top5_acc: 0.7066, loss_cls: 2.4892, loss: 2.4892, grad_norm: 5.9970 2020-07-24 21:00:59,518 - mmaction - INFO - Epoch [128][20/76] lr: 1.000e-05, eta: 1:26:28, time: 5.085, data_time: 3.678, memory: 5780, top1_acc: 0.4090, top5_acc: 0.6992, loss_cls: 2.5188, loss: 2.5188, grad_norm: 6.0343 2020-07-24 21:01:21,835 - mmaction - INFO - Epoch [128][40/76] lr: 1.000e-05, eta: 1:25:21, time: 1.112, data_time: 0.066, memory: 5780, top1_acc: 0.4207, top5_acc: 0.7102, loss_cls: 2.4327, loss: 2.4327, grad_norm: 5.8998 2020-07-24 21:01:43,664 - mmaction - INFO - Epoch [128][60/76] lr: 1.000e-05, eta: 1:24:15, time: 1.098, data_time: 0.017, memory: 5780, top1_acc: 0.4266, top5_acc: 0.7094, loss_cls: 2.4469, loss: 2.4469, grad_norm: 5.9841 2020-07-24 21:03:46,196 - mmaction - INFO - Epoch [129][20/76] lr: 1.000e-05, eta: 1:22:26, time: 5.259, data_time: 3.946, memory: 5780, top1_acc: 0.4168, top5_acc: 0.6973, loss_cls: 2.4890, loss: 2.4890, grad_norm: 6.0495 2020-07-24 21:04:08,645 - mmaction - INFO - Epoch [129][40/76] lr: 1.000e-05, eta: 1:21:20, time: 1.115, data_time: 0.003, memory: 5780, top1_acc: 0.4309, top5_acc: 0.6973, loss_cls: 2.4893, loss: 2.4893, grad_norm: 6.0573 2020-07-24 21:04:37,573 - mmaction - INFO - Epoch [129][60/76] lr: 1.000e-05, eta: 1:20:15, time: 1.452, data_time: 0.009, memory: 5780, top1_acc: 0.4383, top5_acc: 0.7160, loss_cls: 2.4202, loss: 2.4202, grad_norm: 5.9396 2020-07-24 21:06:35,274 - mmaction - INFO - Epoch [130][20/76] lr: 1.000e-05, eta: 1:18:27, time: 5.060, data_time: 3.993, memory: 5780, top1_acc: 0.4188, top5_acc: 0.6895, loss_cls: 2.5050, loss: 2.5050, grad_norm: 5.9166 2020-07-24 21:06:57,205 - mmaction - INFO - Epoch [130][40/76] lr: 1.000e-05, eta: 1:17:21, time: 1.095, data_time: 0.158, memory: 5780, top1_acc: 0.4363, top5_acc: 0.7035, loss_cls: 2.4538, loss: 2.4538, grad_norm: 5.9128 2020-07-24 21:07:22,248 - mmaction - INFO - Epoch [130][60/76] lr: 1.000e-05, eta: 1:16:16, time: 1.249, data_time: 0.300, memory: 5780, top1_acc: 0.4145, top5_acc: 0.6957, loss_cls: 2.4903, loss: 2.4903, grad_norm: 5.9395 2020-07-24 21:07:38,663 - mmaction - INFO - Saving checkpoint at 130 epochs 2020-07-24 21:09:16,955 - mmaction - INFO - Epoch [131][20/76] lr: 1.000e-05, eta: 1:14:27, time: 4.896, data_time: 3.770, memory: 5780, top1_acc: 0.4262, top5_acc: 0.7020, loss_cls: 2.4935, loss: 2.4935, grad_norm: 5.9964 2020-07-24 21:09:42,490 - mmaction - INFO - Epoch [131][40/76] lr: 1.000e-05, eta: 1:13:23, time: 1.276, data_time: 0.031, memory: 5780, top1_acc: 0.4328, top5_acc: 0.7090, loss_cls: 2.4414, loss: 2.4414, grad_norm: 5.9141 2020-07-24 21:10:07,929 - mmaction - INFO - Epoch [131][60/76] lr: 1.000e-05, eta: 1:12:18, time: 1.267, data_time: 0.003, memory: 5780, top1_acc: 0.4180, top5_acc: 0.6879, loss_cls: 2.4899, loss: 2.4899, grad_norm: 6.0010 2020-07-24 21:12:05,725 - mmaction - INFO - Epoch [132][20/76] lr: 1.000e-05, eta: 1:10:30, time: 5.056, data_time: 3.301, memory: 5780, top1_acc: 0.4305, top5_acc: 0.7039, loss_cls: 2.4615, loss: 2.4615, grad_norm: 5.9234 2020-07-24 21:12:29,596 - mmaction - INFO - Epoch [132][40/76] lr: 1.000e-05, eta: 1:09:26, time: 1.190, data_time: 0.006, memory: 5780, top1_acc: 0.4129, top5_acc: 0.7031, loss_cls: 2.4612, loss: 2.4612, grad_norm: 6.0066 2020-07-24 21:12:56,031 - mmaction - INFO - Epoch [132][60/76] lr: 1.000e-05, eta: 1:08:22, time: 1.326, data_time: 0.009, memory: 5780, top1_acc: 0.4270, top5_acc: 0.7066, loss_cls: 2.4653, loss: 2.4653, grad_norm: 5.9969 2020-07-24 21:15:01,044 - mmaction - INFO - Epoch [133][20/76] lr: 1.000e-05, eta: 1:06:35, time: 5.361, data_time: 4.071, memory: 5780, top1_acc: 0.4129, top5_acc: 0.7035, loss_cls: 2.4932, loss: 2.4932, grad_norm: 5.9807 2020-07-24 21:15:23,256 - mmaction - INFO - Epoch [133][40/76] lr: 1.000e-05, eta: 1:05:31, time: 1.111, data_time: 0.007, memory: 5780, top1_acc: 0.4297, top5_acc: 0.6992, loss_cls: 2.4851, loss: 2.4851, grad_norm: 5.9360 2020-07-24 21:15:46,752 - mmaction - INFO - Epoch [133][60/76] lr: 1.000e-05, eta: 1:04:27, time: 1.172, data_time: 0.032, memory: 5780, top1_acc: 0.4367, top5_acc: 0.7133, loss_cls: 2.4416, loss: 2.4416, grad_norm: 5.9905 2020-07-24 21:17:44,308 - mmaction - INFO - Epoch [134][20/76] lr: 1.000e-05, eta: 1:02:40, time: 4.921, data_time: 3.746, memory: 5780, top1_acc: 0.4348, top5_acc: 0.7059, loss_cls: 2.4684, loss: 2.4684, grad_norm: 5.9646 2020-07-24 21:18:06,695 - mmaction - INFO - Epoch [134][40/76] lr: 1.000e-05, eta: 1:01:36, time: 1.120, data_time: 0.008, memory: 5780, top1_acc: 0.4254, top5_acc: 0.7004, loss_cls: 2.4593, loss: 2.4593, grad_norm: 5.9842 2020-07-24 21:18:29,106 - mmaction - INFO - Epoch [134][60/76] lr: 1.000e-05, eta: 1:00:33, time: 1.121, data_time: 0.006, memory: 5780, top1_acc: 0.4246, top5_acc: 0.6988, loss_cls: 2.4619, loss: 2.4619, grad_norm: 5.9282 2020-07-24 21:20:24,256 - mmaction - INFO - Epoch [135][20/76] lr: 1.000e-05, eta: 0:58:46, time: 4.860, data_time: 3.266, memory: 5780, top1_acc: 0.4328, top5_acc: 0.7172, loss_cls: 2.4522, loss: 2.4522, grad_norm: 5.9375 2020-07-24 21:20:46,981 - mmaction - INFO - Epoch [135][40/76] lr: 1.000e-05, eta: 0:57:42, time: 1.130, data_time: 0.005, memory: 5780, top1_acc: 0.4301, top5_acc: 0.7012, loss_cls: 2.4616, loss: 2.4616, grad_norm: 5.9132 2020-07-24 21:21:11,682 - mmaction - INFO - Epoch [135][60/76] lr: 1.000e-05, eta: 0:56:40, time: 1.238, data_time: 0.010, memory: 5780, top1_acc: 0.4219, top5_acc: 0.6988, loss_cls: 2.4580, loss: 2.4580, grad_norm: 5.9021 2020-07-24 21:21:28,689 - mmaction - INFO - Saving checkpoint at 135 epochs 2020-07-24 21:23:04,396 - mmaction - INFO - Epoch [136][20/76] lr: 1.000e-05, eta: 0:54:53, time: 4.760, data_time: 3.914, memory: 5780, top1_acc: 0.4293, top5_acc: 0.6969, loss_cls: 2.4900, loss: 2.4900, grad_norm: 5.9693 2020-07-24 21:23:27,404 - mmaction - INFO - Epoch [136][40/76] lr: 1.000e-05, eta: 0:53:50, time: 1.156, data_time: 0.170, memory: 5780, top1_acc: 0.4340, top5_acc: 0.7273, loss_cls: 2.4227, loss: 2.4227, grad_norm: 5.8742 2020-07-24 21:23:52,189 - mmaction - INFO - Epoch [136][60/76] lr: 1.000e-05, eta: 0:52:48, time: 1.236, data_time: 0.018, memory: 5780, top1_acc: 0.4270, top5_acc: 0.6926, loss_cls: 2.4877, loss: 2.4877, grad_norm: 5.9900 2020-07-24 21:25:48,474 - mmaction - INFO - Epoch [137][20/76] lr: 1.000e-05, eta: 0:51:01, time: 4.982, data_time: 3.948, memory: 5780, top1_acc: 0.4316, top5_acc: 0.7039, loss_cls: 2.4813, loss: 2.4813, grad_norm: 6.0212 2020-07-24 21:26:09,615 - mmaction - INFO - Epoch [137][40/76] lr: 1.000e-05, eta: 0:49:59, time: 1.051, data_time: 0.142, memory: 5780, top1_acc: 0.4414, top5_acc: 0.7047, loss_cls: 2.4167, loss: 2.4167, grad_norm: 5.9182 2020-07-24 21:26:33,500 - mmaction - INFO - Epoch [137][60/76] lr: 1.000e-05, eta: 0:48:57, time: 1.196, data_time: 0.030, memory: 5780, top1_acc: 0.4363, top5_acc: 0.7074, loss_cls: 2.4481, loss: 2.4481, grad_norm: 5.9810 2020-07-24 21:28:31,994 - mmaction - INFO - Epoch [138][20/76] lr: 1.000e-05, eta: 0:47:12, time: 5.184, data_time: 3.597, memory: 5780, top1_acc: 0.4363, top5_acc: 0.7156, loss_cls: 2.4404, loss: 2.4404, grad_norm: 5.8909 2020-07-24 21:28:53,170 - mmaction - INFO - Epoch [138][40/76] lr: 1.000e-05, eta: 0:46:10, time: 1.056, data_time: 0.008, memory: 5780, top1_acc: 0.4203, top5_acc: 0.6996, loss_cls: 2.4881, loss: 2.4881, grad_norm: 6.0270 2020-07-24 21:29:16,702 - mmaction - INFO - Epoch [138][60/76] lr: 1.000e-05, eta: 0:45:08, time: 1.176, data_time: 0.008, memory: 5780, top1_acc: 0.4227, top5_acc: 0.7094, loss_cls: 2.4585, loss: 2.4585, grad_norm: 6.0555 2020-07-24 21:31:17,298 - mmaction - INFO - Epoch [139][20/76] lr: 1.000e-05, eta: 0:43:23, time: 5.121, data_time: 3.361, memory: 5780, top1_acc: 0.4266, top5_acc: 0.6859, loss_cls: 2.5086, loss: 2.5086, grad_norm: 5.9876 2020-07-24 21:31:40,478 - mmaction - INFO - Epoch [139][40/76] lr: 1.000e-05, eta: 0:42:22, time: 1.163, data_time: 0.007, memory: 5780, top1_acc: 0.4297, top5_acc: 0.7113, loss_cls: 2.4303, loss: 2.4303, grad_norm: 5.8562 2020-07-24 21:32:03,709 - mmaction - INFO - Epoch [139][60/76] lr: 1.000e-05, eta: 0:41:20, time: 1.160, data_time: 0.002, memory: 5780, top1_acc: 0.4242, top5_acc: 0.7090, loss_cls: 2.4797, loss: 2.4797, grad_norm: 6.0031 2020-07-24 21:34:04,441 - mmaction - INFO - Epoch [140][20/76] lr: 1.000e-05, eta: 0:39:36, time: 5.240, data_time: 3.900, memory: 5780, top1_acc: 0.4313, top5_acc: 0.7234, loss_cls: 2.4153, loss: 2.4153, grad_norm: 5.9058 2020-07-24 21:34:28,012 - mmaction - INFO - Epoch [140][40/76] lr: 1.000e-05, eta: 0:38:35, time: 1.179, data_time: 0.007, memory: 5780, top1_acc: 0.4164, top5_acc: 0.7043, loss_cls: 2.4917, loss: 2.4917, grad_norm: 6.1359 2020-07-24 21:34:50,003 - mmaction - INFO - Epoch [140][60/76] lr: 1.000e-05, eta: 0:37:34, time: 1.097, data_time: 0.027, memory: 5780, top1_acc: 0.4340, top5_acc: 0.7125, loss_cls: 2.4352, loss: 2.4352, grad_norm: 5.8977 2020-07-24 21:35:07,491 - mmaction - INFO - Saving checkpoint at 140 epochs 2020-07-24 21:36:48,790 - mmaction - INFO - Epoch [141][20/76] lr: 1.000e-05, eta: 0:35:49, time: 5.037, data_time: 3.842, memory: 5780, top1_acc: 0.4445, top5_acc: 0.7008, loss_cls: 2.4501, loss: 2.4501, grad_norm: 5.9923 2020-07-24 21:37:12,336 - mmaction - INFO - Epoch [141][40/76] lr: 1.000e-05, eta: 0:34:49, time: 1.184, data_time: 0.010, memory: 5780, top1_acc: 0.4266, top5_acc: 0.6906, loss_cls: 2.4851, loss: 2.4851, grad_norm: 5.9659 2020-07-24 21:37:35,064 - mmaction - INFO - Epoch [141][60/76] lr: 1.000e-05, eta: 0:33:48, time: 1.129, data_time: 0.002, memory: 5780, top1_acc: 0.4195, top5_acc: 0.7008, loss_cls: 2.4973, loss: 2.4973, grad_norm: 6.0251 2020-07-24 21:39:35,862 - mmaction - INFO - Epoch [142][20/76] lr: 1.000e-05, eta: 0:32:04, time: 5.221, data_time: 4.509, memory: 5780, top1_acc: 0.4273, top5_acc: 0.7031, loss_cls: 2.4972, loss: 2.4972, grad_norm: 6.0238 2020-07-24 21:40:00,026 - mmaction - INFO - Epoch [142][40/76] lr: 1.000e-05, eta: 0:31:04, time: 1.209, data_time: 0.509, memory: 5780, top1_acc: 0.4066, top5_acc: 0.6820, loss_cls: 2.5463, loss: 2.5463, grad_norm: 6.0640 2020-07-24 21:40:22,316 - mmaction - INFO - Epoch [142][60/76] lr: 1.000e-05, eta: 0:30:04, time: 1.108, data_time: 0.391, memory: 5780, top1_acc: 0.4313, top5_acc: 0.7121, loss_cls: 2.4444, loss: 2.4444, grad_norm: 5.9122 2020-07-24 21:42:18,853 - mmaction - INFO - Epoch [143][20/76] lr: 1.000e-05, eta: 0:28:20, time: 4.959, data_time: 4.103, memory: 5780, top1_acc: 0.4273, top5_acc: 0.7027, loss_cls: 2.4590, loss: 2.4590, grad_norm: 5.9804 2020-07-24 21:42:43,125 - mmaction - INFO - Epoch [143][40/76] lr: 1.000e-05, eta: 0:27:20, time: 1.214, data_time: 0.300, memory: 5780, top1_acc: 0.4340, top5_acc: 0.7043, loss_cls: 2.4319, loss: 2.4319, grad_norm: 5.9362 2020-07-24 21:43:06,621 - mmaction - INFO - Epoch [143][60/76] lr: 1.000e-05, eta: 0:26:21, time: 1.174, data_time: 0.003, memory: 5780, top1_acc: 0.4121, top5_acc: 0.7004, loss_cls: 2.5037, loss: 2.5037, grad_norm: 6.0062 2020-07-24 21:45:05,900 - mmaction - INFO - Epoch [144][20/76] lr: 1.000e-05, eta: 0:24:37, time: 5.192, data_time: 4.551, memory: 5780, top1_acc: 0.4238, top5_acc: 0.7070, loss_cls: 2.4653, loss: 2.4653, grad_norm: 6.0063 2020-07-24 21:45:34,108 - mmaction - INFO - Epoch [144][40/76] lr: 1.000e-05, eta: 0:23:38, time: 1.410, data_time: 0.205, memory: 5780, top1_acc: 0.4109, top5_acc: 0.6988, loss_cls: 2.5017, loss: 2.5017, grad_norm: 6.0109 2020-07-24 21:45:53,240 - mmaction - INFO - Epoch [144][60/76] lr: 1.000e-05, eta: 0:22:38, time: 0.956, data_time: 0.070, memory: 5780, top1_acc: 0.4336, top5_acc: 0.6957, loss_cls: 2.4860, loss: 2.4860, grad_norm: 5.9752 2020-07-24 21:47:51,720 - mmaction - INFO - Epoch [145][20/76] lr: 1.000e-05, eta: 0:20:55, time: 5.043, data_time: 3.264, memory: 5780, top1_acc: 0.4434, top5_acc: 0.7105, loss_cls: 2.4169, loss: 2.4169, grad_norm: 5.8740 2020-07-24 21:48:13,042 - mmaction - INFO - Epoch [145][40/76] lr: 1.000e-05, eta: 0:19:56, time: 1.059, data_time: 0.007, memory: 5780, top1_acc: 0.4262, top5_acc: 0.6934, loss_cls: 2.4521, loss: 2.4521, grad_norm: 5.9021 2020-07-24 21:48:34,457 - mmaction - INFO - Epoch [145][60/76] lr: 1.000e-05, eta: 0:18:57, time: 1.081, data_time: 0.024, memory: 5780, top1_acc: 0.4227, top5_acc: 0.7051, loss_cls: 2.4780, loss: 2.4780, grad_norm: 5.9715 2020-07-24 21:48:51,054 - mmaction - INFO - Saving checkpoint at 145 epochs 2020-07-24 21:50:31,447 - mmaction - INFO - Epoch [146][20/76] lr: 1.000e-05, eta: 0:17:13, time: 5.002, data_time: 3.890, memory: 5780, top1_acc: 0.4305, top5_acc: 0.7109, loss_cls: 2.4296, loss: 2.4296, grad_norm: 5.9351 2020-07-24 21:50:54,626 - mmaction - INFO - Epoch [146][40/76] lr: 1.000e-05, eta: 0:16:15, time: 1.157, data_time: 0.003, memory: 5780, top1_acc: 0.4285, top5_acc: 0.7082, loss_cls: 2.4657, loss: 2.4657, grad_norm: 6.0194 2020-07-24 21:51:18,084 - mmaction - INFO - Epoch [146][60/76] lr: 1.000e-05, eta: 0:15:17, time: 1.172, data_time: 0.004, memory: 5780, top1_acc: 0.4105, top5_acc: 0.6832, loss_cls: 2.5093, loss: 2.5093, grad_norm: 6.0492 2020-07-24 21:53:11,008 - mmaction - INFO - Epoch [147][20/76] lr: 1.000e-05, eta: 0:13:33, time: 4.832, data_time: 3.809, memory: 5780, top1_acc: 0.4273, top5_acc: 0.7105, loss_cls: 2.4682, loss: 2.4682, grad_norm: 6.0339 2020-07-24 21:53:32,862 - mmaction - INFO - Epoch [147][40/76] lr: 1.000e-05, eta: 0:12:35, time: 1.092, data_time: 0.027, memory: 5780, top1_acc: 0.4258, top5_acc: 0.6965, loss_cls: 2.4662, loss: 2.4662, grad_norm: 5.9572 2020-07-24 21:53:56,050 - mmaction - INFO - Epoch [147][60/76] lr: 1.000e-05, eta: 0:11:37, time: 1.159, data_time: 0.264, memory: 5780, top1_acc: 0.4289, top5_acc: 0.7039, loss_cls: 2.4712, loss: 2.4712, grad_norm: 6.0055 2020-07-24 21:55:53,431 - mmaction - INFO - Epoch [148][20/76] lr: 1.000e-05, eta: 0:09:54, time: 5.016, data_time: 3.832, memory: 5780, top1_acc: 0.4238, top5_acc: 0.7094, loss_cls: 2.4493, loss: 2.4493, grad_norm: 5.8863 2020-07-24 21:56:16,752 - mmaction - INFO - Epoch [148][40/76] lr: 1.000e-05, eta: 0:08:56, time: 1.164, data_time: 0.007, memory: 5780, top1_acc: 0.4328, top5_acc: 0.7063, loss_cls: 2.4482, loss: 2.4482, grad_norm: 6.0309 2020-07-24 21:56:38,816 - mmaction - INFO - Epoch [148][60/76] lr: 1.000e-05, eta: 0:07:59, time: 1.106, data_time: 0.006, memory: 5780, top1_acc: 0.4227, top5_acc: 0.6977, loss_cls: 2.4894, loss: 2.4894, grad_norm: 5.9635 2020-07-24 21:58:40,797 - mmaction - INFO - Epoch [149][20/76] lr: 1.000e-05, eta: 0:06:16, time: 5.276, data_time: 3.934, memory: 5780, top1_acc: 0.4273, top5_acc: 0.7023, loss_cls: 2.4872, loss: 2.4872, grad_norm: 5.9424 2020-07-24 21:59:02,010 - mmaction - INFO - Epoch [149][40/76] lr: 1.000e-05, eta: 0:05:19, time: 1.061, data_time: 0.040, memory: 5780, top1_acc: 0.4180, top5_acc: 0.7059, loss_cls: 2.4982, loss: 2.4982, grad_norm: 6.0322 2020-07-24 21:59:24,650 - mmaction - INFO - Epoch [149][60/76] lr: 1.000e-05, eta: 0:04:21, time: 1.125, data_time: 0.005, memory: 5780, top1_acc: 0.4352, top5_acc: 0.6953, loss_cls: 2.4524, loss: 2.4524, grad_norm: 5.9260 2020-07-24 22:01:25,737 - mmaction - INFO - Epoch [150][20/76] lr: 1.000e-05, eta: 0:02:39, time: 5.190, data_time: 3.985, memory: 5780, top1_acc: 0.4094, top5_acc: 0.6977, loss_cls: 2.5152, loss: 2.5152, grad_norm: 6.0498 2020-07-24 22:01:48,595 - mmaction - INFO - Epoch [150][40/76] lr: 1.000e-05, eta: 0:01:42, time: 1.137, data_time: 0.162, memory: 5780, top1_acc: 0.4160, top5_acc: 0.6953, loss_cls: 2.4673, loss: 2.4673, grad_norm: 5.9683 2020-07-24 22:02:09,865 - mmaction - INFO - Epoch [150][60/76] lr: 1.000e-05, eta: 0:00:45, time: 1.065, data_time: 0.423, memory: 5780, top1_acc: 0.4207, top5_acc: 0.7047, loss_cls: 2.4753, loss: 2.4753, grad_norm: 5.9610 2020-07-24 22:02:26,987 - mmaction - INFO - Saving checkpoint at 150 epochs