2020-10-04 23:58:50,093 - 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 GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.1.0 PyTorch compiling details: PyTorch built with: - GCC 4.9 - Intel(R) Math Kernel Library Version 2018.0.1 Product Build 20171007 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 7.5.1 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -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, 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: 0.3.0 OpenCV: 4.1.0 MMCV: 1.1.2 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.6.0+40a46d6 ------------------------------------------------------------ 2020-10-04 23:58:50,094 - mmaction - INFO - Distributed training: True 2020-10-04 23:58:50,094 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/configs/omnisource/tsn.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='modelzoo/resnet50-19c8e357.pth', depth=50, 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=0.4, 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 = '/mnt/lustre/DATAshare2/kinetics_400_train_320_frames' data_root_val = '/mnt/lustre/DATAshare2/kinetics_400_val_320_frames' ann_file_train = 'data/k200/k200_train_list.txt' ann_file_val = 'data/k200/k200_val_list.txt' ann_file_test = 'data/k200/k200_val_list.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=25, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=12, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.0075, 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=[40, 80]) total_epochs = 100 checkpoint_config = dict(interval=1) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/omnisource/tsn' load_from = None resume_from = None workflow = [('train', 5)] 2020-10-04 23:58:50,929 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2020-10-04 23:59:13,685 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-36-194, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/omnisource/tsn 2020-10-04 23:59:13,686 - mmaction - INFO - workflow: [('train', 5)], max: 100 epochs 2020-10-05 00:02:26,381 - mmaction - INFO - Epoch [1][20/396] lr: 7.500e-03, eta: 4 days, 9:52:54, time: 9.630, data_time: 7.331, memory: 8344, top1_acc: 0.0068, top5_acc: 0.0323, loss_cls: 5.7709, loss: 5.7709, grad_norm: 2.5844 2020-10-05 00:02:38,286 - mmaction - INFO - Epoch [1][40/396] lr: 7.500e-03, eta: 2 days, 8:11:58, time: 0.598, data_time: 0.004, memory: 8344, top1_acc: 0.0341, top5_acc: 0.1112, loss_cls: 5.2298, loss: 5.2298, grad_norm: 2.5523 2020-10-05 00:02:50,385 - mmaction - INFO - Epoch [1][60/396] lr: 7.500e-03, eta: 1 day, 15:39:35, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.0880, top5_acc: 0.2260, loss_cls: 4.8138, loss: 4.8138, grad_norm: 2.7340 2020-10-05 00:03:02,540 - mmaction - INFO - Epoch [1][80/396] lr: 7.500e-03, eta: 1 day, 7:23:58, time: 0.608, data_time: 0.004, memory: 8344, top1_acc: 0.1203, top5_acc: 0.3148, loss_cls: 4.4008, loss: 4.4008, grad_norm: 2.8851 2020-10-05 00:03:14,680 - mmaction - INFO - Epoch [1][100/396] lr: 7.500e-03, eta: 1 day, 2:26:11, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.1417, top5_acc: 0.3758, loss_cls: 4.0757, loss: 4.0757, grad_norm: 2.9758 2020-10-05 00:03:26,695 - mmaction - INFO - Epoch [1][120/396] lr: 7.500e-03, eta: 23:07:04, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.1607, top5_acc: 0.4203, loss_cls: 3.8181, loss: 3.8181, grad_norm: 3.0734 2020-10-05 00:03:38,806 - mmaction - INFO - Epoch [1][140/396] lr: 7.500e-03, eta: 20:45:10, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.2057, top5_acc: 0.4680, loss_cls: 3.6365, loss: 3.6365, grad_norm: 3.1406 2020-10-05 00:03:51,070 - mmaction - INFO - Epoch [1][160/396] lr: 7.500e-03, eta: 18:59:22, time: 0.613, data_time: 0.003, memory: 8344, top1_acc: 0.2099, top5_acc: 0.5016, loss_cls: 3.4886, loss: 3.4886, grad_norm: 3.1640 2020-10-05 00:04:03,098 - mmaction - INFO - Epoch [1][180/396] lr: 7.500e-03, eta: 17:36:10, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.2331, top5_acc: 0.5224, loss_cls: 3.3711, loss: 3.3711, grad_norm: 3.2046 2020-10-05 00:04:15,269 - mmaction - INFO - Epoch [1][200/396] lr: 7.500e-03, eta: 16:30:00, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.2646, top5_acc: 0.5549, loss_cls: 3.2580, loss: 3.2580, grad_norm: 3.2111 2020-10-05 00:04:27,416 - mmaction - INFO - Epoch [1][220/396] lr: 7.500e-03, eta: 15:35:50, time: 0.608, data_time: 0.005, memory: 8344, top1_acc: 0.2909, top5_acc: 0.5898, loss_cls: 3.0913, loss: 3.0913, grad_norm: 3.2078 2020-10-05 00:04:39,694 - mmaction - INFO - Epoch [1][240/396] lr: 7.500e-03, eta: 14:50:57, time: 0.614, data_time: 0.003, memory: 8344, top1_acc: 0.2880, top5_acc: 0.5815, loss_cls: 3.0740, loss: 3.0740, grad_norm: 3.2907 2020-10-05 00:04:51,834 - mmaction - INFO - Epoch [1][260/396] lr: 7.500e-03, eta: 14:12:37, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.2849, top5_acc: 0.6016, loss_cls: 3.0259, loss: 3.0259, grad_norm: 3.3469 2020-10-05 00:05:03,867 - mmaction - INFO - Epoch [1][280/396] lr: 7.500e-03, eta: 13:39:28, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.3096, top5_acc: 0.6049, loss_cls: 2.9536, loss: 2.9536, grad_norm: 3.3880 2020-10-05 00:05:16,053 - mmaction - INFO - Epoch [1][300/396] lr: 7.500e-03, eta: 13:11:05, time: 0.610, data_time: 0.003, memory: 8344, top1_acc: 0.3229, top5_acc: 0.6242, loss_cls: 2.8675, loss: 2.8675, grad_norm: 3.3886 2020-10-05 00:05:28,029 - mmaction - INFO - Epoch [1][320/396] lr: 7.500e-03, eta: 12:45:45, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.3417, top5_acc: 0.6346, loss_cls: 2.8067, loss: 2.8067, grad_norm: 3.4211 2020-10-05 00:05:40,190 - mmaction - INFO - Epoch [1][340/396] lr: 7.500e-03, eta: 12:23:44, time: 0.608, data_time: 0.002, memory: 8344, top1_acc: 0.3378, top5_acc: 0.6424, loss_cls: 2.8040, loss: 2.8040, grad_norm: 3.4519 2020-10-05 00:05:52,608 - mmaction - INFO - Epoch [1][360/396] lr: 7.500e-03, eta: 12:04:36, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.3513, top5_acc: 0.6497, loss_cls: 2.7545, loss: 2.7545, grad_norm: 3.4796 2020-10-05 00:06:04,751 - mmaction - INFO - Epoch [1][380/396] lr: 7.500e-03, eta: 11:47:02, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.3755, top5_acc: 0.6656, loss_cls: 2.6446, loss: 2.6446, grad_norm: 3.4886 2020-10-05 00:06:18,196 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-10-05 00:08:47,602 - mmaction - INFO - Epoch [2][20/396] lr: 7.500e-03, eta: 14:39:03, time: 7.446, data_time: 6.759, memory: 8344, top1_acc: 0.3898, top5_acc: 0.6862, loss_cls: 2.5807, loss: 2.5807, grad_norm: 3.5471 2020-10-05 00:08:59,736 - mmaction - INFO - Epoch [2][40/396] lr: 7.500e-03, eta: 14:16:27, time: 0.606, data_time: 0.004, memory: 8344, top1_acc: 0.3875, top5_acc: 0.6810, loss_cls: 2.5773, loss: 2.5773, grad_norm: 3.6081 2020-10-05 00:09:11,925 - mmaction - INFO - Epoch [2][60/396] lr: 7.500e-03, eta: 13:55:53, time: 0.608, data_time: 0.002, memory: 8344, top1_acc: 0.3979, top5_acc: 0.6758, loss_cls: 2.5738, loss: 2.5738, grad_norm: 3.5928 2020-10-05 00:09:23,977 - mmaction - INFO - Epoch [2][80/396] lr: 7.500e-03, eta: 13:36:55, time: 0.604, data_time: 0.005, memory: 8344, top1_acc: 0.3919, top5_acc: 0.6935, loss_cls: 2.5094, loss: 2.5094, grad_norm: 3.6533 2020-10-05 00:09:36,349 - mmaction - INFO - Epoch [2][100/396] lr: 7.500e-03, eta: 13:19:48, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.3932, top5_acc: 0.6932, loss_cls: 2.5078, loss: 2.5078, grad_norm: 3.6825 2020-10-05 00:09:48,478 - mmaction - INFO - Epoch [2][120/396] lr: 7.500e-03, eta: 13:03:44, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.4036, top5_acc: 0.6984, loss_cls: 2.4802, loss: 2.4802, grad_norm: 3.7006 2020-10-05 00:10:00,606 - mmaction - INFO - Epoch [2][140/396] lr: 7.500e-03, eta: 12:48:51, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.4008, top5_acc: 0.6997, loss_cls: 2.4644, loss: 2.4644, grad_norm: 3.7067 2020-10-05 00:10:12,806 - mmaction - INFO - Epoch [2][160/396] lr: 7.500e-03, eta: 12:35:04, time: 0.609, data_time: 0.001, memory: 8344, top1_acc: 0.4169, top5_acc: 0.7063, loss_cls: 2.4252, loss: 2.4252, grad_norm: 3.7439 2020-10-05 00:10:24,736 - mmaction - INFO - Epoch [2][180/396] lr: 7.500e-03, eta: 12:21:58, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.4219, top5_acc: 0.6956, loss_cls: 2.4227, loss: 2.4227, grad_norm: 3.7401 2020-10-05 00:10:36,910 - mmaction - INFO - Epoch [2][200/396] lr: 7.500e-03, eta: 12:09:57, time: 0.608, data_time: 0.001, memory: 8344, top1_acc: 0.4143, top5_acc: 0.7141, loss_cls: 2.4052, loss: 2.4052, grad_norm: 3.7418 2020-10-05 00:10:49,003 - mmaction - INFO - Epoch [2][220/396] lr: 7.500e-03, eta: 11:58:39, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.4221, top5_acc: 0.7073, loss_cls: 2.3866, loss: 2.3866, grad_norm: 3.7785 2020-10-05 00:11:01,204 - mmaction - INFO - Epoch [2][240/396] lr: 7.500e-03, eta: 11:48:09, time: 0.610, data_time: 0.004, memory: 8344, top1_acc: 0.4198, top5_acc: 0.7018, loss_cls: 2.3890, loss: 2.3890, grad_norm: 3.8231 2020-10-05 00:11:13,348 - mmaction - INFO - Epoch [2][260/396] lr: 7.500e-03, eta: 11:38:14, time: 0.608, data_time: 0.004, memory: 8344, top1_acc: 0.4401, top5_acc: 0.7240, loss_cls: 2.3330, loss: 2.3330, grad_norm: 3.8455 2020-10-05 00:11:25,592 - mmaction - INFO - Epoch [2][280/396] lr: 7.500e-03, eta: 11:28:58, time: 0.612, data_time: 0.002, memory: 8344, top1_acc: 0.4391, top5_acc: 0.7281, loss_cls: 2.3202, loss: 2.3202, grad_norm: 3.8753 2020-10-05 00:11:37,716 - mmaction - INFO - Epoch [2][300/396] lr: 7.500e-03, eta: 11:20:07, time: 0.606, data_time: 0.003, memory: 8344, top1_acc: 0.4401, top5_acc: 0.7245, loss_cls: 2.3122, loss: 2.3122, grad_norm: 3.8901 2020-10-05 00:11:49,698 - mmaction - INFO - Epoch [2][320/396] lr: 7.500e-03, eta: 11:11:38, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.4294, top5_acc: 0.7273, loss_cls: 2.2834, loss: 2.2834, grad_norm: 3.8585 2020-10-05 00:12:01,742 - mmaction - INFO - Epoch [2][340/396] lr: 7.500e-03, eta: 11:03:39, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.4440, top5_acc: 0.7318, loss_cls: 2.3004, loss: 2.3004, grad_norm: 3.9099 2020-10-05 00:12:13,900 - mmaction - INFO - Epoch [2][360/396] lr: 7.500e-03, eta: 10:56:10, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.4326, top5_acc: 0.7305, loss_cls: 2.2856, loss: 2.2856, grad_norm: 3.8635 2020-10-05 00:12:26,003 - mmaction - INFO - Epoch [2][380/396] lr: 7.500e-03, eta: 10:49:01, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.4344, top5_acc: 0.7195, loss_cls: 2.3104, loss: 2.3104, grad_norm: 3.9178 2020-10-05 00:12:37,194 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-10-05 00:15:16,033 - mmaction - INFO - Epoch [3][20/396] lr: 7.500e-03, eta: 12:25:47, time: 7.920, data_time: 7.267, memory: 8344, top1_acc: 0.4560, top5_acc: 0.7289, loss_cls: 2.2450, loss: 2.2450, grad_norm: 3.9842 2020-10-05 00:15:27,984 - mmaction - INFO - Epoch [3][40/396] lr: 7.500e-03, eta: 12:16:46, time: 0.598, data_time: 0.005, memory: 8344, top1_acc: 0.4747, top5_acc: 0.7451, loss_cls: 2.1482, loss: 2.1482, grad_norm: 3.9527 2020-10-05 00:15:40,066 - mmaction - INFO - Epoch [3][60/396] lr: 7.500e-03, eta: 12:08:15, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.4576, top5_acc: 0.7490, loss_cls: 2.1818, loss: 2.1818, grad_norm: 3.9944 2020-10-05 00:15:52,227 - mmaction - INFO - Epoch [3][80/396] lr: 7.500e-03, eta: 12:00:11, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.4643, top5_acc: 0.7508, loss_cls: 2.1808, loss: 2.1808, grad_norm: 3.9835 2020-10-05 00:16:04,496 - mmaction - INFO - Epoch [3][100/396] lr: 7.500e-03, eta: 11:52:33, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.4680, top5_acc: 0.7581, loss_cls: 2.1407, loss: 2.1407, grad_norm: 3.9856 2020-10-05 00:16:16,541 - mmaction - INFO - Epoch [3][120/396] lr: 7.500e-03, eta: 11:45:04, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.4685, top5_acc: 0.7557, loss_cls: 2.1399, loss: 2.1399, grad_norm: 4.0285 2020-10-05 00:16:28,707 - mmaction - INFO - Epoch [3][140/396] lr: 7.500e-03, eta: 11:38:01, time: 0.610, data_time: 0.003, memory: 8344, top1_acc: 0.4695, top5_acc: 0.7393, loss_cls: 2.1858, loss: 2.1858, grad_norm: 4.0913 2020-10-05 00:16:40,970 - mmaction - INFO - Epoch [3][160/396] lr: 7.500e-03, eta: 11:31:17, time: 0.613, data_time: 0.003, memory: 8344, top1_acc: 0.4677, top5_acc: 0.7482, loss_cls: 2.1558, loss: 2.1558, grad_norm: 4.1190 2020-10-05 00:16:53,107 - mmaction - INFO - Epoch [3][180/396] lr: 7.500e-03, eta: 11:24:45, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.4724, top5_acc: 0.7469, loss_cls: 2.1481, loss: 2.1481, grad_norm: 4.1014 2020-10-05 00:17:05,355 - mmaction - INFO - Epoch [3][200/396] lr: 7.500e-03, eta: 11:18:33, time: 0.613, data_time: 0.003, memory: 8344, top1_acc: 0.4878, top5_acc: 0.7656, loss_cls: 2.1106, loss: 2.1106, grad_norm: 4.1485 2020-10-05 00:17:17,441 - mmaction - INFO - Epoch [3][220/396] lr: 7.500e-03, eta: 11:12:29, time: 0.604, data_time: 0.001, memory: 8344, top1_acc: 0.4901, top5_acc: 0.7724, loss_cls: 2.0457, loss: 2.0457, grad_norm: 4.0461 2020-10-05 00:17:29,631 - mmaction - INFO - Epoch [3][240/396] lr: 7.500e-03, eta: 11:06:41, time: 0.609, data_time: 0.002, memory: 8344, top1_acc: 0.4680, top5_acc: 0.7565, loss_cls: 2.1084, loss: 2.1084, grad_norm: 4.0951 2020-10-05 00:17:41,789 - mmaction - INFO - Epoch [3][260/396] lr: 7.500e-03, eta: 11:01:05, time: 0.607, data_time: 0.003, memory: 8344, top1_acc: 0.4737, top5_acc: 0.7492, loss_cls: 2.1400, loss: 2.1400, grad_norm: 4.1071 2020-10-05 00:17:53,757 - mmaction - INFO - Epoch [3][280/396] lr: 7.500e-03, eta: 10:55:36, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.4674, top5_acc: 0.7458, loss_cls: 2.1388, loss: 2.1388, grad_norm: 4.1807 2020-10-05 00:18:05,895 - mmaction - INFO - Epoch [3][300/396] lr: 7.500e-03, eta: 10:50:24, time: 0.608, data_time: 0.002, memory: 8344, top1_acc: 0.4727, top5_acc: 0.7453, loss_cls: 2.1414, loss: 2.1414, grad_norm: 4.1870 2020-10-05 00:18:17,960 - mmaction - INFO - Epoch [3][320/396] lr: 7.500e-03, eta: 10:45:19, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.4812, top5_acc: 0.7563, loss_cls: 2.1112, loss: 2.1112, grad_norm: 4.1895 2020-10-05 00:18:30,020 - mmaction - INFO - Epoch [3][340/396] lr: 7.500e-03, eta: 10:40:25, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.4792, top5_acc: 0.7513, loss_cls: 2.1040, loss: 2.1040, grad_norm: 4.0921 2020-10-05 00:18:42,306 - mmaction - INFO - Epoch [3][360/396] lr: 7.500e-03, eta: 10:35:48, time: 0.614, data_time: 0.003, memory: 8344, top1_acc: 0.4755, top5_acc: 0.7549, loss_cls: 2.1183, loss: 2.1183, grad_norm: 4.2578 2020-10-05 00:18:54,375 - mmaction - INFO - Epoch [3][380/396] lr: 7.500e-03, eta: 10:31:14, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.4891, top5_acc: 0.7685, loss_cls: 2.0586, loss: 2.0586, grad_norm: 4.1759 2020-10-05 00:19:08,036 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-10-05 00:21:43,870 - mmaction - INFO - Epoch [4][20/396] lr: 7.500e-03, eta: 11:34:01, time: 7.756, data_time: 6.912, memory: 8344, top1_acc: 0.5016, top5_acc: 0.7815, loss_cls: 1.9950, loss: 1.9950, grad_norm: 4.1489 2020-10-05 00:21:56,039 - mmaction - INFO - Epoch [4][40/396] lr: 7.500e-03, eta: 11:28:42, time: 0.609, data_time: 0.004, memory: 8344, top1_acc: 0.4964, top5_acc: 0.7742, loss_cls: 2.0272, loss: 2.0272, grad_norm: 4.1833 2020-10-05 00:22:08,206 - mmaction - INFO - Epoch [4][60/396] lr: 7.500e-03, eta: 11:23:32, time: 0.609, data_time: 0.003, memory: 8344, top1_acc: 0.5016, top5_acc: 0.7789, loss_cls: 1.9945, loss: 1.9945, grad_norm: 4.2015 2020-10-05 00:22:20,446 - mmaction - INFO - Epoch [4][80/396] lr: 7.500e-03, eta: 11:18:35, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.4971, top5_acc: 0.7682, loss_cls: 1.9927, loss: 1.9927, grad_norm: 4.2002 2020-10-05 00:22:32,710 - mmaction - INFO - Epoch [4][100/396] lr: 7.500e-03, eta: 11:13:46, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.5000, top5_acc: 0.7776, loss_cls: 2.0121, loss: 2.0121, grad_norm: 4.2015 2020-10-05 00:22:44,839 - mmaction - INFO - Epoch [4][120/396] lr: 7.500e-03, eta: 11:09:02, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.5026, top5_acc: 0.7747, loss_cls: 2.0090, loss: 2.0090, grad_norm: 4.2326 2020-10-05 00:22:56,951 - mmaction - INFO - Epoch [4][140/396] lr: 7.500e-03, eta: 11:04:26, time: 0.606, data_time: 0.003, memory: 8344, top1_acc: 0.4974, top5_acc: 0.7690, loss_cls: 2.0077, loss: 2.0077, grad_norm: 4.2560 2020-10-05 00:23:09,127 - mmaction - INFO - Epoch [4][160/396] lr: 7.500e-03, eta: 11:00:00, time: 0.609, data_time: 0.002, memory: 8344, top1_acc: 0.4997, top5_acc: 0.7776, loss_cls: 1.9732, loss: 1.9732, grad_norm: 4.2773 2020-10-05 00:23:21,299 - mmaction - INFO - Epoch [4][180/396] lr: 7.500e-03, eta: 10:55:41, time: 0.609, data_time: 0.003, memory: 8344, top1_acc: 0.5047, top5_acc: 0.7693, loss_cls: 2.0118, loss: 2.0118, grad_norm: 4.2592 2020-10-05 00:23:33,370 - mmaction - INFO - Epoch [4][200/396] lr: 7.500e-03, eta: 10:51:26, time: 0.603, data_time: 0.001, memory: 8344, top1_acc: 0.5029, top5_acc: 0.7779, loss_cls: 1.9840, loss: 1.9840, grad_norm: 4.3379 2020-10-05 00:23:45,811 - mmaction - INFO - Epoch [4][220/396] lr: 7.500e-03, eta: 10:47:27, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.5104, top5_acc: 0.7690, loss_cls: 1.9877, loss: 1.9877, grad_norm: 4.3752 2020-10-05 00:23:57,881 - mmaction - INFO - Epoch [4][240/396] lr: 7.500e-03, eta: 10:43:26, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.5073, top5_acc: 0.7784, loss_cls: 1.9757, loss: 1.9757, grad_norm: 4.3388 2020-10-05 00:24:10,060 - mmaction - INFO - Epoch [4][260/396] lr: 7.500e-03, eta: 10:39:34, time: 0.609, data_time: 0.002, memory: 8344, top1_acc: 0.5138, top5_acc: 0.7721, loss_cls: 2.0052, loss: 2.0052, grad_norm: 4.4148 2020-10-05 00:24:22,321 - mmaction - INFO - Epoch [4][280/396] lr: 7.500e-03, eta: 10:35:50, time: 0.614, data_time: 0.003, memory: 8344, top1_acc: 0.5224, top5_acc: 0.7591, loss_cls: 1.9818, loss: 1.9818, grad_norm: 4.3065 2020-10-05 00:24:34,691 - mmaction - INFO - Epoch [4][300/396] lr: 7.500e-03, eta: 10:32:14, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5203, top5_acc: 0.7786, loss_cls: 1.9382, loss: 1.9382, grad_norm: 4.3069 2020-10-05 00:24:46,814 - mmaction - INFO - Epoch [4][320/396] lr: 7.500e-03, eta: 10:28:38, time: 0.607, data_time: 0.003, memory: 8344, top1_acc: 0.5169, top5_acc: 0.7742, loss_cls: 1.9790, loss: 1.9790, grad_norm: 4.2789 2020-10-05 00:24:59,032 - mmaction - INFO - Epoch [4][340/396] lr: 7.500e-03, eta: 10:25:09, time: 0.610, data_time: 0.001, memory: 8344, top1_acc: 0.5164, top5_acc: 0.7828, loss_cls: 1.9662, loss: 1.9662, grad_norm: 4.3730 2020-10-05 00:25:11,223 - mmaction - INFO - Epoch [4][360/396] lr: 7.500e-03, eta: 10:21:44, time: 0.609, data_time: 0.002, memory: 8344, top1_acc: 0.5177, top5_acc: 0.7797, loss_cls: 1.9366, loss: 1.9366, grad_norm: 4.3917 2020-10-05 00:25:23,521 - mmaction - INFO - Epoch [4][380/396] lr: 7.500e-03, eta: 10:18:27, time: 0.616, data_time: 0.004, memory: 8344, top1_acc: 0.5172, top5_acc: 0.7794, loss_cls: 1.9404, loss: 1.9404, grad_norm: 4.3454 2020-10-05 00:25:36,563 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-10-05 00:28:17,077 - mmaction - INFO - Epoch [5][20/396] lr: 7.500e-03, eta: 11:07:11, time: 8.002, data_time: 7.327, memory: 8344, top1_acc: 0.5299, top5_acc: 0.7930, loss_cls: 1.8849, loss: 1.8849, grad_norm: 4.3137 2020-10-05 00:28:29,152 - mmaction - INFO - Epoch [5][40/396] lr: 7.500e-03, eta: 11:03:19, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.5065, top5_acc: 0.7773, loss_cls: 1.9901, loss: 1.9901, grad_norm: 4.4404 2020-10-05 00:28:41,188 - mmaction - INFO - Epoch [5][60/396] lr: 7.500e-03, eta: 10:59:33, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.5424, top5_acc: 0.7849, loss_cls: 1.8905, loss: 1.8905, grad_norm: 4.3012 2020-10-05 00:28:53,401 - mmaction - INFO - Epoch [5][80/396] lr: 7.500e-03, eta: 10:55:55, time: 0.611, data_time: 0.002, memory: 8344, top1_acc: 0.5333, top5_acc: 0.7852, loss_cls: 1.8790, loss: 1.8790, grad_norm: 4.3982 2020-10-05 00:29:05,479 - mmaction - INFO - Epoch [5][100/396] lr: 7.500e-03, eta: 10:52:19, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.5266, top5_acc: 0.7911, loss_cls: 1.9054, loss: 1.9054, grad_norm: 4.4227 2020-10-05 00:29:17,683 - mmaction - INFO - Epoch [5][120/396] lr: 7.500e-03, eta: 10:48:51, time: 0.610, data_time: 0.002, memory: 8344, top1_acc: 0.5234, top5_acc: 0.7867, loss_cls: 1.8942, loss: 1.8942, grad_norm: 4.3711 2020-10-05 00:29:29,736 - mmaction - INFO - Epoch [5][140/396] lr: 7.500e-03, eta: 10:45:24, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.5299, top5_acc: 0.7909, loss_cls: 1.8999, loss: 1.8999, grad_norm: 4.3885 2020-10-05 00:29:41,877 - mmaction - INFO - Epoch [5][160/396] lr: 7.500e-03, eta: 10:42:03, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.5234, top5_acc: 0.7841, loss_cls: 1.9289, loss: 1.9289, grad_norm: 4.4017 2020-10-05 00:29:54,209 - mmaction - INFO - Epoch [5][180/396] lr: 7.500e-03, eta: 10:38:50, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5299, top5_acc: 0.7919, loss_cls: 1.8798, loss: 1.8798, grad_norm: 4.3711 2020-10-05 00:30:06,350 - mmaction - INFO - Epoch [5][200/396] lr: 7.500e-03, eta: 10:35:38, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.5234, top5_acc: 0.7786, loss_cls: 1.9224, loss: 1.9224, grad_norm: 4.4596 2020-10-05 00:30:18,494 - mmaction - INFO - Epoch [5][220/396] lr: 7.500e-03, eta: 10:32:30, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.5284, top5_acc: 0.7958, loss_cls: 1.8682, loss: 1.8682, grad_norm: 4.3923 2020-10-05 00:30:30,602 - mmaction - INFO - Epoch [5][240/396] lr: 7.500e-03, eta: 10:29:24, time: 0.605, data_time: 0.001, memory: 8344, top1_acc: 0.5333, top5_acc: 0.8021, loss_cls: 1.8261, loss: 1.8261, grad_norm: 4.3700 2020-10-05 00:30:42,730 - mmaction - INFO - Epoch [5][260/396] lr: 7.500e-03, eta: 10:26:24, time: 0.607, data_time: 0.003, memory: 8344, top1_acc: 0.5336, top5_acc: 0.7815, loss_cls: 1.8921, loss: 1.8921, grad_norm: 4.4269 2020-10-05 00:30:54,790 - mmaction - INFO - Epoch [5][280/396] lr: 7.500e-03, eta: 10:23:24, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.5219, top5_acc: 0.7852, loss_cls: 1.9123, loss: 1.9123, grad_norm: 4.5339 2020-10-05 00:31:06,919 - mmaction - INFO - Epoch [5][300/396] lr: 7.500e-03, eta: 10:20:31, time: 0.607, data_time: 0.003, memory: 8344, top1_acc: 0.5164, top5_acc: 0.7802, loss_cls: 1.9167, loss: 1.9167, grad_norm: 4.5358 2020-10-05 00:31:19,038 - mmaction - INFO - Epoch [5][320/396] lr: 7.500e-03, eta: 10:17:40, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.5250, top5_acc: 0.7935, loss_cls: 1.8701, loss: 1.8701, grad_norm: 4.4107 2020-10-05 00:31:31,250 - mmaction - INFO - Epoch [5][340/396] lr: 7.500e-03, eta: 10:14:55, time: 0.610, data_time: 0.002, memory: 8344, top1_acc: 0.5289, top5_acc: 0.7888, loss_cls: 1.9136, loss: 1.9136, grad_norm: 4.5221 2020-10-05 00:31:43,726 - mmaction - INFO - Epoch [5][360/396] lr: 7.500e-03, eta: 10:12:17, time: 0.623, data_time: 0.002, memory: 8344, top1_acc: 0.5289, top5_acc: 0.7909, loss_cls: 1.8694, loss: 1.8694, grad_norm: 4.5451 2020-10-05 00:31:55,956 - mmaction - INFO - Epoch [5][380/396] lr: 7.500e-03, eta: 10:09:38, time: 0.611, data_time: 0.002, memory: 8344, top1_acc: 0.5242, top5_acc: 0.8042, loss_cls: 1.8692, loss: 1.8692, grad_norm: 4.4373 2020-10-05 00:32:07,576 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-10-05 00:34:56,342 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 00:34:56,569 - mmaction - INFO - top1_acc 0.6387 top5_acc 0.8764 2020-10-05 00:34:56,570 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 00:34:56,602 - mmaction - INFO - mean_acc 0.6382 2020-10-05 00:34:56,604 - mmaction - INFO - Epoch(val) [5][396] top1_acc: 0.6387, top5_acc: 0.8764, mean_class_accuracy: 0.6382 2020-10-05 00:37:40,043 - mmaction - INFO - Epoch [6][20/396] lr: 7.500e-03, eta: 10:49:17, time: 8.170, data_time: 6.923, memory: 8344, top1_acc: 0.5578, top5_acc: 0.8008, loss_cls: 1.7721, loss: 1.7721, grad_norm: 4.3509 2020-10-05 00:37:52,195 - mmaction - INFO - Epoch [6][40/396] lr: 7.500e-03, eta: 10:46:17, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.5471, top5_acc: 0.8029, loss_cls: 1.7993, loss: 1.7993, grad_norm: 4.4523 2020-10-05 00:38:04,252 - mmaction - INFO - Epoch [6][60/396] lr: 7.500e-03, eta: 10:43:19, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.5484, top5_acc: 0.8021, loss_cls: 1.8075, loss: 1.8075, grad_norm: 4.4141 2020-10-05 00:38:16,330 - mmaction - INFO - Epoch [6][80/396] lr: 7.500e-03, eta: 10:40:24, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.5737, top5_acc: 0.8128, loss_cls: 1.7368, loss: 1.7368, grad_norm: 4.3995 2020-10-05 00:38:28,336 - mmaction - INFO - Epoch [6][100/396] lr: 7.500e-03, eta: 10:37:30, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.5453, top5_acc: 0.8008, loss_cls: 1.7980, loss: 1.7980, grad_norm: 4.4968 2020-10-05 00:38:40,412 - mmaction - INFO - Epoch [6][120/396] lr: 7.500e-03, eta: 10:34:42, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.5380, top5_acc: 0.8029, loss_cls: 1.8205, loss: 1.8205, grad_norm: 4.5427 2020-10-05 00:38:52,500 - mmaction - INFO - Epoch [6][140/396] lr: 7.500e-03, eta: 10:31:56, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.5573, top5_acc: 0.8107, loss_cls: 1.7655, loss: 1.7655, grad_norm: 4.4105 2020-10-05 00:39:04,574 - mmaction - INFO - Epoch [6][160/396] lr: 7.500e-03, eta: 10:29:13, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.5354, top5_acc: 0.8005, loss_cls: 1.8353, loss: 1.8353, grad_norm: 4.6156 2020-10-05 00:39:16,745 - mmaction - INFO - Epoch [6][180/396] lr: 7.500e-03, eta: 10:26:34, time: 0.608, data_time: 0.001, memory: 8344, top1_acc: 0.5443, top5_acc: 0.7948, loss_cls: 1.8235, loss: 1.8235, grad_norm: 4.5376 2020-10-05 00:39:28,752 - mmaction - INFO - Epoch [6][200/396] lr: 7.500e-03, eta: 10:23:56, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.5372, top5_acc: 0.7995, loss_cls: 1.8282, loss: 1.8282, grad_norm: 4.5515 2020-10-05 00:39:40,913 - mmaction - INFO - Epoch [6][220/396] lr: 7.500e-03, eta: 10:21:22, time: 0.607, data_time: 0.001, memory: 8344, top1_acc: 0.5297, top5_acc: 0.7846, loss_cls: 1.8761, loss: 1.8761, grad_norm: 4.6203 2020-10-05 00:39:52,922 - mmaction - INFO - Epoch [6][240/396] lr: 7.500e-03, eta: 10:18:49, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.5458, top5_acc: 0.8029, loss_cls: 1.8256, loss: 1.8256, grad_norm: 4.5134 2020-10-05 00:40:05,139 - mmaction - INFO - Epoch [6][260/396] lr: 7.500e-03, eta: 10:16:21, time: 0.612, data_time: 0.002, memory: 8344, top1_acc: 0.5388, top5_acc: 0.7945, loss_cls: 1.8343, loss: 1.8343, grad_norm: 4.5336 2020-10-05 00:40:17,373 - mmaction - INFO - Epoch [6][280/396] lr: 7.500e-03, eta: 10:13:56, time: 0.611, data_time: 0.003, memory: 8344, top1_acc: 0.5487, top5_acc: 0.8086, loss_cls: 1.7818, loss: 1.7818, grad_norm: 4.5674 2020-10-05 00:40:29,634 - mmaction - INFO - Epoch [6][300/396] lr: 7.500e-03, eta: 10:11:34, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.5388, top5_acc: 0.7930, loss_cls: 1.8567, loss: 1.8567, grad_norm: 4.7101 2020-10-05 00:40:41,811 - mmaction - INFO - Epoch [6][320/396] lr: 7.500e-03, eta: 10:09:13, time: 0.609, data_time: 0.002, memory: 8344, top1_acc: 0.5474, top5_acc: 0.8031, loss_cls: 1.7927, loss: 1.7927, grad_norm: 4.5538 2020-10-05 00:40:53,898 - mmaction - INFO - Epoch [6][340/396] lr: 7.500e-03, eta: 10:06:53, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.5409, top5_acc: 0.7935, loss_cls: 1.8508, loss: 1.8508, grad_norm: 4.5918 2020-10-05 00:41:05,963 - mmaction - INFO - Epoch [6][360/396] lr: 7.500e-03, eta: 10:04:34, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.5464, top5_acc: 0.8000, loss_cls: 1.8118, loss: 1.8118, grad_norm: 4.5180 2020-10-05 00:41:18,023 - mmaction - INFO - Epoch [6][380/396] lr: 7.500e-03, eta: 10:02:18, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.5352, top5_acc: 0.7849, loss_cls: 1.8656, loss: 1.8656, grad_norm: 4.5772 2020-10-05 00:41:30,443 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-10-05 00:44:02,026 - mmaction - INFO - Epoch [7][20/396] lr: 7.500e-03, eta: 10:31:48, time: 7.557, data_time: 6.798, memory: 8344, top1_acc: 0.5753, top5_acc: 0.8195, loss_cls: 1.7024, loss: 1.7024, grad_norm: 4.3840 2020-10-05 00:44:14,066 - mmaction - INFO - Epoch [7][40/396] lr: 7.500e-03, eta: 10:29:19, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.5646, top5_acc: 0.8107, loss_cls: 1.7361, loss: 1.7361, grad_norm: 4.5283 2020-10-05 00:44:26,118 - mmaction - INFO - Epoch [7][60/396] lr: 7.500e-03, eta: 10:26:53, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.5568, top5_acc: 0.8099, loss_cls: 1.7591, loss: 1.7591, grad_norm: 4.5497 2020-10-05 00:44:38,279 - mmaction - INFO - Epoch [7][80/396] lr: 7.500e-03, eta: 10:24:31, time: 0.608, data_time: 0.002, memory: 8344, top1_acc: 0.5503, top5_acc: 0.7995, loss_cls: 1.8017, loss: 1.8017, grad_norm: 4.6616 2020-10-05 00:44:50,497 - mmaction - INFO - Epoch [7][100/396] lr: 7.500e-03, eta: 10:22:11, time: 0.611, data_time: 0.002, memory: 8344, top1_acc: 0.5461, top5_acc: 0.8068, loss_cls: 1.7710, loss: 1.7710, grad_norm: 4.6197 2020-10-05 00:45:02,814 - mmaction - INFO - Epoch [7][120/396] lr: 7.500e-03, eta: 10:19:55, time: 0.615, data_time: 0.003, memory: 8344, top1_acc: 0.5492, top5_acc: 0.8036, loss_cls: 1.7915, loss: 1.7915, grad_norm: 4.5906 2020-10-05 00:45:14,993 - mmaction - INFO - Epoch [7][140/396] lr: 7.500e-03, eta: 10:17:39, time: 0.610, data_time: 0.003, memory: 8344, top1_acc: 0.5557, top5_acc: 0.8104, loss_cls: 1.7490, loss: 1.7490, grad_norm: 4.5741 2020-10-05 00:45:27,196 - mmaction - INFO - Epoch [7][160/396] lr: 7.500e-03, eta: 10:15:25, time: 0.609, data_time: 0.002, memory: 8344, top1_acc: 0.5547, top5_acc: 0.8128, loss_cls: 1.7438, loss: 1.7438, grad_norm: 4.5857 2020-10-05 00:45:39,325 - mmaction - INFO - Epoch [7][180/396] lr: 7.500e-03, eta: 10:13:12, time: 0.606, data_time: 0.003, memory: 8344, top1_acc: 0.5602, top5_acc: 0.8062, loss_cls: 1.7828, loss: 1.7828, grad_norm: 4.7302 2020-10-05 00:45:51,411 - mmaction - INFO - Epoch [7][200/396] lr: 7.500e-03, eta: 10:11:00, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.5695, top5_acc: 0.8060, loss_cls: 1.7477, loss: 1.7477, grad_norm: 4.6205 2020-10-05 00:46:03,661 - mmaction - INFO - Epoch [7][220/396] lr: 7.500e-03, eta: 10:08:53, time: 0.614, data_time: 0.004, memory: 8344, top1_acc: 0.5490, top5_acc: 0.7987, loss_cls: 1.7861, loss: 1.7861, grad_norm: 4.6130 2020-10-05 00:46:15,740 - mmaction - INFO - Epoch [7][240/396] lr: 7.500e-03, eta: 10:06:44, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.5727, top5_acc: 0.8156, loss_cls: 1.7092, loss: 1.7092, grad_norm: 4.5428 2020-10-05 00:46:27,864 - mmaction - INFO - Epoch [7][260/396] lr: 7.500e-03, eta: 10:04:39, time: 0.610, data_time: 0.006, memory: 8344, top1_acc: 0.5581, top5_acc: 0.8109, loss_cls: 1.7486, loss: 1.7486, grad_norm: 4.6735 2020-10-05 00:46:40,053 - mmaction - INFO - Epoch [7][280/396] lr: 7.500e-03, eta: 10:02:36, time: 0.610, data_time: 0.003, memory: 8344, top1_acc: 0.5557, top5_acc: 0.8042, loss_cls: 1.7653, loss: 1.7653, grad_norm: 4.6594 2020-10-05 00:46:52,132 - mmaction - INFO - Epoch [7][300/396] lr: 7.500e-03, eta: 10:00:33, time: 0.604, data_time: 0.001, memory: 8344, top1_acc: 0.5570, top5_acc: 0.8042, loss_cls: 1.7643, loss: 1.7643, grad_norm: 4.6221 2020-10-05 00:47:04,317 - mmaction - INFO - Epoch [7][320/396] lr: 7.500e-03, eta: 9:58:33, time: 0.609, data_time: 0.003, memory: 8344, top1_acc: 0.5617, top5_acc: 0.8089, loss_cls: 1.7325, loss: 1.7325, grad_norm: 4.5094 2020-10-05 00:47:16,664 - mmaction - INFO - Epoch [7][340/396] lr: 7.500e-03, eta: 9:56:37, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5497, top5_acc: 0.8036, loss_cls: 1.7811, loss: 1.7811, grad_norm: 4.6772 2020-10-05 00:47:28,738 - mmaction - INFO - Epoch [7][360/396] lr: 7.500e-03, eta: 9:54:39, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.5654, top5_acc: 0.8068, loss_cls: 1.7466, loss: 1.7466, grad_norm: 4.5883 2020-10-05 00:47:41,075 - mmaction - INFO - Epoch [7][380/396] lr: 7.500e-03, eta: 9:52:46, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5576, top5_acc: 0.7979, loss_cls: 1.7756, loss: 1.7756, grad_norm: 4.6789 2020-10-05 00:47:54,460 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-10-05 00:50:31,449 - mmaction - INFO - Epoch [8][20/396] lr: 7.500e-03, eta: 10:18:57, time: 7.830, data_time: 6.304, memory: 8344, top1_acc: 0.5687, top5_acc: 0.8125, loss_cls: 1.7173, loss: 1.7173, grad_norm: 4.6104 2020-10-05 00:50:43,469 - mmaction - INFO - Epoch [8][40/396] lr: 7.500e-03, eta: 10:16:50, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.5685, top5_acc: 0.8169, loss_cls: 1.6973, loss: 1.6973, grad_norm: 4.5753 2020-10-05 00:50:55,557 - mmaction - INFO - Epoch [8][60/396] lr: 7.500e-03, eta: 10:14:46, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.5516, top5_acc: 0.8078, loss_cls: 1.7269, loss: 1.7269, grad_norm: 4.5880 2020-10-05 00:51:07,618 - mmaction - INFO - Epoch [8][80/396] lr: 7.500e-03, eta: 10:12:42, time: 0.602, data_time: 0.004, memory: 8344, top1_acc: 0.5724, top5_acc: 0.8133, loss_cls: 1.7031, loss: 1.7031, grad_norm: 4.6052 2020-10-05 00:51:19,617 - mmaction - INFO - Epoch [8][100/396] lr: 7.500e-03, eta: 10:10:40, time: 0.602, data_time: 0.005, memory: 8344, top1_acc: 0.5646, top5_acc: 0.8187, loss_cls: 1.6794, loss: 1.6794, grad_norm: 4.6605 2020-10-05 00:51:31,681 - mmaction - INFO - Epoch [8][120/396] lr: 7.500e-03, eta: 10:08:40, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.5604, top5_acc: 0.8026, loss_cls: 1.7551, loss: 1.7551, grad_norm: 4.7494 2020-10-05 00:51:43,826 - mmaction - INFO - Epoch [8][140/396] lr: 7.500e-03, eta: 10:06:42, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.5659, top5_acc: 0.8193, loss_cls: 1.7097, loss: 1.7097, grad_norm: 4.7282 2020-10-05 00:51:56,035 - mmaction - INFO - Epoch [8][160/396] lr: 7.500e-03, eta: 10:04:47, time: 0.611, data_time: 0.002, memory: 8344, top1_acc: 0.5687, top5_acc: 0.8164, loss_cls: 1.7019, loss: 1.7019, grad_norm: 4.6572 2020-10-05 00:52:08,096 - mmaction - INFO - Epoch [8][180/396] lr: 7.500e-03, eta: 10:02:51, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.5698, top5_acc: 0.8203, loss_cls: 1.6853, loss: 1.6853, grad_norm: 4.7407 2020-10-05 00:52:20,077 - mmaction - INFO - Epoch [8][200/396] lr: 7.500e-03, eta: 10:00:56, time: 0.601, data_time: 0.004, memory: 8344, top1_acc: 0.5719, top5_acc: 0.8195, loss_cls: 1.6665, loss: 1.6665, grad_norm: 4.7107 2020-10-05 00:52:32,399 - mmaction - INFO - Epoch [8][220/396] lr: 7.500e-03, eta: 9:59:06, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5680, top5_acc: 0.8005, loss_cls: 1.7362, loss: 1.7362, grad_norm: 4.7305 2020-10-05 00:52:44,322 - mmaction - INFO - Epoch [8][240/396] lr: 7.500e-03, eta: 9:57:13, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.5693, top5_acc: 0.8081, loss_cls: 1.7053, loss: 1.7053, grad_norm: 4.6997 2020-10-05 00:52:56,550 - mmaction - INFO - Epoch [8][260/396] lr: 7.500e-03, eta: 9:55:24, time: 0.611, data_time: 0.001, memory: 8344, top1_acc: 0.5680, top5_acc: 0.8078, loss_cls: 1.7106, loss: 1.7106, grad_norm: 4.6269 2020-10-05 00:53:08,860 - mmaction - INFO - Epoch [8][280/396] lr: 7.500e-03, eta: 9:53:38, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5654, top5_acc: 0.8122, loss_cls: 1.7162, loss: 1.7162, grad_norm: 4.6805 2020-10-05 00:53:20,951 - mmaction - INFO - Epoch [8][300/396] lr: 7.500e-03, eta: 9:51:51, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.5573, top5_acc: 0.8133, loss_cls: 1.7403, loss: 1.7403, grad_norm: 4.6654 2020-10-05 00:53:33,115 - mmaction - INFO - Epoch [8][320/396] lr: 7.500e-03, eta: 9:50:05, time: 0.609, data_time: 0.003, memory: 8344, top1_acc: 0.5693, top5_acc: 0.8214, loss_cls: 1.7010, loss: 1.7010, grad_norm: 4.6572 2020-10-05 00:53:45,299 - mmaction - INFO - Epoch [8][340/396] lr: 7.500e-03, eta: 9:48:21, time: 0.609, data_time: 0.002, memory: 8344, top1_acc: 0.5750, top5_acc: 0.8164, loss_cls: 1.6932, loss: 1.6932, grad_norm: 4.7567 2020-10-05 00:53:57,543 - mmaction - INFO - Epoch [8][360/396] lr: 7.500e-03, eta: 9:46:39, time: 0.613, data_time: 0.003, memory: 8344, top1_acc: 0.5656, top5_acc: 0.8193, loss_cls: 1.6937, loss: 1.6937, grad_norm: 4.7620 2020-10-05 00:54:09,738 - mmaction - INFO - Epoch [8][380/396] lr: 7.500e-03, eta: 9:44:58, time: 0.610, data_time: 0.002, memory: 8344, top1_acc: 0.5599, top5_acc: 0.8122, loss_cls: 1.7343, loss: 1.7343, grad_norm: 4.7422 2020-10-05 00:54:20,664 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-10-05 00:56:38,660 - mmaction - INFO - Epoch [9][20/396] lr: 7.500e-03, eta: 10:03:58, time: 6.877, data_time: 6.166, memory: 8344, top1_acc: 0.5719, top5_acc: 0.8224, loss_cls: 1.6694, loss: 1.6694, grad_norm: 4.6698 2020-10-05 00:56:50,756 - mmaction - INFO - Epoch [9][40/396] lr: 7.500e-03, eta: 10:02:10, time: 0.606, data_time: 0.003, memory: 8344, top1_acc: 0.5885, top5_acc: 0.8247, loss_cls: 1.6157, loss: 1.6157, grad_norm: 4.5824 2020-10-05 00:57:02,905 - mmaction - INFO - Epoch [9][60/396] lr: 7.500e-03, eta: 10:00:23, time: 0.604, data_time: 0.001, memory: 8344, top1_acc: 0.5880, top5_acc: 0.8260, loss_cls: 1.6271, loss: 1.6271, grad_norm: 4.6316 2020-10-05 00:57:14,890 - mmaction - INFO - Epoch [9][80/396] lr: 7.500e-03, eta: 9:58:36, time: 0.603, data_time: 0.004, memory: 8344, top1_acc: 0.5747, top5_acc: 0.8229, loss_cls: 1.6765, loss: 1.6765, grad_norm: 4.7961 2020-10-05 00:57:27,156 - mmaction - INFO - Epoch [9][100/396] lr: 7.500e-03, eta: 9:56:53, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5805, top5_acc: 0.8263, loss_cls: 1.6252, loss: 1.6252, grad_norm: 4.7286 2020-10-05 00:57:39,342 - mmaction - INFO - Epoch [9][120/396] lr: 7.500e-03, eta: 9:55:10, time: 0.609, data_time: 0.003, memory: 8344, top1_acc: 0.6023, top5_acc: 0.8281, loss_cls: 1.5824, loss: 1.5824, grad_norm: 4.5786 2020-10-05 00:57:51,358 - mmaction - INFO - Epoch [9][140/396] lr: 7.500e-03, eta: 9:53:26, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.5742, top5_acc: 0.8203, loss_cls: 1.6572, loss: 1.6572, grad_norm: 4.7183 2020-10-05 00:58:03,600 - mmaction - INFO - Epoch [9][160/396] lr: 7.500e-03, eta: 9:51:46, time: 0.610, data_time: 0.001, memory: 8344, top1_acc: 0.5846, top5_acc: 0.8198, loss_cls: 1.6723, loss: 1.6723, grad_norm: 4.7916 2020-10-05 00:58:15,805 - mmaction - INFO - Epoch [9][180/396] lr: 7.500e-03, eta: 9:50:07, time: 0.612, data_time: 0.003, memory: 8344, top1_acc: 0.5714, top5_acc: 0.8258, loss_cls: 1.6642, loss: 1.6642, grad_norm: 4.8223 2020-10-05 00:58:27,977 - mmaction - INFO - Epoch [9][200/396] lr: 7.500e-03, eta: 9:48:28, time: 0.609, data_time: 0.002, memory: 8344, top1_acc: 0.5763, top5_acc: 0.8151, loss_cls: 1.6780, loss: 1.6780, grad_norm: 4.8438 2020-10-05 00:58:40,070 - mmaction - INFO - Epoch [9][220/396] lr: 7.500e-03, eta: 9:46:50, time: 0.604, data_time: 0.001, memory: 8344, top1_acc: 0.5797, top5_acc: 0.8216, loss_cls: 1.6564, loss: 1.6564, grad_norm: 4.6671 2020-10-05 00:58:52,153 - mmaction - INFO - Epoch [9][240/396] lr: 7.500e-03, eta: 9:45:12, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.5859, top5_acc: 0.8234, loss_cls: 1.6276, loss: 1.6276, grad_norm: 4.7106 2020-10-05 00:59:04,307 - mmaction - INFO - Epoch [9][260/396] lr: 7.500e-03, eta: 9:43:36, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.5724, top5_acc: 0.8167, loss_cls: 1.6863, loss: 1.6863, grad_norm: 4.8099 2020-10-05 00:59:16,415 - mmaction - INFO - Epoch [9][280/396] lr: 7.500e-03, eta: 9:42:01, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.5727, top5_acc: 0.8258, loss_cls: 1.6412, loss: 1.6412, grad_norm: 4.7033 2020-10-05 00:59:28,544 - mmaction - INFO - Epoch [9][300/396] lr: 7.500e-03, eta: 9:40:26, time: 0.606, data_time: 0.001, memory: 8344, top1_acc: 0.5802, top5_acc: 0.8276, loss_cls: 1.6272, loss: 1.6272, grad_norm: 4.7844 2020-10-05 00:59:40,740 - mmaction - INFO - Epoch [9][320/396] lr: 7.500e-03, eta: 9:38:54, time: 0.610, data_time: 0.003, memory: 8344, top1_acc: 0.5797, top5_acc: 0.8284, loss_cls: 1.6610, loss: 1.6610, grad_norm: 4.7585 2020-10-05 00:59:52,870 - mmaction - INFO - Epoch [9][340/396] lr: 7.500e-03, eta: 9:37:21, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.5742, top5_acc: 0.8182, loss_cls: 1.6954, loss: 1.6954, grad_norm: 4.8136 2020-10-05 01:00:05,418 - mmaction - INFO - Epoch [9][360/396] lr: 7.500e-03, eta: 9:35:53, time: 0.620, data_time: 0.003, memory: 8344, top1_acc: 0.5674, top5_acc: 0.8208, loss_cls: 1.6796, loss: 1.6796, grad_norm: 4.8717 2020-10-05 01:00:23,521 - mmaction - INFO - Epoch [9][380/396] lr: 7.500e-03, eta: 9:35:24, time: 0.912, data_time: 0.022, memory: 8344, top1_acc: 0.5779, top5_acc: 0.8203, loss_cls: 1.6521, loss: 1.6521, grad_norm: 4.7086 2020-10-05 01:00:38,981 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-10-05 01:03:22,983 - mmaction - INFO - Epoch [10][20/396] lr: 7.500e-03, eta: 9:56:26, time: 8.174, data_time: 7.500, memory: 8344, top1_acc: 0.6031, top5_acc: 0.8320, loss_cls: 1.5598, loss: 1.5598, grad_norm: 4.5623 2020-10-05 01:03:35,027 - mmaction - INFO - Epoch [10][40/396] lr: 7.500e-03, eta: 9:54:48, time: 0.603, data_time: 0.004, memory: 8344, top1_acc: 0.5737, top5_acc: 0.8258, loss_cls: 1.6374, loss: 1.6374, grad_norm: 4.7907 2020-10-05 01:03:47,032 - mmaction - INFO - Epoch [10][60/396] lr: 7.500e-03, eta: 9:53:10, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.5888, top5_acc: 0.8208, loss_cls: 1.6378, loss: 1.6378, grad_norm: 4.7366 2020-10-05 01:03:59,159 - mmaction - INFO - Epoch [10][80/396] lr: 7.500e-03, eta: 9:51:35, time: 0.607, data_time: 0.003, memory: 8344, top1_acc: 0.5849, top5_acc: 0.8221, loss_cls: 1.6459, loss: 1.6459, grad_norm: 4.7248 2020-10-05 01:04:11,238 - mmaction - INFO - Epoch [10][100/396] lr: 7.500e-03, eta: 9:50:00, time: 0.604, data_time: 0.001, memory: 8344, top1_acc: 0.5956, top5_acc: 0.8260, loss_cls: 1.5986, loss: 1.5986, grad_norm: 4.7208 2020-10-05 01:04:23,287 - mmaction - INFO - Epoch [10][120/396] lr: 7.500e-03, eta: 9:48:26, time: 0.601, data_time: 0.001, memory: 8344, top1_acc: 0.5677, top5_acc: 0.8232, loss_cls: 1.6774, loss: 1.6774, grad_norm: 4.9383 2020-10-05 01:04:35,464 - mmaction - INFO - Epoch [10][140/396] lr: 7.500e-03, eta: 9:46:54, time: 0.609, data_time: 0.002, memory: 8344, top1_acc: 0.5917, top5_acc: 0.8310, loss_cls: 1.5816, loss: 1.5816, grad_norm: 4.7187 2020-10-05 01:04:47,650 - mmaction - INFO - Epoch [10][160/396] lr: 7.500e-03, eta: 9:45:22, time: 0.609, data_time: 0.002, memory: 8344, top1_acc: 0.5995, top5_acc: 0.8352, loss_cls: 1.5741, loss: 1.5741, grad_norm: 4.6655 2020-10-05 01:04:59,845 - mmaction - INFO - Epoch [10][180/396] lr: 7.500e-03, eta: 9:43:52, time: 0.610, data_time: 0.003, memory: 8344, top1_acc: 0.5836, top5_acc: 0.8214, loss_cls: 1.6454, loss: 1.6454, grad_norm: 4.8320 2020-10-05 01:05:11,994 - mmaction - INFO - Epoch [10][200/396] lr: 7.500e-03, eta: 9:42:22, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.5943, top5_acc: 0.8255, loss_cls: 1.6211, loss: 1.6211, grad_norm: 4.7542 2020-10-05 01:05:24,045 - mmaction - INFO - Epoch [10][220/396] lr: 7.500e-03, eta: 9:40:52, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.5792, top5_acc: 0.8320, loss_cls: 1.6062, loss: 1.6062, grad_norm: 4.8382 2020-10-05 01:05:36,260 - mmaction - INFO - Epoch [10][240/396] lr: 7.500e-03, eta: 9:39:24, time: 0.610, data_time: 0.002, memory: 8344, top1_acc: 0.5740, top5_acc: 0.8237, loss_cls: 1.6454, loss: 1.6454, grad_norm: 4.7578 2020-10-05 01:05:48,386 - mmaction - INFO - Epoch [10][260/396] lr: 7.500e-03, eta: 9:37:56, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.5961, top5_acc: 0.8247, loss_cls: 1.6322, loss: 1.6322, grad_norm: 4.7109 2020-10-05 01:06:00,495 - mmaction - INFO - Epoch [10][280/396] lr: 7.500e-03, eta: 9:36:30, time: 0.607, data_time: 0.005, memory: 8344, top1_acc: 0.6076, top5_acc: 0.8375, loss_cls: 1.5673, loss: 1.5673, grad_norm: 4.6790 2020-10-05 01:06:12,648 - mmaction - INFO - Epoch [10][300/396] lr: 7.500e-03, eta: 9:35:04, time: 0.608, data_time: 0.002, memory: 8344, top1_acc: 0.5852, top5_acc: 0.8279, loss_cls: 1.6181, loss: 1.6181, grad_norm: 4.8135 2020-10-05 01:06:24,643 - mmaction - INFO - Epoch [10][320/396] lr: 7.500e-03, eta: 9:33:37, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.5870, top5_acc: 0.8245, loss_cls: 1.6122, loss: 1.6122, grad_norm: 4.7739 2020-10-05 01:06:36,721 - mmaction - INFO - Epoch [10][340/396] lr: 7.500e-03, eta: 9:32:12, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.5883, top5_acc: 0.8234, loss_cls: 1.6227, loss: 1.6227, grad_norm: 4.7691 2020-10-05 01:06:48,854 - mmaction - INFO - Epoch [10][360/396] lr: 7.500e-03, eta: 9:30:48, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.5745, top5_acc: 0.8203, loss_cls: 1.6708, loss: 1.6708, grad_norm: 4.9532 2020-10-05 01:07:00,981 - mmaction - INFO - Epoch [10][380/396] lr: 7.500e-03, eta: 9:29:25, time: 0.607, data_time: 0.003, memory: 8344, top1_acc: 0.5898, top5_acc: 0.8190, loss_cls: 1.6448, loss: 1.6448, grad_norm: 4.8411 2020-10-05 01:07:12,708 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-10-05 01:09:35,154 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 01:09:35,383 - mmaction - INFO - top1_acc 0.6796 top5_acc 0.8969 2020-10-05 01:09:35,383 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 01:09:35,418 - mmaction - INFO - mean_acc 0.6800 2020-10-05 01:09:35,419 - mmaction - INFO - Epoch(val) [10][396] top1_acc: 0.6796, top5_acc: 0.8969, mean_class_accuracy: 0.6800 2020-10-05 01:11:48,870 - mmaction - INFO - Epoch [11][20/396] lr: 7.500e-03, eta: 9:43:35, time: 6.665, data_time: 6.037, memory: 8344, top1_acc: 0.5964, top5_acc: 0.8417, loss_cls: 1.5545, loss: 1.5545, grad_norm: 4.7225 2020-10-05 01:12:01,133 - mmaction - INFO - Epoch [11][40/396] lr: 7.500e-03, eta: 9:42:11, time: 0.618, data_time: 0.009, memory: 8344, top1_acc: 0.5979, top5_acc: 0.8250, loss_cls: 1.5957, loss: 1.5957, grad_norm: 4.8185 2020-10-05 01:12:13,314 - mmaction - INFO - Epoch [11][60/396] lr: 7.500e-03, eta: 9:40:45, time: 0.611, data_time: 0.003, memory: 8344, top1_acc: 0.6070, top5_acc: 0.8380, loss_cls: 1.5391, loss: 1.5391, grad_norm: 4.7236 2020-10-05 01:12:25,450 - mmaction - INFO - Epoch [11][80/396] lr: 7.500e-03, eta: 9:39:20, time: 0.606, data_time: 0.003, memory: 8344, top1_acc: 0.6029, top5_acc: 0.8312, loss_cls: 1.5815, loss: 1.5815, grad_norm: 4.8411 2020-10-05 01:12:37,555 - mmaction - INFO - Epoch [11][100/396] lr: 7.500e-03, eta: 9:37:55, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.5862, top5_acc: 0.8279, loss_cls: 1.6142, loss: 1.6142, grad_norm: 4.9030 2020-10-05 01:12:49,625 - mmaction - INFO - Epoch [11][120/396] lr: 7.500e-03, eta: 9:36:31, time: 0.606, data_time: 0.005, memory: 8344, top1_acc: 0.5818, top5_acc: 0.8331, loss_cls: 1.6019, loss: 1.6019, grad_norm: 4.8612 2020-10-05 01:13:01,779 - mmaction - INFO - Epoch [11][140/396] lr: 7.500e-03, eta: 9:35:08, time: 0.609, data_time: 0.004, memory: 8344, top1_acc: 0.5945, top5_acc: 0.8344, loss_cls: 1.6088, loss: 1.6088, grad_norm: 4.8350 2020-10-05 01:13:13,920 - mmaction - INFO - Epoch [11][160/396] lr: 7.500e-03, eta: 9:33:46, time: 0.607, data_time: 0.003, memory: 8344, top1_acc: 0.5927, top5_acc: 0.8260, loss_cls: 1.6170, loss: 1.6170, grad_norm: 4.8241 2020-10-05 01:13:26,263 - mmaction - INFO - Epoch [11][180/396] lr: 7.500e-03, eta: 9:32:26, time: 0.618, data_time: 0.005, memory: 8344, top1_acc: 0.5911, top5_acc: 0.8339, loss_cls: 1.6062, loss: 1.6062, grad_norm: 4.8258 2020-10-05 01:13:38,403 - mmaction - INFO - Epoch [11][200/396] lr: 7.500e-03, eta: 9:31:05, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.5779, top5_acc: 0.8172, loss_cls: 1.6558, loss: 1.6558, grad_norm: 4.9036 2020-10-05 01:13:50,595 - mmaction - INFO - Epoch [11][220/396] lr: 7.500e-03, eta: 9:29:45, time: 0.609, data_time: 0.005, memory: 8344, top1_acc: 0.5987, top5_acc: 0.8352, loss_cls: 1.5358, loss: 1.5358, grad_norm: 4.7475 2020-10-05 01:14:02,919 - mmaction - INFO - Epoch [11][240/396] lr: 7.500e-03, eta: 9:28:27, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.5992, top5_acc: 0.8307, loss_cls: 1.5983, loss: 1.5983, grad_norm: 4.7811 2020-10-05 01:14:15,004 - mmaction - INFO - Epoch [11][260/396] lr: 7.500e-03, eta: 9:27:07, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.5943, top5_acc: 0.8266, loss_cls: 1.5865, loss: 1.5865, grad_norm: 4.7789 2020-10-05 01:14:27,017 - mmaction - INFO - Epoch [11][280/396] lr: 7.500e-03, eta: 9:25:48, time: 0.601, data_time: 0.004, memory: 8344, top1_acc: 0.5807, top5_acc: 0.8214, loss_cls: 1.6349, loss: 1.6349, grad_norm: 4.7939 2020-10-05 01:14:39,016 - mmaction - INFO - Epoch [11][300/396] lr: 7.500e-03, eta: 9:24:29, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.5935, top5_acc: 0.8302, loss_cls: 1.6044, loss: 1.6044, grad_norm: 4.9272 2020-10-05 01:14:51,254 - mmaction - INFO - Epoch [11][320/396] lr: 7.500e-03, eta: 9:23:13, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.5919, top5_acc: 0.8331, loss_cls: 1.5822, loss: 1.5822, grad_norm: 4.8230 2020-10-05 01:15:03,272 - mmaction - INFO - Epoch [11][340/396] lr: 7.500e-03, eta: 9:21:55, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.5909, top5_acc: 0.8292, loss_cls: 1.5847, loss: 1.5847, grad_norm: 4.8146 2020-10-05 01:15:15,609 - mmaction - INFO - Epoch [11][360/396] lr: 7.500e-03, eta: 9:20:41, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.5940, top5_acc: 0.8294, loss_cls: 1.5668, loss: 1.5668, grad_norm: 4.7143 2020-10-05 01:15:27,639 - mmaction - INFO - Epoch [11][380/396] lr: 7.500e-03, eta: 9:19:25, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.5992, top5_acc: 0.8219, loss_cls: 1.5972, loss: 1.5972, grad_norm: 4.8658 2020-10-05 01:15:38,603 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-10-05 01:18:12,160 - mmaction - INFO - Epoch [12][20/396] lr: 7.500e-03, eta: 9:34:47, time: 7.658, data_time: 5.938, memory: 8344, top1_acc: 0.6122, top5_acc: 0.8336, loss_cls: 1.5380, loss: 1.5380, grad_norm: 4.6991 2020-10-05 01:18:24,171 - mmaction - INFO - Epoch [12][40/396] lr: 7.500e-03, eta: 9:33:27, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.5966, top5_acc: 0.8294, loss_cls: 1.5764, loss: 1.5764, grad_norm: 4.8749 2020-10-05 01:18:36,376 - mmaction - INFO - Epoch [12][60/396] lr: 7.500e-03, eta: 9:32:08, time: 0.605, data_time: 0.001, memory: 8344, top1_acc: 0.6122, top5_acc: 0.8469, loss_cls: 1.4965, loss: 1.4965, grad_norm: 4.7444 2020-10-05 01:18:48,450 - mmaction - INFO - Epoch [12][80/396] lr: 7.500e-03, eta: 9:30:50, time: 0.608, data_time: 0.007, memory: 8344, top1_acc: 0.5979, top5_acc: 0.8260, loss_cls: 1.5817, loss: 1.5817, grad_norm: 4.8529 2020-10-05 01:19:00,453 - mmaction - INFO - Epoch [12][100/396] lr: 7.500e-03, eta: 9:29:32, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.6081, top5_acc: 0.8328, loss_cls: 1.5378, loss: 1.5378, grad_norm: 4.7741 2020-10-05 01:19:12,571 - mmaction - INFO - Epoch [12][120/396] lr: 7.500e-03, eta: 9:28:15, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.6193, top5_acc: 0.8445, loss_cls: 1.4834, loss: 1.4834, grad_norm: 4.6872 2020-10-05 01:19:24,628 - mmaction - INFO - Epoch [12][140/396] lr: 7.500e-03, eta: 9:26:58, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.6167, top5_acc: 0.8510, loss_cls: 1.4789, loss: 1.4789, grad_norm: 4.7811 2020-10-05 01:19:36,690 - mmaction - INFO - Epoch [12][160/396] lr: 7.500e-03, eta: 9:25:42, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.6117, top5_acc: 0.8479, loss_cls: 1.5150, loss: 1.5150, grad_norm: 4.8361 2020-10-05 01:19:48,667 - mmaction - INFO - Epoch [12][180/396] lr: 7.500e-03, eta: 9:24:26, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.6081, top5_acc: 0.8500, loss_cls: 1.5076, loss: 1.5076, grad_norm: 4.8728 2020-10-05 01:20:00,801 - mmaction - INFO - Epoch [12][200/396] lr: 7.500e-03, eta: 9:23:11, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.6008, top5_acc: 0.8326, loss_cls: 1.5742, loss: 1.5742, grad_norm: 4.9154 2020-10-05 01:20:12,846 - mmaction - INFO - Epoch [12][220/396] lr: 7.500e-03, eta: 9:21:56, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.5997, top5_acc: 0.8328, loss_cls: 1.5743, loss: 1.5743, grad_norm: 4.9514 2020-10-05 01:20:25,049 - mmaction - INFO - Epoch [12][240/396] lr: 7.500e-03, eta: 9:20:44, time: 0.611, data_time: 0.002, memory: 8344, top1_acc: 0.6018, top5_acc: 0.8297, loss_cls: 1.5796, loss: 1.5796, grad_norm: 4.9578 2020-10-05 01:20:37,145 - mmaction - INFO - Epoch [12][260/396] lr: 7.500e-03, eta: 9:19:30, time: 0.604, data_time: 0.001, memory: 8344, top1_acc: 0.6083, top5_acc: 0.8341, loss_cls: 1.5655, loss: 1.5655, grad_norm: 4.8136 2020-10-05 01:20:49,436 - mmaction - INFO - Epoch [12][280/396] lr: 7.500e-03, eta: 9:18:18, time: 0.609, data_time: 0.003, memory: 8344, top1_acc: 0.6042, top5_acc: 0.8268, loss_cls: 1.5785, loss: 1.5785, grad_norm: 4.8409 2020-10-05 01:21:01,538 - mmaction - INFO - Epoch [12][300/396] lr: 7.500e-03, eta: 9:17:07, time: 0.611, data_time: 0.008, memory: 8344, top1_acc: 0.6047, top5_acc: 0.8323, loss_cls: 1.5700, loss: 1.5700, grad_norm: 4.9378 2020-10-05 01:21:13,666 - mmaction - INFO - Epoch [12][320/396] lr: 7.500e-03, eta: 9:15:55, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.5870, top5_acc: 0.8253, loss_cls: 1.6115, loss: 1.6115, grad_norm: 4.9127 2020-10-05 01:21:25,790 - mmaction - INFO - Epoch [12][340/396] lr: 7.500e-03, eta: 9:14:44, time: 0.607, data_time: 0.004, memory: 8344, top1_acc: 0.5935, top5_acc: 0.8299, loss_cls: 1.5892, loss: 1.5892, grad_norm: 4.9029 2020-10-05 01:21:38,114 - mmaction - INFO - Epoch [12][360/396] lr: 7.500e-03, eta: 9:13:35, time: 0.616, data_time: 0.003, memory: 8344, top1_acc: 0.5909, top5_acc: 0.8292, loss_cls: 1.6117, loss: 1.6117, grad_norm: 4.9658 2020-10-05 01:21:50,269 - mmaction - INFO - Epoch [12][380/396] lr: 7.500e-03, eta: 9:12:26, time: 0.608, data_time: 0.002, memory: 8344, top1_acc: 0.5977, top5_acc: 0.8427, loss_cls: 1.5369, loss: 1.5369, grad_norm: 4.8541 2020-10-05 01:22:01,817 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-10-05 01:24:44,405 - mmaction - INFO - Epoch [13][20/396] lr: 7.500e-03, eta: 9:27:25, time: 8.106, data_time: 7.454, memory: 8344, top1_acc: 0.6122, top5_acc: 0.8482, loss_cls: 1.4953, loss: 1.4953, grad_norm: 4.8366 2020-10-05 01:24:56,511 - mmaction - INFO - Epoch [13][40/396] lr: 7.500e-03, eta: 9:26:11, time: 0.603, data_time: 0.005, memory: 8344, top1_acc: 0.6078, top5_acc: 0.8422, loss_cls: 1.5180, loss: 1.5180, grad_norm: 4.8041 2020-10-05 01:25:08,591 - mmaction - INFO - Epoch [13][60/396] lr: 7.500e-03, eta: 9:24:58, time: 0.606, data_time: 0.013, memory: 8344, top1_acc: 0.6052, top5_acc: 0.8380, loss_cls: 1.5596, loss: 1.5596, grad_norm: 4.8383 2020-10-05 01:25:20,752 - mmaction - INFO - Epoch [13][80/396] lr: 7.500e-03, eta: 9:23:46, time: 0.609, data_time: 0.003, memory: 8344, top1_acc: 0.6023, top5_acc: 0.8424, loss_cls: 1.5356, loss: 1.5356, grad_norm: 4.8427 2020-10-05 01:25:32,883 - mmaction - INFO - Epoch [13][100/396] lr: 7.500e-03, eta: 9:22:34, time: 0.605, data_time: 0.001, memory: 8344, top1_acc: 0.6096, top5_acc: 0.8404, loss_cls: 1.5053, loss: 1.5053, grad_norm: 4.9120 2020-10-05 01:25:44,852 - mmaction - INFO - Epoch [13][120/396] lr: 7.500e-03, eta: 9:21:21, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6078, top5_acc: 0.8328, loss_cls: 1.5501, loss: 1.5501, grad_norm: 4.8925 2020-10-05 01:25:57,022 - mmaction - INFO - Epoch [13][140/396] lr: 7.500e-03, eta: 9:20:10, time: 0.609, data_time: 0.002, memory: 8344, top1_acc: 0.6042, top5_acc: 0.8326, loss_cls: 1.5538, loss: 1.5538, grad_norm: 4.8393 2020-10-05 01:26:09,174 - mmaction - INFO - Epoch [13][160/396] lr: 7.500e-03, eta: 9:19:00, time: 0.606, data_time: 0.003, memory: 8344, top1_acc: 0.6185, top5_acc: 0.8484, loss_cls: 1.4882, loss: 1.4882, grad_norm: 4.8450 2020-10-05 01:26:21,344 - mmaction - INFO - Epoch [13][180/396] lr: 7.500e-03, eta: 9:17:50, time: 0.610, data_time: 0.004, memory: 8344, top1_acc: 0.6070, top5_acc: 0.8352, loss_cls: 1.5555, loss: 1.5555, grad_norm: 4.9349 2020-10-05 01:26:33,439 - mmaction - INFO - Epoch [13][200/396] lr: 7.500e-03, eta: 9:16:40, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.6195, top5_acc: 0.8437, loss_cls: 1.4956, loss: 1.4956, grad_norm: 4.8232 2020-10-05 01:26:45,672 - mmaction - INFO - Epoch [13][220/396] lr: 7.500e-03, eta: 9:15:32, time: 0.611, data_time: 0.002, memory: 8344, top1_acc: 0.6029, top5_acc: 0.8443, loss_cls: 1.5276, loss: 1.5276, grad_norm: 4.8642 2020-10-05 01:26:57,793 - mmaction - INFO - Epoch [13][240/396] lr: 7.500e-03, eta: 9:14:23, time: 0.606, data_time: 0.003, memory: 8344, top1_acc: 0.6078, top5_acc: 0.8331, loss_cls: 1.5637, loss: 1.5637, grad_norm: 4.9573 2020-10-05 01:27:10,236 - mmaction - INFO - Epoch [13][260/396] lr: 7.500e-03, eta: 9:13:17, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6086, top5_acc: 0.8380, loss_cls: 1.5330, loss: 1.5330, grad_norm: 4.8540 2020-10-05 01:27:22,299 - mmaction - INFO - Epoch [13][280/396] lr: 7.500e-03, eta: 9:12:09, time: 0.608, data_time: 0.006, memory: 8344, top1_acc: 0.6167, top5_acc: 0.8398, loss_cls: 1.5210, loss: 1.5210, grad_norm: 4.8745 2020-10-05 01:27:34,399 - mmaction - INFO - Epoch [13][300/396] lr: 7.500e-03, eta: 9:11:01, time: 0.602, data_time: 0.001, memory: 8344, top1_acc: 0.6107, top5_acc: 0.8344, loss_cls: 1.5518, loss: 1.5518, grad_norm: 4.8690 2020-10-05 01:27:46,620 - mmaction - INFO - Epoch [13][320/396] lr: 7.500e-03, eta: 9:09:55, time: 0.613, data_time: 0.004, memory: 8344, top1_acc: 0.6065, top5_acc: 0.8456, loss_cls: 1.5084, loss: 1.5084, grad_norm: 4.8336 2020-10-05 01:27:58,817 - mmaction - INFO - Epoch [13][340/396] lr: 7.500e-03, eta: 9:08:50, time: 0.610, data_time: 0.003, memory: 8344, top1_acc: 0.6023, top5_acc: 0.8411, loss_cls: 1.5450, loss: 1.5450, grad_norm: 4.9389 2020-10-05 01:28:11,198 - mmaction - INFO - Epoch [13][360/396] lr: 7.500e-03, eta: 9:07:45, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5982, top5_acc: 0.8380, loss_cls: 1.5616, loss: 1.5616, grad_norm: 4.9785 2020-10-05 01:28:23,164 - mmaction - INFO - Epoch [13][380/396] lr: 7.500e-03, eta: 9:06:39, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6023, top5_acc: 0.8419, loss_cls: 1.5400, loss: 1.5400, grad_norm: 4.9876 2020-10-05 01:28:36,196 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-10-05 01:31:11,626 - mmaction - INFO - Epoch [14][20/396] lr: 7.500e-03, eta: 9:19:29, time: 7.751, data_time: 6.394, memory: 8344, top1_acc: 0.6016, top5_acc: 0.8391, loss_cls: 1.5406, loss: 1.5406, grad_norm: 4.9607 2020-10-05 01:31:23,490 - mmaction - INFO - Epoch [14][40/396] lr: 7.500e-03, eta: 9:18:19, time: 0.594, data_time: 0.003, memory: 8344, top1_acc: 0.6172, top5_acc: 0.8424, loss_cls: 1.4773, loss: 1.4773, grad_norm: 4.8683 2020-10-05 01:31:35,563 - mmaction - INFO - Epoch [14][60/396] lr: 7.500e-03, eta: 9:17:11, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.6109, top5_acc: 0.8380, loss_cls: 1.5171, loss: 1.5171, grad_norm: 4.8672 2020-10-05 01:31:47,854 - mmaction - INFO - Epoch [14][80/396] lr: 7.500e-03, eta: 9:16:04, time: 0.615, data_time: 0.003, memory: 8344, top1_acc: 0.6143, top5_acc: 0.8404, loss_cls: 1.5356, loss: 1.5356, grad_norm: 4.9151 2020-10-05 01:32:00,069 - mmaction - INFO - Epoch [14][100/396] lr: 7.500e-03, eta: 9:14:58, time: 0.610, data_time: 0.002, memory: 8344, top1_acc: 0.6130, top5_acc: 0.8422, loss_cls: 1.4912, loss: 1.4912, grad_norm: 4.7719 2020-10-05 01:32:12,028 - mmaction - INFO - Epoch [14][120/396] lr: 7.500e-03, eta: 9:13:50, time: 0.599, data_time: 0.004, memory: 8344, top1_acc: 0.6208, top5_acc: 0.8495, loss_cls: 1.4683, loss: 1.4683, grad_norm: 4.7800 2020-10-05 01:32:24,118 - mmaction - INFO - Epoch [14][140/396] lr: 7.500e-03, eta: 9:12:43, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.6214, top5_acc: 0.8424, loss_cls: 1.4830, loss: 1.4830, grad_norm: 4.9261 2020-10-05 01:32:36,227 - mmaction - INFO - Epoch [14][160/396] lr: 7.500e-03, eta: 9:11:37, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.6112, top5_acc: 0.8372, loss_cls: 1.5190, loss: 1.5190, grad_norm: 4.9267 2020-10-05 01:32:48,346 - mmaction - INFO - Epoch [14][180/396] lr: 7.500e-03, eta: 9:10:32, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.6193, top5_acc: 0.8448, loss_cls: 1.5027, loss: 1.5027, grad_norm: 4.8681 2020-10-05 01:33:00,407 - mmaction - INFO - Epoch [14][200/396] lr: 7.500e-03, eta: 9:09:26, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.6237, top5_acc: 0.8451, loss_cls: 1.4966, loss: 1.4966, grad_norm: 4.8817 2020-10-05 01:33:12,547 - mmaction - INFO - Epoch [14][220/396] lr: 7.500e-03, eta: 9:08:22, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.6188, top5_acc: 0.8542, loss_cls: 1.4694, loss: 1.4694, grad_norm: 4.9489 2020-10-05 01:33:24,702 - mmaction - INFO - Epoch [14][240/396] lr: 7.500e-03, eta: 9:07:18, time: 0.608, data_time: 0.002, memory: 8344, top1_acc: 0.6138, top5_acc: 0.8495, loss_cls: 1.4979, loss: 1.4979, grad_norm: 5.0206 2020-10-05 01:33:36,952 - mmaction - INFO - Epoch [14][260/396] lr: 7.500e-03, eta: 9:06:14, time: 0.612, data_time: 0.002, memory: 8344, top1_acc: 0.6008, top5_acc: 0.8375, loss_cls: 1.5826, loss: 1.5826, grad_norm: 5.1604 2020-10-05 01:33:49,055 - mmaction - INFO - Epoch [14][280/396] lr: 7.500e-03, eta: 9:05:11, time: 0.606, data_time: 0.003, memory: 8344, top1_acc: 0.5992, top5_acc: 0.8411, loss_cls: 1.5613, loss: 1.5613, grad_norm: 4.9706 2020-10-05 01:34:01,278 - mmaction - INFO - Epoch [14][300/396] lr: 7.500e-03, eta: 9:04:08, time: 0.612, data_time: 0.002, memory: 8344, top1_acc: 0.6091, top5_acc: 0.8490, loss_cls: 1.4892, loss: 1.4892, grad_norm: 4.8402 2020-10-05 01:34:13,421 - mmaction - INFO - Epoch [14][320/396] lr: 7.500e-03, eta: 9:03:06, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.6122, top5_acc: 0.8497, loss_cls: 1.5025, loss: 1.5025, grad_norm: 4.9715 2020-10-05 01:34:25,493 - mmaction - INFO - Epoch [14][340/396] lr: 7.500e-03, eta: 9:02:03, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.6185, top5_acc: 0.8398, loss_cls: 1.5044, loss: 1.5044, grad_norm: 4.9488 2020-10-05 01:34:37,613 - mmaction - INFO - Epoch [14][360/396] lr: 7.500e-03, eta: 9:01:01, time: 0.607, data_time: 0.003, memory: 8344, top1_acc: 0.6117, top5_acc: 0.8336, loss_cls: 1.5418, loss: 1.5418, grad_norm: 4.9799 2020-10-05 01:34:49,841 - mmaction - INFO - Epoch [14][380/396] lr: 7.500e-03, eta: 9:00:00, time: 0.611, data_time: 0.003, memory: 8344, top1_acc: 0.6151, top5_acc: 0.8372, loss_cls: 1.5232, loss: 1.5232, grad_norm: 4.8748 2020-10-05 01:35:01,002 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-10-05 01:37:30,827 - mmaction - INFO - Epoch [15][20/396] lr: 7.500e-03, eta: 9:11:10, time: 7.467, data_time: 6.768, memory: 8344, top1_acc: 0.6260, top5_acc: 0.8513, loss_cls: 1.4535, loss: 1.4535, grad_norm: 4.7739 2020-10-05 01:37:42,883 - mmaction - INFO - Epoch [15][40/396] lr: 7.500e-03, eta: 9:10:06, time: 0.605, data_time: 0.006, memory: 8344, top1_acc: 0.6161, top5_acc: 0.8542, loss_cls: 1.4425, loss: 1.4425, grad_norm: 4.7883 2020-10-05 01:37:55,069 - mmaction - INFO - Epoch [15][60/396] lr: 7.500e-03, eta: 9:09:02, time: 0.609, data_time: 0.004, memory: 8344, top1_acc: 0.6143, top5_acc: 0.8479, loss_cls: 1.5027, loss: 1.5027, grad_norm: 4.9113 2020-10-05 01:38:07,141 - mmaction - INFO - Epoch [15][80/396] lr: 7.500e-03, eta: 9:07:59, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.6250, top5_acc: 0.8487, loss_cls: 1.4664, loss: 1.4664, grad_norm: 4.9032 2020-10-05 01:38:19,270 - mmaction - INFO - Epoch [15][100/396] lr: 7.500e-03, eta: 9:06:56, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.6339, top5_acc: 0.8583, loss_cls: 1.4157, loss: 1.4157, grad_norm: 4.8789 2020-10-05 01:38:31,274 - mmaction - INFO - Epoch [15][120/396] lr: 7.500e-03, eta: 9:05:53, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.6305, top5_acc: 0.8589, loss_cls: 1.4602, loss: 1.4602, grad_norm: 4.8927 2020-10-05 01:38:43,277 - mmaction - INFO - Epoch [15][140/396] lr: 7.500e-03, eta: 9:04:50, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.6302, top5_acc: 0.8479, loss_cls: 1.4588, loss: 1.4588, grad_norm: 4.9205 2020-10-05 01:38:55,430 - mmaction - INFO - Epoch [15][160/396] lr: 7.500e-03, eta: 9:03:48, time: 0.605, data_time: 0.004, memory: 8344, top1_acc: 0.6318, top5_acc: 0.8495, loss_cls: 1.4576, loss: 1.4576, grad_norm: 4.8966 2020-10-05 01:39:07,571 - mmaction - INFO - Epoch [15][180/396] lr: 7.500e-03, eta: 9:02:47, time: 0.611, data_time: 0.007, memory: 8344, top1_acc: 0.6076, top5_acc: 0.8378, loss_cls: 1.5263, loss: 1.5263, grad_norm: 5.1295 2020-10-05 01:39:19,736 - mmaction - INFO - Epoch [15][200/396] lr: 7.500e-03, eta: 9:01:46, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.6180, top5_acc: 0.8341, loss_cls: 1.5341, loss: 1.5341, grad_norm: 5.0308 2020-10-05 01:39:31,818 - mmaction - INFO - Epoch [15][220/396] lr: 7.500e-03, eta: 9:00:45, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.6286, top5_acc: 0.8552, loss_cls: 1.4356, loss: 1.4356, grad_norm: 4.8493 2020-10-05 01:39:43,795 - mmaction - INFO - Epoch [15][240/396] lr: 7.500e-03, eta: 8:59:44, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.6169, top5_acc: 0.8424, loss_cls: 1.4935, loss: 1.4935, grad_norm: 4.8753 2020-10-05 01:39:55,844 - mmaction - INFO - Epoch [15][260/396] lr: 7.500e-03, eta: 8:58:43, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.6232, top5_acc: 0.8430, loss_cls: 1.4815, loss: 1.4815, grad_norm: 5.0077 2020-10-05 01:40:08,049 - mmaction - INFO - Epoch [15][280/396] lr: 7.500e-03, eta: 8:57:44, time: 0.610, data_time: 0.002, memory: 8344, top1_acc: 0.6271, top5_acc: 0.8477, loss_cls: 1.4631, loss: 1.4631, grad_norm: 5.0044 2020-10-05 01:40:20,339 - mmaction - INFO - Epoch [15][300/396] lr: 7.500e-03, eta: 8:56:46, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6156, top5_acc: 0.8510, loss_cls: 1.4696, loss: 1.4696, grad_norm: 5.0051 2020-10-05 01:40:32,479 - mmaction - INFO - Epoch [15][320/396] lr: 7.500e-03, eta: 8:55:47, time: 0.607, data_time: 0.003, memory: 8344, top1_acc: 0.6133, top5_acc: 0.8440, loss_cls: 1.5104, loss: 1.5104, grad_norm: 5.0809 2020-10-05 01:40:44,652 - mmaction - INFO - Epoch [15][340/396] lr: 7.500e-03, eta: 8:54:48, time: 0.610, data_time: 0.003, memory: 8344, top1_acc: 0.6156, top5_acc: 0.8378, loss_cls: 1.5289, loss: 1.5289, grad_norm: 5.0506 2020-10-05 01:40:56,855 - mmaction - INFO - Epoch [15][360/396] lr: 7.500e-03, eta: 8:53:50, time: 0.610, data_time: 0.001, memory: 8344, top1_acc: 0.6148, top5_acc: 0.8497, loss_cls: 1.4581, loss: 1.4581, grad_norm: 4.9231 2020-10-05 01:41:08,873 - mmaction - INFO - Epoch [15][380/396] lr: 7.500e-03, eta: 8:52:51, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.6206, top5_acc: 0.8536, loss_cls: 1.4685, loss: 1.4685, grad_norm: 4.9813 2020-10-05 01:41:22,748 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-10-05 01:43:39,632 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 01:43:39,856 - mmaction - INFO - top1_acc 0.7106 top5_acc 0.9099 2020-10-05 01:43:39,856 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 01:43:39,880 - mmaction - INFO - mean_acc 0.7109 2020-10-05 01:43:39,880 - mmaction - INFO - Now best checkpoint is epoch_15.pth 2020-10-05 01:43:39,886 - mmaction - INFO - Epoch(val) [15][396] top1_acc: 0.7106, top5_acc: 0.9099, mean_class_accuracy: 0.7109 2020-10-05 01:45:52,721 - mmaction - INFO - Epoch [16][20/396] lr: 7.500e-03, eta: 9:01:34, time: 6.640, data_time: 6.013, memory: 8344, top1_acc: 0.6284, top5_acc: 0.8482, loss_cls: 1.4477, loss: 1.4477, grad_norm: 4.9646 2020-10-05 01:46:04,964 - mmaction - INFO - Epoch [16][40/396] lr: 7.500e-03, eta: 9:00:35, time: 0.614, data_time: 0.004, memory: 8344, top1_acc: 0.6383, top5_acc: 0.8484, loss_cls: 1.4328, loss: 1.4328, grad_norm: 4.9205 2020-10-05 01:46:17,036 - mmaction - INFO - Epoch [16][60/396] lr: 7.500e-03, eta: 8:59:35, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.6391, top5_acc: 0.8599, loss_cls: 1.3970, loss: 1.3970, grad_norm: 4.8420 2020-10-05 01:46:29,167 - mmaction - INFO - Epoch [16][80/396] lr: 7.500e-03, eta: 8:58:36, time: 0.607, data_time: 0.004, memory: 8344, top1_acc: 0.6302, top5_acc: 0.8516, loss_cls: 1.4234, loss: 1.4234, grad_norm: 4.8884 2020-10-05 01:46:41,241 - mmaction - INFO - Epoch [16][100/396] lr: 7.500e-03, eta: 8:57:37, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.6359, top5_acc: 0.8523, loss_cls: 1.4395, loss: 1.4395, grad_norm: 4.9268 2020-10-05 01:46:53,272 - mmaction - INFO - Epoch [16][120/396] lr: 7.500e-03, eta: 8:56:38, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.6315, top5_acc: 0.8510, loss_cls: 1.4442, loss: 1.4442, grad_norm: 4.9819 2020-10-05 01:47:05,368 - mmaction - INFO - Epoch [16][140/396] lr: 7.500e-03, eta: 8:55:39, time: 0.604, data_time: 0.001, memory: 8344, top1_acc: 0.6271, top5_acc: 0.8523, loss_cls: 1.4614, loss: 1.4614, grad_norm: 4.9440 2020-10-05 01:47:17,382 - mmaction - INFO - Epoch [16][160/396] lr: 7.500e-03, eta: 8:54:41, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.6135, top5_acc: 0.8432, loss_cls: 1.4682, loss: 1.4682, grad_norm: 4.9183 2020-10-05 01:47:29,505 - mmaction - INFO - Epoch [16][180/396] lr: 7.500e-03, eta: 8:53:43, time: 0.607, data_time: 0.003, memory: 8344, top1_acc: 0.6357, top5_acc: 0.8589, loss_cls: 1.4350, loss: 1.4350, grad_norm: 4.8752 2020-10-05 01:47:41,581 - mmaction - INFO - Epoch [16][200/396] lr: 7.500e-03, eta: 8:52:46, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.6372, top5_acc: 0.8536, loss_cls: 1.4214, loss: 1.4214, grad_norm: 4.8817 2020-10-05 01:47:53,578 - mmaction - INFO - Epoch [16][220/396] lr: 7.500e-03, eta: 8:51:48, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.6211, top5_acc: 0.8484, loss_cls: 1.4663, loss: 1.4663, grad_norm: 5.0966 2020-10-05 01:48:05,593 - mmaction - INFO - Epoch [16][240/396] lr: 7.500e-03, eta: 8:50:51, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.6258, top5_acc: 0.8495, loss_cls: 1.4821, loss: 1.4821, grad_norm: 5.1051 2020-10-05 01:48:17,630 - mmaction - INFO - Epoch [16][260/396] lr: 7.500e-03, eta: 8:49:54, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.6271, top5_acc: 0.8497, loss_cls: 1.4485, loss: 1.4485, grad_norm: 4.9316 2020-10-05 01:48:29,801 - mmaction - INFO - Epoch [16][280/396] lr: 7.500e-03, eta: 8:48:58, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.6115, top5_acc: 0.8445, loss_cls: 1.5049, loss: 1.5049, grad_norm: 5.1308 2020-10-05 01:48:41,846 - mmaction - INFO - Epoch [16][300/396] lr: 7.500e-03, eta: 8:48:02, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.6268, top5_acc: 0.8526, loss_cls: 1.4524, loss: 1.4524, grad_norm: 5.0168 2020-10-05 01:48:54,510 - mmaction - INFO - Epoch [16][320/396] lr: 7.500e-03, eta: 8:47:09, time: 0.633, data_time: 0.001, memory: 8344, top1_acc: 0.6224, top5_acc: 0.8432, loss_cls: 1.4973, loss: 1.4973, grad_norm: 4.9659 2020-10-05 01:49:06,691 - mmaction - INFO - Epoch [16][340/396] lr: 7.500e-03, eta: 8:46:14, time: 0.609, data_time: 0.001, memory: 8344, top1_acc: 0.6240, top5_acc: 0.8477, loss_cls: 1.4741, loss: 1.4741, grad_norm: 4.9600 2020-10-05 01:49:18,784 - mmaction - INFO - Epoch [16][360/396] lr: 7.500e-03, eta: 8:45:19, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.6221, top5_acc: 0.8518, loss_cls: 1.4652, loss: 1.4652, grad_norm: 5.0147 2020-10-05 01:49:30,883 - mmaction - INFO - Epoch [16][380/396] lr: 7.500e-03, eta: 8:44:24, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.6336, top5_acc: 0.8487, loss_cls: 1.4601, loss: 1.4601, grad_norm: 5.0450 2020-10-05 01:49:42,405 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-10-05 01:52:21,379 - mmaction - INFO - Epoch [17][20/396] lr: 7.500e-03, eta: 8:54:41, time: 7.931, data_time: 7.262, memory: 8344, top1_acc: 0.6409, top5_acc: 0.8617, loss_cls: 1.3891, loss: 1.3891, grad_norm: 4.9126 2020-10-05 01:52:33,453 - mmaction - INFO - Epoch [17][40/396] lr: 7.500e-03, eta: 8:53:44, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.6427, top5_acc: 0.8583, loss_cls: 1.3989, loss: 1.3989, grad_norm: 4.9392 2020-10-05 01:52:45,494 - mmaction - INFO - Epoch [17][60/396] lr: 7.500e-03, eta: 8:52:47, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.6346, top5_acc: 0.8544, loss_cls: 1.4356, loss: 1.4356, grad_norm: 5.0345 2020-10-05 01:52:57,422 - mmaction - INFO - Epoch [17][80/396] lr: 7.500e-03, eta: 8:51:50, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.6388, top5_acc: 0.8510, loss_cls: 1.4197, loss: 1.4197, grad_norm: 4.9665 2020-10-05 01:53:09,336 - mmaction - INFO - Epoch [17][100/396] lr: 7.500e-03, eta: 8:50:53, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.6250, top5_acc: 0.8487, loss_cls: 1.4683, loss: 1.4683, grad_norm: 5.0236 2020-10-05 01:53:21,468 - mmaction - INFO - Epoch [17][120/396] lr: 7.500e-03, eta: 8:49:58, time: 0.608, data_time: 0.002, memory: 8344, top1_acc: 0.6471, top5_acc: 0.8596, loss_cls: 1.3863, loss: 1.3863, grad_norm: 4.8234 2020-10-05 01:53:33,547 - mmaction - INFO - Epoch [17][140/396] lr: 7.500e-03, eta: 8:49:02, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.6187, top5_acc: 0.8492, loss_cls: 1.4734, loss: 1.4734, grad_norm: 5.0084 2020-10-05 01:53:45,694 - mmaction - INFO - Epoch [17][160/396] lr: 7.500e-03, eta: 8:48:07, time: 0.609, data_time: 0.002, memory: 8344, top1_acc: 0.6365, top5_acc: 0.8568, loss_cls: 1.4127, loss: 1.4127, grad_norm: 4.9700 2020-10-05 01:53:57,924 - mmaction - INFO - Epoch [17][180/396] lr: 7.500e-03, eta: 8:47:13, time: 0.611, data_time: 0.003, memory: 8344, top1_acc: 0.6188, top5_acc: 0.8500, loss_cls: 1.4700, loss: 1.4700, grad_norm: 5.0206 2020-10-05 01:54:09,984 - mmaction - INFO - Epoch [17][200/396] lr: 7.500e-03, eta: 8:46:18, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.6469, top5_acc: 0.8737, loss_cls: 1.3496, loss: 1.3496, grad_norm: 4.8424 2020-10-05 01:54:22,047 - mmaction - INFO - Epoch [17][220/396] lr: 7.500e-03, eta: 8:45:24, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.6185, top5_acc: 0.8414, loss_cls: 1.5171, loss: 1.5171, grad_norm: 5.1291 2020-10-05 01:54:34,156 - mmaction - INFO - Epoch [17][240/396] lr: 7.500e-03, eta: 8:44:30, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.6375, top5_acc: 0.8557, loss_cls: 1.4209, loss: 1.4209, grad_norm: 5.0507 2020-10-05 01:54:46,192 - mmaction - INFO - Epoch [17][260/396] lr: 7.500e-03, eta: 8:43:35, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.6406, top5_acc: 0.8526, loss_cls: 1.4097, loss: 1.4097, grad_norm: 4.9421 2020-10-05 01:54:58,207 - mmaction - INFO - Epoch [17][280/396] lr: 7.500e-03, eta: 8:42:41, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.6326, top5_acc: 0.8453, loss_cls: 1.4526, loss: 1.4526, grad_norm: 5.0329 2020-10-05 01:55:10,265 - mmaction - INFO - Epoch [17][300/396] lr: 7.500e-03, eta: 8:41:48, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.6341, top5_acc: 0.8516, loss_cls: 1.4565, loss: 1.4565, grad_norm: 4.9884 2020-10-05 01:55:22,423 - mmaction - INFO - Epoch [17][320/396] lr: 7.500e-03, eta: 8:40:55, time: 0.608, data_time: 0.002, memory: 8344, top1_acc: 0.6276, top5_acc: 0.8492, loss_cls: 1.4552, loss: 1.4552, grad_norm: 5.0285 2020-10-05 01:55:34,353 - mmaction - INFO - Epoch [17][340/396] lr: 7.500e-03, eta: 8:40:01, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.6352, top5_acc: 0.8482, loss_cls: 1.4391, loss: 1.4391, grad_norm: 4.9584 2020-10-05 01:55:46,316 - mmaction - INFO - Epoch [17][360/396] lr: 7.500e-03, eta: 8:39:08, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.6284, top5_acc: 0.8469, loss_cls: 1.4185, loss: 1.4185, grad_norm: 5.0130 2020-10-05 01:55:58,442 - mmaction - INFO - Epoch [17][380/396] lr: 7.500e-03, eta: 8:38:16, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.6312, top5_acc: 0.8469, loss_cls: 1.4571, loss: 1.4571, grad_norm: 5.1031 2020-10-05 01:56:10,500 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-10-05 01:58:41,910 - mmaction - INFO - Epoch [18][20/396] lr: 7.500e-03, eta: 8:47:11, time: 7.553, data_time: 6.909, memory: 8344, top1_acc: 0.6458, top5_acc: 0.8643, loss_cls: 1.3556, loss: 1.3556, grad_norm: 4.8773 2020-10-05 01:58:53,925 - mmaction - INFO - Epoch [18][40/396] lr: 7.500e-03, eta: 8:46:17, time: 0.601, data_time: 0.004, memory: 8344, top1_acc: 0.6396, top5_acc: 0.8555, loss_cls: 1.4195, loss: 1.4195, grad_norm: 5.0214 2020-10-05 01:59:05,938 - mmaction - INFO - Epoch [18][60/396] lr: 7.500e-03, eta: 8:45:22, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.6404, top5_acc: 0.8609, loss_cls: 1.3767, loss: 1.3767, grad_norm: 4.9463 2020-10-05 01:59:18,300 - mmaction - INFO - Epoch [18][80/396] lr: 7.500e-03, eta: 8:44:30, time: 0.619, data_time: 0.004, memory: 8344, top1_acc: 0.6466, top5_acc: 0.8469, loss_cls: 1.4456, loss: 1.4456, grad_norm: 4.9650 2020-10-05 01:59:30,259 - mmaction - INFO - Epoch [18][100/396] lr: 7.500e-03, eta: 8:43:36, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8659, loss_cls: 1.3489, loss: 1.3489, grad_norm: 4.8685 2020-10-05 01:59:42,239 - mmaction - INFO - Epoch [18][120/396] lr: 7.500e-03, eta: 8:42:43, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.6409, top5_acc: 0.8677, loss_cls: 1.3648, loss: 1.3648, grad_norm: 4.9309 2020-10-05 01:59:54,218 - mmaction - INFO - Epoch [18][140/396] lr: 7.500e-03, eta: 8:41:49, time: 0.600, data_time: 0.004, memory: 8344, top1_acc: 0.6268, top5_acc: 0.8539, loss_cls: 1.4054, loss: 1.4054, grad_norm: 4.9279 2020-10-05 02:00:11,770 - mmaction - INFO - Epoch [18][160/396] lr: 7.500e-03, eta: 8:41:22, time: 0.874, data_time: 0.002, memory: 8344, top1_acc: 0.6482, top5_acc: 0.8620, loss_cls: 1.3589, loss: 1.3589, grad_norm: 4.8428 2020-10-05 02:00:24,036 - mmaction - INFO - Epoch [18][180/396] lr: 7.500e-03, eta: 8:40:31, time: 0.616, data_time: 0.016, memory: 8344, top1_acc: 0.6492, top5_acc: 0.8534, loss_cls: 1.3621, loss: 1.3621, grad_norm: 4.9780 2020-10-05 02:00:36,121 - mmaction - INFO - Epoch [18][200/396] lr: 7.500e-03, eta: 8:39:39, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.6500, top5_acc: 0.8687, loss_cls: 1.3436, loss: 1.3436, grad_norm: 4.8969 2020-10-05 02:00:48,232 - mmaction - INFO - Epoch [18][220/396] lr: 7.500e-03, eta: 8:38:47, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.6409, top5_acc: 0.8594, loss_cls: 1.3984, loss: 1.3984, grad_norm: 4.9801 2020-10-05 02:01:00,253 - mmaction - INFO - Epoch [18][240/396] lr: 7.500e-03, eta: 8:37:55, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.6487, top5_acc: 0.8565, loss_cls: 1.3986, loss: 1.3986, grad_norm: 5.0126 2020-10-05 02:01:12,527 - mmaction - INFO - Epoch [18][260/396] lr: 7.500e-03, eta: 8:37:04, time: 0.612, data_time: 0.002, memory: 8344, top1_acc: 0.6172, top5_acc: 0.8430, loss_cls: 1.4797, loss: 1.4797, grad_norm: 5.2085 2020-10-05 02:01:24,661 - mmaction - INFO - Epoch [18][280/396] lr: 7.500e-03, eta: 8:36:13, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.6286, top5_acc: 0.8458, loss_cls: 1.4471, loss: 1.4471, grad_norm: 5.1151 2020-10-05 02:01:36,936 - mmaction - INFO - Epoch [18][300/396] lr: 7.500e-03, eta: 8:35:23, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6378, top5_acc: 0.8497, loss_cls: 1.4245, loss: 1.4245, grad_norm: 5.0955 2020-10-05 02:01:49,055 - mmaction - INFO - Epoch [18][320/396] lr: 7.500e-03, eta: 8:34:32, time: 0.606, data_time: 0.003, memory: 8344, top1_acc: 0.6375, top5_acc: 0.8534, loss_cls: 1.4317, loss: 1.4317, grad_norm: 5.0311 2020-10-05 02:02:01,123 - mmaction - INFO - Epoch [18][340/396] lr: 7.500e-03, eta: 8:33:42, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.6315, top5_acc: 0.8510, loss_cls: 1.4334, loss: 1.4334, grad_norm: 5.0353 2020-10-05 02:02:13,431 - mmaction - INFO - Epoch [18][360/396] lr: 7.500e-03, eta: 8:32:52, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6409, top5_acc: 0.8547, loss_cls: 1.4221, loss: 1.4221, grad_norm: 5.0198 2020-10-05 02:02:25,442 - mmaction - INFO - Epoch [18][380/396] lr: 7.500e-03, eta: 8:32:02, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.6398, top5_acc: 0.8609, loss_cls: 1.4086, loss: 1.4086, grad_norm: 5.0686 2020-10-05 02:02:44,182 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-10-05 02:05:19,639 - mmaction - INFO - Epoch [19][20/396] lr: 7.500e-03, eta: 8:40:37, time: 7.749, data_time: 7.095, memory: 8344, top1_acc: 0.6555, top5_acc: 0.8622, loss_cls: 1.3602, loss: 1.3602, grad_norm: 4.8883 2020-10-05 02:05:31,571 - mmaction - INFO - Epoch [19][40/396] lr: 7.500e-03, eta: 8:39:44, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.6375, top5_acc: 0.8612, loss_cls: 1.3842, loss: 1.3842, grad_norm: 5.0277 2020-10-05 02:05:43,610 - mmaction - INFO - Epoch [19][60/396] lr: 7.500e-03, eta: 8:38:53, time: 0.602, data_time: 0.004, memory: 8344, top1_acc: 0.6419, top5_acc: 0.8596, loss_cls: 1.3747, loss: 1.3747, grad_norm: 4.9507 2020-10-05 02:05:55,730 - mmaction - INFO - Epoch [19][80/396] lr: 7.500e-03, eta: 8:38:02, time: 0.605, data_time: 0.001, memory: 8344, top1_acc: 0.6495, top5_acc: 0.8641, loss_cls: 1.3700, loss: 1.3700, grad_norm: 4.9341 2020-10-05 02:06:07,809 - mmaction - INFO - Epoch [19][100/396] lr: 7.500e-03, eta: 8:37:10, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.6497, top5_acc: 0.8648, loss_cls: 1.3693, loss: 1.3693, grad_norm: 4.9454 2020-10-05 02:06:19,740 - mmaction - INFO - Epoch [19][120/396] lr: 7.500e-03, eta: 8:36:19, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.6440, top5_acc: 0.8581, loss_cls: 1.3946, loss: 1.3946, grad_norm: 4.9984 2020-10-05 02:06:31,987 - mmaction - INFO - Epoch [19][140/396] lr: 7.500e-03, eta: 8:35:29, time: 0.612, data_time: 0.002, memory: 8344, top1_acc: 0.6521, top5_acc: 0.8612, loss_cls: 1.3682, loss: 1.3682, grad_norm: 5.0391 2020-10-05 02:06:43,997 - mmaction - INFO - Epoch [19][160/396] lr: 7.500e-03, eta: 8:34:38, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.6510, top5_acc: 0.8628, loss_cls: 1.3659, loss: 1.3659, grad_norm: 4.9643 2020-10-05 02:06:56,067 - mmaction - INFO - Epoch [19][180/396] lr: 7.500e-03, eta: 8:33:48, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.6430, top5_acc: 0.8615, loss_cls: 1.3954, loss: 1.3954, grad_norm: 5.0535 2020-10-05 02:07:08,099 - mmaction - INFO - Epoch [19][200/396] lr: 7.500e-03, eta: 8:32:58, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.6487, top5_acc: 0.8615, loss_cls: 1.3779, loss: 1.3779, grad_norm: 5.0900 2020-10-05 02:07:20,227 - mmaction - INFO - Epoch [19][220/396] lr: 7.500e-03, eta: 8:32:09, time: 0.607, data_time: 0.001, memory: 8344, top1_acc: 0.6344, top5_acc: 0.8469, loss_cls: 1.4623, loss: 1.4623, grad_norm: 5.1642 2020-10-05 02:07:32,317 - mmaction - INFO - Epoch [19][240/396] lr: 7.500e-03, eta: 8:31:19, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.6341, top5_acc: 0.8552, loss_cls: 1.4072, loss: 1.4072, grad_norm: 5.0791 2020-10-05 02:07:44,310 - mmaction - INFO - Epoch [19][260/396] lr: 7.500e-03, eta: 8:30:29, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.6482, top5_acc: 0.8576, loss_cls: 1.3896, loss: 1.3896, grad_norm: 5.1367 2020-10-05 02:07:56,424 - mmaction - INFO - Epoch [19][280/396] lr: 7.500e-03, eta: 8:29:40, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.6445, top5_acc: 0.8628, loss_cls: 1.3722, loss: 1.3722, grad_norm: 4.9903 2020-10-05 02:08:08,434 - mmaction - INFO - Epoch [19][300/396] lr: 7.500e-03, eta: 8:28:51, time: 0.601, data_time: 0.004, memory: 8344, top1_acc: 0.6388, top5_acc: 0.8523, loss_cls: 1.4064, loss: 1.4064, grad_norm: 5.0431 2020-10-05 02:08:20,437 - mmaction - INFO - Epoch [19][320/396] lr: 7.500e-03, eta: 8:28:02, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.6497, top5_acc: 0.8667, loss_cls: 1.3701, loss: 1.3701, grad_norm: 5.0165 2020-10-05 02:08:32,573 - mmaction - INFO - Epoch [19][340/396] lr: 7.500e-03, eta: 8:27:13, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.6232, top5_acc: 0.8469, loss_cls: 1.4571, loss: 1.4571, grad_norm: 5.0991 2020-10-05 02:08:44,530 - mmaction - INFO - Epoch [19][360/396] lr: 7.500e-03, eta: 8:26:25, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.6469, top5_acc: 0.8596, loss_cls: 1.3944, loss: 1.3944, grad_norm: 5.0306 2020-10-05 02:08:56,585 - mmaction - INFO - Epoch [19][380/396] lr: 7.500e-03, eta: 8:25:36, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.6258, top5_acc: 0.8523, loss_cls: 1.4378, loss: 1.4378, grad_norm: 5.1714 2020-10-05 02:09:09,303 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-10-05 02:11:27,332 - mmaction - INFO - Epoch [20][20/396] lr: 7.500e-03, eta: 8:32:22, time: 6.881, data_time: 6.258, memory: 8344, top1_acc: 0.6451, top5_acc: 0.8505, loss_cls: 1.3806, loss: 1.3806, grad_norm: 4.9456 2020-10-05 02:11:39,309 - mmaction - INFO - Epoch [20][40/396] lr: 7.500e-03, eta: 8:31:33, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.6497, top5_acc: 0.8740, loss_cls: 1.3297, loss: 1.3297, grad_norm: 5.0290 2020-10-05 02:11:51,211 - mmaction - INFO - Epoch [20][60/396] lr: 7.500e-03, eta: 8:30:43, time: 0.597, data_time: 0.004, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8693, loss_cls: 1.3404, loss: 1.3404, grad_norm: 5.0056 2020-10-05 02:12:03,315 - mmaction - INFO - Epoch [20][80/396] lr: 7.500e-03, eta: 8:29:54, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.6633, top5_acc: 0.8721, loss_cls: 1.3095, loss: 1.3095, grad_norm: 4.9510 2020-10-05 02:12:15,222 - mmaction - INFO - Epoch [20][100/396] lr: 7.500e-03, eta: 8:29:05, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.6438, top5_acc: 0.8560, loss_cls: 1.4009, loss: 1.4009, grad_norm: 5.0502 2020-10-05 02:12:27,459 - mmaction - INFO - Epoch [20][120/396] lr: 7.500e-03, eta: 8:28:17, time: 0.612, data_time: 0.003, memory: 8344, top1_acc: 0.6513, top5_acc: 0.8661, loss_cls: 1.3533, loss: 1.3533, grad_norm: 5.0226 2020-10-05 02:12:39,500 - mmaction - INFO - Epoch [20][140/396] lr: 7.500e-03, eta: 8:27:28, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.6398, top5_acc: 0.8573, loss_cls: 1.3794, loss: 1.3794, grad_norm: 5.1499 2020-10-05 02:12:51,495 - mmaction - INFO - Epoch [20][160/396] lr: 7.500e-03, eta: 8:26:40, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.6365, top5_acc: 0.8552, loss_cls: 1.3968, loss: 1.3968, grad_norm: 5.0675 2020-10-05 02:13:03,533 - mmaction - INFO - Epoch [20][180/396] lr: 7.500e-03, eta: 8:25:52, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.6393, top5_acc: 0.8539, loss_cls: 1.3998, loss: 1.3998, grad_norm: 5.0525 2020-10-05 02:13:15,510 - mmaction - INFO - Epoch [20][200/396] lr: 7.500e-03, eta: 8:25:04, time: 0.601, data_time: 0.005, memory: 8344, top1_acc: 0.6393, top5_acc: 0.8578, loss_cls: 1.3821, loss: 1.3821, grad_norm: 5.0584 2020-10-05 02:13:27,627 - mmaction - INFO - Epoch [20][220/396] lr: 7.500e-03, eta: 8:24:16, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.6451, top5_acc: 0.8557, loss_cls: 1.3912, loss: 1.3912, grad_norm: 5.0378 2020-10-05 02:13:39,766 - mmaction - INFO - Epoch [20][240/396] lr: 7.500e-03, eta: 8:23:29, time: 0.610, data_time: 0.004, memory: 8344, top1_acc: 0.6422, top5_acc: 0.8695, loss_cls: 1.3660, loss: 1.3660, grad_norm: 5.1399 2020-10-05 02:13:51,764 - mmaction - INFO - Epoch [20][260/396] lr: 7.500e-03, eta: 8:22:42, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.6487, top5_acc: 0.8635, loss_cls: 1.3343, loss: 1.3343, grad_norm: 5.0515 2020-10-05 02:14:03,906 - mmaction - INFO - Epoch [20][280/396] lr: 7.500e-03, eta: 8:21:55, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.6435, top5_acc: 0.8643, loss_cls: 1.3817, loss: 1.3817, grad_norm: 5.1302 2020-10-05 02:14:15,881 - mmaction - INFO - Epoch [20][300/396] lr: 7.500e-03, eta: 8:21:08, time: 0.601, data_time: 0.005, memory: 8344, top1_acc: 0.6445, top5_acc: 0.8562, loss_cls: 1.3966, loss: 1.3966, grad_norm: 5.1827 2020-10-05 02:14:27,829 - mmaction - INFO - Epoch [20][320/396] lr: 7.500e-03, eta: 8:20:21, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.6573, top5_acc: 0.8706, loss_cls: 1.3309, loss: 1.3309, grad_norm: 4.9641 2020-10-05 02:14:39,851 - mmaction - INFO - Epoch [20][340/396] lr: 7.500e-03, eta: 8:19:34, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.6513, top5_acc: 0.8620, loss_cls: 1.3620, loss: 1.3620, grad_norm: 5.0512 2020-10-05 02:14:51,995 - mmaction - INFO - Epoch [20][360/396] lr: 7.500e-03, eta: 8:18:48, time: 0.609, data_time: 0.004, memory: 8344, top1_acc: 0.6396, top5_acc: 0.8609, loss_cls: 1.3803, loss: 1.3803, grad_norm: 5.1760 2020-10-05 02:15:03,984 - mmaction - INFO - Epoch [20][380/396] lr: 7.500e-03, eta: 8:18:01, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6419, top5_acc: 0.8594, loss_cls: 1.3720, loss: 1.3720, grad_norm: 5.0439 2020-10-05 02:15:16,283 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-10-05 02:17:48,032 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 02:17:48,274 - mmaction - INFO - top1_acc 0.7119 top5_acc 0.9134 2020-10-05 02:17:48,274 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 02:17:48,297 - mmaction - INFO - mean_acc 0.7121 2020-10-05 02:17:48,297 - mmaction - INFO - Now best checkpoint is epoch_20.pth 2020-10-05 02:17:48,302 - mmaction - INFO - Epoch(val) [20][396] top1_acc: 0.7119, top5_acc: 0.9134, mean_class_accuracy: 0.7121 2020-10-05 02:20:17,317 - mmaction - INFO - Epoch [21][20/396] lr: 7.500e-03, eta: 8:25:06, time: 7.450, data_time: 6.806, memory: 8344, top1_acc: 0.6591, top5_acc: 0.8695, loss_cls: 1.3097, loss: 1.3097, grad_norm: 5.0671 2020-10-05 02:20:29,303 - mmaction - INFO - Epoch [21][40/396] lr: 7.500e-03, eta: 8:24:19, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6469, top5_acc: 0.8622, loss_cls: 1.3579, loss: 1.3579, grad_norm: 5.1289 2020-10-05 02:20:41,417 - mmaction - INFO - Epoch [21][60/396] lr: 7.500e-03, eta: 8:23:32, time: 0.606, data_time: 0.004, memory: 8344, top1_acc: 0.6568, top5_acc: 0.8680, loss_cls: 1.3382, loss: 1.3382, grad_norm: 4.9339 2020-10-05 02:20:53,323 - mmaction - INFO - Epoch [21][80/396] lr: 7.500e-03, eta: 8:22:44, time: 0.594, data_time: 0.002, memory: 8344, top1_acc: 0.6521, top5_acc: 0.8628, loss_cls: 1.3466, loss: 1.3466, grad_norm: 5.0293 2020-10-05 02:21:05,379 - mmaction - INFO - Epoch [21][100/396] lr: 7.500e-03, eta: 8:21:57, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.6487, top5_acc: 0.8646, loss_cls: 1.3527, loss: 1.3527, grad_norm: 4.9820 2020-10-05 02:21:17,526 - mmaction - INFO - Epoch [21][120/396] lr: 7.500e-03, eta: 8:21:11, time: 0.608, data_time: 0.002, memory: 8344, top1_acc: 0.6443, top5_acc: 0.8586, loss_cls: 1.3768, loss: 1.3768, grad_norm: 5.0693 2020-10-05 02:21:29,548 - mmaction - INFO - Epoch [21][140/396] lr: 7.500e-03, eta: 8:20:24, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.6596, top5_acc: 0.8565, loss_cls: 1.3657, loss: 1.3657, grad_norm: 5.0608 2020-10-05 02:21:41,621 - mmaction - INFO - Epoch [21][160/396] lr: 7.500e-03, eta: 8:19:38, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.6495, top5_acc: 0.8617, loss_cls: 1.3675, loss: 1.3675, grad_norm: 5.1175 2020-10-05 02:21:53,673 - mmaction - INFO - Epoch [21][180/396] lr: 7.500e-03, eta: 8:18:52, time: 0.603, data_time: 0.004, memory: 8344, top1_acc: 0.6516, top5_acc: 0.8609, loss_cls: 1.3431, loss: 1.3431, grad_norm: 5.0102 2020-10-05 02:22:05,682 - mmaction - INFO - Epoch [21][200/396] lr: 7.500e-03, eta: 8:18:06, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.6497, top5_acc: 0.8654, loss_cls: 1.3445, loss: 1.3445, grad_norm: 5.0666 2020-10-05 02:22:17,839 - mmaction - INFO - Epoch [21][220/396] lr: 7.500e-03, eta: 8:17:21, time: 0.610, data_time: 0.004, memory: 8344, top1_acc: 0.6424, top5_acc: 0.8589, loss_cls: 1.3899, loss: 1.3899, grad_norm: 5.1331 2020-10-05 02:22:29,893 - mmaction - INFO - Epoch [21][240/396] lr: 7.500e-03, eta: 8:16:35, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.6547, top5_acc: 0.8615, loss_cls: 1.3442, loss: 1.3442, grad_norm: 5.0627 2020-10-05 02:22:41,846 - mmaction - INFO - Epoch [21][260/396] lr: 7.500e-03, eta: 8:15:49, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6482, top5_acc: 0.8615, loss_cls: 1.3809, loss: 1.3809, grad_norm: 5.1563 2020-10-05 02:22:53,907 - mmaction - INFO - Epoch [21][280/396] lr: 7.500e-03, eta: 8:15:04, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.6513, top5_acc: 0.8646, loss_cls: 1.3617, loss: 1.3617, grad_norm: 5.1126 2020-10-05 02:23:06,048 - mmaction - INFO - Epoch [21][300/396] lr: 7.500e-03, eta: 8:14:19, time: 0.607, data_time: 0.001, memory: 8344, top1_acc: 0.6523, top5_acc: 0.8641, loss_cls: 1.3554, loss: 1.3554, grad_norm: 5.1556 2020-10-05 02:23:18,251 - mmaction - INFO - Epoch [21][320/396] lr: 7.500e-03, eta: 8:13:35, time: 0.611, data_time: 0.002, memory: 8344, top1_acc: 0.6523, top5_acc: 0.8599, loss_cls: 1.3788, loss: 1.3788, grad_norm: 5.1794 2020-10-05 02:23:30,460 - mmaction - INFO - Epoch [21][340/396] lr: 7.500e-03, eta: 8:12:50, time: 0.606, data_time: 0.003, memory: 8344, top1_acc: 0.6529, top5_acc: 0.8680, loss_cls: 1.3490, loss: 1.3490, grad_norm: 5.1187 2020-10-05 02:23:42,528 - mmaction - INFO - Epoch [21][360/396] lr: 7.500e-03, eta: 8:12:06, time: 0.606, data_time: 0.005, memory: 8344, top1_acc: 0.6487, top5_acc: 0.8667, loss_cls: 1.3441, loss: 1.3441, grad_norm: 5.0374 2020-10-05 02:23:54,540 - mmaction - INFO - Epoch [21][380/396] lr: 7.500e-03, eta: 8:11:21, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.6357, top5_acc: 0.8607, loss_cls: 1.4029, loss: 1.4029, grad_norm: 5.1219 2020-10-05 02:24:06,672 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-10-05 02:26:37,225 - mmaction - INFO - Epoch [22][20/396] lr: 7.500e-03, eta: 8:18:03, time: 7.510, data_time: 6.099, memory: 8344, top1_acc: 0.6732, top5_acc: 0.8776, loss_cls: 1.3126, loss: 1.3126, grad_norm: 5.0202 2020-10-05 02:26:49,131 - mmaction - INFO - Epoch [22][40/396] lr: 7.500e-03, eta: 8:17:17, time: 0.594, data_time: 0.001, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8664, loss_cls: 1.2955, loss: 1.2955, grad_norm: 4.9822 2020-10-05 02:27:01,091 - mmaction - INFO - Epoch [22][60/396] lr: 7.500e-03, eta: 8:16:32, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6482, top5_acc: 0.8667, loss_cls: 1.3497, loss: 1.3497, grad_norm: 5.0988 2020-10-05 02:27:13,070 - mmaction - INFO - Epoch [22][80/396] lr: 7.500e-03, eta: 8:15:46, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.6466, top5_acc: 0.8661, loss_cls: 1.3512, loss: 1.3512, grad_norm: 5.1555 2020-10-05 02:27:25,139 - mmaction - INFO - Epoch [22][100/396] lr: 7.500e-03, eta: 8:15:01, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8667, loss_cls: 1.3240, loss: 1.3240, grad_norm: 5.0807 2020-10-05 02:27:37,169 - mmaction - INFO - Epoch [22][120/396] lr: 7.500e-03, eta: 8:14:16, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.6568, top5_acc: 0.8674, loss_cls: 1.3508, loss: 1.3508, grad_norm: 5.1281 2020-10-05 02:27:49,210 - mmaction - INFO - Epoch [22][140/396] lr: 7.500e-03, eta: 8:13:31, time: 0.602, data_time: 0.001, memory: 8344, top1_acc: 0.6633, top5_acc: 0.8695, loss_cls: 1.3304, loss: 1.3304, grad_norm: 5.0424 2020-10-05 02:28:01,296 - mmaction - INFO - Epoch [22][160/396] lr: 7.500e-03, eta: 8:12:47, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.6500, top5_acc: 0.8711, loss_cls: 1.3416, loss: 1.3416, grad_norm: 5.1506 2020-10-05 02:28:13,238 - mmaction - INFO - Epoch [22][180/396] lr: 7.500e-03, eta: 8:12:02, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.6523, top5_acc: 0.8599, loss_cls: 1.3563, loss: 1.3563, grad_norm: 5.2037 2020-10-05 02:28:25,287 - mmaction - INFO - Epoch [22][200/396] lr: 7.500e-03, eta: 8:11:18, time: 0.603, data_time: 0.004, memory: 8344, top1_acc: 0.6615, top5_acc: 0.8620, loss_cls: 1.3306, loss: 1.3306, grad_norm: 5.1160 2020-10-05 02:28:37,421 - mmaction - INFO - Epoch [22][220/396] lr: 7.500e-03, eta: 8:10:34, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.6526, top5_acc: 0.8581, loss_cls: 1.3600, loss: 1.3600, grad_norm: 5.1645 2020-10-05 02:28:49,369 - mmaction - INFO - Epoch [22][240/396] lr: 7.500e-03, eta: 8:09:50, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6510, top5_acc: 0.8667, loss_cls: 1.3187, loss: 1.3187, grad_norm: 5.0883 2020-10-05 02:29:01,487 - mmaction - INFO - Epoch [22][260/396] lr: 7.500e-03, eta: 8:09:06, time: 0.605, data_time: 0.001, memory: 8344, top1_acc: 0.6383, top5_acc: 0.8560, loss_cls: 1.3806, loss: 1.3806, grad_norm: 5.1552 2020-10-05 02:29:13,506 - mmaction - INFO - Epoch [22][280/396] lr: 7.500e-03, eta: 8:08:22, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.6549, top5_acc: 0.8667, loss_cls: 1.3488, loss: 1.3488, grad_norm: 5.1377 2020-10-05 02:29:25,496 - mmaction - INFO - Epoch [22][300/396] lr: 7.500e-03, eta: 8:07:38, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.6492, top5_acc: 0.8604, loss_cls: 1.3687, loss: 1.3687, grad_norm: 5.2286 2020-10-05 02:29:37,495 - mmaction - INFO - Epoch [22][320/396] lr: 7.500e-03, eta: 8:06:55, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.6562, top5_acc: 0.8672, loss_cls: 1.3505, loss: 1.3505, grad_norm: 5.1284 2020-10-05 02:29:49,723 - mmaction - INFO - Epoch [22][340/396] lr: 7.500e-03, eta: 8:06:12, time: 0.611, data_time: 0.003, memory: 8344, top1_acc: 0.6521, top5_acc: 0.8635, loss_cls: 1.3303, loss: 1.3303, grad_norm: 5.1002 2020-10-05 02:30:01,859 - mmaction - INFO - Epoch [22][360/396] lr: 7.500e-03, eta: 8:05:29, time: 0.606, data_time: 0.003, memory: 8344, top1_acc: 0.6492, top5_acc: 0.8693, loss_cls: 1.3479, loss: 1.3479, grad_norm: 5.0955 2020-10-05 02:30:14,060 - mmaction - INFO - Epoch [22][380/396] lr: 7.500e-03, eta: 8:04:47, time: 0.611, data_time: 0.003, memory: 8344, top1_acc: 0.6422, top5_acc: 0.8628, loss_cls: 1.3587, loss: 1.3587, grad_norm: 5.1901 2020-10-05 02:30:25,721 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-10-05 02:32:42,538 - mmaction - INFO - Epoch [23][20/396] lr: 7.500e-03, eta: 8:10:15, time: 6.820, data_time: 6.140, memory: 8344, top1_acc: 0.6581, top5_acc: 0.8633, loss_cls: 1.3257, loss: 1.3257, grad_norm: 5.1194 2020-10-05 02:32:54,685 - mmaction - INFO - Epoch [23][40/396] lr: 7.500e-03, eta: 8:09:32, time: 0.608, data_time: 0.004, memory: 8344, top1_acc: 0.6677, top5_acc: 0.8768, loss_cls: 1.2643, loss: 1.2643, grad_norm: 4.9070 2020-10-05 02:33:06,770 - mmaction - INFO - Epoch [23][60/396] lr: 7.500e-03, eta: 8:08:49, time: 0.606, data_time: 0.004, memory: 8344, top1_acc: 0.6576, top5_acc: 0.8638, loss_cls: 1.3300, loss: 1.3300, grad_norm: 4.9929 2020-10-05 02:33:19,094 - mmaction - INFO - Epoch [23][80/396] lr: 7.500e-03, eta: 8:08:06, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6547, top5_acc: 0.8685, loss_cls: 1.3076, loss: 1.3076, grad_norm: 5.0773 2020-10-05 02:33:31,039 - mmaction - INFO - Epoch [23][100/396] lr: 7.500e-03, eta: 8:07:22, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.6620, top5_acc: 0.8755, loss_cls: 1.3112, loss: 1.3112, grad_norm: 5.1155 2020-10-05 02:33:43,178 - mmaction - INFO - Epoch [23][120/396] lr: 7.500e-03, eta: 8:06:39, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.6682, top5_acc: 0.8693, loss_cls: 1.3034, loss: 1.3034, grad_norm: 4.9931 2020-10-05 02:33:55,127 - mmaction - INFO - Epoch [23][140/396] lr: 7.500e-03, eta: 8:05:56, time: 0.600, data_time: 0.004, memory: 8344, top1_acc: 0.6607, top5_acc: 0.8641, loss_cls: 1.3344, loss: 1.3344, grad_norm: 5.0578 2020-10-05 02:34:07,057 - mmaction - INFO - Epoch [23][160/396] lr: 7.500e-03, eta: 8:05:13, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8815, loss_cls: 1.2746, loss: 1.2746, grad_norm: 4.9809 2020-10-05 02:34:19,140 - mmaction - INFO - Epoch [23][180/396] lr: 7.500e-03, eta: 8:04:30, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.6680, top5_acc: 0.8727, loss_cls: 1.2743, loss: 1.2743, grad_norm: 5.0267 2020-10-05 02:34:31,302 - mmaction - INFO - Epoch [23][200/396] lr: 7.500e-03, eta: 8:03:48, time: 0.608, data_time: 0.002, memory: 8344, top1_acc: 0.6526, top5_acc: 0.8630, loss_cls: 1.3682, loss: 1.3682, grad_norm: 5.2496 2020-10-05 02:34:43,517 - mmaction - INFO - Epoch [23][220/396] lr: 7.500e-03, eta: 8:03:06, time: 0.610, data_time: 0.002, memory: 8344, top1_acc: 0.6635, top5_acc: 0.8716, loss_cls: 1.3218, loss: 1.3218, grad_norm: 5.1397 2020-10-05 02:34:55,582 - mmaction - INFO - Epoch [23][240/396] lr: 7.500e-03, eta: 8:02:24, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.6409, top5_acc: 0.8576, loss_cls: 1.3694, loss: 1.3694, grad_norm: 5.0349 2020-10-05 02:35:07,590 - mmaction - INFO - Epoch [23][260/396] lr: 7.500e-03, eta: 8:01:41, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.6518, top5_acc: 0.8628, loss_cls: 1.3652, loss: 1.3652, grad_norm: 5.1652 2020-10-05 02:35:19,625 - mmaction - INFO - Epoch [23][280/396] lr: 7.500e-03, eta: 8:00:59, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.6560, top5_acc: 0.8708, loss_cls: 1.3203, loss: 1.3203, grad_norm: 5.0714 2020-10-05 02:35:31,748 - mmaction - INFO - Epoch [23][300/396] lr: 7.500e-03, eta: 8:00:17, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8716, loss_cls: 1.2928, loss: 1.2928, grad_norm: 5.0870 2020-10-05 02:35:43,987 - mmaction - INFO - Epoch [23][320/396] lr: 7.500e-03, eta: 7:59:36, time: 0.612, data_time: 0.002, memory: 8344, top1_acc: 0.6651, top5_acc: 0.8628, loss_cls: 1.3217, loss: 1.3217, grad_norm: 5.1881 2020-10-05 02:35:55,967 - mmaction - INFO - Epoch [23][340/396] lr: 7.500e-03, eta: 7:58:54, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.6583, top5_acc: 0.8661, loss_cls: 1.3347, loss: 1.3347, grad_norm: 5.1680 2020-10-05 02:36:07,989 - mmaction - INFO - Epoch [23][360/396] lr: 7.500e-03, eta: 7:58:13, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.6312, top5_acc: 0.8586, loss_cls: 1.3892, loss: 1.3892, grad_norm: 5.3095 2020-10-05 02:36:20,209 - mmaction - INFO - Epoch [23][380/396] lr: 7.500e-03, eta: 7:57:31, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.6581, top5_acc: 0.8703, loss_cls: 1.3349, loss: 1.3349, grad_norm: 5.2270 2020-10-05 02:36:31,447 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-10-05 02:39:08,638 - mmaction - INFO - Epoch [24][20/396] lr: 7.500e-03, eta: 8:03:48, time: 7.841, data_time: 6.203, memory: 8344, top1_acc: 0.6714, top5_acc: 0.8701, loss_cls: 1.2933, loss: 1.2933, grad_norm: 5.0808 2020-10-05 02:39:20,616 - mmaction - INFO - Epoch [24][40/396] lr: 7.500e-03, eta: 8:03:05, time: 0.597, data_time: 0.004, memory: 8344, top1_acc: 0.6693, top5_acc: 0.8724, loss_cls: 1.2560, loss: 1.2560, grad_norm: 4.9867 2020-10-05 02:39:32,657 - mmaction - INFO - Epoch [24][60/396] lr: 7.500e-03, eta: 8:02:23, time: 0.603, data_time: 0.004, memory: 8344, top1_acc: 0.6724, top5_acc: 0.8708, loss_cls: 1.2998, loss: 1.2998, grad_norm: 5.1313 2020-10-05 02:39:44,785 - mmaction - INFO - Epoch [24][80/396] lr: 7.500e-03, eta: 8:01:41, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8711, loss_cls: 1.2958, loss: 1.2958, grad_norm: 5.0555 2020-10-05 02:39:56,837 - mmaction - INFO - Epoch [24][100/396] lr: 7.500e-03, eta: 8:01:00, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.6680, top5_acc: 0.8659, loss_cls: 1.3016, loss: 1.3016, grad_norm: 4.9432 2020-10-05 02:40:08,868 - mmaction - INFO - Epoch [24][120/396] lr: 7.500e-03, eta: 8:00:18, time: 0.601, data_time: 0.001, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8805, loss_cls: 1.2631, loss: 1.2631, grad_norm: 4.9807 2020-10-05 02:40:20,777 - mmaction - INFO - Epoch [24][140/396] lr: 7.500e-03, eta: 7:59:35, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.6500, top5_acc: 0.8615, loss_cls: 1.3382, loss: 1.3382, grad_norm: 5.1160 2020-10-05 02:40:32,870 - mmaction - INFO - Epoch [24][160/396] lr: 7.500e-03, eta: 7:58:54, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.6599, top5_acc: 0.8643, loss_cls: 1.3326, loss: 1.3326, grad_norm: 5.1516 2020-10-05 02:40:44,869 - mmaction - INFO - Epoch [24][180/396] lr: 7.500e-03, eta: 7:58:12, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.6727, top5_acc: 0.8786, loss_cls: 1.2787, loss: 1.2787, grad_norm: 5.0819 2020-10-05 02:40:56,848 - mmaction - INFO - Epoch [24][200/396] lr: 7.500e-03, eta: 7:57:31, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8659, loss_cls: 1.3181, loss: 1.3181, grad_norm: 5.1186 2020-10-05 02:41:09,098 - mmaction - INFO - Epoch [24][220/396] lr: 7.500e-03, eta: 7:56:50, time: 0.612, data_time: 0.004, memory: 8344, top1_acc: 0.6669, top5_acc: 0.8701, loss_cls: 1.2961, loss: 1.2961, grad_norm: 5.1028 2020-10-05 02:41:21,283 - mmaction - INFO - Epoch [24][240/396] lr: 7.500e-03, eta: 7:56:10, time: 0.609, data_time: 0.003, memory: 8344, top1_acc: 0.6542, top5_acc: 0.8638, loss_cls: 1.3342, loss: 1.3342, grad_norm: 5.0798 2020-10-05 02:41:33,269 - mmaction - INFO - Epoch [24][260/396] lr: 7.500e-03, eta: 7:55:28, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.6492, top5_acc: 0.8596, loss_cls: 1.3874, loss: 1.3874, grad_norm: 5.2494 2020-10-05 02:41:45,486 - mmaction - INFO - Epoch [24][280/396] lr: 7.500e-03, eta: 7:54:48, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.6534, top5_acc: 0.8755, loss_cls: 1.3152, loss: 1.3152, grad_norm: 5.1361 2020-10-05 02:41:57,477 - mmaction - INFO - Epoch [24][300/396] lr: 7.500e-03, eta: 7:54:07, time: 0.604, data_time: 0.008, memory: 8344, top1_acc: 0.6643, top5_acc: 0.8690, loss_cls: 1.3106, loss: 1.3106, grad_norm: 5.1548 2020-10-05 02:42:09,591 - mmaction - INFO - Epoch [24][320/396] lr: 7.500e-03, eta: 7:53:27, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.6615, top5_acc: 0.8656, loss_cls: 1.3138, loss: 1.3138, grad_norm: 5.1315 2020-10-05 02:42:21,824 - mmaction - INFO - Epoch [24][340/396] lr: 7.500e-03, eta: 7:52:47, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.6716, top5_acc: 0.8669, loss_cls: 1.2991, loss: 1.2991, grad_norm: 5.1110 2020-10-05 02:42:33,845 - mmaction - INFO - Epoch [24][360/396] lr: 7.500e-03, eta: 7:52:06, time: 0.605, data_time: 0.007, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8706, loss_cls: 1.2715, loss: 1.2715, grad_norm: 5.1228 2020-10-05 02:42:45,950 - mmaction - INFO - Epoch [24][380/396] lr: 7.500e-03, eta: 7:51:26, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.6674, top5_acc: 0.8674, loss_cls: 1.2975, loss: 1.2975, grad_norm: 5.0841 2020-10-05 02:42:57,360 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-10-05 02:45:33,754 - mmaction - INFO - Epoch [25][20/396] lr: 7.500e-03, eta: 7:57:18, time: 7.800, data_time: 6.171, memory: 8344, top1_acc: 0.6690, top5_acc: 0.8701, loss_cls: 1.2795, loss: 1.2795, grad_norm: 5.0395 2020-10-05 02:45:45,601 - mmaction - INFO - Epoch [25][40/396] lr: 7.500e-03, eta: 7:56:37, time: 0.593, data_time: 0.003, memory: 8344, top1_acc: 0.6706, top5_acc: 0.8693, loss_cls: 1.2845, loss: 1.2845, grad_norm: 5.0293 2020-10-05 02:45:57,625 - mmaction - INFO - Epoch [25][60/396] lr: 7.500e-03, eta: 7:55:56, time: 0.601, data_time: 0.001, memory: 8344, top1_acc: 0.6917, top5_acc: 0.8862, loss_cls: 1.1948, loss: 1.1948, grad_norm: 4.8816 2020-10-05 02:46:09,670 - mmaction - INFO - Epoch [25][80/396] lr: 7.500e-03, eta: 7:55:15, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.6753, top5_acc: 0.8729, loss_cls: 1.2815, loss: 1.2815, grad_norm: 5.1076 2020-10-05 02:46:21,652 - mmaction - INFO - Epoch [25][100/396] lr: 7.500e-03, eta: 7:54:34, time: 0.600, data_time: 0.004, memory: 8344, top1_acc: 0.6688, top5_acc: 0.8737, loss_cls: 1.2745, loss: 1.2745, grad_norm: 5.0617 2020-10-05 02:46:33,643 - mmaction - INFO - Epoch [25][120/396] lr: 7.500e-03, eta: 7:53:53, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8729, loss_cls: 1.2751, loss: 1.2751, grad_norm: 5.0377 2020-10-05 02:46:45,683 - mmaction - INFO - Epoch [25][140/396] lr: 7.500e-03, eta: 7:53:13, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.6677, top5_acc: 0.8708, loss_cls: 1.2905, loss: 1.2905, grad_norm: 5.2032 2020-10-05 02:46:57,765 - mmaction - INFO - Epoch [25][160/396] lr: 7.500e-03, eta: 7:52:32, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.6633, top5_acc: 0.8646, loss_cls: 1.3214, loss: 1.3214, grad_norm: 5.1236 2020-10-05 02:47:09,803 - mmaction - INFO - Epoch [25][180/396] lr: 7.500e-03, eta: 7:51:52, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.6633, top5_acc: 0.8740, loss_cls: 1.3137, loss: 1.3137, grad_norm: 5.2806 2020-10-05 02:47:21,872 - mmaction - INFO - Epoch [25][200/396] lr: 7.500e-03, eta: 7:51:12, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.6690, top5_acc: 0.8768, loss_cls: 1.2700, loss: 1.2700, grad_norm: 5.0336 2020-10-05 02:47:33,821 - mmaction - INFO - Epoch [25][220/396] lr: 7.500e-03, eta: 7:50:32, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.6461, top5_acc: 0.8651, loss_cls: 1.3567, loss: 1.3567, grad_norm: 5.3291 2020-10-05 02:47:45,900 - mmaction - INFO - Epoch [25][240/396] lr: 7.500e-03, eta: 7:49:52, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8812, loss_cls: 1.2871, loss: 1.2871, grad_norm: 5.1164 2020-10-05 02:47:58,033 - mmaction - INFO - Epoch [25][260/396] lr: 7.500e-03, eta: 7:49:12, time: 0.608, data_time: 0.002, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8706, loss_cls: 1.2883, loss: 1.2883, grad_norm: 5.0762 2020-10-05 02:48:10,177 - mmaction - INFO - Epoch [25][280/396] lr: 7.500e-03, eta: 7:48:33, time: 0.606, data_time: 0.001, memory: 8344, top1_acc: 0.6651, top5_acc: 0.8651, loss_cls: 1.3170, loss: 1.3170, grad_norm: 5.0802 2020-10-05 02:48:22,296 - mmaction - INFO - Epoch [25][300/396] lr: 7.500e-03, eta: 7:47:54, time: 0.606, data_time: 0.003, memory: 8344, top1_acc: 0.6596, top5_acc: 0.8672, loss_cls: 1.3095, loss: 1.3095, grad_norm: 5.2712 2020-10-05 02:48:34,410 - mmaction - INFO - Epoch [25][320/396] lr: 7.500e-03, eta: 7:47:14, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.6565, top5_acc: 0.8701, loss_cls: 1.3215, loss: 1.3215, grad_norm: 5.1432 2020-10-05 02:48:46,650 - mmaction - INFO - Epoch [25][340/396] lr: 7.500e-03, eta: 7:46:36, time: 0.612, data_time: 0.002, memory: 8344, top1_acc: 0.6539, top5_acc: 0.8633, loss_cls: 1.3360, loss: 1.3360, grad_norm: 5.1513 2020-10-05 02:48:58,739 - mmaction - INFO - Epoch [25][360/396] lr: 7.500e-03, eta: 7:45:57, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.6583, top5_acc: 0.8646, loss_cls: 1.3459, loss: 1.3459, grad_norm: 5.3157 2020-10-05 02:49:10,891 - mmaction - INFO - Epoch [25][380/396] lr: 7.500e-03, eta: 7:45:18, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.6646, top5_acc: 0.8714, loss_cls: 1.3120, loss: 1.3120, grad_norm: 5.1607 2020-10-05 02:49:21,759 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-10-05 02:51:51,023 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 02:51:51,243 - mmaction - INFO - top1_acc 0.7156 top5_acc 0.9097 2020-10-05 02:51:51,243 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 02:51:51,271 - mmaction - INFO - mean_acc 0.7159 2020-10-05 02:51:51,271 - mmaction - INFO - Now best checkpoint is epoch_25.pth 2020-10-05 02:51:51,276 - mmaction - INFO - Epoch(val) [25][396] top1_acc: 0.7156, top5_acc: 0.9097, mean_class_accuracy: 0.7159 2020-10-05 02:54:19,711 - mmaction - INFO - Epoch [26][20/396] lr: 7.500e-03, eta: 7:50:27, time: 7.421, data_time: 6.742, memory: 8344, top1_acc: 0.6854, top5_acc: 0.8839, loss_cls: 1.1875, loss: 1.1875, grad_norm: 4.8442 2020-10-05 02:54:31,797 - mmaction - INFO - Epoch [26][40/396] lr: 7.500e-03, eta: 7:49:47, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.6677, top5_acc: 0.8745, loss_cls: 1.2893, loss: 1.2893, grad_norm: 5.1290 2020-10-05 02:54:43,820 - mmaction - INFO - Epoch [26][60/396] lr: 7.500e-03, eta: 7:49:07, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.6732, top5_acc: 0.8776, loss_cls: 1.2481, loss: 1.2481, grad_norm: 4.9927 2020-10-05 02:54:55,895 - mmaction - INFO - Epoch [26][80/396] lr: 7.500e-03, eta: 7:48:28, time: 0.604, data_time: 0.004, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8818, loss_cls: 1.2611, loss: 1.2611, grad_norm: 5.0829 2020-10-05 02:55:08,197 - mmaction - INFO - Epoch [26][100/396] lr: 7.500e-03, eta: 7:47:49, time: 0.616, data_time: 0.003, memory: 8344, top1_acc: 0.6669, top5_acc: 0.8768, loss_cls: 1.2711, loss: 1.2711, grad_norm: 5.1235 2020-10-05 02:55:20,124 - mmaction - INFO - Epoch [26][120/396] lr: 7.500e-03, eta: 7:47:09, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.6622, top5_acc: 0.8701, loss_cls: 1.3120, loss: 1.3120, grad_norm: 5.1391 2020-10-05 02:55:32,297 - mmaction - INFO - Epoch [26][140/396] lr: 7.500e-03, eta: 7:46:30, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.6740, top5_acc: 0.8742, loss_cls: 1.2749, loss: 1.2749, grad_norm: 5.0399 2020-10-05 02:55:44,271 - mmaction - INFO - Epoch [26][160/396] lr: 7.500e-03, eta: 7:45:51, time: 0.601, data_time: 0.004, memory: 8344, top1_acc: 0.6763, top5_acc: 0.8661, loss_cls: 1.2669, loss: 1.2669, grad_norm: 4.9635 2020-10-05 02:55:56,441 - mmaction - INFO - Epoch [26][180/396] lr: 7.500e-03, eta: 7:45:12, time: 0.608, data_time: 0.002, memory: 8344, top1_acc: 0.6721, top5_acc: 0.8755, loss_cls: 1.2654, loss: 1.2654, grad_norm: 5.1336 2020-10-05 02:56:08,487 - mmaction - INFO - Epoch [26][200/396] lr: 7.500e-03, eta: 7:44:33, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.6729, top5_acc: 0.8680, loss_cls: 1.3117, loss: 1.3117, grad_norm: 5.2225 2020-10-05 02:56:20,495 - mmaction - INFO - Epoch [26][220/396] lr: 7.500e-03, eta: 7:43:54, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.6763, top5_acc: 0.8745, loss_cls: 1.2946, loss: 1.2946, grad_norm: 5.0716 2020-10-05 02:56:32,474 - mmaction - INFO - Epoch [26][240/396] lr: 7.500e-03, eta: 7:43:15, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.6839, top5_acc: 0.8776, loss_cls: 1.2365, loss: 1.2365, grad_norm: 5.0776 2020-10-05 02:56:44,495 - mmaction - INFO - Epoch [26][260/396] lr: 7.500e-03, eta: 7:42:37, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8802, loss_cls: 1.2539, loss: 1.2539, grad_norm: 5.1122 2020-10-05 02:56:56,587 - mmaction - INFO - Epoch [26][280/396] lr: 7.500e-03, eta: 7:41:58, time: 0.605, data_time: 0.004, memory: 8344, top1_acc: 0.6583, top5_acc: 0.8599, loss_cls: 1.3362, loss: 1.3362, grad_norm: 5.1932 2020-10-05 02:57:08,506 - mmaction - INFO - Epoch [26][300/396] lr: 7.500e-03, eta: 7:41:20, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.6654, top5_acc: 0.8789, loss_cls: 1.2736, loss: 1.2736, grad_norm: 5.2350 2020-10-05 02:57:20,577 - mmaction - INFO - Epoch [26][320/396] lr: 7.500e-03, eta: 7:40:41, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.6737, top5_acc: 0.8766, loss_cls: 1.2722, loss: 1.2722, grad_norm: 5.1760 2020-10-05 02:57:32,810 - mmaction - INFO - Epoch [26][340/396] lr: 7.500e-03, eta: 7:40:04, time: 0.611, data_time: 0.002, memory: 8344, top1_acc: 0.6646, top5_acc: 0.8802, loss_cls: 1.2702, loss: 1.2702, grad_norm: 5.0934 2020-10-05 02:57:44,802 - mmaction - INFO - Epoch [26][360/396] lr: 7.500e-03, eta: 7:39:25, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.6745, top5_acc: 0.8680, loss_cls: 1.2692, loss: 1.2692, grad_norm: 5.1726 2020-10-05 02:57:56,862 - mmaction - INFO - Epoch [26][380/396] lr: 7.500e-03, eta: 7:38:47, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.6690, top5_acc: 0.8807, loss_cls: 1.2959, loss: 1.2959, grad_norm: 5.2645 2020-10-05 02:58:08,613 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-10-05 03:00:28,566 - mmaction - INFO - Epoch [27][20/396] lr: 7.500e-03, eta: 7:43:14, time: 6.975, data_time: 6.303, memory: 8344, top1_acc: 0.6807, top5_acc: 0.8810, loss_cls: 1.2335, loss: 1.2335, grad_norm: 5.1157 2020-10-05 03:00:40,433 - mmaction - INFO - Epoch [27][40/396] lr: 7.500e-03, eta: 7:42:35, time: 0.598, data_time: 0.009, memory: 8344, top1_acc: 0.6661, top5_acc: 0.8721, loss_cls: 1.2687, loss: 1.2687, grad_norm: 5.1615 2020-10-05 03:00:52,392 - mmaction - INFO - Epoch [27][60/396] lr: 7.500e-03, eta: 7:41:56, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6753, top5_acc: 0.8828, loss_cls: 1.2412, loss: 1.2412, grad_norm: 5.0531 2020-10-05 03:01:04,425 - mmaction - INFO - Epoch [27][80/396] lr: 7.500e-03, eta: 7:41:17, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.2328, loss: 1.2328, grad_norm: 5.1168 2020-10-05 03:01:16,390 - mmaction - INFO - Epoch [27][100/396] lr: 7.500e-03, eta: 7:40:39, time: 0.599, data_time: 0.004, memory: 8344, top1_acc: 0.6792, top5_acc: 0.8831, loss_cls: 1.2204, loss: 1.2204, grad_norm: 5.0220 2020-10-05 03:01:28,478 - mmaction - INFO - Epoch [27][120/396] lr: 7.500e-03, eta: 7:40:01, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.6792, top5_acc: 0.8828, loss_cls: 1.2306, loss: 1.2306, grad_norm: 5.0657 2020-10-05 03:01:40,520 - mmaction - INFO - Epoch [27][140/396] lr: 7.500e-03, eta: 7:39:23, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.6732, top5_acc: 0.8878, loss_cls: 1.2223, loss: 1.2223, grad_norm: 5.0748 2020-10-05 03:01:52,600 - mmaction - INFO - Epoch [27][160/396] lr: 7.500e-03, eta: 7:38:45, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.6708, top5_acc: 0.8755, loss_cls: 1.2653, loss: 1.2653, grad_norm: 5.1371 2020-10-05 03:02:04,630 - mmaction - INFO - Epoch [27][180/396] lr: 7.500e-03, eta: 7:38:07, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.6648, top5_acc: 0.8714, loss_cls: 1.2893, loss: 1.2893, grad_norm: 5.2764 2020-10-05 03:02:16,699 - mmaction - INFO - Epoch [27][200/396] lr: 7.500e-03, eta: 7:37:29, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8755, loss_cls: 1.2590, loss: 1.2590, grad_norm: 5.1682 2020-10-05 03:02:28,877 - mmaction - INFO - Epoch [27][220/396] lr: 7.500e-03, eta: 7:36:52, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.6760, top5_acc: 0.8820, loss_cls: 1.2562, loss: 1.2562, grad_norm: 5.2201 2020-10-05 03:02:40,988 - mmaction - INFO - Epoch [27][240/396] lr: 7.500e-03, eta: 7:36:14, time: 0.607, data_time: 0.004, memory: 8344, top1_acc: 0.6701, top5_acc: 0.8737, loss_cls: 1.2770, loss: 1.2770, grad_norm: 5.1371 2020-10-05 03:02:53,055 - mmaction - INFO - Epoch [27][260/396] lr: 7.500e-03, eta: 7:35:37, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.6727, top5_acc: 0.8760, loss_cls: 1.2895, loss: 1.2895, grad_norm: 5.2087 2020-10-05 03:03:05,056 - mmaction - INFO - Epoch [27][280/396] lr: 7.500e-03, eta: 7:34:59, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.6771, top5_acc: 0.8760, loss_cls: 1.2526, loss: 1.2526, grad_norm: 5.2334 2020-10-05 03:03:17,168 - mmaction - INFO - Epoch [27][300/396] lr: 7.500e-03, eta: 7:34:22, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.6701, top5_acc: 0.8729, loss_cls: 1.2816, loss: 1.2816, grad_norm: 5.1238 2020-10-05 03:03:29,220 - mmaction - INFO - Epoch [27][320/396] lr: 7.500e-03, eta: 7:33:45, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.6685, top5_acc: 0.8823, loss_cls: 1.2512, loss: 1.2512, grad_norm: 5.1921 2020-10-05 03:03:41,180 - mmaction - INFO - Epoch [27][340/396] lr: 7.500e-03, eta: 7:33:08, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.6560, top5_acc: 0.8667, loss_cls: 1.3066, loss: 1.3066, grad_norm: 5.2128 2020-10-05 03:03:53,310 - mmaction - INFO - Epoch [27][360/396] lr: 7.500e-03, eta: 7:32:31, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.6786, top5_acc: 0.8771, loss_cls: 1.2470, loss: 1.2470, grad_norm: 5.1040 2020-10-05 03:04:05,875 - mmaction - INFO - Epoch [27][380/396] lr: 7.500e-03, eta: 7:31:55, time: 0.629, data_time: 0.002, memory: 8344, top1_acc: 0.6685, top5_acc: 0.8758, loss_cls: 1.2631, loss: 1.2631, grad_norm: 5.1911 2020-10-05 03:04:22,318 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-10-05 03:06:55,171 - mmaction - INFO - Epoch [28][20/396] lr: 7.500e-03, eta: 7:36:41, time: 7.618, data_time: 6.841, memory: 8344, top1_acc: 0.6779, top5_acc: 0.8797, loss_cls: 1.2391, loss: 1.2391, grad_norm: 5.0792 2020-10-05 03:07:07,276 - mmaction - INFO - Epoch [28][40/396] lr: 7.500e-03, eta: 7:36:04, time: 0.607, data_time: 0.004, memory: 8344, top1_acc: 0.6604, top5_acc: 0.8734, loss_cls: 1.2963, loss: 1.2963, grad_norm: 5.1827 2020-10-05 03:07:19,357 - mmaction - INFO - Epoch [28][60/396] lr: 7.500e-03, eta: 7:35:26, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.6737, top5_acc: 0.8745, loss_cls: 1.2703, loss: 1.2703, grad_norm: 5.3234 2020-10-05 03:07:31,347 - mmaction - INFO - Epoch [28][80/396] lr: 7.500e-03, eta: 7:34:49, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.6792, top5_acc: 0.8867, loss_cls: 1.1955, loss: 1.1955, grad_norm: 5.0285 2020-10-05 03:07:43,499 - mmaction - INFO - Epoch [28][100/396] lr: 7.500e-03, eta: 7:34:12, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.6823, top5_acc: 0.8753, loss_cls: 1.2188, loss: 1.2188, grad_norm: 5.1116 2020-10-05 03:07:55,413 - mmaction - INFO - Epoch [28][120/396] lr: 7.500e-03, eta: 7:33:34, time: 0.598, data_time: 0.004, memory: 8344, top1_acc: 0.6693, top5_acc: 0.8727, loss_cls: 1.2869, loss: 1.2869, grad_norm: 5.2678 2020-10-05 03:08:07,423 - mmaction - INFO - Epoch [28][140/396] lr: 7.500e-03, eta: 7:32:57, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.6799, top5_acc: 0.8776, loss_cls: 1.2188, loss: 1.2188, grad_norm: 5.0453 2020-10-05 03:08:19,418 - mmaction - INFO - Epoch [28][160/396] lr: 7.500e-03, eta: 7:32:20, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.6820, top5_acc: 0.8786, loss_cls: 1.2363, loss: 1.2363, grad_norm: 5.1134 2020-10-05 03:08:31,561 - mmaction - INFO - Epoch [28][180/396] lr: 7.500e-03, eta: 7:31:43, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8852, loss_cls: 1.2398, loss: 1.2398, grad_norm: 5.1803 2020-10-05 03:08:43,502 - mmaction - INFO - Epoch [28][200/396] lr: 7.500e-03, eta: 7:31:06, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.6820, top5_acc: 0.8760, loss_cls: 1.2551, loss: 1.2551, grad_norm: 5.1429 2020-10-05 03:08:55,414 - mmaction - INFO - Epoch [28][220/396] lr: 7.500e-03, eta: 7:30:29, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.6724, top5_acc: 0.8758, loss_cls: 1.2531, loss: 1.2531, grad_norm: 5.2031 2020-10-05 03:09:07,372 - mmaction - INFO - Epoch [28][240/396] lr: 7.500e-03, eta: 7:29:52, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.6674, top5_acc: 0.8771, loss_cls: 1.2459, loss: 1.2459, grad_norm: 5.2203 2020-10-05 03:09:19,310 - mmaction - INFO - Epoch [28][260/396] lr: 7.500e-03, eta: 7:29:15, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.6682, top5_acc: 0.8732, loss_cls: 1.2757, loss: 1.2757, grad_norm: 5.2511 2020-10-05 03:09:31,382 - mmaction - INFO - Epoch [28][280/396] lr: 7.500e-03, eta: 7:28:39, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.6927, top5_acc: 0.8831, loss_cls: 1.2012, loss: 1.2012, grad_norm: 5.0340 2020-10-05 03:09:43,441 - mmaction - INFO - Epoch [28][300/396] lr: 7.500e-03, eta: 7:28:02, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8701, loss_cls: 1.2912, loss: 1.2912, grad_norm: 5.2389 2020-10-05 03:09:55,567 - mmaction - INFO - Epoch [28][320/396] lr: 7.500e-03, eta: 7:27:26, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.6667, top5_acc: 0.8807, loss_cls: 1.2560, loss: 1.2560, grad_norm: 5.2905 2020-10-05 03:10:07,563 - mmaction - INFO - Epoch [28][340/396] lr: 7.500e-03, eta: 7:26:50, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.6695, top5_acc: 0.8753, loss_cls: 1.2854, loss: 1.2854, grad_norm: 5.2885 2020-10-05 03:10:19,535 - mmaction - INFO - Epoch [28][360/396] lr: 7.500e-03, eta: 7:26:14, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6667, top5_acc: 0.8685, loss_cls: 1.2920, loss: 1.2920, grad_norm: 5.2759 2020-10-05 03:10:31,637 - mmaction - INFO - Epoch [28][380/396] lr: 7.500e-03, eta: 7:25:38, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.6674, top5_acc: 0.8701, loss_cls: 1.2955, loss: 1.2955, grad_norm: 5.3705 2020-10-05 03:10:42,391 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-10-05 03:13:14,355 - mmaction - INFO - Epoch [29][20/396] lr: 7.500e-03, eta: 7:30:06, time: 7.580, data_time: 6.926, memory: 8344, top1_acc: 0.6904, top5_acc: 0.8885, loss_cls: 1.1985, loss: 1.1985, grad_norm: 5.0940 2020-10-05 03:13:26,321 - mmaction - INFO - Epoch [29][40/396] lr: 7.500e-03, eta: 7:29:29, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.6685, top5_acc: 0.8792, loss_cls: 1.2476, loss: 1.2476, grad_norm: 5.1696 2020-10-05 03:13:38,243 - mmaction - INFO - Epoch [29][60/396] lr: 7.500e-03, eta: 7:28:53, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8867, loss_cls: 1.1713, loss: 1.1713, grad_norm: 5.0289 2020-10-05 03:13:50,446 - mmaction - INFO - Epoch [29][80/396] lr: 7.500e-03, eta: 7:28:17, time: 0.609, data_time: 0.003, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8729, loss_cls: 1.2211, loss: 1.2211, grad_norm: 5.0911 2020-10-05 03:14:02,402 - mmaction - INFO - Epoch [29][100/396] lr: 7.500e-03, eta: 7:27:40, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.6833, top5_acc: 0.8813, loss_cls: 1.2234, loss: 1.2234, grad_norm: 5.1488 2020-10-05 03:14:14,327 - mmaction - INFO - Epoch [29][120/396] lr: 7.500e-03, eta: 7:27:03, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8781, loss_cls: 1.2027, loss: 1.2027, grad_norm: 4.9965 2020-10-05 03:14:26,293 - mmaction - INFO - Epoch [29][140/396] lr: 7.500e-03, eta: 7:26:27, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.6878, top5_acc: 0.8721, loss_cls: 1.2300, loss: 1.2300, grad_norm: 5.0894 2020-10-05 03:14:38,264 - mmaction - INFO - Epoch [29][160/396] lr: 7.500e-03, eta: 7:25:51, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6714, top5_acc: 0.8799, loss_cls: 1.2387, loss: 1.2387, grad_norm: 5.2314 2020-10-05 03:14:50,417 - mmaction - INFO - Epoch [29][180/396] lr: 7.500e-03, eta: 7:25:15, time: 0.606, data_time: 0.001, memory: 8344, top1_acc: 0.6698, top5_acc: 0.8839, loss_cls: 1.2558, loss: 1.2558, grad_norm: 5.2716 2020-10-05 03:15:02,382 - mmaction - INFO - Epoch [29][200/396] lr: 7.500e-03, eta: 7:24:39, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.6708, top5_acc: 0.8781, loss_cls: 1.2537, loss: 1.2537, grad_norm: 5.2266 2020-10-05 03:15:14,444 - mmaction - INFO - Epoch [29][220/396] lr: 7.500e-03, eta: 7:24:03, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.6635, top5_acc: 0.8706, loss_cls: 1.2804, loss: 1.2804, grad_norm: 5.1793 2020-10-05 03:15:26,534 - mmaction - INFO - Epoch [29][240/396] lr: 7.500e-03, eta: 7:23:27, time: 0.603, data_time: 0.001, memory: 8344, top1_acc: 0.6677, top5_acc: 0.8760, loss_cls: 1.2806, loss: 1.2806, grad_norm: 5.2505 2020-10-05 03:15:38,423 - mmaction - INFO - Epoch [29][260/396] lr: 7.500e-03, eta: 7:22:51, time: 0.595, data_time: 0.003, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8745, loss_cls: 1.2816, loss: 1.2816, grad_norm: 5.2910 2020-10-05 03:15:50,460 - mmaction - INFO - Epoch [29][280/396] lr: 7.500e-03, eta: 7:22:15, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.6799, top5_acc: 0.8849, loss_cls: 1.2194, loss: 1.2194, grad_norm: 5.1773 2020-10-05 03:16:02,882 - mmaction - INFO - Epoch [29][300/396] lr: 7.500e-03, eta: 7:21:40, time: 0.614, data_time: 0.004, memory: 8344, top1_acc: 0.6708, top5_acc: 0.8695, loss_cls: 1.2693, loss: 1.2693, grad_norm: 5.2454 2020-10-05 03:16:14,783 - mmaction - INFO - Epoch [29][320/396] lr: 7.500e-03, eta: 7:21:05, time: 0.604, data_time: 0.012, memory: 8344, top1_acc: 0.6794, top5_acc: 0.8766, loss_cls: 1.2467, loss: 1.2467, grad_norm: 5.1786 2020-10-05 03:16:26,868 - mmaction - INFO - Epoch [29][340/396] lr: 7.500e-03, eta: 7:20:30, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.6810, top5_acc: 0.8833, loss_cls: 1.2353, loss: 1.2353, grad_norm: 5.2037 2020-10-05 03:16:39,031 - mmaction - INFO - Epoch [29][360/396] lr: 7.500e-03, eta: 7:19:55, time: 0.607, data_time: 0.004, memory: 8344, top1_acc: 0.6818, top5_acc: 0.8729, loss_cls: 1.2487, loss: 1.2487, grad_norm: 5.1763 2020-10-05 03:16:51,203 - mmaction - INFO - Epoch [29][380/396] lr: 7.500e-03, eta: 7:19:20, time: 0.609, data_time: 0.005, memory: 8344, top1_acc: 0.6792, top5_acc: 0.8773, loss_cls: 1.2645, loss: 1.2645, grad_norm: 5.2050 2020-10-05 03:17:04,488 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-10-05 03:19:38,003 - mmaction - INFO - Epoch [30][20/396] lr: 7.500e-03, eta: 7:23:38, time: 7.656, data_time: 7.002, memory: 8344, top1_acc: 0.6878, top5_acc: 0.8766, loss_cls: 1.2559, loss: 1.2559, grad_norm: 5.1835 2020-10-05 03:19:49,993 - mmaction - INFO - Epoch [30][40/396] lr: 7.500e-03, eta: 7:23:02, time: 0.601, data_time: 0.004, memory: 8344, top1_acc: 0.6893, top5_acc: 0.8854, loss_cls: 1.2064, loss: 1.2064, grad_norm: 5.1345 2020-10-05 03:20:02,052 - mmaction - INFO - Epoch [30][60/396] lr: 7.500e-03, eta: 7:22:26, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8833, loss_cls: 1.2077, loss: 1.2077, grad_norm: 5.2145 2020-10-05 03:20:14,016 - mmaction - INFO - Epoch [30][80/396] lr: 7.500e-03, eta: 7:21:51, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.6883, top5_acc: 0.8841, loss_cls: 1.2088, loss: 1.2088, grad_norm: 5.1329 2020-10-05 03:20:26,081 - mmaction - INFO - Epoch [30][100/396] lr: 7.500e-03, eta: 7:21:15, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.6807, top5_acc: 0.8797, loss_cls: 1.2149, loss: 1.2149, grad_norm: 5.2124 2020-10-05 03:20:38,104 - mmaction - INFO - Epoch [30][120/396] lr: 7.500e-03, eta: 7:20:40, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.6870, top5_acc: 0.8867, loss_cls: 1.2057, loss: 1.2057, grad_norm: 5.1656 2020-10-05 03:20:50,065 - mmaction - INFO - Epoch [30][140/396] lr: 7.500e-03, eta: 7:20:04, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.6755, top5_acc: 0.8823, loss_cls: 1.2232, loss: 1.2232, grad_norm: 5.2253 2020-10-05 03:21:02,256 - mmaction - INFO - Epoch [30][160/396] lr: 7.500e-03, eta: 7:19:29, time: 0.610, data_time: 0.002, memory: 8344, top1_acc: 0.6693, top5_acc: 0.8711, loss_cls: 1.2608, loss: 1.2608, grad_norm: 5.2451 2020-10-05 03:21:14,333 - mmaction - INFO - Epoch [30][180/396] lr: 7.500e-03, eta: 7:18:54, time: 0.603, data_time: 0.001, memory: 8344, top1_acc: 0.6760, top5_acc: 0.8760, loss_cls: 1.2378, loss: 1.2378, grad_norm: 5.1116 2020-10-05 03:21:26,610 - mmaction - INFO - Epoch [30][200/396] lr: 7.500e-03, eta: 7:18:19, time: 0.614, data_time: 0.003, memory: 8344, top1_acc: 0.6979, top5_acc: 0.8849, loss_cls: 1.2118, loss: 1.2118, grad_norm: 5.0836 2020-10-05 03:21:38,605 - mmaction - INFO - Epoch [30][220/396] lr: 7.500e-03, eta: 7:17:44, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.6732, top5_acc: 0.8779, loss_cls: 1.2746, loss: 1.2746, grad_norm: 5.3346 2020-10-05 03:21:50,547 - mmaction - INFO - Epoch [30][240/396] lr: 7.500e-03, eta: 7:17:09, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.6690, top5_acc: 0.8740, loss_cls: 1.2586, loss: 1.2586, grad_norm: 5.1268 2020-10-05 03:22:02,574 - mmaction - INFO - Epoch [30][260/396] lr: 7.500e-03, eta: 7:16:34, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.6943, top5_acc: 0.8891, loss_cls: 1.1896, loss: 1.1896, grad_norm: 5.1169 2020-10-05 03:22:14,557 - mmaction - INFO - Epoch [30][280/396] lr: 7.500e-03, eta: 7:15:59, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.6586, top5_acc: 0.8706, loss_cls: 1.2886, loss: 1.2886, grad_norm: 5.3352 2020-10-05 03:22:26,581 - mmaction - INFO - Epoch [30][300/396] lr: 7.500e-03, eta: 7:15:24, time: 0.602, data_time: 0.004, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8831, loss_cls: 1.2258, loss: 1.2258, grad_norm: 5.3795 2020-10-05 03:22:38,475 - mmaction - INFO - Epoch [30][320/396] lr: 7.500e-03, eta: 7:14:49, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8802, loss_cls: 1.2179, loss: 1.2179, grad_norm: 5.3310 2020-10-05 03:22:50,427 - mmaction - INFO - Epoch [30][340/396] lr: 7.500e-03, eta: 7:14:15, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.6799, top5_acc: 0.8776, loss_cls: 1.2290, loss: 1.2290, grad_norm: 5.1805 2020-10-05 03:23:02,402 - mmaction - INFO - Epoch [30][360/396] lr: 7.500e-03, eta: 7:13:40, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.6833, top5_acc: 0.8802, loss_cls: 1.2142, loss: 1.2142, grad_norm: 5.1521 2020-10-05 03:23:14,426 - mmaction - INFO - Epoch [30][380/396] lr: 7.500e-03, eta: 7:13:05, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8797, loss_cls: 1.2411, loss: 1.2411, grad_norm: 5.1835 2020-10-05 03:23:26,204 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-10-05 03:26:05,984 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 03:26:06,233 - mmaction - INFO - top1_acc 0.7239 top5_acc 0.9111 2020-10-05 03:26:06,233 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 03:26:06,327 - mmaction - INFO - mean_acc 0.7241 2020-10-05 03:26:06,327 - mmaction - INFO - Now best checkpoint is epoch_30.pth 2020-10-05 03:26:06,335 - mmaction - INFO - Epoch(val) [30][396] top1_acc: 0.7239, top5_acc: 0.9111, mean_class_accuracy: 0.7241 2020-10-05 03:28:34,453 - mmaction - INFO - Epoch [31][20/396] lr: 7.500e-03, eta: 7:16:58, time: 7.404, data_time: 5.965, memory: 8344, top1_acc: 0.7026, top5_acc: 0.8828, loss_cls: 1.1599, loss: 1.1599, grad_norm: 4.9765 2020-10-05 03:28:46,369 - mmaction - INFO - Epoch [31][40/396] lr: 7.500e-03, eta: 7:16:23, time: 0.596, data_time: 0.004, memory: 8344, top1_acc: 0.6839, top5_acc: 0.8805, loss_cls: 1.2049, loss: 1.2049, grad_norm: 5.1414 2020-10-05 03:28:58,257 - mmaction - INFO - Epoch [31][60/396] lr: 7.500e-03, eta: 7:15:47, time: 0.594, data_time: 0.002, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8799, loss_cls: 1.2470, loss: 1.2470, grad_norm: 5.2423 2020-10-05 03:29:10,533 - mmaction - INFO - Epoch [31][80/396] lr: 7.500e-03, eta: 7:15:13, time: 0.614, data_time: 0.003, memory: 8344, top1_acc: 0.6846, top5_acc: 0.8797, loss_cls: 1.2157, loss: 1.2157, grad_norm: 5.1642 2020-10-05 03:29:22,437 - mmaction - INFO - Epoch [31][100/396] lr: 7.500e-03, eta: 7:14:38, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.6888, top5_acc: 0.8846, loss_cls: 1.1884, loss: 1.1884, grad_norm: 5.2327 2020-10-05 03:29:34,446 - mmaction - INFO - Epoch [31][120/396] lr: 7.500e-03, eta: 7:14:03, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.6771, top5_acc: 0.8768, loss_cls: 1.2241, loss: 1.2241, grad_norm: 5.2154 2020-10-05 03:29:46,445 - mmaction - INFO - Epoch [31][140/396] lr: 7.500e-03, eta: 7:13:29, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.6880, top5_acc: 0.8893, loss_cls: 1.1934, loss: 1.1934, grad_norm: 5.2319 2020-10-05 03:29:58,443 - mmaction - INFO - Epoch [31][160/396] lr: 7.500e-03, eta: 7:12:54, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.6878, top5_acc: 0.8763, loss_cls: 1.2304, loss: 1.2304, grad_norm: 5.1922 2020-10-05 03:30:10,386 - mmaction - INFO - Epoch [31][180/396] lr: 7.500e-03, eta: 7:12:20, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.6841, top5_acc: 0.8846, loss_cls: 1.2076, loss: 1.2076, grad_norm: 5.1557 2020-10-05 03:30:22,625 - mmaction - INFO - Epoch [31][200/396] lr: 7.500e-03, eta: 7:11:46, time: 0.612, data_time: 0.003, memory: 8344, top1_acc: 0.6857, top5_acc: 0.8849, loss_cls: 1.1970, loss: 1.1970, grad_norm: 5.1959 2020-10-05 03:30:34,609 - mmaction - INFO - Epoch [31][220/396] lr: 7.500e-03, eta: 7:11:11, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6898, top5_acc: 0.8857, loss_cls: 1.1970, loss: 1.1970, grad_norm: 5.2006 2020-10-05 03:30:46,676 - mmaction - INFO - Epoch [31][240/396] lr: 7.500e-03, eta: 7:10:37, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8880, loss_cls: 1.1968, loss: 1.1968, grad_norm: 5.1789 2020-10-05 03:30:58,626 - mmaction - INFO - Epoch [31][260/396] lr: 7.500e-03, eta: 7:10:03, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.6839, top5_acc: 0.8932, loss_cls: 1.1816, loss: 1.1816, grad_norm: 5.1988 2020-10-05 03:31:10,680 - mmaction - INFO - Epoch [31][280/396] lr: 7.500e-03, eta: 7:09:29, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.6862, top5_acc: 0.8797, loss_cls: 1.2265, loss: 1.2265, grad_norm: 5.1868 2020-10-05 03:31:22,573 - mmaction - INFO - Epoch [31][300/396] lr: 7.500e-03, eta: 7:08:55, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.6896, top5_acc: 0.8789, loss_cls: 1.2138, loss: 1.2138, grad_norm: 5.2654 2020-10-05 03:31:34,587 - mmaction - INFO - Epoch [31][320/396] lr: 7.500e-03, eta: 7:08:21, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.6792, top5_acc: 0.8781, loss_cls: 1.2248, loss: 1.2248, grad_norm: 5.3014 2020-10-05 03:31:46,792 - mmaction - INFO - Epoch [31][340/396] lr: 7.500e-03, eta: 7:07:47, time: 0.611, data_time: 0.003, memory: 8344, top1_acc: 0.6807, top5_acc: 0.8807, loss_cls: 1.2282, loss: 1.2282, grad_norm: 5.3623 2020-10-05 03:31:58,847 - mmaction - INFO - Epoch [31][360/396] lr: 7.500e-03, eta: 7:07:14, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.6857, top5_acc: 0.8898, loss_cls: 1.2107, loss: 1.2107, grad_norm: 5.1646 2020-10-05 03:32:10,998 - mmaction - INFO - Epoch [31][380/396] lr: 7.500e-03, eta: 7:06:40, time: 0.608, data_time: 0.002, memory: 8344, top1_acc: 0.6799, top5_acc: 0.8836, loss_cls: 1.2217, loss: 1.2217, grad_norm: 5.2106 2020-10-05 03:32:23,272 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-10-05 03:34:54,436 - mmaction - INFO - Epoch [32][20/396] lr: 7.500e-03, eta: 7:10:26, time: 7.540, data_time: 6.296, memory: 8344, top1_acc: 0.6880, top5_acc: 0.8810, loss_cls: 1.1913, loss: 1.1913, grad_norm: 5.1002 2020-10-05 03:35:06,375 - mmaction - INFO - Epoch [32][40/396] lr: 7.500e-03, eta: 7:09:52, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.7010, top5_acc: 0.8878, loss_cls: 1.1785, loss: 1.1785, grad_norm: 5.0298 2020-10-05 03:35:18,190 - mmaction - INFO - Epoch [32][60/396] lr: 7.500e-03, eta: 7:09:18, time: 0.592, data_time: 0.004, memory: 8344, top1_acc: 0.6966, top5_acc: 0.8898, loss_cls: 1.1677, loss: 1.1677, grad_norm: 5.1151 2020-10-05 03:35:30,337 - mmaction - INFO - Epoch [32][80/396] lr: 7.500e-03, eta: 7:08:44, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.6807, top5_acc: 0.8732, loss_cls: 1.2256, loss: 1.2256, grad_norm: 5.2405 2020-10-05 03:35:42,301 - mmaction - INFO - Epoch [32][100/396] lr: 7.500e-03, eta: 7:08:10, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.6927, top5_acc: 0.8901, loss_cls: 1.1786, loss: 1.1786, grad_norm: 5.1470 2020-10-05 03:35:54,390 - mmaction - INFO - Epoch [32][120/396] lr: 7.500e-03, eta: 7:07:36, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8805, loss_cls: 1.2202, loss: 1.2202, grad_norm: 5.1930 2020-10-05 03:36:06,358 - mmaction - INFO - Epoch [32][140/396] lr: 7.500e-03, eta: 7:07:02, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6852, top5_acc: 0.8820, loss_cls: 1.2089, loss: 1.2089, grad_norm: 5.2000 2020-10-05 03:36:18,520 - mmaction - INFO - Epoch [32][160/396] lr: 7.500e-03, eta: 7:06:28, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.6930, top5_acc: 0.8831, loss_cls: 1.2151, loss: 1.2151, grad_norm: 5.3213 2020-10-05 03:36:30,468 - mmaction - INFO - Epoch [32][180/396] lr: 7.500e-03, eta: 7:05:55, time: 0.604, data_time: 0.008, memory: 8344, top1_acc: 0.6948, top5_acc: 0.8854, loss_cls: 1.1824, loss: 1.1824, grad_norm: 5.1837 2020-10-05 03:36:42,633 - mmaction - INFO - Epoch [32][200/396] lr: 7.500e-03, eta: 7:05:21, time: 0.608, data_time: 0.001, memory: 8344, top1_acc: 0.6951, top5_acc: 0.8880, loss_cls: 1.1829, loss: 1.1829, grad_norm: 5.3218 2020-10-05 03:36:54,709 - mmaction - INFO - Epoch [32][220/396] lr: 7.500e-03, eta: 7:04:48, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.6711, top5_acc: 0.8828, loss_cls: 1.2338, loss: 1.2338, grad_norm: 5.3440 2020-10-05 03:37:06,856 - mmaction - INFO - Epoch [32][240/396] lr: 7.500e-03, eta: 7:04:15, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.6779, top5_acc: 0.8794, loss_cls: 1.2090, loss: 1.2090, grad_norm: 5.2533 2020-10-05 03:37:18,840 - mmaction - INFO - Epoch [32][260/396] lr: 7.500e-03, eta: 7:03:41, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.7109, top5_acc: 0.8911, loss_cls: 1.1294, loss: 1.1294, grad_norm: 5.0149 2020-10-05 03:37:30,783 - mmaction - INFO - Epoch [32][280/396] lr: 7.500e-03, eta: 7:03:08, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.6862, top5_acc: 0.8888, loss_cls: 1.2044, loss: 1.2044, grad_norm: 5.2661 2020-10-05 03:37:42,773 - mmaction - INFO - Epoch [32][300/396] lr: 7.500e-03, eta: 7:02:34, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.6802, top5_acc: 0.8862, loss_cls: 1.2053, loss: 1.2053, grad_norm: 5.2359 2020-10-05 03:37:54,668 - mmaction - INFO - Epoch [32][320/396] lr: 7.500e-03, eta: 7:02:01, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.7008, top5_acc: 0.8870, loss_cls: 1.1824, loss: 1.1824, grad_norm: 5.1638 2020-10-05 03:38:06,849 - mmaction - INFO - Epoch [32][340/396] lr: 7.500e-03, eta: 7:01:28, time: 0.608, data_time: 0.002, memory: 8344, top1_acc: 0.6880, top5_acc: 0.8831, loss_cls: 1.2081, loss: 1.2081, grad_norm: 5.2264 2020-10-05 03:38:18,828 - mmaction - INFO - Epoch [32][360/396] lr: 7.500e-03, eta: 7:00:55, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.6794, top5_acc: 0.8839, loss_cls: 1.2393, loss: 1.2393, grad_norm: 5.3538 2020-10-05 03:38:30,811 - mmaction - INFO - Epoch [32][380/396] lr: 7.500e-03, eta: 7:00:22, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.6690, top5_acc: 0.8763, loss_cls: 1.2585, loss: 1.2585, grad_norm: 5.3381 2020-10-05 03:38:41,828 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-10-05 03:41:13,058 - mmaction - INFO - Epoch [33][20/396] lr: 7.500e-03, eta: 7:03:56, time: 7.542, data_time: 6.764, memory: 8344, top1_acc: 0.7115, top5_acc: 0.8904, loss_cls: 1.1159, loss: 1.1159, grad_norm: 4.8501 2020-10-05 03:41:24,982 - mmaction - INFO - Epoch [33][40/396] lr: 7.500e-03, eta: 7:03:23, time: 0.596, data_time: 0.004, memory: 8344, top1_acc: 0.7070, top5_acc: 0.8888, loss_cls: 1.1618, loss: 1.1618, grad_norm: 5.1116 2020-10-05 03:41:37,112 - mmaction - INFO - Epoch [33][60/396] lr: 7.500e-03, eta: 7:02:49, time: 0.602, data_time: 0.004, memory: 8344, top1_acc: 0.6966, top5_acc: 0.8810, loss_cls: 1.1744, loss: 1.1744, grad_norm: 4.9873 2020-10-05 03:41:49,206 - mmaction - INFO - Epoch [33][80/396] lr: 7.500e-03, eta: 7:02:16, time: 0.610, data_time: 0.007, memory: 8344, top1_acc: 0.6951, top5_acc: 0.8865, loss_cls: 1.1674, loss: 1.1674, grad_norm: 5.2405 2020-10-05 03:42:01,229 - mmaction - INFO - Epoch [33][100/396] lr: 7.500e-03, eta: 7:01:43, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.6987, top5_acc: 0.8919, loss_cls: 1.1529, loss: 1.1529, grad_norm: 5.2471 2020-10-05 03:42:13,265 - mmaction - INFO - Epoch [33][120/396] lr: 7.500e-03, eta: 7:01:10, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.6831, top5_acc: 0.8807, loss_cls: 1.1990, loss: 1.1990, grad_norm: 5.2643 2020-10-05 03:42:25,231 - mmaction - INFO - Epoch [33][140/396] lr: 7.500e-03, eta: 7:00:37, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8815, loss_cls: 1.1875, loss: 1.1875, grad_norm: 5.2121 2020-10-05 03:42:37,462 - mmaction - INFO - Epoch [33][160/396] lr: 7.500e-03, eta: 7:00:04, time: 0.612, data_time: 0.003, memory: 8344, top1_acc: 0.7008, top5_acc: 0.8930, loss_cls: 1.1383, loss: 1.1383, grad_norm: 5.1855 2020-10-05 03:42:49,540 - mmaction - INFO - Epoch [33][180/396] lr: 7.500e-03, eta: 6:59:31, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.7034, top5_acc: 0.8924, loss_cls: 1.1406, loss: 1.1406, grad_norm: 4.9973 2020-10-05 03:43:01,481 - mmaction - INFO - Epoch [33][200/396] lr: 7.500e-03, eta: 6:58:58, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6979, top5_acc: 0.8901, loss_cls: 1.1590, loss: 1.1590, grad_norm: 5.1721 2020-10-05 03:43:13,582 - mmaction - INFO - Epoch [33][220/396] lr: 7.500e-03, eta: 6:58:25, time: 0.604, data_time: 0.001, memory: 8344, top1_acc: 0.6974, top5_acc: 0.8810, loss_cls: 1.1680, loss: 1.1680, grad_norm: 5.1307 2020-10-05 03:43:25,516 - mmaction - INFO - Epoch [33][240/396] lr: 7.500e-03, eta: 6:57:52, time: 0.595, data_time: 0.003, memory: 8344, top1_acc: 0.6839, top5_acc: 0.8857, loss_cls: 1.2234, loss: 1.2234, grad_norm: 5.2961 2020-10-05 03:43:37,483 - mmaction - INFO - Epoch [33][260/396] lr: 7.500e-03, eta: 6:57:19, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.6927, top5_acc: 0.8823, loss_cls: 1.1852, loss: 1.1852, grad_norm: 5.1556 2020-10-05 03:43:49,508 - mmaction - INFO - Epoch [33][280/396] lr: 7.500e-03, eta: 6:56:47, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8841, loss_cls: 1.2356, loss: 1.2356, grad_norm: 5.2857 2020-10-05 03:44:01,560 - mmaction - INFO - Epoch [33][300/396] lr: 7.500e-03, eta: 6:56:14, time: 0.606, data_time: 0.004, memory: 8344, top1_acc: 0.6786, top5_acc: 0.8823, loss_cls: 1.2447, loss: 1.2447, grad_norm: 5.4577 2020-10-05 03:44:13,645 - mmaction - INFO - Epoch [33][320/396] lr: 7.500e-03, eta: 6:55:42, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.6742, top5_acc: 0.8755, loss_cls: 1.2443, loss: 1.2443, grad_norm: 5.3910 2020-10-05 03:44:25,633 - mmaction - INFO - Epoch [33][340/396] lr: 7.500e-03, eta: 6:55:09, time: 0.600, data_time: 0.004, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8818, loss_cls: 1.2142, loss: 1.2142, grad_norm: 5.2361 2020-10-05 03:44:37,767 - mmaction - INFO - Epoch [33][360/396] lr: 7.500e-03, eta: 6:54:37, time: 0.607, data_time: 0.003, memory: 8344, top1_acc: 0.6862, top5_acc: 0.8885, loss_cls: 1.2108, loss: 1.2108, grad_norm: 5.2780 2020-10-05 03:44:49,942 - mmaction - INFO - Epoch [33][380/396] lr: 7.500e-03, eta: 6:54:05, time: 0.607, data_time: 0.003, memory: 8344, top1_acc: 0.6839, top5_acc: 0.8792, loss_cls: 1.2103, loss: 1.2103, grad_norm: 5.2797 2020-10-05 03:45:02,069 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-10-05 03:47:18,024 - mmaction - INFO - Epoch [34][20/396] lr: 7.500e-03, eta: 6:56:58, time: 6.780, data_time: 6.130, memory: 8344, top1_acc: 0.6958, top5_acc: 0.8914, loss_cls: 1.1746, loss: 1.1746, grad_norm: 5.2398 2020-10-05 03:47:30,082 - mmaction - INFO - Epoch [34][40/396] lr: 7.500e-03, eta: 6:56:25, time: 0.600, data_time: 0.004, memory: 8344, top1_acc: 0.6901, top5_acc: 0.8812, loss_cls: 1.2048, loss: 1.2048, grad_norm: 5.2601 2020-10-05 03:47:42,045 - mmaction - INFO - Epoch [34][60/396] lr: 7.500e-03, eta: 6:55:52, time: 0.600, data_time: 0.006, memory: 8344, top1_acc: 0.7052, top5_acc: 0.8901, loss_cls: 1.1452, loss: 1.1452, grad_norm: 5.1705 2020-10-05 03:47:54,066 - mmaction - INFO - Epoch [34][80/396] lr: 7.500e-03, eta: 6:55:20, time: 0.602, data_time: 0.004, memory: 8344, top1_acc: 0.7036, top5_acc: 0.8956, loss_cls: 1.1314, loss: 1.1314, grad_norm: 5.1568 2020-10-05 03:48:05,943 - mmaction - INFO - Epoch [34][100/396] lr: 7.500e-03, eta: 6:54:47, time: 0.593, data_time: 0.002, memory: 8344, top1_acc: 0.7026, top5_acc: 0.8901, loss_cls: 1.1616, loss: 1.1616, grad_norm: 5.2880 2020-10-05 03:48:18,040 - mmaction - INFO - Epoch [34][120/396] lr: 7.500e-03, eta: 6:54:14, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.7034, top5_acc: 0.8888, loss_cls: 1.1538, loss: 1.1538, grad_norm: 5.2030 2020-10-05 03:48:29,935 - mmaction - INFO - Epoch [34][140/396] lr: 7.500e-03, eta: 6:53:42, time: 0.594, data_time: 0.003, memory: 8344, top1_acc: 0.6977, top5_acc: 0.8943, loss_cls: 1.1458, loss: 1.1458, grad_norm: 5.1555 2020-10-05 03:48:41,877 - mmaction - INFO - Epoch [34][160/396] lr: 7.500e-03, eta: 6:53:09, time: 0.598, data_time: 0.004, memory: 8344, top1_acc: 0.6964, top5_acc: 0.8901, loss_cls: 1.1940, loss: 1.1940, grad_norm: 5.2980 2020-10-05 03:48:53,764 - mmaction - INFO - Epoch [34][180/396] lr: 7.500e-03, eta: 6:52:37, time: 0.595, data_time: 0.003, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8914, loss_cls: 1.1524, loss: 1.1524, grad_norm: 5.2884 2020-10-05 03:49:05,723 - mmaction - INFO - Epoch [34][200/396] lr: 7.500e-03, eta: 6:52:04, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.6935, top5_acc: 0.8836, loss_cls: 1.1836, loss: 1.1836, grad_norm: 5.0825 2020-10-05 03:49:17,663 - mmaction - INFO - Epoch [34][220/396] lr: 7.500e-03, eta: 6:51:32, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.7021, top5_acc: 0.8906, loss_cls: 1.1531, loss: 1.1531, grad_norm: 5.1353 2020-10-05 03:49:29,793 - mmaction - INFO - Epoch [34][240/396] lr: 7.500e-03, eta: 6:51:00, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.6904, top5_acc: 0.8831, loss_cls: 1.1899, loss: 1.1899, grad_norm: 5.3638 2020-10-05 03:49:42,019 - mmaction - INFO - Epoch [34][260/396] lr: 7.500e-03, eta: 6:50:29, time: 0.612, data_time: 0.003, memory: 8344, top1_acc: 0.6885, top5_acc: 0.8807, loss_cls: 1.2003, loss: 1.2003, grad_norm: 5.3804 2020-10-05 03:49:53,947 - mmaction - INFO - Epoch [34][280/396] lr: 7.500e-03, eta: 6:49:56, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.6883, top5_acc: 0.8888, loss_cls: 1.1866, loss: 1.1866, grad_norm: 5.2764 2020-10-05 03:50:05,977 - mmaction - INFO - Epoch [34][300/396] lr: 7.500e-03, eta: 6:49:24, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8734, loss_cls: 1.2405, loss: 1.2405, grad_norm: 5.3090 2020-10-05 03:50:17,980 - mmaction - INFO - Epoch [34][320/396] lr: 7.500e-03, eta: 6:48:53, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.6862, top5_acc: 0.8794, loss_cls: 1.2115, loss: 1.2115, grad_norm: 5.2060 2020-10-05 03:50:30,113 - mmaction - INFO - Epoch [34][340/396] lr: 7.500e-03, eta: 6:48:21, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.6961, top5_acc: 0.8818, loss_cls: 1.2003, loss: 1.2003, grad_norm: 5.2069 2020-10-05 03:50:42,059 - mmaction - INFO - Epoch [34][360/396] lr: 7.500e-03, eta: 6:47:49, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.6966, top5_acc: 0.8812, loss_cls: 1.2155, loss: 1.2155, grad_norm: 5.1846 2020-10-05 03:50:54,113 - mmaction - INFO - Epoch [34][380/396] lr: 7.500e-03, eta: 6:47:17, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8839, loss_cls: 1.1912, loss: 1.1912, grad_norm: 5.1638 2020-10-05 03:51:04,965 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-10-05 03:53:37,817 - mmaction - INFO - Epoch [35][20/396] lr: 7.500e-03, eta: 6:50:34, time: 7.623, data_time: 6.955, memory: 8344, top1_acc: 0.7146, top5_acc: 0.8992, loss_cls: 1.1088, loss: 1.1088, grad_norm: 5.0026 2020-10-05 03:53:49,727 - mmaction - INFO - Epoch [35][40/396] lr: 7.500e-03, eta: 6:50:02, time: 0.597, data_time: 0.005, memory: 8344, top1_acc: 0.6958, top5_acc: 0.8875, loss_cls: 1.1749, loss: 1.1749, grad_norm: 5.2260 2020-10-05 03:54:01,687 - mmaction - INFO - Epoch [35][60/396] lr: 7.500e-03, eta: 6:49:30, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6997, top5_acc: 0.8948, loss_cls: 1.1433, loss: 1.1433, grad_norm: 5.2358 2020-10-05 03:54:13,698 - mmaction - INFO - Epoch [35][80/396] lr: 7.500e-03, eta: 6:48:58, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.6987, top5_acc: 0.8932, loss_cls: 1.1448, loss: 1.1448, grad_norm: 5.2037 2020-10-05 03:54:25,679 - mmaction - INFO - Epoch [35][100/396] lr: 7.500e-03, eta: 6:48:25, time: 0.595, data_time: 0.003, memory: 8344, top1_acc: 0.7102, top5_acc: 0.8964, loss_cls: 1.1135, loss: 1.1135, grad_norm: 5.1211 2020-10-05 03:54:37,609 - mmaction - INFO - Epoch [35][120/396] lr: 7.500e-03, eta: 6:47:53, time: 0.599, data_time: 0.005, memory: 8344, top1_acc: 0.7036, top5_acc: 0.8909, loss_cls: 1.1449, loss: 1.1449, grad_norm: 5.1334 2020-10-05 03:54:49,643 - mmaction - INFO - Epoch [35][140/396] lr: 7.500e-03, eta: 6:47:22, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.7112, top5_acc: 0.8888, loss_cls: 1.1358, loss: 1.1358, grad_norm: 5.0486 2020-10-05 03:55:01,566 - mmaction - INFO - Epoch [35][160/396] lr: 7.500e-03, eta: 6:46:50, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.6958, top5_acc: 0.8867, loss_cls: 1.1826, loss: 1.1826, grad_norm: 5.1623 2020-10-05 03:55:13,510 - mmaction - INFO - Epoch [35][180/396] lr: 7.500e-03, eta: 6:46:18, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.7044, top5_acc: 0.8911, loss_cls: 1.1551, loss: 1.1551, grad_norm: 5.2254 2020-10-05 03:55:25,420 - mmaction - INFO - Epoch [35][200/396] lr: 7.500e-03, eta: 6:45:46, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.6982, top5_acc: 0.8888, loss_cls: 1.1615, loss: 1.1615, grad_norm: 5.1889 2020-10-05 03:55:37,456 - mmaction - INFO - Epoch [35][220/396] lr: 7.500e-03, eta: 6:45:15, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.6977, top5_acc: 0.8815, loss_cls: 1.1736, loss: 1.1736, grad_norm: 5.2259 2020-10-05 03:55:49,483 - mmaction - INFO - Epoch [35][240/396] lr: 7.500e-03, eta: 6:44:43, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8862, loss_cls: 1.1879, loss: 1.1879, grad_norm: 5.2273 2020-10-05 03:56:01,436 - mmaction - INFO - Epoch [35][260/396] lr: 7.500e-03, eta: 6:44:12, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.6990, top5_acc: 0.8839, loss_cls: 1.1653, loss: 1.1653, grad_norm: 5.2109 2020-10-05 03:56:13,592 - mmaction - INFO - Epoch [35][280/396] lr: 7.500e-03, eta: 6:43:40, time: 0.606, data_time: 0.003, memory: 8344, top1_acc: 0.6951, top5_acc: 0.8872, loss_cls: 1.1457, loss: 1.1457, grad_norm: 5.2121 2020-10-05 03:56:25,565 - mmaction - INFO - Epoch [35][300/396] lr: 7.500e-03, eta: 6:43:09, time: 0.601, data_time: 0.004, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8807, loss_cls: 1.1758, loss: 1.1758, grad_norm: 5.3865 2020-10-05 03:56:37,612 - mmaction - INFO - Epoch [35][320/396] lr: 7.500e-03, eta: 6:42:38, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.6914, top5_acc: 0.8862, loss_cls: 1.1807, loss: 1.1807, grad_norm: 5.2909 2020-10-05 03:56:49,675 - mmaction - INFO - Epoch [35][340/396] lr: 7.500e-03, eta: 6:42:07, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.6974, top5_acc: 0.8878, loss_cls: 1.1808, loss: 1.1808, grad_norm: 5.2794 2020-10-05 03:57:01,739 - mmaction - INFO - Epoch [35][360/396] lr: 7.500e-03, eta: 6:41:36, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.6880, top5_acc: 0.8862, loss_cls: 1.1979, loss: 1.1979, grad_norm: 5.4002 2020-10-05 03:57:13,662 - mmaction - INFO - Epoch [35][380/396] lr: 7.500e-03, eta: 6:41:04, time: 0.595, data_time: 0.001, memory: 8344, top1_acc: 0.6914, top5_acc: 0.8833, loss_cls: 1.1969, loss: 1.1969, grad_norm: 5.3134 2020-10-05 03:57:26,221 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-10-05 03:59:49,114 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 03:59:49,340 - mmaction - INFO - top1_acc 0.7185 top5_acc 0.9091 2020-10-05 03:59:49,341 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 03:59:49,363 - mmaction - INFO - mean_acc 0.7185 2020-10-05 03:59:49,364 - mmaction - INFO - Epoch(val) [35][396] top1_acc: 0.7185, top5_acc: 0.9091, mean_class_accuracy: 0.7185 2020-10-05 04:02:18,401 - mmaction - INFO - Epoch [36][20/396] lr: 7.500e-03, eta: 6:44:04, time: 7.451, data_time: 6.786, memory: 8344, top1_acc: 0.7026, top5_acc: 0.8945, loss_cls: 1.1372, loss: 1.1372, grad_norm: 5.1960 2020-10-05 04:02:30,300 - mmaction - INFO - Epoch [36][40/396] lr: 7.500e-03, eta: 6:43:33, time: 0.594, data_time: 0.002, memory: 8344, top1_acc: 0.7010, top5_acc: 0.8914, loss_cls: 1.1319, loss: 1.1319, grad_norm: 5.1580 2020-10-05 04:02:42,288 - mmaction - INFO - Epoch [36][60/396] lr: 7.500e-03, eta: 6:43:01, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.6971, top5_acc: 0.8849, loss_cls: 1.1660, loss: 1.1660, grad_norm: 5.1310 2020-10-05 04:02:54,301 - mmaction - INFO - Epoch [36][80/396] lr: 7.500e-03, eta: 6:42:30, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.6966, top5_acc: 0.8896, loss_cls: 1.1610, loss: 1.1610, grad_norm: 5.2162 2020-10-05 04:03:06,388 - mmaction - INFO - Epoch [36][100/396] lr: 7.500e-03, eta: 6:41:59, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.6992, top5_acc: 0.8883, loss_cls: 1.1516, loss: 1.1516, grad_norm: 5.2449 2020-10-05 04:03:18,324 - mmaction - INFO - Epoch [36][120/396] lr: 7.500e-03, eta: 6:41:27, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8859, loss_cls: 1.1731, loss: 1.1731, grad_norm: 5.2502 2020-10-05 04:03:30,345 - mmaction - INFO - Epoch [36][140/396] lr: 7.500e-03, eta: 6:40:56, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.7049, top5_acc: 0.8958, loss_cls: 1.1196, loss: 1.1196, grad_norm: 5.0641 2020-10-05 04:03:42,344 - mmaction - INFO - Epoch [36][160/396] lr: 7.500e-03, eta: 6:40:25, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8844, loss_cls: 1.1977, loss: 1.1977, grad_norm: 5.3974 2020-10-05 04:03:54,426 - mmaction - INFO - Epoch [36][180/396] lr: 7.500e-03, eta: 6:39:54, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.6982, top5_acc: 0.8906, loss_cls: 1.1572, loss: 1.1572, grad_norm: 5.2015 2020-10-05 04:04:06,379 - mmaction - INFO - Epoch [36][200/396] lr: 7.500e-03, eta: 6:39:23, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.6909, top5_acc: 0.8914, loss_cls: 1.1565, loss: 1.1565, grad_norm: 5.2332 2020-10-05 04:04:18,337 - mmaction - INFO - Epoch [36][220/396] lr: 7.500e-03, eta: 6:38:51, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6786, top5_acc: 0.8865, loss_cls: 1.2032, loss: 1.2032, grad_norm: 5.3965 2020-10-05 04:04:30,341 - mmaction - INFO - Epoch [36][240/396] lr: 7.500e-03, eta: 6:38:21, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.6948, top5_acc: 0.8971, loss_cls: 1.1553, loss: 1.1553, grad_norm: 5.2828 2020-10-05 04:04:42,460 - mmaction - INFO - Epoch [36][260/396] lr: 7.500e-03, eta: 6:37:50, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.7023, top5_acc: 0.8870, loss_cls: 1.1684, loss: 1.1684, grad_norm: 5.3641 2020-10-05 04:04:54,627 - mmaction - INFO - Epoch [36][280/396] lr: 7.500e-03, eta: 6:37:19, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.7052, top5_acc: 0.8914, loss_cls: 1.1357, loss: 1.1357, grad_norm: 5.2573 2020-10-05 04:05:06,616 - mmaction - INFO - Epoch [36][300/396] lr: 7.500e-03, eta: 6:36:48, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.6990, top5_acc: 0.8820, loss_cls: 1.1901, loss: 1.1901, grad_norm: 5.3050 2020-10-05 04:05:18,715 - mmaction - INFO - Epoch [36][320/396] lr: 7.500e-03, eta: 6:36:18, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.6943, top5_acc: 0.8888, loss_cls: 1.1781, loss: 1.1781, grad_norm: 5.2840 2020-10-05 04:05:30,759 - mmaction - INFO - Epoch [36][340/396] lr: 7.500e-03, eta: 6:35:47, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.7068, top5_acc: 0.8919, loss_cls: 1.1466, loss: 1.1466, grad_norm: 5.2164 2020-10-05 04:05:42,699 - mmaction - INFO - Epoch [36][360/396] lr: 7.500e-03, eta: 6:35:16, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.6833, top5_acc: 0.8745, loss_cls: 1.2288, loss: 1.2288, grad_norm: 5.3886 2020-10-05 04:05:54,836 - mmaction - INFO - Epoch [36][380/396] lr: 7.500e-03, eta: 6:34:46, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.6979, top5_acc: 0.8820, loss_cls: 1.1908, loss: 1.1908, grad_norm: 5.3538 2020-10-05 04:06:07,152 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-10-05 04:08:24,625 - mmaction - INFO - Epoch [37][20/396] lr: 7.500e-03, eta: 6:37:16, time: 6.854, data_time: 6.220, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8964, loss_cls: 1.1593, loss: 1.1593, grad_norm: 5.2711 2020-10-05 04:08:36,475 - mmaction - INFO - Epoch [37][40/396] lr: 7.500e-03, eta: 6:36:45, time: 0.592, data_time: 0.003, memory: 8344, top1_acc: 0.7120, top5_acc: 0.8961, loss_cls: 1.1141, loss: 1.1141, grad_norm: 5.0647 2020-10-05 04:08:48,485 - mmaction - INFO - Epoch [37][60/396] lr: 7.500e-03, eta: 6:36:14, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.7026, top5_acc: 0.8909, loss_cls: 1.1370, loss: 1.1370, grad_norm: 5.1390 2020-10-05 04:09:00,513 - mmaction - INFO - Epoch [37][80/396] lr: 7.500e-03, eta: 6:35:43, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.7112, top5_acc: 0.8948, loss_cls: 1.1246, loss: 1.1246, grad_norm: 5.0756 2020-10-05 04:09:12,655 - mmaction - INFO - Epoch [37][100/396] lr: 7.500e-03, eta: 6:35:13, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.7099, top5_acc: 0.8917, loss_cls: 1.1262, loss: 1.1262, grad_norm: 5.3127 2020-10-05 04:09:24,632 - mmaction - INFO - Epoch [37][120/396] lr: 7.500e-03, eta: 6:34:42, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7065, top5_acc: 0.8891, loss_cls: 1.1386, loss: 1.1386, grad_norm: 5.2179 2020-10-05 04:09:36,489 - mmaction - INFO - Epoch [37][140/396] lr: 7.500e-03, eta: 6:34:11, time: 0.594, data_time: 0.002, memory: 8344, top1_acc: 0.6951, top5_acc: 0.8932, loss_cls: 1.1573, loss: 1.1573, grad_norm: 5.3503 2020-10-05 04:09:48,458 - mmaction - INFO - Epoch [37][160/396] lr: 7.500e-03, eta: 6:33:40, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6990, top5_acc: 0.8833, loss_cls: 1.1611, loss: 1.1611, grad_norm: 5.2464 2020-10-05 04:10:00,427 - mmaction - INFO - Epoch [37][180/396] lr: 7.500e-03, eta: 6:33:10, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6992, top5_acc: 0.8906, loss_cls: 1.1560, loss: 1.1560, grad_norm: 5.2973 2020-10-05 04:10:12,393 - mmaction - INFO - Epoch [37][200/396] lr: 7.500e-03, eta: 6:32:39, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.7086, top5_acc: 0.8872, loss_cls: 1.1335, loss: 1.1335, grad_norm: 5.1613 2020-10-05 04:10:24,415 - mmaction - INFO - Epoch [37][220/396] lr: 7.500e-03, eta: 6:32:09, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8880, loss_cls: 1.1301, loss: 1.1301, grad_norm: 5.1729 2020-10-05 04:10:36,457 - mmaction - INFO - Epoch [37][240/396] lr: 7.500e-03, eta: 6:31:39, time: 0.602, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8891, loss_cls: 1.1651, loss: 1.1651, grad_norm: 5.3859 2020-10-05 04:10:48,620 - mmaction - INFO - Epoch [37][260/396] lr: 7.500e-03, eta: 6:31:08, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8938, loss_cls: 1.1591, loss: 1.1591, grad_norm: 5.3280 2020-10-05 04:11:00,579 - mmaction - INFO - Epoch [37][280/396] lr: 7.500e-03, eta: 6:30:38, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.6909, top5_acc: 0.8961, loss_cls: 1.1478, loss: 1.1478, grad_norm: 5.2998 2020-10-05 04:11:12,469 - mmaction - INFO - Epoch [37][300/396] lr: 7.500e-03, eta: 6:30:08, time: 0.595, data_time: 0.003, memory: 8344, top1_acc: 0.6883, top5_acc: 0.8852, loss_cls: 1.1889, loss: 1.1889, grad_norm: 5.4030 2020-10-05 04:11:24,480 - mmaction - INFO - Epoch [37][320/396] lr: 7.500e-03, eta: 6:29:37, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8885, loss_cls: 1.1775, loss: 1.1775, grad_norm: 5.2616 2020-10-05 04:11:36,564 - mmaction - INFO - Epoch [37][340/396] lr: 7.500e-03, eta: 6:29:08, time: 0.606, data_time: 0.004, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8818, loss_cls: 1.1940, loss: 1.1940, grad_norm: 5.4146 2020-10-05 04:11:48,454 - mmaction - INFO - Epoch [37][360/396] lr: 7.500e-03, eta: 6:28:37, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8888, loss_cls: 1.1622, loss: 1.1622, grad_norm: 5.3852 2020-10-05 04:12:00,496 - mmaction - INFO - Epoch [37][380/396] lr: 7.500e-03, eta: 6:28:07, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.7023, top5_acc: 0.8901, loss_cls: 1.1648, loss: 1.1648, grad_norm: 5.3898 2020-10-05 04:12:11,285 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-10-05 04:14:42,137 - mmaction - INFO - Epoch [38][20/396] lr: 7.500e-03, eta: 6:30:52, time: 7.525, data_time: 6.029, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8906, loss_cls: 1.1369, loss: 1.1369, grad_norm: 5.2500 2020-10-05 04:14:53,968 - mmaction - INFO - Epoch [38][40/396] lr: 7.500e-03, eta: 6:30:22, time: 0.591, data_time: 0.001, memory: 8344, top1_acc: 0.7112, top5_acc: 0.8982, loss_cls: 1.1102, loss: 1.1102, grad_norm: 5.2362 2020-10-05 04:15:05,907 - mmaction - INFO - Epoch [38][60/396] lr: 7.500e-03, eta: 6:29:51, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.6979, top5_acc: 0.8896, loss_cls: 1.1562, loss: 1.1562, grad_norm: 5.2208 2020-10-05 04:15:17,908 - mmaction - INFO - Epoch [38][80/396] lr: 7.500e-03, eta: 6:29:21, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.7112, top5_acc: 0.8951, loss_cls: 1.1100, loss: 1.1100, grad_norm: 5.0957 2020-10-05 04:15:29,791 - mmaction - INFO - Epoch [38][100/396] lr: 7.500e-03, eta: 6:28:51, time: 0.594, data_time: 0.002, memory: 8344, top1_acc: 0.7161, top5_acc: 0.8977, loss_cls: 1.0925, loss: 1.0925, grad_norm: 5.1786 2020-10-05 04:15:41,789 - mmaction - INFO - Epoch [38][120/396] lr: 7.500e-03, eta: 6:28:20, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6932, top5_acc: 0.8906, loss_cls: 1.1691, loss: 1.1691, grad_norm: 5.3616 2020-10-05 04:15:53,681 - mmaction - INFO - Epoch [38][140/396] lr: 7.500e-03, eta: 6:27:50, time: 0.595, data_time: 0.003, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8966, loss_cls: 1.1428, loss: 1.1428, grad_norm: 5.2155 2020-10-05 04:16:05,649 - mmaction - INFO - Epoch [38][160/396] lr: 7.500e-03, eta: 6:27:20, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.7115, top5_acc: 0.8969, loss_cls: 1.1156, loss: 1.1156, grad_norm: 5.2553 2020-10-05 04:16:17,658 - mmaction - INFO - Epoch [38][180/396] lr: 7.500e-03, eta: 6:26:50, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.6979, top5_acc: 0.8943, loss_cls: 1.1382, loss: 1.1382, grad_norm: 5.1720 2020-10-05 04:16:29,833 - mmaction - INFO - Epoch [38][200/396] lr: 7.500e-03, eta: 6:26:20, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.7003, top5_acc: 0.8888, loss_cls: 1.1450, loss: 1.1450, grad_norm: 5.1735 2020-10-05 04:16:41,868 - mmaction - INFO - Epoch [38][220/396] lr: 7.500e-03, eta: 6:25:50, time: 0.604, data_time: 0.004, memory: 8344, top1_acc: 0.7089, top5_acc: 0.8992, loss_cls: 1.1031, loss: 1.1031, grad_norm: 5.2728 2020-10-05 04:16:54,048 - mmaction - INFO - Epoch [38][240/396] lr: 7.500e-03, eta: 6:25:21, time: 0.609, data_time: 0.002, memory: 8344, top1_acc: 0.6964, top5_acc: 0.8893, loss_cls: 1.1410, loss: 1.1410, grad_norm: 5.4159 2020-10-05 04:17:06,020 - mmaction - INFO - Epoch [38][260/396] lr: 7.500e-03, eta: 6:24:51, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7049, top5_acc: 0.8896, loss_cls: 1.1575, loss: 1.1575, grad_norm: 5.3339 2020-10-05 04:17:17,934 - mmaction - INFO - Epoch [38][280/396] lr: 7.500e-03, eta: 6:24:21, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.7070, top5_acc: 0.8909, loss_cls: 1.1376, loss: 1.1376, grad_norm: 5.3035 2020-10-05 04:17:30,036 - mmaction - INFO - Epoch [38][300/396] lr: 7.500e-03, eta: 6:23:51, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.6940, top5_acc: 0.8906, loss_cls: 1.1651, loss: 1.1651, grad_norm: 5.3323 2020-10-05 04:17:41,937 - mmaction - INFO - Epoch [38][320/396] lr: 7.500e-03, eta: 6:23:22, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.7044, top5_acc: 0.8969, loss_cls: 1.1384, loss: 1.1384, grad_norm: 5.2511 2020-10-05 04:17:53,897 - mmaction - INFO - Epoch [38][340/396] lr: 7.500e-03, eta: 6:22:52, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8885, loss_cls: 1.1745, loss: 1.1745, grad_norm: 5.3867 2020-10-05 04:18:05,947 - mmaction - INFO - Epoch [38][360/396] lr: 7.500e-03, eta: 6:22:22, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.7128, top5_acc: 0.8977, loss_cls: 1.1148, loss: 1.1148, grad_norm: 5.1991 2020-10-05 04:18:17,920 - mmaction - INFO - Epoch [38][380/396] lr: 7.500e-03, eta: 6:21:53, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.6885, top5_acc: 0.8802, loss_cls: 1.1913, loss: 1.1913, grad_norm: 5.3560 2020-10-05 04:18:29,627 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-10-05 04:21:00,413 - mmaction - INFO - Epoch [39][20/396] lr: 7.500e-03, eta: 6:24:29, time: 7.519, data_time: 6.831, memory: 8344, top1_acc: 0.7143, top5_acc: 0.8859, loss_cls: 1.1127, loss: 1.1127, grad_norm: 5.0851 2020-10-05 04:21:12,310 - mmaction - INFO - Epoch [39][40/396] lr: 7.500e-03, eta: 6:23:59, time: 0.596, data_time: 0.004, memory: 8344, top1_acc: 0.7008, top5_acc: 0.8982, loss_cls: 1.0945, loss: 1.0945, grad_norm: 5.2344 2020-10-05 04:21:24,294 - mmaction - INFO - Epoch [39][60/396] lr: 7.500e-03, eta: 6:23:30, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.7076, top5_acc: 0.8990, loss_cls: 1.1032, loss: 1.1032, grad_norm: 5.2262 2020-10-05 04:21:36,395 - mmaction - INFO - Epoch [39][80/396] lr: 7.500e-03, eta: 6:23:00, time: 0.605, data_time: 0.001, memory: 8344, top1_acc: 0.7049, top5_acc: 0.8904, loss_cls: 1.1580, loss: 1.1580, grad_norm: 5.2664 2020-10-05 04:21:48,325 - mmaction - INFO - Epoch [39][100/396] lr: 7.500e-03, eta: 6:22:30, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.7141, top5_acc: 0.8891, loss_cls: 1.1174, loss: 1.1174, grad_norm: 5.1711 2020-10-05 04:22:00,268 - mmaction - INFO - Epoch [39][120/396] lr: 7.500e-03, eta: 6:22:00, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7122, top5_acc: 0.8922, loss_cls: 1.1247, loss: 1.1247, grad_norm: 5.1827 2020-10-05 04:22:12,182 - mmaction - INFO - Epoch [39][140/396] lr: 7.500e-03, eta: 6:21:31, time: 0.596, data_time: 0.001, memory: 8344, top1_acc: 0.6927, top5_acc: 0.8857, loss_cls: 1.1746, loss: 1.1746, grad_norm: 5.4209 2020-10-05 04:22:24,177 - mmaction - INFO - Epoch [39][160/396] lr: 7.500e-03, eta: 6:21:01, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.7099, top5_acc: 0.8979, loss_cls: 1.0930, loss: 1.0930, grad_norm: 5.2373 2020-10-05 04:22:36,162 - mmaction - INFO - Epoch [39][180/396] lr: 7.500e-03, eta: 6:20:31, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7112, top5_acc: 0.8901, loss_cls: 1.1395, loss: 1.1395, grad_norm: 5.3022 2020-10-05 04:22:48,050 - mmaction - INFO - Epoch [39][200/396] lr: 7.500e-03, eta: 6:20:02, time: 0.594, data_time: 0.003, memory: 8344, top1_acc: 0.7185, top5_acc: 0.8932, loss_cls: 1.1214, loss: 1.1214, grad_norm: 5.1855 2020-10-05 04:23:00,323 - mmaction - INFO - Epoch [39][220/396] lr: 7.500e-03, eta: 6:19:33, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6914, top5_acc: 0.8880, loss_cls: 1.1636, loss: 1.1636, grad_norm: 5.3154 2020-10-05 04:23:12,336 - mmaction - INFO - Epoch [39][240/396] lr: 7.500e-03, eta: 6:19:03, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.6987, top5_acc: 0.8966, loss_cls: 1.1467, loss: 1.1467, grad_norm: 5.2094 2020-10-05 04:23:24,391 - mmaction - INFO - Epoch [39][260/396] lr: 7.500e-03, eta: 6:18:34, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.6951, top5_acc: 0.8945, loss_cls: 1.1583, loss: 1.1583, grad_norm: 5.4603 2020-10-05 04:23:36,408 - mmaction - INFO - Epoch [39][280/396] lr: 7.500e-03, eta: 6:18:05, time: 0.602, data_time: 0.005, memory: 8344, top1_acc: 0.7099, top5_acc: 0.8896, loss_cls: 1.1331, loss: 1.1331, grad_norm: 5.2186 2020-10-05 04:23:48,597 - mmaction - INFO - Epoch [39][300/396] lr: 7.500e-03, eta: 6:17:36, time: 0.609, data_time: 0.003, memory: 8344, top1_acc: 0.7065, top5_acc: 0.8964, loss_cls: 1.1220, loss: 1.1220, grad_norm: 5.2300 2020-10-05 04:24:00,938 - mmaction - INFO - Epoch [39][320/396] lr: 7.500e-03, eta: 6:17:07, time: 0.619, data_time: 0.003, memory: 8344, top1_acc: 0.6992, top5_acc: 0.8924, loss_cls: 1.1503, loss: 1.1503, grad_norm: 5.2877 2020-10-05 04:24:12,977 - mmaction - INFO - Epoch [39][340/396] lr: 7.500e-03, eta: 6:16:38, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.7036, top5_acc: 0.8883, loss_cls: 1.1507, loss: 1.1507, grad_norm: 5.3846 2020-10-05 04:24:24,903 - mmaction - INFO - Epoch [39][360/396] lr: 7.500e-03, eta: 6:16:09, time: 0.598, data_time: 0.004, memory: 8344, top1_acc: 0.7010, top5_acc: 0.8893, loss_cls: 1.1530, loss: 1.1530, grad_norm: 5.2515 2020-10-05 04:24:36,955 - mmaction - INFO - Epoch [39][380/396] lr: 7.500e-03, eta: 6:15:40, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.7065, top5_acc: 0.8839, loss_cls: 1.1331, loss: 1.1331, grad_norm: 5.2133 2020-10-05 04:24:48,742 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-10-05 04:27:21,125 - mmaction - INFO - Epoch [40][20/396] lr: 7.500e-03, eta: 6:18:11, time: 7.589, data_time: 6.918, memory: 8344, top1_acc: 0.7195, top5_acc: 0.9003, loss_cls: 1.0683, loss: 1.0683, grad_norm: 4.9854 2020-10-05 04:27:33,073 - mmaction - INFO - Epoch [40][40/396] lr: 7.500e-03, eta: 6:17:41, time: 0.599, data_time: 0.004, memory: 8344, top1_acc: 0.7193, top5_acc: 0.9057, loss_cls: 1.0652, loss: 1.0652, grad_norm: 5.0835 2020-10-05 04:27:45,107 - mmaction - INFO - Epoch [40][60/396] lr: 7.500e-03, eta: 6:17:12, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.7198, top5_acc: 0.8992, loss_cls: 1.0614, loss: 1.0614, grad_norm: 5.1751 2020-10-05 04:27:57,285 - mmaction - INFO - Epoch [40][80/396] lr: 7.500e-03, eta: 6:16:43, time: 0.612, data_time: 0.004, memory: 8344, top1_acc: 0.7128, top5_acc: 0.8943, loss_cls: 1.0891, loss: 1.0891, grad_norm: 5.2374 2020-10-05 04:28:09,187 - mmaction - INFO - Epoch [40][100/396] lr: 7.500e-03, eta: 6:16:13, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.7102, top5_acc: 0.8878, loss_cls: 1.1493, loss: 1.1493, grad_norm: 5.3295 2020-10-05 04:28:21,069 - mmaction - INFO - Epoch [40][120/396] lr: 7.500e-03, eta: 6:15:44, time: 0.594, data_time: 0.001, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8888, loss_cls: 1.1550, loss: 1.1550, grad_norm: 5.3859 2020-10-05 04:28:33,001 - mmaction - INFO - Epoch [40][140/396] lr: 7.500e-03, eta: 6:15:15, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.7148, top5_acc: 0.8992, loss_cls: 1.0873, loss: 1.0873, grad_norm: 5.1050 2020-10-05 04:28:44,971 - mmaction - INFO - Epoch [40][160/396] lr: 7.500e-03, eta: 6:14:46, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7086, top5_acc: 0.8948, loss_cls: 1.1421, loss: 1.1421, grad_norm: 5.2719 2020-10-05 04:28:56,984 - mmaction - INFO - Epoch [40][180/396] lr: 7.500e-03, eta: 6:14:17, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.7115, top5_acc: 0.8987, loss_cls: 1.1082, loss: 1.1082, grad_norm: 5.2952 2020-10-05 04:29:09,128 - mmaction - INFO - Epoch [40][200/396] lr: 7.500e-03, eta: 6:13:48, time: 0.607, data_time: 0.003, memory: 8344, top1_acc: 0.7008, top5_acc: 0.8951, loss_cls: 1.1289, loss: 1.1289, grad_norm: 5.2274 2020-10-05 04:29:21,110 - mmaction - INFO - Epoch [40][220/396] lr: 7.500e-03, eta: 6:13:19, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7120, top5_acc: 0.8969, loss_cls: 1.1047, loss: 1.1047, grad_norm: 5.1641 2020-10-05 04:29:33,079 - mmaction - INFO - Epoch [40][240/396] lr: 7.500e-03, eta: 6:12:50, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8857, loss_cls: 1.1477, loss: 1.1477, grad_norm: 5.3834 2020-10-05 04:29:45,057 - mmaction - INFO - Epoch [40][260/396] lr: 7.500e-03, eta: 6:12:21, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.7182, top5_acc: 0.8977, loss_cls: 1.0936, loss: 1.0936, grad_norm: 5.2003 2020-10-05 04:29:57,091 - mmaction - INFO - Epoch [40][280/396] lr: 7.500e-03, eta: 6:11:52, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.7115, top5_acc: 0.8945, loss_cls: 1.1035, loss: 1.1035, grad_norm: 5.1045 2020-10-05 04:30:09,007 - mmaction - INFO - Epoch [40][300/396] lr: 7.500e-03, eta: 6:11:23, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.7065, top5_acc: 0.8932, loss_cls: 1.1273, loss: 1.1273, grad_norm: 5.2477 2020-10-05 04:30:20,919 - mmaction - INFO - Epoch [40][320/396] lr: 7.500e-03, eta: 6:10:54, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.7039, top5_acc: 0.8951, loss_cls: 1.1163, loss: 1.1163, grad_norm: 5.2721 2020-10-05 04:30:32,897 - mmaction - INFO - Epoch [40][340/396] lr: 7.500e-03, eta: 6:10:25, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.7154, top5_acc: 0.8930, loss_cls: 1.0988, loss: 1.0988, grad_norm: 5.2804 2020-10-05 04:30:44,837 - mmaction - INFO - Epoch [40][360/396] lr: 7.500e-03, eta: 6:09:56, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.7060, top5_acc: 0.8896, loss_cls: 1.1351, loss: 1.1351, grad_norm: 5.3571 2020-10-05 04:30:56,863 - mmaction - INFO - Epoch [40][380/396] lr: 7.500e-03, eta: 6:09:28, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.6995, top5_acc: 0.8995, loss_cls: 1.1221, loss: 1.1221, grad_norm: 5.3184 2020-10-05 04:31:09,993 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-10-05 04:33:50,376 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 04:33:50,624 - mmaction - INFO - top1_acc 0.7146 top5_acc 0.9066 2020-10-05 04:33:50,624 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 04:33:50,672 - mmaction - INFO - mean_acc 0.7147 2020-10-05 04:33:50,673 - mmaction - INFO - Epoch(val) [40][396] top1_acc: 0.7146, top5_acc: 0.9066, mean_class_accuracy: 0.7147 2020-10-05 04:36:04,256 - mmaction - INFO - Epoch [41][20/396] lr: 7.500e-04, eta: 6:11:24, time: 6.677, data_time: 6.037, memory: 8344, top1_acc: 0.7169, top5_acc: 0.9018, loss_cls: 1.0710, loss: 1.0710, grad_norm: 5.2487 2020-10-05 04:36:16,235 - mmaction - INFO - Epoch [41][40/396] lr: 7.500e-04, eta: 6:10:55, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.7448, top5_acc: 0.9044, loss_cls: 0.9928, loss: 0.9928, grad_norm: 4.8174 2020-10-05 04:36:28,087 - mmaction - INFO - Epoch [41][60/396] lr: 7.500e-04, eta: 6:10:26, time: 0.591, data_time: 0.003, memory: 8344, top1_acc: 0.7479, top5_acc: 0.9076, loss_cls: 0.9772, loss: 0.9772, grad_norm: 4.8777 2020-10-05 04:36:40,199 - mmaction - INFO - Epoch [41][80/396] lr: 7.500e-04, eta: 6:09:57, time: 0.607, data_time: 0.004, memory: 8344, top1_acc: 0.7401, top5_acc: 0.9023, loss_cls: 1.0222, loss: 1.0222, grad_norm: 4.9787 2020-10-05 04:36:52,416 - mmaction - INFO - Epoch [41][100/396] lr: 7.500e-04, eta: 6:09:29, time: 0.611, data_time: 0.003, memory: 8344, top1_acc: 0.7414, top5_acc: 0.9096, loss_cls: 0.9923, loss: 0.9923, grad_norm: 4.7877 2020-10-05 04:37:04,388 - mmaction - INFO - Epoch [41][120/396] lr: 7.500e-04, eta: 6:09:00, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7578, top5_acc: 0.9086, loss_cls: 0.9620, loss: 0.9620, grad_norm: 4.7473 2020-10-05 04:37:16,488 - mmaction - INFO - Epoch [41][140/396] lr: 7.500e-04, eta: 6:08:32, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.7495, top5_acc: 0.9133, loss_cls: 0.9573, loss: 0.9573, grad_norm: 4.7603 2020-10-05 04:37:28,509 - mmaction - INFO - Epoch [41][160/396] lr: 7.500e-04, eta: 6:08:03, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.7518, top5_acc: 0.9133, loss_cls: 0.9575, loss: 0.9575, grad_norm: 4.8028 2020-10-05 04:37:40,430 - mmaction - INFO - Epoch [41][180/396] lr: 7.500e-04, eta: 6:07:34, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.7438, top5_acc: 0.9086, loss_cls: 0.9828, loss: 0.9828, grad_norm: 4.8371 2020-10-05 04:37:52,392 - mmaction - INFO - Epoch [41][200/396] lr: 7.500e-04, eta: 6:07:06, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.7578, top5_acc: 0.9135, loss_cls: 0.9251, loss: 0.9251, grad_norm: 4.6721 2020-10-05 04:38:04,493 - mmaction - INFO - Epoch [41][220/396] lr: 7.500e-04, eta: 6:06:37, time: 0.605, data_time: 0.001, memory: 8344, top1_acc: 0.7549, top5_acc: 0.9180, loss_cls: 0.9385, loss: 0.9385, grad_norm: 4.6888 2020-10-05 04:38:16,637 - mmaction - INFO - Epoch [41][240/396] lr: 7.500e-04, eta: 6:06:09, time: 0.607, data_time: 0.001, memory: 8344, top1_acc: 0.7531, top5_acc: 0.9120, loss_cls: 0.9545, loss: 0.9545, grad_norm: 4.7696 2020-10-05 04:38:28,642 - mmaction - INFO - Epoch [41][260/396] lr: 7.500e-04, eta: 6:05:41, time: 0.600, data_time: 0.004, memory: 8344, top1_acc: 0.7693, top5_acc: 0.9112, loss_cls: 0.9199, loss: 0.9199, grad_norm: 4.7126 2020-10-05 04:38:40,599 - mmaction - INFO - Epoch [41][280/396] lr: 7.500e-04, eta: 6:05:12, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.7581, top5_acc: 0.9086, loss_cls: 0.9507, loss: 0.9507, grad_norm: 4.7320 2020-10-05 04:38:52,643 - mmaction - INFO - Epoch [41][300/396] lr: 7.500e-04, eta: 6:04:44, time: 0.602, data_time: 0.004, memory: 8344, top1_acc: 0.7690, top5_acc: 0.9203, loss_cls: 0.9068, loss: 0.9068, grad_norm: 4.6112 2020-10-05 04:39:04,637 - mmaction - INFO - Epoch [41][320/396] lr: 7.500e-04, eta: 6:04:15, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.7615, top5_acc: 0.9141, loss_cls: 0.9221, loss: 0.9221, grad_norm: 4.7287 2020-10-05 04:39:16,651 - mmaction - INFO - Epoch [41][340/396] lr: 7.500e-04, eta: 6:03:47, time: 0.601, data_time: 0.001, memory: 8344, top1_acc: 0.7667, top5_acc: 0.9206, loss_cls: 0.8966, loss: 0.8966, grad_norm: 4.6579 2020-10-05 04:39:28,954 - mmaction - INFO - Epoch [41][360/396] lr: 7.500e-04, eta: 6:03:19, time: 0.616, data_time: 0.003, memory: 8344, top1_acc: 0.7539, top5_acc: 0.9164, loss_cls: 0.9414, loss: 0.9414, grad_norm: 4.7236 2020-10-05 04:39:41,012 - mmaction - INFO - Epoch [41][380/396] lr: 7.500e-04, eta: 6:02:51, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.7464, top5_acc: 0.9081, loss_cls: 0.9726, loss: 0.9726, grad_norm: 4.8377 2020-10-05 04:39:54,002 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-10-05 04:42:27,431 - mmaction - INFO - Epoch [42][20/396] lr: 7.500e-04, eta: 6:05:09, time: 7.650, data_time: 6.853, memory: 8344, top1_acc: 0.7638, top5_acc: 0.9156, loss_cls: 0.9225, loss: 0.9225, grad_norm: 4.7487 2020-10-05 04:42:39,805 - mmaction - INFO - Epoch [42][40/396] lr: 7.500e-04, eta: 6:04:41, time: 0.619, data_time: 0.003, memory: 8344, top1_acc: 0.7617, top5_acc: 0.9133, loss_cls: 0.9155, loss: 0.9155, grad_norm: 4.6607 2020-10-05 04:42:51,672 - mmaction - INFO - Epoch [42][60/396] lr: 7.500e-04, eta: 6:04:13, time: 0.594, data_time: 0.003, memory: 8344, top1_acc: 0.7711, top5_acc: 0.9195, loss_cls: 0.8872, loss: 0.8872, grad_norm: 4.6237 2020-10-05 04:43:03,662 - mmaction - INFO - Epoch [42][80/396] lr: 7.500e-04, eta: 6:03:44, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.7552, top5_acc: 0.9112, loss_cls: 0.9483, loss: 0.9483, grad_norm: 4.8099 2020-10-05 04:43:15,624 - mmaction - INFO - Epoch [42][100/396] lr: 7.500e-04, eta: 6:03:16, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7789, top5_acc: 0.9281, loss_cls: 0.8648, loss: 0.8648, grad_norm: 4.6692 2020-10-05 04:43:27,558 - mmaction - INFO - Epoch [42][120/396] lr: 7.500e-04, eta: 6:02:48, time: 0.597, data_time: 0.004, memory: 8344, top1_acc: 0.7562, top5_acc: 0.9159, loss_cls: 0.9079, loss: 0.9079, grad_norm: 4.7331 2020-10-05 04:43:39,659 - mmaction - INFO - Epoch [42][140/396] lr: 7.500e-04, eta: 6:02:19, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.7677, top5_acc: 0.9221, loss_cls: 0.8834, loss: 0.8834, grad_norm: 4.6466 2020-10-05 04:43:51,710 - mmaction - INFO - Epoch [42][160/396] lr: 7.500e-04, eta: 6:01:51, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.7695, top5_acc: 0.9172, loss_cls: 0.8955, loss: 0.8955, grad_norm: 4.6040 2020-10-05 04:44:03,764 - mmaction - INFO - Epoch [42][180/396] lr: 7.500e-04, eta: 6:01:23, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.7646, top5_acc: 0.9203, loss_cls: 0.8838, loss: 0.8838, grad_norm: 4.6338 2020-10-05 04:44:15,757 - mmaction - INFO - Epoch [42][200/396] lr: 7.500e-04, eta: 6:00:55, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.7568, top5_acc: 0.9122, loss_cls: 0.9232, loss: 0.9232, grad_norm: 4.7733 2020-10-05 04:44:27,905 - mmaction - INFO - Epoch [42][220/396] lr: 7.500e-04, eta: 6:00:27, time: 0.608, data_time: 0.002, memory: 8344, top1_acc: 0.7643, top5_acc: 0.9211, loss_cls: 0.8951, loss: 0.8951, grad_norm: 4.6878 2020-10-05 04:44:40,001 - mmaction - INFO - Epoch [42][240/396] lr: 7.500e-04, eta: 5:59:59, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.7721, top5_acc: 0.9273, loss_cls: 0.8675, loss: 0.8675, grad_norm: 4.6572 2020-10-05 04:44:51,936 - mmaction - INFO - Epoch [42][260/396] lr: 7.500e-04, eta: 5:59:31, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.7698, top5_acc: 0.9240, loss_cls: 0.8916, loss: 0.8916, grad_norm: 4.7784 2020-10-05 04:45:03,839 - mmaction - INFO - Epoch [42][280/396] lr: 7.500e-04, eta: 5:59:03, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.7565, top5_acc: 0.9164, loss_cls: 0.9274, loss: 0.9274, grad_norm: 4.8798 2020-10-05 04:45:15,834 - mmaction - INFO - Epoch [42][300/396] lr: 7.500e-04, eta: 5:58:35, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.7617, top5_acc: 0.9201, loss_cls: 0.8977, loss: 0.8977, grad_norm: 4.6608 2020-10-05 04:45:27,854 - mmaction - INFO - Epoch [42][320/396] lr: 7.500e-04, eta: 5:58:07, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.7594, top5_acc: 0.9159, loss_cls: 0.9004, loss: 0.9004, grad_norm: 4.7770 2020-10-05 04:45:39,729 - mmaction - INFO - Epoch [42][340/396] lr: 7.500e-04, eta: 5:57:39, time: 0.593, data_time: 0.002, memory: 8344, top1_acc: 0.7615, top5_acc: 0.9169, loss_cls: 0.8978, loss: 0.8978, grad_norm: 4.7299 2020-10-05 04:45:51,735 - mmaction - INFO - Epoch [42][360/396] lr: 7.500e-04, eta: 5:57:11, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.7596, top5_acc: 0.9206, loss_cls: 0.8879, loss: 0.8879, grad_norm: 4.7418 2020-10-05 04:46:03,594 - mmaction - INFO - Epoch [42][380/396] lr: 7.500e-04, eta: 5:56:43, time: 0.592, data_time: 0.001, memory: 8344, top1_acc: 0.7688, top5_acc: 0.9224, loss_cls: 0.8904, loss: 0.8904, grad_norm: 4.7364 2020-10-05 04:46:15,129 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-10-05 04:49:06,012 - mmaction - INFO - Epoch [43][20/396] lr: 7.500e-04, eta: 5:59:18, time: 8.521, data_time: 6.177, memory: 8344, top1_acc: 0.7758, top5_acc: 0.9164, loss_cls: 0.8976, loss: 0.8976, grad_norm: 4.6742 2020-10-05 04:49:17,934 - mmaction - INFO - Epoch [43][40/396] lr: 7.500e-04, eta: 5:58:50, time: 0.600, data_time: 0.007, memory: 8344, top1_acc: 0.7766, top5_acc: 0.9227, loss_cls: 0.8657, loss: 0.8657, grad_norm: 4.6719 2020-10-05 04:49:29,827 - mmaction - INFO - Epoch [43][60/396] lr: 7.500e-04, eta: 5:58:22, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.7615, top5_acc: 0.9203, loss_cls: 0.9191, loss: 0.9191, grad_norm: 4.8223 2020-10-05 04:49:41,795 - mmaction - INFO - Epoch [43][80/396] lr: 7.500e-04, eta: 5:57:54, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7719, top5_acc: 0.9237, loss_cls: 0.8772, loss: 0.8772, grad_norm: 4.7067 2020-10-05 04:49:53,774 - mmaction - INFO - Epoch [43][100/396] lr: 7.500e-04, eta: 5:57:26, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.7732, top5_acc: 0.9273, loss_cls: 0.8536, loss: 0.8536, grad_norm: 4.6401 2020-10-05 04:50:05,764 - mmaction - INFO - Epoch [43][120/396] lr: 7.500e-04, eta: 5:56:58, time: 0.600, data_time: 0.004, memory: 8344, top1_acc: 0.7721, top5_acc: 0.9258, loss_cls: 0.8726, loss: 0.8726, grad_norm: 4.7357 2020-10-05 04:50:17,727 - mmaction - INFO - Epoch [43][140/396] lr: 7.500e-04, eta: 5:56:30, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7737, top5_acc: 0.9240, loss_cls: 0.8645, loss: 0.8645, grad_norm: 4.7262 2020-10-05 04:50:29,827 - mmaction - INFO - Epoch [43][160/396] lr: 7.500e-04, eta: 5:56:02, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.7716, top5_acc: 0.9263, loss_cls: 0.8747, loss: 0.8747, grad_norm: 4.7381 2020-10-05 04:50:41,863 - mmaction - INFO - Epoch [43][180/396] lr: 7.500e-04, eta: 5:55:34, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.7786, top5_acc: 0.9227, loss_cls: 0.8604, loss: 0.8604, grad_norm: 4.6110 2020-10-05 04:50:53,741 - mmaction - INFO - Epoch [43][200/396] lr: 7.500e-04, eta: 5:55:06, time: 0.595, data_time: 0.004, memory: 8344, top1_acc: 0.7680, top5_acc: 0.9221, loss_cls: 0.8972, loss: 0.8972, grad_norm: 4.7120 2020-10-05 04:51:05,697 - mmaction - INFO - Epoch [43][220/396] lr: 7.500e-04, eta: 5:54:38, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.7539, top5_acc: 0.9109, loss_cls: 0.9476, loss: 0.9476, grad_norm: 4.9229 2020-10-05 04:51:17,598 - mmaction - INFO - Epoch [43][240/396] lr: 7.500e-04, eta: 5:54:10, time: 0.597, data_time: 0.005, memory: 8344, top1_acc: 0.7695, top5_acc: 0.9271, loss_cls: 0.8708, loss: 0.8708, grad_norm: 4.6944 2020-10-05 04:51:29,575 - mmaction - INFO - Epoch [43][260/396] lr: 7.500e-04, eta: 5:53:43, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.7630, top5_acc: 0.9195, loss_cls: 0.9088, loss: 0.9088, grad_norm: 4.8244 2020-10-05 04:51:41,599 - mmaction - INFO - Epoch [43][280/396] lr: 7.500e-04, eta: 5:53:15, time: 0.601, data_time: 0.001, memory: 8344, top1_acc: 0.7734, top5_acc: 0.9227, loss_cls: 0.8797, loss: 0.8797, grad_norm: 4.7184 2020-10-05 04:51:53,536 - mmaction - INFO - Epoch [43][300/396] lr: 7.500e-04, eta: 5:52:47, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.7669, top5_acc: 0.9208, loss_cls: 0.8887, loss: 0.8887, grad_norm: 4.7562 2020-10-05 04:52:05,477 - mmaction - INFO - Epoch [43][320/396] lr: 7.500e-04, eta: 5:52:20, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.7753, top5_acc: 0.9229, loss_cls: 0.8940, loss: 0.8940, grad_norm: 4.7903 2020-10-05 04:52:17,414 - mmaction - INFO - Epoch [43][340/396] lr: 7.500e-04, eta: 5:51:52, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.7766, top5_acc: 0.9167, loss_cls: 0.8701, loss: 0.8701, grad_norm: 4.6237 2020-10-05 04:52:29,425 - mmaction - INFO - Epoch [43][360/396] lr: 7.500e-04, eta: 5:51:25, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.7831, top5_acc: 0.9219, loss_cls: 0.8546, loss: 0.8546, grad_norm: 4.6310 2020-10-05 04:52:41,357 - mmaction - INFO - Epoch [43][380/396] lr: 7.500e-04, eta: 5:50:57, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.7888, top5_acc: 0.9276, loss_cls: 0.8269, loss: 0.8269, grad_norm: 4.6961 2020-10-05 04:52:51,940 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-10-05 04:55:24,362 - mmaction - INFO - Epoch [44][20/396] lr: 7.500e-04, eta: 5:53:00, time: 7.603, data_time: 6.944, memory: 8344, top1_acc: 0.7823, top5_acc: 0.9284, loss_cls: 0.8643, loss: 0.8643, grad_norm: 4.7428 2020-10-05 04:55:36,440 - mmaction - INFO - Epoch [44][40/396] lr: 7.500e-04, eta: 5:52:33, time: 0.604, data_time: 0.005, memory: 8344, top1_acc: 0.7789, top5_acc: 0.9258, loss_cls: 0.8464, loss: 0.8464, grad_norm: 4.7129 2020-10-05 04:55:48,449 - mmaction - INFO - Epoch [44][60/396] lr: 7.500e-04, eta: 5:52:05, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.7786, top5_acc: 0.9260, loss_cls: 0.8405, loss: 0.8405, grad_norm: 4.6477 2020-10-05 04:56:00,415 - mmaction - INFO - Epoch [44][80/396] lr: 7.500e-04, eta: 5:51:37, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.7661, top5_acc: 0.9216, loss_cls: 0.8932, loss: 0.8932, grad_norm: 4.7291 2020-10-05 04:56:12,347 - mmaction - INFO - Epoch [44][100/396] lr: 7.500e-04, eta: 5:51:09, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.7698, top5_acc: 0.9221, loss_cls: 0.8851, loss: 0.8851, grad_norm: 4.7708 2020-10-05 04:56:24,429 - mmaction - INFO - Epoch [44][120/396] lr: 7.500e-04, eta: 5:50:42, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.7721, top5_acc: 0.9172, loss_cls: 0.8977, loss: 0.8977, grad_norm: 4.7263 2020-10-05 04:56:36,336 - mmaction - INFO - Epoch [44][140/396] lr: 7.500e-04, eta: 5:50:14, time: 0.597, data_time: 0.004, memory: 8344, top1_acc: 0.7828, top5_acc: 0.9234, loss_cls: 0.8526, loss: 0.8526, grad_norm: 4.7159 2020-10-05 04:56:48,240 - mmaction - INFO - Epoch [44][160/396] lr: 7.500e-04, eta: 5:49:47, time: 0.595, data_time: 0.001, memory: 8344, top1_acc: 0.7758, top5_acc: 0.9266, loss_cls: 0.8617, loss: 0.8617, grad_norm: 4.7951 2020-10-05 04:57:00,092 - mmaction - INFO - Epoch [44][180/396] lr: 7.500e-04, eta: 5:49:19, time: 0.592, data_time: 0.002, memory: 8344, top1_acc: 0.7922, top5_acc: 0.9255, loss_cls: 0.8437, loss: 0.8437, grad_norm: 4.6722 2020-10-05 04:57:12,050 - mmaction - INFO - Epoch [44][200/396] lr: 7.500e-04, eta: 5:48:51, time: 0.597, data_time: 0.004, memory: 8344, top1_acc: 0.7693, top5_acc: 0.9237, loss_cls: 0.8771, loss: 0.8771, grad_norm: 4.7614 2020-10-05 04:57:24,038 - mmaction - INFO - Epoch [44][220/396] lr: 7.500e-04, eta: 5:48:24, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.7716, top5_acc: 0.9221, loss_cls: 0.8848, loss: 0.8848, grad_norm: 4.7860 2020-10-05 04:57:36,094 - mmaction - INFO - Epoch [44][240/396] lr: 7.500e-04, eta: 5:47:57, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.7685, top5_acc: 0.9245, loss_cls: 0.8893, loss: 0.8893, grad_norm: 4.8183 2020-10-05 04:57:47,944 - mmaction - INFO - Epoch [44][260/396] lr: 7.500e-04, eta: 5:47:29, time: 0.592, data_time: 0.002, memory: 8344, top1_acc: 0.7755, top5_acc: 0.9237, loss_cls: 0.8567, loss: 0.8567, grad_norm: 4.7779 2020-10-05 04:57:59,881 - mmaction - INFO - Epoch [44][280/396] lr: 7.500e-04, eta: 5:47:02, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.7716, top5_acc: 0.9258, loss_cls: 0.8737, loss: 0.8737, grad_norm: 4.7436 2020-10-05 04:58:11,980 - mmaction - INFO - Epoch [44][300/396] lr: 7.500e-04, eta: 5:46:35, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.7607, top5_acc: 0.9195, loss_cls: 0.8955, loss: 0.8955, grad_norm: 4.7939 2020-10-05 04:58:24,245 - mmaction - INFO - Epoch [44][320/396] lr: 7.500e-04, eta: 5:46:07, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.7750, top5_acc: 0.9255, loss_cls: 0.8664, loss: 0.8664, grad_norm: 4.6979 2020-10-05 04:58:36,393 - mmaction - INFO - Epoch [44][340/396] lr: 7.500e-04, eta: 5:45:41, time: 0.618, data_time: 0.016, memory: 8344, top1_acc: 0.7839, top5_acc: 0.9326, loss_cls: 0.8258, loss: 0.8258, grad_norm: 4.6721 2020-10-05 04:58:48,386 - mmaction - INFO - Epoch [44][360/396] lr: 7.500e-04, eta: 5:45:14, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.7721, top5_acc: 0.9250, loss_cls: 0.8510, loss: 0.8510, grad_norm: 4.8367 2020-10-05 04:59:00,332 - mmaction - INFO - Epoch [44][380/396] lr: 7.500e-04, eta: 5:44:46, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.7695, top5_acc: 0.9198, loss_cls: 0.8777, loss: 0.8777, grad_norm: 4.8420 2020-10-05 04:59:13,621 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-10-05 05:02:15,667 - mmaction - INFO - Epoch [45][20/396] lr: 7.500e-04, eta: 5:47:21, time: 9.083, data_time: 8.440, memory: 8344, top1_acc: 0.7732, top5_acc: 0.9164, loss_cls: 0.8957, loss: 0.8957, grad_norm: 4.7503 2020-10-05 05:02:27,571 - mmaction - INFO - Epoch [45][40/396] lr: 7.500e-04, eta: 5:46:53, time: 0.594, data_time: 0.004, memory: 8344, top1_acc: 0.7865, top5_acc: 0.9292, loss_cls: 0.8235, loss: 0.8235, grad_norm: 4.6461 2020-10-05 05:02:39,458 - mmaction - INFO - Epoch [45][60/396] lr: 7.500e-04, eta: 5:46:26, time: 0.595, data_time: 0.004, memory: 8344, top1_acc: 0.7854, top5_acc: 0.9247, loss_cls: 0.8383, loss: 0.8383, grad_norm: 4.6365 2020-10-05 05:02:51,368 - mmaction - INFO - Epoch [45][80/396] lr: 7.500e-04, eta: 5:45:58, time: 0.596, data_time: 0.005, memory: 8344, top1_acc: 0.7740, top5_acc: 0.9310, loss_cls: 0.8420, loss: 0.8420, grad_norm: 4.6955 2020-10-05 05:03:03,338 - mmaction - INFO - Epoch [45][100/396] lr: 7.500e-04, eta: 5:45:31, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.7852, top5_acc: 0.9299, loss_cls: 0.8383, loss: 0.8383, grad_norm: 4.6896 2020-10-05 05:03:15,365 - mmaction - INFO - Epoch [45][120/396] lr: 7.500e-04, eta: 5:45:04, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.7839, top5_acc: 0.9268, loss_cls: 0.8552, loss: 0.8552, grad_norm: 4.7893 2020-10-05 05:03:27,317 - mmaction - INFO - Epoch [45][140/396] lr: 7.500e-04, eta: 5:44:36, time: 0.603, data_time: 0.007, memory: 8344, top1_acc: 0.7865, top5_acc: 0.9375, loss_cls: 0.8084, loss: 0.8084, grad_norm: 4.6852 2020-10-05 05:03:39,201 - mmaction - INFO - Epoch [45][160/396] lr: 7.500e-04, eta: 5:44:09, time: 0.593, data_time: 0.002, memory: 8344, top1_acc: 0.7846, top5_acc: 0.9289, loss_cls: 0.8396, loss: 0.8396, grad_norm: 4.7276 2020-10-05 05:03:51,191 - mmaction - INFO - Epoch [45][180/396] lr: 7.500e-04, eta: 5:43:42, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.7768, top5_acc: 0.9237, loss_cls: 0.8546, loss: 0.8546, grad_norm: 4.7630 2020-10-05 05:04:03,269 - mmaction - INFO - Epoch [45][200/396] lr: 7.500e-04, eta: 5:43:15, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.7708, top5_acc: 0.9185, loss_cls: 0.8747, loss: 0.8747, grad_norm: 4.7626 2020-10-05 05:04:15,245 - mmaction - INFO - Epoch [45][220/396] lr: 7.500e-04, eta: 5:42:47, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.7763, top5_acc: 0.9260, loss_cls: 0.8612, loss: 0.8612, grad_norm: 4.7691 2020-10-05 05:04:27,382 - mmaction - INFO - Epoch [45][240/396] lr: 7.500e-04, eta: 5:42:21, time: 0.606, data_time: 0.001, memory: 8344, top1_acc: 0.7789, top5_acc: 0.9219, loss_cls: 0.8631, loss: 0.8631, grad_norm: 4.7885 2020-10-05 05:04:39,271 - mmaction - INFO - Epoch [45][260/396] lr: 7.500e-04, eta: 5:41:53, time: 0.595, data_time: 0.003, memory: 8344, top1_acc: 0.7628, top5_acc: 0.9159, loss_cls: 0.9059, loss: 0.9059, grad_norm: 4.8679 2020-10-05 05:04:51,294 - mmaction - INFO - Epoch [45][280/396] lr: 7.500e-04, eta: 5:41:26, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.7740, top5_acc: 0.9240, loss_cls: 0.8595, loss: 0.8595, grad_norm: 4.6720 2020-10-05 05:05:03,257 - mmaction - INFO - Epoch [45][300/396] lr: 7.500e-04, eta: 5:40:59, time: 0.600, data_time: 0.004, memory: 8344, top1_acc: 0.7823, top5_acc: 0.9307, loss_cls: 0.8256, loss: 0.8256, grad_norm: 4.7718 2020-10-05 05:05:15,138 - mmaction - INFO - Epoch [45][320/396] lr: 7.500e-04, eta: 5:40:32, time: 0.593, data_time: 0.002, memory: 8344, top1_acc: 0.7870, top5_acc: 0.9263, loss_cls: 0.8312, loss: 0.8312, grad_norm: 4.7154 2020-10-05 05:05:27,217 - mmaction - INFO - Epoch [45][340/396] lr: 7.500e-04, eta: 5:40:05, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.7849, top5_acc: 0.9258, loss_cls: 0.8336, loss: 0.8336, grad_norm: 4.6891 2020-10-05 05:05:39,238 - mmaction - INFO - Epoch [45][360/396] lr: 7.500e-04, eta: 5:39:38, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.7826, top5_acc: 0.9250, loss_cls: 0.8442, loss: 0.8442, grad_norm: 4.6818 2020-10-05 05:05:51,181 - mmaction - INFO - Epoch [45][380/396] lr: 7.500e-04, eta: 5:39:11, time: 0.597, data_time: 0.004, memory: 8344, top1_acc: 0.7865, top5_acc: 0.9271, loss_cls: 0.8171, loss: 0.8171, grad_norm: 4.6747 2020-10-05 05:06:04,046 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-10-05 05:08:31,843 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 05:08:32,073 - mmaction - INFO - top1_acc 0.7625 top5_acc 0.9330 2020-10-05 05:08:32,074 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 05:08:32,125 - mmaction - INFO - mean_acc 0.7627 2020-10-05 05:08:32,125 - mmaction - INFO - Now best checkpoint is epoch_45.pth 2020-10-05 05:08:32,129 - mmaction - INFO - Epoch(val) [45][396] top1_acc: 0.7625, top5_acc: 0.9330, mean_class_accuracy: 0.7627 2020-10-05 05:10:46,997 - mmaction - INFO - Epoch [46][20/396] lr: 7.500e-04, eta: 5:40:41, time: 6.743, data_time: 6.126, memory: 8344, top1_acc: 0.7859, top5_acc: 0.9247, loss_cls: 0.8474, loss: 0.8474, grad_norm: 4.7352 2020-10-05 05:10:58,931 - mmaction - INFO - Epoch [46][40/396] lr: 7.500e-04, eta: 5:40:14, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.7729, top5_acc: 0.9216, loss_cls: 0.8561, loss: 0.8561, grad_norm: 4.8026 2020-10-05 05:11:10,914 - mmaction - INFO - Epoch [46][60/396] lr: 7.500e-04, eta: 5:39:47, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.7797, top5_acc: 0.9247, loss_cls: 0.8513, loss: 0.8513, grad_norm: 4.8056 2020-10-05 05:11:22,827 - mmaction - INFO - Epoch [46][80/396] lr: 7.500e-04, eta: 5:39:20, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.7833, top5_acc: 0.9292, loss_cls: 0.8335, loss: 0.8335, grad_norm: 4.8805 2020-10-05 05:11:34,848 - mmaction - INFO - Epoch [46][100/396] lr: 7.500e-04, eta: 5:38:53, time: 0.602, data_time: 0.004, memory: 8344, top1_acc: 0.7799, top5_acc: 0.9273, loss_cls: 0.8433, loss: 0.8433, grad_norm: 4.8073 2020-10-05 05:11:46,731 - mmaction - INFO - Epoch [46][120/396] lr: 7.500e-04, eta: 5:38:26, time: 0.591, data_time: 0.002, memory: 8344, top1_acc: 0.7766, top5_acc: 0.9182, loss_cls: 0.8726, loss: 0.8726, grad_norm: 4.7824 2020-10-05 05:11:58,641 - mmaction - INFO - Epoch [46][140/396] lr: 7.500e-04, eta: 5:37:59, time: 0.598, data_time: 0.005, memory: 8344, top1_acc: 0.7844, top5_acc: 0.9255, loss_cls: 0.8495, loss: 0.8495, grad_norm: 4.8347 2020-10-05 05:12:10,810 - mmaction - INFO - Epoch [46][160/396] lr: 7.500e-04, eta: 5:37:32, time: 0.607, data_time: 0.004, memory: 8344, top1_acc: 0.7891, top5_acc: 0.9224, loss_cls: 0.8389, loss: 0.8389, grad_norm: 4.7015 2020-10-05 05:12:22,850 - mmaction - INFO - Epoch [46][180/396] lr: 7.500e-04, eta: 5:37:06, time: 0.601, data_time: 0.004, memory: 8344, top1_acc: 0.7862, top5_acc: 0.9344, loss_cls: 0.8281, loss: 0.8281, grad_norm: 4.7988 2020-10-05 05:12:34,918 - mmaction - INFO - Epoch [46][200/396] lr: 7.500e-04, eta: 5:36:39, time: 0.607, data_time: 0.006, memory: 8344, top1_acc: 0.7823, top5_acc: 0.9234, loss_cls: 0.8444, loss: 0.8444, grad_norm: 4.6960 2020-10-05 05:12:46,795 - mmaction - INFO - Epoch [46][220/396] lr: 7.500e-04, eta: 5:36:12, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.7781, top5_acc: 0.9247, loss_cls: 0.8440, loss: 0.8440, grad_norm: 4.7192 2020-10-05 05:12:58,725 - mmaction - INFO - Epoch [46][240/396] lr: 7.500e-04, eta: 5:35:45, time: 0.596, data_time: 0.001, memory: 8344, top1_acc: 0.7885, top5_acc: 0.9279, loss_cls: 0.8262, loss: 0.8262, grad_norm: 4.7156 2020-10-05 05:13:10,686 - mmaction - INFO - Epoch [46][260/396] lr: 7.500e-04, eta: 5:35:19, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7833, top5_acc: 0.9224, loss_cls: 0.8722, loss: 0.8722, grad_norm: 4.8431 2020-10-05 05:13:22,793 - mmaction - INFO - Epoch [46][280/396] lr: 7.500e-04, eta: 5:34:52, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.7924, top5_acc: 0.9320, loss_cls: 0.8029, loss: 0.8029, grad_norm: 4.7092 2020-10-05 05:13:34,732 - mmaction - INFO - Epoch [46][300/396] lr: 7.500e-04, eta: 5:34:25, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7901, top5_acc: 0.9299, loss_cls: 0.8234, loss: 0.8234, grad_norm: 4.7384 2020-10-05 05:13:46,835 - mmaction - INFO - Epoch [46][320/396] lr: 7.500e-04, eta: 5:33:59, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.7768, top5_acc: 0.9203, loss_cls: 0.8605, loss: 0.8605, grad_norm: 4.8390 2020-10-05 05:13:58,805 - mmaction - INFO - Epoch [46][340/396] lr: 7.500e-04, eta: 5:33:32, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7797, top5_acc: 0.9250, loss_cls: 0.8681, loss: 0.8681, grad_norm: 4.8216 2020-10-05 05:14:10,780 - mmaction - INFO - Epoch [46][360/396] lr: 7.500e-04, eta: 5:33:06, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7815, top5_acc: 0.9292, loss_cls: 0.8553, loss: 0.8553, grad_norm: 4.8983 2020-10-05 05:14:22,901 - mmaction - INFO - Epoch [46][380/396] lr: 7.500e-04, eta: 5:32:39, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.7750, top5_acc: 0.9245, loss_cls: 0.8497, loss: 0.8497, grad_norm: 4.7669 2020-10-05 05:14:33,612 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-10-05 05:16:48,257 - mmaction - INFO - Epoch [47][20/396] lr: 7.500e-04, eta: 5:34:04, time: 6.713, data_time: 6.052, memory: 8344, top1_acc: 0.7937, top5_acc: 0.9266, loss_cls: 0.8207, loss: 0.8207, grad_norm: 4.7060 2020-10-05 05:17:00,114 - mmaction - INFO - Epoch [47][40/396] lr: 7.500e-04, eta: 5:33:37, time: 0.594, data_time: 0.003, memory: 8344, top1_acc: 0.7875, top5_acc: 0.9242, loss_cls: 0.8483, loss: 0.8483, grad_norm: 4.7552 2020-10-05 05:17:11,988 - mmaction - INFO - Epoch [47][60/396] lr: 7.500e-04, eta: 5:33:10, time: 0.593, data_time: 0.003, memory: 8344, top1_acc: 0.7724, top5_acc: 0.9206, loss_cls: 0.8577, loss: 0.8577, grad_norm: 4.8073 2020-10-05 05:17:23,926 - mmaction - INFO - Epoch [47][80/396] lr: 7.500e-04, eta: 5:32:43, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.7776, top5_acc: 0.9281, loss_cls: 0.8401, loss: 0.8401, grad_norm: 4.7800 2020-10-05 05:17:35,872 - mmaction - INFO - Epoch [47][100/396] lr: 7.500e-04, eta: 5:32:17, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.7857, top5_acc: 0.9268, loss_cls: 0.8616, loss: 0.8616, grad_norm: 4.7766 2020-10-05 05:17:47,900 - mmaction - INFO - Epoch [47][120/396] lr: 7.500e-04, eta: 5:31:50, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.7984, top5_acc: 0.9253, loss_cls: 0.8086, loss: 0.8086, grad_norm: 4.6974 2020-10-05 05:17:59,863 - mmaction - INFO - Epoch [47][140/396] lr: 7.500e-04, eta: 5:31:24, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.7865, top5_acc: 0.9276, loss_cls: 0.8165, loss: 0.8165, grad_norm: 4.7042 2020-10-05 05:18:11,844 - mmaction - INFO - Epoch [47][160/396] lr: 7.500e-04, eta: 5:30:57, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.7755, top5_acc: 0.9182, loss_cls: 0.8689, loss: 0.8689, grad_norm: 4.8167 2020-10-05 05:18:23,733 - mmaction - INFO - Epoch [47][180/396] lr: 7.500e-04, eta: 5:30:31, time: 0.593, data_time: 0.002, memory: 8344, top1_acc: 0.7714, top5_acc: 0.9180, loss_cls: 0.8796, loss: 0.8796, grad_norm: 4.9170 2020-10-05 05:18:35,718 - mmaction - INFO - Epoch [47][200/396] lr: 7.500e-04, eta: 5:30:04, time: 0.599, data_time: 0.004, memory: 8344, top1_acc: 0.7859, top5_acc: 0.9370, loss_cls: 0.7929, loss: 0.7929, grad_norm: 4.7419 2020-10-05 05:18:47,742 - mmaction - INFO - Epoch [47][220/396] lr: 7.500e-04, eta: 5:29:38, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.7893, top5_acc: 0.9273, loss_cls: 0.8212, loss: 0.8212, grad_norm: 4.6832 2020-10-05 05:18:59,860 - mmaction - INFO - Epoch [47][240/396] lr: 7.500e-04, eta: 5:29:12, time: 0.611, data_time: 0.007, memory: 8344, top1_acc: 0.7831, top5_acc: 0.9198, loss_cls: 0.8512, loss: 0.8512, grad_norm: 4.7142 2020-10-05 05:19:11,856 - mmaction - INFO - Epoch [47][260/396] lr: 7.500e-04, eta: 5:28:45, time: 0.600, data_time: 0.004, memory: 8344, top1_acc: 0.7781, top5_acc: 0.9242, loss_cls: 0.8568, loss: 0.8568, grad_norm: 4.7578 2020-10-05 05:19:23,811 - mmaction - INFO - Epoch [47][280/396] lr: 7.500e-04, eta: 5:28:19, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7807, top5_acc: 0.9253, loss_cls: 0.8462, loss: 0.8462, grad_norm: 4.8796 2020-10-05 05:19:35,911 - mmaction - INFO - Epoch [47][300/396] lr: 7.500e-04, eta: 5:27:53, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.7779, top5_acc: 0.9268, loss_cls: 0.8593, loss: 0.8593, grad_norm: 4.8344 2020-10-05 05:19:47,840 - mmaction - INFO - Epoch [47][320/396] lr: 7.500e-04, eta: 5:27:26, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8008, top5_acc: 0.9326, loss_cls: 0.7756, loss: 0.7756, grad_norm: 4.5845 2020-10-05 05:19:59,825 - mmaction - INFO - Epoch [47][340/396] lr: 7.500e-04, eta: 5:27:00, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.7805, top5_acc: 0.9258, loss_cls: 0.8200, loss: 0.8200, grad_norm: 4.7538 2020-10-05 05:20:11,820 - mmaction - INFO - Epoch [47][360/396] lr: 7.500e-04, eta: 5:26:34, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.7870, top5_acc: 0.9227, loss_cls: 0.8421, loss: 0.8421, grad_norm: 4.7969 2020-10-05 05:20:23,782 - mmaction - INFO - Epoch [47][380/396] lr: 7.500e-04, eta: 5:26:08, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.7922, top5_acc: 0.9268, loss_cls: 0.8318, loss: 0.8318, grad_norm: 4.7832 2020-10-05 05:20:35,315 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-10-05 05:23:03,130 - mmaction - INFO - Epoch [48][20/396] lr: 7.500e-04, eta: 5:27:42, time: 7.371, data_time: 6.713, memory: 8344, top1_acc: 0.7896, top5_acc: 0.9294, loss_cls: 0.8115, loss: 0.8115, grad_norm: 4.7332 2020-10-05 05:23:15,076 - mmaction - INFO - Epoch [48][40/396] lr: 7.500e-04, eta: 5:27:16, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.7820, top5_acc: 0.9266, loss_cls: 0.8499, loss: 0.8499, grad_norm: 4.9143 2020-10-05 05:23:27,176 - mmaction - INFO - Epoch [48][60/396] lr: 7.500e-04, eta: 5:26:50, time: 0.606, data_time: 0.005, memory: 8344, top1_acc: 0.7885, top5_acc: 0.9323, loss_cls: 0.8084, loss: 0.8084, grad_norm: 4.8030 2020-10-05 05:23:39,185 - mmaction - INFO - Epoch [48][80/396] lr: 7.500e-04, eta: 5:26:24, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.7849, top5_acc: 0.9279, loss_cls: 0.8283, loss: 0.8283, grad_norm: 4.7426 2020-10-05 05:23:51,257 - mmaction - INFO - Epoch [48][100/396] lr: 7.500e-04, eta: 5:25:57, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.7727, top5_acc: 0.9255, loss_cls: 0.8626, loss: 0.8626, grad_norm: 4.8806 2020-10-05 05:24:03,186 - mmaction - INFO - Epoch [48][120/396] lr: 7.500e-04, eta: 5:25:31, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.7852, top5_acc: 0.9297, loss_cls: 0.8072, loss: 0.8072, grad_norm: 4.7782 2020-10-05 05:24:15,051 - mmaction - INFO - Epoch [48][140/396] lr: 7.500e-04, eta: 5:25:05, time: 0.592, data_time: 0.002, memory: 8344, top1_acc: 0.7846, top5_acc: 0.9258, loss_cls: 0.8319, loss: 0.8319, grad_norm: 4.8005 2020-10-05 05:24:26,971 - mmaction - INFO - Epoch [48][160/396] lr: 7.500e-04, eta: 5:24:39, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.7875, top5_acc: 0.9289, loss_cls: 0.8017, loss: 0.8017, grad_norm: 4.6984 2020-10-05 05:24:39,036 - mmaction - INFO - Epoch [48][180/396] lr: 7.500e-04, eta: 5:24:13, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.7896, top5_acc: 0.9310, loss_cls: 0.7933, loss: 0.7933, grad_norm: 4.6061 2020-10-05 05:24:50,945 - mmaction - INFO - Epoch [48][200/396] lr: 7.500e-04, eta: 5:23:46, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.7885, top5_acc: 0.9328, loss_cls: 0.8014, loss: 0.8014, grad_norm: 4.8268 2020-10-05 05:25:02,841 - mmaction - INFO - Epoch [48][220/396] lr: 7.500e-04, eta: 5:23:20, time: 0.593, data_time: 0.001, memory: 8344, top1_acc: 0.7885, top5_acc: 0.9281, loss_cls: 0.8256, loss: 0.8256, grad_norm: 4.7900 2020-10-05 05:25:14,829 - mmaction - INFO - Epoch [48][240/396] lr: 7.500e-04, eta: 5:22:54, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.7742, top5_acc: 0.9234, loss_cls: 0.8569, loss: 0.8569, grad_norm: 4.7908 2020-10-05 05:25:26,787 - mmaction - INFO - Epoch [48][260/396] lr: 7.500e-04, eta: 5:22:28, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.7867, top5_acc: 0.9354, loss_cls: 0.8028, loss: 0.8028, grad_norm: 4.7343 2020-10-05 05:25:38,892 - mmaction - INFO - Epoch [48][280/396] lr: 7.500e-04, eta: 5:22:02, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.7888, top5_acc: 0.9255, loss_cls: 0.8157, loss: 0.8157, grad_norm: 4.7539 2020-10-05 05:25:50,922 - mmaction - INFO - Epoch [48][300/396] lr: 7.500e-04, eta: 5:21:36, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.7737, top5_acc: 0.9193, loss_cls: 0.8748, loss: 0.8748, grad_norm: 4.9164 2020-10-05 05:26:02,939 - mmaction - INFO - Epoch [48][320/396] lr: 7.500e-04, eta: 5:21:10, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.7852, top5_acc: 0.9245, loss_cls: 0.8299, loss: 0.8299, grad_norm: 4.8293 2020-10-05 05:26:15,024 - mmaction - INFO - Epoch [48][340/396] lr: 7.500e-04, eta: 5:20:45, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.7846, top5_acc: 0.9253, loss_cls: 0.8311, loss: 0.8311, grad_norm: 4.6879 2020-10-05 05:26:26,871 - mmaction - INFO - Epoch [48][360/396] lr: 7.500e-04, eta: 5:20:19, time: 0.593, data_time: 0.002, memory: 8344, top1_acc: 0.7750, top5_acc: 0.9232, loss_cls: 0.8441, loss: 0.8441, grad_norm: 4.9127 2020-10-05 05:26:38,860 - mmaction - INFO - Epoch [48][380/396] lr: 7.500e-04, eta: 5:19:53, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.7789, top5_acc: 0.9253, loss_cls: 0.8356, loss: 0.8356, grad_norm: 4.8821 2020-10-05 05:26:50,536 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-10-05 05:29:47,214 - mmaction - INFO - Epoch [49][20/396] lr: 7.500e-04, eta: 5:21:53, time: 8.814, data_time: 8.180, memory: 8344, top1_acc: 0.7786, top5_acc: 0.9279, loss_cls: 0.8303, loss: 0.8303, grad_norm: 4.7552 2020-10-05 05:29:59,067 - mmaction - INFO - Epoch [49][40/396] lr: 7.500e-04, eta: 5:21:27, time: 0.593, data_time: 0.003, memory: 8344, top1_acc: 0.7961, top5_acc: 0.9318, loss_cls: 0.7834, loss: 0.7834, grad_norm: 4.6524 2020-10-05 05:30:11,022 - mmaction - INFO - Epoch [49][60/396] lr: 7.500e-04, eta: 5:21:01, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.7867, top5_acc: 0.9292, loss_cls: 0.8108, loss: 0.8108, grad_norm: 4.7417 2020-10-05 05:30:22,917 - mmaction - INFO - Epoch [49][80/396] lr: 7.500e-04, eta: 5:20:35, time: 0.595, data_time: 0.003, memory: 8344, top1_acc: 0.7737, top5_acc: 0.9276, loss_cls: 0.8436, loss: 0.8436, grad_norm: 4.8857 2020-10-05 05:30:34,887 - mmaction - INFO - Epoch [49][100/396] lr: 7.500e-04, eta: 5:20:09, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.7836, top5_acc: 0.9234, loss_cls: 0.8480, loss: 0.8480, grad_norm: 4.8513 2020-10-05 05:30:46,776 - mmaction - INFO - Epoch [49][120/396] lr: 7.500e-04, eta: 5:19:43, time: 0.594, data_time: 0.002, memory: 8344, top1_acc: 0.7924, top5_acc: 0.9299, loss_cls: 0.8023, loss: 0.8023, grad_norm: 4.6752 2020-10-05 05:30:58,790 - mmaction - INFO - Epoch [49][140/396] lr: 7.500e-04, eta: 5:19:17, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.7990, top5_acc: 0.9258, loss_cls: 0.8217, loss: 0.8217, grad_norm: 4.6978 2020-10-05 05:31:10,747 - mmaction - INFO - Epoch [49][160/396] lr: 7.500e-04, eta: 5:18:51, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.7922, top5_acc: 0.9336, loss_cls: 0.7899, loss: 0.7899, grad_norm: 4.7421 2020-10-05 05:31:22,741 - mmaction - INFO - Epoch [49][180/396] lr: 7.500e-04, eta: 5:18:25, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.7904, top5_acc: 0.9276, loss_cls: 0.8188, loss: 0.8188, grad_norm: 4.7570 2020-10-05 05:31:34,899 - mmaction - INFO - Epoch [49][200/396] lr: 7.500e-04, eta: 5:17:59, time: 0.610, data_time: 0.004, memory: 8344, top1_acc: 0.7828, top5_acc: 0.9266, loss_cls: 0.8384, loss: 0.8384, grad_norm: 4.8319 2020-10-05 05:31:47,020 - mmaction - INFO - Epoch [49][220/396] lr: 7.500e-04, eta: 5:17:34, time: 0.605, data_time: 0.001, memory: 8344, top1_acc: 0.7888, top5_acc: 0.9276, loss_cls: 0.8201, loss: 0.8201, grad_norm: 4.8462 2020-10-05 05:31:59,216 - mmaction - INFO - Epoch [49][240/396] lr: 7.500e-04, eta: 5:17:08, time: 0.610, data_time: 0.002, memory: 8344, top1_acc: 0.7875, top5_acc: 0.9221, loss_cls: 0.8143, loss: 0.8143, grad_norm: 4.7400 2020-10-05 05:32:11,123 - mmaction - INFO - Epoch [49][260/396] lr: 7.500e-04, eta: 5:16:42, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.7888, top5_acc: 0.9320, loss_cls: 0.8068, loss: 0.8068, grad_norm: 4.7472 2020-10-05 05:32:23,201 - mmaction - INFO - Epoch [49][280/396] lr: 7.500e-04, eta: 5:16:17, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.7766, top5_acc: 0.9198, loss_cls: 0.8586, loss: 0.8586, grad_norm: 4.8260 2020-10-05 05:32:35,161 - mmaction - INFO - Epoch [49][300/396] lr: 7.500e-04, eta: 5:15:51, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7904, top5_acc: 0.9328, loss_cls: 0.7881, loss: 0.7881, grad_norm: 4.6799 2020-10-05 05:32:47,150 - mmaction - INFO - Epoch [49][320/396] lr: 7.500e-04, eta: 5:15:25, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.7839, top5_acc: 0.9250, loss_cls: 0.8524, loss: 0.8524, grad_norm: 4.9742 2020-10-05 05:32:59,122 - mmaction - INFO - Epoch [49][340/396] lr: 7.500e-04, eta: 5:14:59, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.7852, top5_acc: 0.9279, loss_cls: 0.8371, loss: 0.8371, grad_norm: 4.8511 2020-10-05 05:33:11,016 - mmaction - INFO - Epoch [49][360/396] lr: 7.500e-04, eta: 5:14:34, time: 0.594, data_time: 0.002, memory: 8344, top1_acc: 0.7828, top5_acc: 0.9310, loss_cls: 0.8365, loss: 0.8365, grad_norm: 4.9950 2020-10-05 05:33:22,887 - mmaction - INFO - Epoch [49][380/396] lr: 7.500e-04, eta: 5:14:08, time: 0.593, data_time: 0.002, memory: 8344, top1_acc: 0.7948, top5_acc: 0.9281, loss_cls: 0.7898, loss: 0.7898, grad_norm: 4.7303 2020-10-05 05:33:34,227 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-10-05 05:36:03,139 - mmaction - INFO - Epoch [50][20/396] lr: 7.500e-04, eta: 5:15:34, time: 7.427, data_time: 6.760, memory: 8344, top1_acc: 0.7943, top5_acc: 0.9339, loss_cls: 0.7806, loss: 0.7806, grad_norm: 4.6923 2020-10-05 05:36:15,074 - mmaction - INFO - Epoch [50][40/396] lr: 7.500e-04, eta: 5:15:08, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7927, top5_acc: 0.9331, loss_cls: 0.7997, loss: 0.7997, grad_norm: 4.7171 2020-10-05 05:36:27,006 - mmaction - INFO - Epoch [50][60/396] lr: 7.500e-04, eta: 5:14:42, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.8107, top5_acc: 0.9401, loss_cls: 0.7591, loss: 0.7591, grad_norm: 4.6804 2020-10-05 05:36:39,033 - mmaction - INFO - Epoch [50][80/396] lr: 7.500e-04, eta: 5:14:16, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.7878, top5_acc: 0.9320, loss_cls: 0.7993, loss: 0.7993, grad_norm: 4.7719 2020-10-05 05:36:50,870 - mmaction - INFO - Epoch [50][100/396] lr: 7.500e-04, eta: 5:13:51, time: 0.597, data_time: 0.007, memory: 8344, top1_acc: 0.7977, top5_acc: 0.9292, loss_cls: 0.7976, loss: 0.7976, grad_norm: 4.6887 2020-10-05 05:37:03,004 - mmaction - INFO - Epoch [50][120/396] lr: 7.500e-04, eta: 5:13:25, time: 0.606, data_time: 0.003, memory: 8344, top1_acc: 0.7891, top5_acc: 0.9276, loss_cls: 0.8051, loss: 0.8051, grad_norm: 4.8066 2020-10-05 05:37:14,929 - mmaction - INFO - Epoch [50][140/396] lr: 7.500e-04, eta: 5:12:59, time: 0.597, data_time: 0.005, memory: 8344, top1_acc: 0.7768, top5_acc: 0.9299, loss_cls: 0.8404, loss: 0.8404, grad_norm: 4.8562 2020-10-05 05:37:26,958 - mmaction - INFO - Epoch [50][160/396] lr: 7.500e-04, eta: 5:12:34, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.7862, top5_acc: 0.9260, loss_cls: 0.8433, loss: 0.8433, grad_norm: 4.9491 2020-10-05 05:37:38,878 - mmaction - INFO - Epoch [50][180/396] lr: 7.500e-04, eta: 5:12:08, time: 0.596, data_time: 0.004, memory: 8344, top1_acc: 0.7875, top5_acc: 0.9310, loss_cls: 0.7943, loss: 0.7943, grad_norm: 4.7791 2020-10-05 05:37:50,944 - mmaction - INFO - Epoch [50][200/396] lr: 7.500e-04, eta: 5:11:43, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.7974, top5_acc: 0.9315, loss_cls: 0.7961, loss: 0.7961, grad_norm: 4.7213 2020-10-05 05:38:02,936 - mmaction - INFO - Epoch [50][220/396] lr: 7.500e-04, eta: 5:11:17, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.7862, top5_acc: 0.9237, loss_cls: 0.8420, loss: 0.8420, grad_norm: 4.8130 2020-10-05 05:38:14,890 - mmaction - INFO - Epoch [50][240/396] lr: 7.500e-04, eta: 5:10:51, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.7906, top5_acc: 0.9310, loss_cls: 0.8036, loss: 0.8036, grad_norm: 4.7738 2020-10-05 05:38:26,863 - mmaction - INFO - Epoch [50][260/396] lr: 7.500e-04, eta: 5:10:26, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.7870, top5_acc: 0.9339, loss_cls: 0.8050, loss: 0.8050, grad_norm: 4.8492 2020-10-05 05:38:38,934 - mmaction - INFO - Epoch [50][280/396] lr: 7.500e-04, eta: 5:10:01, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.7867, top5_acc: 0.9323, loss_cls: 0.8337, loss: 0.8337, grad_norm: 4.8947 2020-10-05 05:38:50,846 - mmaction - INFO - Epoch [50][300/396] lr: 7.500e-04, eta: 5:09:35, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.7878, top5_acc: 0.9292, loss_cls: 0.8183, loss: 0.8183, grad_norm: 4.8814 2020-10-05 05:39:02,924 - mmaction - INFO - Epoch [50][320/396] lr: 7.500e-04, eta: 5:09:10, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.7951, top5_acc: 0.9320, loss_cls: 0.7973, loss: 0.7973, grad_norm: 4.7650 2020-10-05 05:39:14,922 - mmaction - INFO - Epoch [50][340/396] lr: 7.500e-04, eta: 5:08:44, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.7898, top5_acc: 0.9247, loss_cls: 0.8172, loss: 0.8172, grad_norm: 4.8727 2020-10-05 05:39:26,908 - mmaction - INFO - Epoch [50][360/396] lr: 7.500e-04, eta: 5:08:19, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7956, top5_acc: 0.9232, loss_cls: 0.8236, loss: 0.8236, grad_norm: 4.7067 2020-10-05 05:39:38,903 - mmaction - INFO - Epoch [50][380/396] lr: 7.500e-04, eta: 5:07:54, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.7867, top5_acc: 0.9266, loss_cls: 0.8312, loss: 0.8312, grad_norm: 4.9271 2020-10-05 05:39:53,968 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-10-05 05:42:12,804 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 05:42:13,092 - mmaction - INFO - top1_acc 0.7673 top5_acc 0.9322 2020-10-05 05:42:13,092 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 05:42:13,125 - mmaction - INFO - mean_acc 0.7675 2020-10-05 05:42:13,125 - mmaction - INFO - Now best checkpoint is epoch_50.pth 2020-10-05 05:42:13,132 - mmaction - INFO - Epoch(val) [50][396] top1_acc: 0.7673, top5_acc: 0.9322, mean_class_accuracy: 0.7675 2020-10-05 05:44:27,121 - mmaction - INFO - Epoch [51][20/396] lr: 7.500e-04, eta: 5:09:00, time: 6.698, data_time: 5.938, memory: 8344, top1_acc: 0.8013, top5_acc: 0.9326, loss_cls: 0.7743, loss: 0.7743, grad_norm: 4.7890 2020-10-05 05:44:39,162 - mmaction - INFO - Epoch [51][40/396] lr: 7.500e-04, eta: 5:08:35, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.7997, top5_acc: 0.9294, loss_cls: 0.7968, loss: 0.7968, grad_norm: 4.8194 2020-10-05 05:44:51,202 - mmaction - INFO - Epoch [51][60/396] lr: 7.500e-04, eta: 5:08:10, time: 0.603, data_time: 0.004, memory: 8344, top1_acc: 0.7865, top5_acc: 0.9242, loss_cls: 0.8171, loss: 0.8171, grad_norm: 4.9022 2020-10-05 05:45:03,237 - mmaction - INFO - Epoch [51][80/396] lr: 7.500e-04, eta: 5:07:44, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.7927, top5_acc: 0.9273, loss_cls: 0.7940, loss: 0.7940, grad_norm: 4.7228 2020-10-05 05:45:15,234 - mmaction - INFO - Epoch [51][100/396] lr: 7.500e-04, eta: 5:07:19, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.7990, top5_acc: 0.9331, loss_cls: 0.7870, loss: 0.7870, grad_norm: 4.7416 2020-10-05 05:45:27,196 - mmaction - INFO - Epoch [51][120/396] lr: 7.500e-04, eta: 5:06:53, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7784, top5_acc: 0.9273, loss_cls: 0.8468, loss: 0.8468, grad_norm: 5.0453 2020-10-05 05:45:39,218 - mmaction - INFO - Epoch [51][140/396] lr: 7.500e-04, eta: 5:06:28, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.7956, top5_acc: 0.9365, loss_cls: 0.7918, loss: 0.7918, grad_norm: 4.8309 2020-10-05 05:45:51,449 - mmaction - INFO - Epoch [51][160/396] lr: 7.500e-04, eta: 5:06:03, time: 0.610, data_time: 0.002, memory: 8344, top1_acc: 0.7927, top5_acc: 0.9307, loss_cls: 0.8019, loss: 0.8019, grad_norm: 4.8174 2020-10-05 05:46:03,482 - mmaction - INFO - Epoch [51][180/396] lr: 7.500e-04, eta: 5:05:38, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.7893, top5_acc: 0.9260, loss_cls: 0.8140, loss: 0.8140, grad_norm: 4.8507 2020-10-05 05:46:15,443 - mmaction - INFO - Epoch [51][200/396] lr: 7.500e-04, eta: 5:05:12, time: 0.595, data_time: 0.004, memory: 8344, top1_acc: 0.7839, top5_acc: 0.9263, loss_cls: 0.8344, loss: 0.8344, grad_norm: 4.9357 2020-10-05 05:46:27,457 - mmaction - INFO - Epoch [51][220/396] lr: 7.500e-04, eta: 5:04:47, time: 0.605, data_time: 0.007, memory: 8344, top1_acc: 0.7937, top5_acc: 0.9281, loss_cls: 0.8214, loss: 0.8214, grad_norm: 4.8997 2020-10-05 05:46:39,420 - mmaction - INFO - Epoch [51][240/396] lr: 7.500e-04, eta: 5:04:22, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.7862, top5_acc: 0.9266, loss_cls: 0.8283, loss: 0.8283, grad_norm: 4.8698 2020-10-05 05:46:51,534 - mmaction - INFO - Epoch [51][260/396] lr: 7.500e-04, eta: 5:03:57, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.7935, top5_acc: 0.9310, loss_cls: 0.8006, loss: 0.8006, grad_norm: 4.7724 2020-10-05 05:47:03,514 - mmaction - INFO - Epoch [51][280/396] lr: 7.500e-04, eta: 5:03:32, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.7807, top5_acc: 0.9281, loss_cls: 0.8400, loss: 0.8400, grad_norm: 4.9554 2020-10-05 05:47:15,509 - mmaction - INFO - Epoch [51][300/396] lr: 7.500e-04, eta: 5:03:07, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.7833, top5_acc: 0.9289, loss_cls: 0.8265, loss: 0.8265, grad_norm: 4.9370 2020-10-05 05:47:27,493 - mmaction - INFO - Epoch [51][320/396] lr: 7.500e-04, eta: 5:02:42, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.7922, top5_acc: 0.9339, loss_cls: 0.8030, loss: 0.8030, grad_norm: 4.8995 2020-10-05 05:47:39,633 - mmaction - INFO - Epoch [51][340/396] lr: 7.500e-04, eta: 5:02:17, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.7948, top5_acc: 0.9372, loss_cls: 0.7831, loss: 0.7831, grad_norm: 4.7955 2020-10-05 05:47:51,595 - mmaction - INFO - Epoch [51][360/396] lr: 7.500e-04, eta: 5:01:52, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7862, top5_acc: 0.9310, loss_cls: 0.8103, loss: 0.8103, grad_norm: 4.8904 2020-10-05 05:48:03,515 - mmaction - INFO - Epoch [51][380/396] lr: 7.500e-04, eta: 5:01:26, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.7922, top5_acc: 0.9310, loss_cls: 0.7878, loss: 0.7878, grad_norm: 4.9364 2020-10-05 05:48:15,199 - mmaction - INFO - Saving checkpoint at 51 epochs 2020-10-05 05:51:18,029 - mmaction - INFO - Epoch [52][20/396] lr: 7.500e-04, eta: 5:03:16, time: 9.123, data_time: 6.226, memory: 8344, top1_acc: 0.7904, top5_acc: 0.9294, loss_cls: 0.8015, loss: 0.8015, grad_norm: 4.8030 2020-10-05 05:51:29,976 - mmaction - INFO - Epoch [52][40/396] lr: 7.500e-04, eta: 5:02:50, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.7857, top5_acc: 0.9313, loss_cls: 0.8090, loss: 0.8090, grad_norm: 4.9286 2020-10-05 05:51:41,916 - mmaction - INFO - Epoch [52][60/396] lr: 7.500e-04, eta: 5:02:25, time: 0.598, data_time: 0.004, memory: 8344, top1_acc: 0.7865, top5_acc: 0.9281, loss_cls: 0.8178, loss: 0.8178, grad_norm: 4.8709 2020-10-05 05:51:54,045 - mmaction - INFO - Epoch [52][80/396] lr: 7.500e-04, eta: 5:02:00, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.7953, top5_acc: 0.9318, loss_cls: 0.8038, loss: 0.8038, grad_norm: 4.7855 2020-10-05 05:52:05,937 - mmaction - INFO - Epoch [52][100/396] lr: 7.500e-04, eta: 5:01:35, time: 0.595, data_time: 0.003, memory: 8344, top1_acc: 0.7870, top5_acc: 0.9258, loss_cls: 0.8169, loss: 0.8169, grad_norm: 4.8618 2020-10-05 05:52:17,920 - mmaction - INFO - Epoch [52][120/396] lr: 7.500e-04, eta: 5:01:10, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.7943, top5_acc: 0.9307, loss_cls: 0.7961, loss: 0.7961, grad_norm: 4.8632 2020-10-05 05:52:29,822 - mmaction - INFO - Epoch [52][140/396] lr: 7.500e-04, eta: 5:00:44, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.7865, top5_acc: 0.9336, loss_cls: 0.7976, loss: 0.7976, grad_norm: 4.7309 2020-10-05 05:52:41,870 - mmaction - INFO - Epoch [52][160/396] lr: 7.500e-04, eta: 5:00:19, time: 0.601, data_time: 0.001, memory: 8344, top1_acc: 0.7872, top5_acc: 0.9346, loss_cls: 0.8004, loss: 0.8004, grad_norm: 4.8109 2020-10-05 05:52:53,866 - mmaction - INFO - Epoch [52][180/396] lr: 7.500e-04, eta: 4:59:54, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.7872, top5_acc: 0.9331, loss_cls: 0.7955, loss: 0.7955, grad_norm: 4.8209 2020-10-05 05:53:05,916 - mmaction - INFO - Epoch [52][200/396] lr: 7.500e-04, eta: 4:59:29, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8023, top5_acc: 0.9396, loss_cls: 0.7585, loss: 0.7585, grad_norm: 4.7110 2020-10-05 05:53:17,904 - mmaction - INFO - Epoch [52][220/396] lr: 7.500e-04, eta: 4:59:04, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.7867, top5_acc: 0.9289, loss_cls: 0.8205, loss: 0.8205, grad_norm: 4.9424 2020-10-05 05:53:30,093 - mmaction - INFO - Epoch [52][240/396] lr: 7.500e-04, eta: 4:58:39, time: 0.610, data_time: 0.003, memory: 8344, top1_acc: 0.7898, top5_acc: 0.9294, loss_cls: 0.8082, loss: 0.8082, grad_norm: 4.8352 2020-10-05 05:53:42,039 - mmaction - INFO - Epoch [52][260/396] lr: 7.500e-04, eta: 4:58:14, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.7953, top5_acc: 0.9323, loss_cls: 0.7823, loss: 0.7823, grad_norm: 4.7754 2020-10-05 05:53:53,959 - mmaction - INFO - Epoch [52][280/396] lr: 7.500e-04, eta: 4:57:49, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.7828, top5_acc: 0.9224, loss_cls: 0.8232, loss: 0.8232, grad_norm: 4.8874 2020-10-05 05:54:05,962 - mmaction - INFO - Epoch [52][300/396] lr: 7.500e-04, eta: 4:57:24, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8026, top5_acc: 0.9315, loss_cls: 0.7763, loss: 0.7763, grad_norm: 4.6513 2020-10-05 05:54:18,210 - mmaction - INFO - Epoch [52][320/396] lr: 7.500e-04, eta: 4:57:00, time: 0.613, data_time: 0.003, memory: 8344, top1_acc: 0.7880, top5_acc: 0.9289, loss_cls: 0.8143, loss: 0.8143, grad_norm: 4.8696 2020-10-05 05:54:30,249 - mmaction - INFO - Epoch [52][340/396] lr: 7.500e-04, eta: 4:56:35, time: 0.599, data_time: 0.004, memory: 8344, top1_acc: 0.7990, top5_acc: 0.9336, loss_cls: 0.7726, loss: 0.7726, grad_norm: 4.7946 2020-10-05 05:54:42,335 - mmaction - INFO - Epoch [52][360/396] lr: 7.500e-04, eta: 4:56:10, time: 0.609, data_time: 0.007, memory: 8344, top1_acc: 0.7953, top5_acc: 0.9323, loss_cls: 0.7988, loss: 0.7988, grad_norm: 4.8903 2020-10-05 05:54:54,330 - mmaction - INFO - Epoch [52][380/396] lr: 7.500e-04, eta: 4:55:45, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.7870, top5_acc: 0.9284, loss_cls: 0.8232, loss: 0.8232, grad_norm: 4.9301 2020-10-05 05:55:05,178 - mmaction - INFO - Saving checkpoint at 52 epochs 2020-10-05 05:57:56,038 - mmaction - INFO - Epoch [53][20/396] lr: 7.500e-04, eta: 4:57:18, time: 8.524, data_time: 5.986, memory: 8344, top1_acc: 0.7953, top5_acc: 0.9305, loss_cls: 0.8028, loss: 0.8028, grad_norm: 4.8304 2020-10-05 05:58:07,947 - mmaction - INFO - Epoch [53][40/396] lr: 7.500e-04, eta: 4:56:53, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.7997, top5_acc: 0.9294, loss_cls: 0.7763, loss: 0.7763, grad_norm: 4.6868 2020-10-05 05:58:19,803 - mmaction - INFO - Epoch [53][60/396] lr: 7.500e-04, eta: 4:56:28, time: 0.592, data_time: 0.001, memory: 8344, top1_acc: 0.7940, top5_acc: 0.9336, loss_cls: 0.7914, loss: 0.7914, grad_norm: 4.7630 2020-10-05 05:58:31,845 - mmaction - INFO - Epoch [53][80/396] lr: 7.500e-04, eta: 4:56:03, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.7896, top5_acc: 0.9305, loss_cls: 0.8183, loss: 0.8183, grad_norm: 4.9790 2020-10-05 05:58:43,733 - mmaction - INFO - Epoch [53][100/396] lr: 7.500e-04, eta: 4:55:38, time: 0.594, data_time: 0.002, memory: 8344, top1_acc: 0.8031, top5_acc: 0.9346, loss_cls: 0.7690, loss: 0.7690, grad_norm: 4.8059 2020-10-05 05:58:55,807 - mmaction - INFO - Epoch [53][120/396] lr: 7.500e-04, eta: 4:55:13, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.7919, top5_acc: 0.9284, loss_cls: 0.8024, loss: 0.8024, grad_norm: 4.9034 2020-10-05 05:59:07,871 - mmaction - INFO - Epoch [53][140/396] lr: 7.500e-04, eta: 4:54:48, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8057, top5_acc: 0.9396, loss_cls: 0.7486, loss: 0.7486, grad_norm: 4.7205 2020-10-05 05:59:19,791 - mmaction - INFO - Epoch [53][160/396] lr: 7.500e-04, eta: 4:54:23, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.7938, top5_acc: 0.9341, loss_cls: 0.7936, loss: 0.7936, grad_norm: 4.7888 2020-10-05 05:59:31,799 - mmaction - INFO - Epoch [53][180/396] lr: 7.500e-04, eta: 4:53:58, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.7870, top5_acc: 0.9271, loss_cls: 0.8047, loss: 0.8047, grad_norm: 4.8337 2020-10-05 05:59:43,813 - mmaction - INFO - Epoch [53][200/396] lr: 7.500e-04, eta: 4:53:33, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.7966, top5_acc: 0.9333, loss_cls: 0.7881, loss: 0.7881, grad_norm: 4.7672 2020-10-05 05:59:55,869 - mmaction - INFO - Epoch [53][220/396] lr: 7.500e-04, eta: 4:53:08, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.8010, top5_acc: 0.9370, loss_cls: 0.7694, loss: 0.7694, grad_norm: 4.8197 2020-10-05 06:00:14,360 - mmaction - INFO - Epoch [53][240/396] lr: 7.500e-04, eta: 4:52:50, time: 0.925, data_time: 0.008, memory: 8344, top1_acc: 0.7906, top5_acc: 0.9352, loss_cls: 0.7958, loss: 0.7958, grad_norm: 4.9421 2020-10-05 06:00:26,646 - mmaction - INFO - Epoch [53][260/396] lr: 7.500e-04, eta: 4:52:25, time: 0.615, data_time: 0.008, memory: 8344, top1_acc: 0.7826, top5_acc: 0.9271, loss_cls: 0.8150, loss: 0.8150, grad_norm: 4.9447 2020-10-05 06:00:38,778 - mmaction - INFO - Epoch [53][280/396] lr: 7.500e-04, eta: 4:52:00, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.7896, top5_acc: 0.9307, loss_cls: 0.8277, loss: 0.8277, grad_norm: 5.0776 2020-10-05 06:00:50,793 - mmaction - INFO - Epoch [53][300/396] lr: 7.500e-04, eta: 4:51:36, time: 0.602, data_time: 0.004, memory: 8344, top1_acc: 0.7961, top5_acc: 0.9320, loss_cls: 0.8080, loss: 0.8080, grad_norm: 4.9482 2020-10-05 06:01:02,757 - mmaction - INFO - Epoch [53][320/396] lr: 7.500e-04, eta: 4:51:11, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.7880, top5_acc: 0.9331, loss_cls: 0.8019, loss: 0.8019, grad_norm: 4.8235 2020-10-05 06:01:14,674 - mmaction - INFO - Epoch [53][340/396] lr: 7.500e-04, eta: 4:50:46, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.7979, top5_acc: 0.9258, loss_cls: 0.8207, loss: 0.8207, grad_norm: 4.9080 2020-10-05 06:01:26,637 - mmaction - INFO - Epoch [53][360/396] lr: 7.500e-04, eta: 4:50:22, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7995, top5_acc: 0.9328, loss_cls: 0.7725, loss: 0.7725, grad_norm: 4.8287 2020-10-05 06:01:38,689 - mmaction - INFO - Epoch [53][380/396] lr: 7.500e-04, eta: 4:49:57, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.7844, top5_acc: 0.9297, loss_cls: 0.8336, loss: 0.8336, grad_norm: 4.9806 2020-10-05 06:01:58,088 - mmaction - INFO - Saving checkpoint at 53 epochs 2020-10-05 06:04:34,328 - mmaction - INFO - Epoch [54][20/396] lr: 7.500e-04, eta: 4:51:11, time: 7.789, data_time: 7.149, memory: 8344, top1_acc: 0.7953, top5_acc: 0.9305, loss_cls: 0.8119, loss: 0.8119, grad_norm: 4.8938 2020-10-05 06:04:46,210 - mmaction - INFO - Epoch [54][40/396] lr: 7.500e-04, eta: 4:50:47, time: 0.596, data_time: 0.004, memory: 8344, top1_acc: 0.7958, top5_acc: 0.9268, loss_cls: 0.7954, loss: 0.7954, grad_norm: 4.7812 2020-10-05 06:04:58,064 - mmaction - INFO - Epoch [54][60/396] lr: 7.500e-04, eta: 4:50:22, time: 0.593, data_time: 0.003, memory: 8344, top1_acc: 0.7924, top5_acc: 0.9302, loss_cls: 0.8160, loss: 0.8160, grad_norm: 4.9347 2020-10-05 06:05:10,048 - mmaction - INFO - Epoch [54][80/396] lr: 7.500e-04, eta: 4:49:57, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.7932, top5_acc: 0.9365, loss_cls: 0.7862, loss: 0.7862, grad_norm: 4.9505 2020-10-05 06:05:21,941 - mmaction - INFO - Epoch [54][100/396] lr: 7.500e-04, eta: 4:49:32, time: 0.594, data_time: 0.003, memory: 8344, top1_acc: 0.7799, top5_acc: 0.9271, loss_cls: 0.8326, loss: 0.8326, grad_norm: 5.0394 2020-10-05 06:05:33,923 - mmaction - INFO - Epoch [54][120/396] lr: 7.500e-04, eta: 4:49:07, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.7961, top5_acc: 0.9354, loss_cls: 0.7906, loss: 0.7906, grad_norm: 4.9023 2020-10-05 06:05:45,837 - mmaction - INFO - Epoch [54][140/396] lr: 7.500e-04, eta: 4:48:43, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.7961, top5_acc: 0.9328, loss_cls: 0.8014, loss: 0.8014, grad_norm: 5.0238 2020-10-05 06:05:57,810 - mmaction - INFO - Epoch [54][160/396] lr: 7.500e-04, eta: 4:48:18, time: 0.596, data_time: 0.001, memory: 8344, top1_acc: 0.8005, top5_acc: 0.9341, loss_cls: 0.7632, loss: 0.7632, grad_norm: 4.7759 2020-10-05 06:06:09,711 - mmaction - INFO - Epoch [54][180/396] lr: 7.500e-04, eta: 4:47:53, time: 0.597, data_time: 0.004, memory: 8344, top1_acc: 0.7940, top5_acc: 0.9305, loss_cls: 0.8067, loss: 0.8067, grad_norm: 4.9320 2020-10-05 06:06:21,733 - mmaction - INFO - Epoch [54][200/396] lr: 7.500e-04, eta: 4:47:29, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8031, top5_acc: 0.9388, loss_cls: 0.7628, loss: 0.7628, grad_norm: 4.7576 2020-10-05 06:06:33,656 - mmaction - INFO - Epoch [54][220/396] lr: 7.500e-04, eta: 4:47:04, time: 0.598, data_time: 0.005, memory: 8344, top1_acc: 0.8060, top5_acc: 0.9328, loss_cls: 0.7721, loss: 0.7721, grad_norm: 4.7765 2020-10-05 06:06:45,589 - mmaction - INFO - Epoch [54][240/396] lr: 7.500e-04, eta: 4:46:39, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.7995, top5_acc: 0.9344, loss_cls: 0.7794, loss: 0.7794, grad_norm: 4.8659 2020-10-05 06:06:57,724 - mmaction - INFO - Epoch [54][260/396] lr: 7.500e-04, eta: 4:46:15, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.8031, top5_acc: 0.9305, loss_cls: 0.7827, loss: 0.7827, grad_norm: 4.7264 2020-10-05 06:07:09,640 - mmaction - INFO - Epoch [54][280/396] lr: 7.500e-04, eta: 4:45:50, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.7979, top5_acc: 0.9307, loss_cls: 0.7755, loss: 0.7755, grad_norm: 4.7683 2020-10-05 06:07:21,582 - mmaction - INFO - Epoch [54][300/396] lr: 7.500e-04, eta: 4:45:26, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.7841, top5_acc: 0.9318, loss_cls: 0.8079, loss: 0.8079, grad_norm: 5.0249 2020-10-05 06:07:33,755 - mmaction - INFO - Epoch [54][320/396] lr: 7.500e-04, eta: 4:45:02, time: 0.609, data_time: 0.001, memory: 8344, top1_acc: 0.7982, top5_acc: 0.9333, loss_cls: 0.7803, loss: 0.7803, grad_norm: 4.8568 2020-10-05 06:07:45,657 - mmaction - INFO - Epoch [54][340/396] lr: 7.500e-04, eta: 4:44:37, time: 0.595, data_time: 0.001, memory: 8344, top1_acc: 0.7990, top5_acc: 0.9318, loss_cls: 0.7925, loss: 0.7925, grad_norm: 4.9138 2020-10-05 06:07:57,753 - mmaction - INFO - Epoch [54][360/396] lr: 7.500e-04, eta: 4:44:13, time: 0.603, data_time: 0.001, memory: 8344, top1_acc: 0.8023, top5_acc: 0.9341, loss_cls: 0.7694, loss: 0.7694, grad_norm: 4.7434 2020-10-05 06:08:09,900 - mmaction - INFO - Epoch [54][380/396] lr: 7.500e-04, eta: 4:43:48, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.8000, top5_acc: 0.9315, loss_cls: 0.7930, loss: 0.7930, grad_norm: 4.8832 2020-10-05 06:08:21,800 - mmaction - INFO - Saving checkpoint at 54 epochs 2020-10-05 06:10:56,918 - mmaction - INFO - Epoch [55][20/396] lr: 7.500e-04, eta: 4:44:58, time: 7.734, data_time: 7.090, memory: 8344, top1_acc: 0.7938, top5_acc: 0.9326, loss_cls: 0.7862, loss: 0.7862, grad_norm: 4.7895 2020-10-05 06:11:08,825 - mmaction - INFO - Epoch [55][40/396] lr: 7.500e-04, eta: 4:44:33, time: 0.597, data_time: 0.004, memory: 8344, top1_acc: 0.8000, top5_acc: 0.9302, loss_cls: 0.7698, loss: 0.7698, grad_norm: 4.7692 2020-10-05 06:11:20,805 - mmaction - INFO - Epoch [55][60/396] lr: 7.500e-04, eta: 4:44:09, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8008, top5_acc: 0.9294, loss_cls: 0.7718, loss: 0.7718, grad_norm: 4.7330 2020-10-05 06:11:32,805 - mmaction - INFO - Epoch [55][80/396] lr: 7.500e-04, eta: 4:43:44, time: 0.602, data_time: 0.004, memory: 8344, top1_acc: 0.7987, top5_acc: 0.9370, loss_cls: 0.7762, loss: 0.7762, grad_norm: 4.9500 2020-10-05 06:11:44,755 - mmaction - INFO - Epoch [55][100/396] lr: 7.500e-04, eta: 4:43:20, time: 0.598, data_time: 0.004, memory: 8344, top1_acc: 0.8044, top5_acc: 0.9346, loss_cls: 0.7573, loss: 0.7573, grad_norm: 4.7803 2020-10-05 06:11:56,686 - mmaction - INFO - Epoch [55][120/396] lr: 7.500e-04, eta: 4:42:55, time: 0.595, data_time: 0.001, memory: 8344, top1_acc: 0.7893, top5_acc: 0.9323, loss_cls: 0.7983, loss: 0.7983, grad_norm: 4.9545 2020-10-05 06:12:08,654 - mmaction - INFO - Epoch [55][140/396] lr: 7.500e-04, eta: 4:42:31, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.7943, top5_acc: 0.9341, loss_cls: 0.7885, loss: 0.7885, grad_norm: 4.9244 2020-10-05 06:12:20,548 - mmaction - INFO - Epoch [55][160/396] lr: 7.500e-04, eta: 4:42:06, time: 0.595, data_time: 0.003, memory: 8344, top1_acc: 0.7979, top5_acc: 0.9333, loss_cls: 0.8105, loss: 0.8105, grad_norm: 5.0134 2020-10-05 06:12:32,518 - mmaction - INFO - Epoch [55][180/396] lr: 7.500e-04, eta: 4:41:42, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.7901, top5_acc: 0.9380, loss_cls: 0.7769, loss: 0.7769, grad_norm: 4.9660 2020-10-05 06:12:44,492 - mmaction - INFO - Epoch [55][200/396] lr: 7.500e-04, eta: 4:41:17, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.7953, top5_acc: 0.9331, loss_cls: 0.7963, loss: 0.7963, grad_norm: 4.8950 2020-10-05 06:12:56,500 - mmaction - INFO - Epoch [55][220/396] lr: 7.500e-04, eta: 4:40:53, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8021, top5_acc: 0.9354, loss_cls: 0.7690, loss: 0.7690, grad_norm: 4.9141 2020-10-05 06:13:08,447 - mmaction - INFO - Epoch [55][240/396] lr: 7.500e-04, eta: 4:40:29, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.7966, top5_acc: 0.9286, loss_cls: 0.7839, loss: 0.7839, grad_norm: 4.7408 2020-10-05 06:13:20,455 - mmaction - INFO - Epoch [55][260/396] lr: 7.500e-04, eta: 4:40:04, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8029, top5_acc: 0.9302, loss_cls: 0.7821, loss: 0.7821, grad_norm: 4.7683 2020-10-05 06:13:32,528 - mmaction - INFO - Epoch [55][280/396] lr: 7.500e-04, eta: 4:39:40, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.7880, top5_acc: 0.9292, loss_cls: 0.8054, loss: 0.8054, grad_norm: 5.0363 2020-10-05 06:13:44,468 - mmaction - INFO - Epoch [55][300/396] lr: 7.500e-04, eta: 4:39:16, time: 0.594, data_time: 0.001, memory: 8344, top1_acc: 0.7893, top5_acc: 0.9258, loss_cls: 0.8112, loss: 0.8112, grad_norm: 4.9912 2020-10-05 06:13:56,551 - mmaction - INFO - Epoch [55][320/396] lr: 7.500e-04, eta: 4:38:52, time: 0.606, data_time: 0.004, memory: 8344, top1_acc: 0.7893, top5_acc: 0.9234, loss_cls: 0.8129, loss: 0.8129, grad_norm: 4.9512 2020-10-05 06:14:08,498 - mmaction - INFO - Epoch [55][340/396] lr: 7.500e-04, eta: 4:38:27, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.7961, top5_acc: 0.9375, loss_cls: 0.7741, loss: 0.7741, grad_norm: 4.9561 2020-10-05 06:14:20,466 - mmaction - INFO - Epoch [55][360/396] lr: 7.500e-04, eta: 4:38:03, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.7885, top5_acc: 0.9224, loss_cls: 0.8234, loss: 0.8234, grad_norm: 4.9837 2020-10-05 06:14:32,480 - mmaction - INFO - Epoch [55][380/396] lr: 7.500e-04, eta: 4:37:39, time: 0.601, data_time: 0.001, memory: 8344, top1_acc: 0.8039, top5_acc: 0.9362, loss_cls: 0.7727, loss: 0.7727, grad_norm: 4.8832 2020-10-05 06:14:44,003 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-10-05 06:16:49,601 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 06:16:49,822 - mmaction - INFO - top1_acc 0.7683 top5_acc 0.9308 2020-10-05 06:16:49,822 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 06:16:49,856 - mmaction - INFO - mean_acc 0.7685 2020-10-05 06:16:49,856 - mmaction - INFO - Now best checkpoint is epoch_55.pth 2020-10-05 06:16:49,859 - mmaction - INFO - Epoch(val) [55][396] top1_acc: 0.7683, top5_acc: 0.9308, mean_class_accuracy: 0.7685 2020-10-05 06:19:01,780 - mmaction - INFO - Epoch [56][20/396] lr: 7.500e-04, eta: 4:38:26, time: 6.595, data_time: 5.977, memory: 8344, top1_acc: 0.8026, top5_acc: 0.9294, loss_cls: 0.7815, loss: 0.7815, grad_norm: 4.8280 2020-10-05 06:19:13,772 - mmaction - INFO - Epoch [56][40/396] lr: 7.500e-04, eta: 4:38:01, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.7961, top5_acc: 0.9294, loss_cls: 0.7906, loss: 0.7906, grad_norm: 4.9689 2020-10-05 06:19:25,689 - mmaction - INFO - Epoch [56][60/396] lr: 7.500e-04, eta: 4:37:37, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.7984, top5_acc: 0.9339, loss_cls: 0.7783, loss: 0.7783, grad_norm: 4.8684 2020-10-05 06:19:37,591 - mmaction - INFO - Epoch [56][80/396] lr: 7.500e-04, eta: 4:37:13, time: 0.594, data_time: 0.002, memory: 8344, top1_acc: 0.7940, top5_acc: 0.9352, loss_cls: 0.7965, loss: 0.7965, grad_norm: 5.0299 2020-10-05 06:19:49,646 - mmaction - INFO - Epoch [56][100/396] lr: 7.500e-04, eta: 4:36:48, time: 0.603, data_time: 0.004, memory: 8344, top1_acc: 0.7979, top5_acc: 0.9357, loss_cls: 0.7778, loss: 0.7778, grad_norm: 4.8808 2020-10-05 06:20:01,616 - mmaction - INFO - Epoch [56][120/396] lr: 7.500e-04, eta: 4:36:24, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8023, top5_acc: 0.9326, loss_cls: 0.7793, loss: 0.7793, grad_norm: 4.8279 2020-10-05 06:20:13,713 - mmaction - INFO - Epoch [56][140/396] lr: 7.500e-04, eta: 4:36:00, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.8013, top5_acc: 0.9328, loss_cls: 0.7565, loss: 0.7565, grad_norm: 4.7902 2020-10-05 06:20:25,738 - mmaction - INFO - Epoch [56][160/396] lr: 7.500e-04, eta: 4:35:36, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8034, top5_acc: 0.9328, loss_cls: 0.7647, loss: 0.7647, grad_norm: 4.8380 2020-10-05 06:20:37,757 - mmaction - INFO - Epoch [56][180/396] lr: 7.500e-04, eta: 4:35:12, time: 0.605, data_time: 0.006, memory: 8344, top1_acc: 0.7891, top5_acc: 0.9302, loss_cls: 0.7985, loss: 0.7985, grad_norm: 4.9542 2020-10-05 06:20:49,877 - mmaction - INFO - Epoch [56][200/396] lr: 7.500e-04, eta: 4:34:48, time: 0.606, data_time: 0.003, memory: 8344, top1_acc: 0.7831, top5_acc: 0.9206, loss_cls: 0.8430, loss: 0.8430, grad_norm: 5.0860 2020-10-05 06:21:01,861 - mmaction - INFO - Epoch [56][220/396] lr: 7.500e-04, eta: 4:34:24, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8076, top5_acc: 0.9375, loss_cls: 0.7673, loss: 0.7673, grad_norm: 4.8477 2020-10-05 06:21:13,806 - mmaction - INFO - Epoch [56][240/396] lr: 7.500e-04, eta: 4:34:00, time: 0.596, data_time: 0.001, memory: 8344, top1_acc: 0.7992, top5_acc: 0.9349, loss_cls: 0.7806, loss: 0.7806, grad_norm: 4.9825 2020-10-05 06:21:25,723 - mmaction - INFO - Epoch [56][260/396] lr: 7.500e-04, eta: 4:33:35, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.7974, top5_acc: 0.9310, loss_cls: 0.7908, loss: 0.7908, grad_norm: 4.9337 2020-10-05 06:21:37,737 - mmaction - INFO - Epoch [56][280/396] lr: 7.500e-04, eta: 4:33:11, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8021, top5_acc: 0.9352, loss_cls: 0.7614, loss: 0.7614, grad_norm: 4.8672 2020-10-05 06:21:49,848 - mmaction - INFO - Epoch [56][300/396] lr: 7.500e-04, eta: 4:32:48, time: 0.607, data_time: 0.003, memory: 8344, top1_acc: 0.7966, top5_acc: 0.9341, loss_cls: 0.7703, loss: 0.7703, grad_norm: 4.8792 2020-10-05 06:22:01,965 - mmaction - INFO - Epoch [56][320/396] lr: 7.500e-04, eta: 4:32:24, time: 0.606, data_time: 0.003, memory: 8344, top1_acc: 0.7914, top5_acc: 0.9341, loss_cls: 0.7836, loss: 0.7836, grad_norm: 4.9723 2020-10-05 06:22:13,939 - mmaction - INFO - Epoch [56][340/396] lr: 7.500e-04, eta: 4:32:00, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.8063, top5_acc: 0.9354, loss_cls: 0.7628, loss: 0.7628, grad_norm: 4.8394 2020-10-05 06:22:25,882 - mmaction - INFO - Epoch [56][360/396] lr: 7.500e-04, eta: 4:31:36, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8008, top5_acc: 0.9365, loss_cls: 0.7634, loss: 0.7634, grad_norm: 4.8332 2020-10-05 06:22:37,799 - mmaction - INFO - Epoch [56][380/396] lr: 7.500e-04, eta: 4:31:12, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.7940, top5_acc: 0.9315, loss_cls: 0.7722, loss: 0.7722, grad_norm: 4.8585 2020-10-05 06:22:49,079 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-10-05 06:25:26,015 - mmaction - INFO - Epoch [57][20/396] lr: 7.500e-04, eta: 4:32:15, time: 7.827, data_time: 6.207, memory: 8344, top1_acc: 0.7958, top5_acc: 0.9396, loss_cls: 0.7774, loss: 0.7774, grad_norm: 4.9653 2020-10-05 06:25:37,859 - mmaction - INFO - Epoch [57][40/396] lr: 7.500e-04, eta: 4:31:50, time: 0.594, data_time: 0.004, memory: 8344, top1_acc: 0.7987, top5_acc: 0.9349, loss_cls: 0.7650, loss: 0.7650, grad_norm: 4.8909 2020-10-05 06:25:49,841 - mmaction - INFO - Epoch [57][60/396] lr: 7.500e-04, eta: 4:31:26, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.7844, top5_acc: 0.9328, loss_cls: 0.7969, loss: 0.7969, grad_norm: 5.0136 2020-10-05 06:26:01,707 - mmaction - INFO - Epoch [57][80/396] lr: 7.500e-04, eta: 4:31:02, time: 0.596, data_time: 0.005, memory: 8344, top1_acc: 0.8044, top5_acc: 0.9380, loss_cls: 0.7708, loss: 0.7708, grad_norm: 4.8524 2020-10-05 06:26:13,674 - mmaction - INFO - Epoch [57][100/396] lr: 7.500e-04, eta: 4:30:38, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.8073, top5_acc: 0.9367, loss_cls: 0.7503, loss: 0.7503, grad_norm: 4.8305 2020-10-05 06:26:25,812 - mmaction - INFO - Epoch [57][120/396] lr: 7.500e-04, eta: 4:30:14, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.7958, top5_acc: 0.9388, loss_cls: 0.7610, loss: 0.7610, grad_norm: 5.0168 2020-10-05 06:26:37,870 - mmaction - INFO - Epoch [57][140/396] lr: 7.500e-04, eta: 4:29:50, time: 0.611, data_time: 0.011, memory: 8344, top1_acc: 0.7964, top5_acc: 0.9357, loss_cls: 0.7711, loss: 0.7711, grad_norm: 4.9283 2020-10-05 06:26:49,767 - mmaction - INFO - Epoch [57][160/396] lr: 7.500e-04, eta: 4:29:26, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.7953, top5_acc: 0.9310, loss_cls: 0.8092, loss: 0.8092, grad_norm: 5.0376 2020-10-05 06:27:01,878 - mmaction - INFO - Epoch [57][180/396] lr: 7.500e-04, eta: 4:29:03, time: 0.605, data_time: 0.001, memory: 8344, top1_acc: 0.8008, top5_acc: 0.9289, loss_cls: 0.7808, loss: 0.7808, grad_norm: 4.8300 2020-10-05 06:27:13,951 - mmaction - INFO - Epoch [57][200/396] lr: 7.500e-04, eta: 4:28:39, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8018, top5_acc: 0.9346, loss_cls: 0.7694, loss: 0.7694, grad_norm: 4.8300 2020-10-05 06:27:25,891 - mmaction - INFO - Epoch [57][220/396] lr: 7.500e-04, eta: 4:28:15, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7901, top5_acc: 0.9339, loss_cls: 0.7894, loss: 0.7894, grad_norm: 5.0224 2020-10-05 06:27:37,957 - mmaction - INFO - Epoch [57][240/396] lr: 7.500e-04, eta: 4:27:51, time: 0.601, data_time: 0.001, memory: 8344, top1_acc: 0.8018, top5_acc: 0.9354, loss_cls: 0.7674, loss: 0.7674, grad_norm: 5.0674 2020-10-05 06:27:49,884 - mmaction - INFO - Epoch [57][260/396] lr: 7.500e-04, eta: 4:27:27, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8130, top5_acc: 0.9352, loss_cls: 0.7509, loss: 0.7509, grad_norm: 4.7949 2020-10-05 06:28:01,856 - mmaction - INFO - Epoch [57][280/396] lr: 7.500e-04, eta: 4:27:03, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.8010, top5_acc: 0.9237, loss_cls: 0.7873, loss: 0.7873, grad_norm: 4.9989 2020-10-05 06:28:13,927 - mmaction - INFO - Epoch [57][300/396] lr: 7.500e-04, eta: 4:26:39, time: 0.605, data_time: 0.004, memory: 8344, top1_acc: 0.7885, top5_acc: 0.9339, loss_cls: 0.7945, loss: 0.7945, grad_norm: 5.0599 2020-10-05 06:28:25,900 - mmaction - INFO - Epoch [57][320/396] lr: 7.500e-04, eta: 4:26:16, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.7914, top5_acc: 0.9279, loss_cls: 0.8139, loss: 0.8139, grad_norm: 4.8997 2020-10-05 06:28:37,905 - mmaction - INFO - Epoch [57][340/396] lr: 7.500e-04, eta: 4:25:52, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.7984, top5_acc: 0.9375, loss_cls: 0.7672, loss: 0.7672, grad_norm: 5.0081 2020-10-05 06:28:49,989 - mmaction - INFO - Epoch [57][360/396] lr: 7.500e-04, eta: 4:25:28, time: 0.606, data_time: 0.003, memory: 8344, top1_acc: 0.7943, top5_acc: 0.9250, loss_cls: 0.8074, loss: 0.8074, grad_norm: 5.0534 2020-10-05 06:29:01,941 - mmaction - INFO - Epoch [57][380/396] lr: 7.500e-04, eta: 4:25:05, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8047, top5_acc: 0.9380, loss_cls: 0.7731, loss: 0.7731, grad_norm: 4.9385 2020-10-05 06:29:12,813 - mmaction - INFO - Saving checkpoint at 57 epochs 2020-10-05 06:31:27,936 - mmaction - INFO - Epoch [58][20/396] lr: 7.500e-04, eta: 4:25:47, time: 6.737, data_time: 6.026, memory: 8344, top1_acc: 0.8016, top5_acc: 0.9354, loss_cls: 0.7712, loss: 0.7712, grad_norm: 4.8691 2020-10-05 06:31:39,816 - mmaction - INFO - Epoch [58][40/396] lr: 7.500e-04, eta: 4:25:23, time: 0.594, data_time: 0.003, memory: 8344, top1_acc: 0.8073, top5_acc: 0.9339, loss_cls: 0.7573, loss: 0.7573, grad_norm: 4.9224 2020-10-05 06:31:51,741 - mmaction - INFO - Epoch [58][60/396] lr: 7.500e-04, eta: 4:24:59, time: 0.596, data_time: 0.004, memory: 8344, top1_acc: 0.8099, top5_acc: 0.9359, loss_cls: 0.7464, loss: 0.7464, grad_norm: 4.7319 2020-10-05 06:32:03,767 - mmaction - INFO - Epoch [58][80/396] lr: 7.500e-04, eta: 4:24:36, time: 0.602, data_time: 0.004, memory: 8344, top1_acc: 0.7935, top5_acc: 0.9307, loss_cls: 0.7840, loss: 0.7840, grad_norm: 4.9658 2020-10-05 06:32:15,779 - mmaction - INFO - Epoch [58][100/396] lr: 7.500e-04, eta: 4:24:12, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.8026, top5_acc: 0.9370, loss_cls: 0.7648, loss: 0.7648, grad_norm: 4.8809 2020-10-05 06:32:27,788 - mmaction - INFO - Epoch [58][120/396] lr: 7.500e-04, eta: 4:23:48, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.7997, top5_acc: 0.9367, loss_cls: 0.7422, loss: 0.7422, grad_norm: 4.8416 2020-10-05 06:32:39,798 - mmaction - INFO - Epoch [58][140/396] lr: 7.500e-04, eta: 4:23:24, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8021, top5_acc: 0.9357, loss_cls: 0.7640, loss: 0.7640, grad_norm: 4.9584 2020-10-05 06:32:51,722 - mmaction - INFO - Epoch [58][160/396] lr: 7.500e-04, eta: 4:23:01, time: 0.600, data_time: 0.006, memory: 8344, top1_acc: 0.8057, top5_acc: 0.9362, loss_cls: 0.7605, loss: 0.7605, grad_norm: 4.8799 2020-10-05 06:33:03,792 - mmaction - INFO - Epoch [58][180/396] lr: 7.500e-04, eta: 4:22:37, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.8003, top5_acc: 0.9349, loss_cls: 0.7737, loss: 0.7737, grad_norm: 5.0985 2020-10-05 06:33:15,907 - mmaction - INFO - Epoch [58][200/396] lr: 7.500e-04, eta: 4:22:13, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.7893, top5_acc: 0.9216, loss_cls: 0.8251, loss: 0.8251, grad_norm: 5.0570 2020-10-05 06:33:27,835 - mmaction - INFO - Epoch [58][220/396] lr: 7.500e-04, eta: 4:21:50, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.7992, top5_acc: 0.9318, loss_cls: 0.7706, loss: 0.7706, grad_norm: 4.8612 2020-10-05 06:33:40,102 - mmaction - INFO - Epoch [58][240/396] lr: 7.500e-04, eta: 4:21:26, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.7943, top5_acc: 0.9339, loss_cls: 0.7807, loss: 0.7807, grad_norm: 4.9347 2020-10-05 06:33:52,080 - mmaction - INFO - Epoch [58][260/396] lr: 7.500e-04, eta: 4:21:03, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.7935, top5_acc: 0.9341, loss_cls: 0.7713, loss: 0.7713, grad_norm: 4.9357 2020-10-05 06:34:04,198 - mmaction - INFO - Epoch [58][280/396] lr: 7.500e-04, eta: 4:20:39, time: 0.605, data_time: 0.001, memory: 8344, top1_acc: 0.8065, top5_acc: 0.9383, loss_cls: 0.7739, loss: 0.7739, grad_norm: 4.8802 2020-10-05 06:34:16,254 - mmaction - INFO - Epoch [58][300/396] lr: 7.500e-04, eta: 4:20:16, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7992, top5_acc: 0.9346, loss_cls: 0.7636, loss: 0.7636, grad_norm: 4.9384 2020-10-05 06:34:28,297 - mmaction - INFO - Epoch [58][320/396] lr: 7.500e-04, eta: 4:19:52, time: 0.606, data_time: 0.007, memory: 8344, top1_acc: 0.7875, top5_acc: 0.9289, loss_cls: 0.8116, loss: 0.8116, grad_norm: 5.0399 2020-10-05 06:34:40,581 - mmaction - INFO - Epoch [58][340/396] lr: 7.500e-04, eta: 4:19:29, time: 0.615, data_time: 0.003, memory: 8344, top1_acc: 0.7891, top5_acc: 0.9263, loss_cls: 0.8298, loss: 0.8298, grad_norm: 5.0871 2020-10-05 06:34:52,539 - mmaction - INFO - Epoch [58][360/396] lr: 7.500e-04, eta: 4:19:05, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.7982, top5_acc: 0.9289, loss_cls: 0.7787, loss: 0.7787, grad_norm: 4.9525 2020-10-05 06:35:04,609 - mmaction - INFO - Epoch [58][380/396] lr: 7.500e-04, eta: 4:18:42, time: 0.603, data_time: 0.001, memory: 8344, top1_acc: 0.7862, top5_acc: 0.9203, loss_cls: 0.8342, loss: 0.8342, grad_norm: 5.0057 2020-10-05 06:35:15,438 - mmaction - INFO - Saving checkpoint at 58 epochs 2020-10-05 06:37:43,162 - mmaction - INFO - Epoch [59][20/396] lr: 7.500e-04, eta: 4:19:30, time: 7.367, data_time: 6.719, memory: 8344, top1_acc: 0.7990, top5_acc: 0.9266, loss_cls: 0.7618, loss: 0.7618, grad_norm: 4.7833 2020-10-05 06:37:55,065 - mmaction - INFO - Epoch [59][40/396] lr: 7.500e-04, eta: 4:19:07, time: 0.595, data_time: 0.003, memory: 8344, top1_acc: 0.7990, top5_acc: 0.9297, loss_cls: 0.7716, loss: 0.7716, grad_norm: 4.9215 2020-10-05 06:38:07,047 - mmaction - INFO - Epoch [59][60/396] lr: 7.500e-04, eta: 4:18:43, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.7956, top5_acc: 0.9312, loss_cls: 0.7908, loss: 0.7908, grad_norm: 4.9975 2020-10-05 06:38:18,939 - mmaction - INFO - Epoch [59][80/396] lr: 7.500e-04, eta: 4:18:20, time: 0.596, data_time: 0.004, memory: 8344, top1_acc: 0.7966, top5_acc: 0.9362, loss_cls: 0.7821, loss: 0.7821, grad_norm: 5.0289 2020-10-05 06:38:30,880 - mmaction - INFO - Epoch [59][100/396] lr: 7.500e-04, eta: 4:17:56, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.7964, top5_acc: 0.9362, loss_cls: 0.7834, loss: 0.7834, grad_norm: 4.9911 2020-10-05 06:38:43,087 - mmaction - INFO - Epoch [59][120/396] lr: 7.500e-04, eta: 4:17:33, time: 0.610, data_time: 0.003, memory: 8344, top1_acc: 0.8008, top5_acc: 0.9268, loss_cls: 0.7730, loss: 0.7730, grad_norm: 5.0109 2020-10-05 06:38:54,978 - mmaction - INFO - Epoch [59][140/396] lr: 7.500e-04, eta: 4:17:09, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.8036, top5_acc: 0.9362, loss_cls: 0.7589, loss: 0.7589, grad_norm: 4.9731 2020-10-05 06:39:07,020 - mmaction - INFO - Epoch [59][160/396] lr: 7.500e-04, eta: 4:16:46, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.7982, top5_acc: 0.9362, loss_cls: 0.7748, loss: 0.7748, grad_norm: 5.0104 2020-10-05 06:39:19,000 - mmaction - INFO - Epoch [59][180/396] lr: 7.500e-04, eta: 4:16:22, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.7966, top5_acc: 0.9362, loss_cls: 0.7639, loss: 0.7639, grad_norm: 4.9484 2020-10-05 06:39:31,022 - mmaction - INFO - Epoch [59][200/396] lr: 7.500e-04, eta: 4:15:59, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8120, top5_acc: 0.9318, loss_cls: 0.7566, loss: 0.7566, grad_norm: 4.8467 2020-10-05 06:39:43,115 - mmaction - INFO - Epoch [59][220/396] lr: 7.500e-04, eta: 4:15:35, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.7940, top5_acc: 0.9344, loss_cls: 0.7823, loss: 0.7823, grad_norm: 5.1107 2020-10-05 06:39:55,118 - mmaction - INFO - Epoch [59][240/396] lr: 7.500e-04, eta: 4:15:12, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8047, top5_acc: 0.9357, loss_cls: 0.7633, loss: 0.7633, grad_norm: 5.0182 2020-10-05 06:40:07,139 - mmaction - INFO - Epoch [59][260/396] lr: 7.500e-04, eta: 4:14:48, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.8120, top5_acc: 0.9396, loss_cls: 0.7390, loss: 0.7390, grad_norm: 4.9320 2020-10-05 06:40:19,122 - mmaction - INFO - Epoch [59][280/396] lr: 7.500e-04, eta: 4:14:25, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8055, top5_acc: 0.9411, loss_cls: 0.7292, loss: 0.7292, grad_norm: 4.8603 2020-10-05 06:40:31,084 - mmaction - INFO - Epoch [59][300/396] lr: 7.500e-04, eta: 4:14:02, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.7977, top5_acc: 0.9307, loss_cls: 0.7803, loss: 0.7803, grad_norm: 4.9952 2020-10-05 06:40:42,966 - mmaction - INFO - Epoch [59][320/396] lr: 7.500e-04, eta: 4:13:38, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.7977, top5_acc: 0.9339, loss_cls: 0.7730, loss: 0.7730, grad_norm: 4.9747 2020-10-05 06:40:54,941 - mmaction - INFO - Epoch [59][340/396] lr: 7.500e-04, eta: 4:13:15, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.7984, top5_acc: 0.9224, loss_cls: 0.8072, loss: 0.8072, grad_norm: 4.9015 2020-10-05 06:41:06,899 - mmaction - INFO - Epoch [59][360/396] lr: 7.500e-04, eta: 4:12:52, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8003, top5_acc: 0.9341, loss_cls: 0.7702, loss: 0.7702, grad_norm: 4.9755 2020-10-05 06:41:18,849 - mmaction - INFO - Epoch [59][380/396] lr: 7.500e-04, eta: 4:12:28, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.8094, top5_acc: 0.9398, loss_cls: 0.7250, loss: 0.7250, grad_norm: 4.7972 2020-10-05 06:41:30,631 - mmaction - INFO - Saving checkpoint at 59 epochs 2020-10-05 06:44:16,451 - mmaction - INFO - Epoch [60][20/396] lr: 7.500e-04, eta: 4:13:26, time: 8.271, data_time: 7.604, memory: 8344, top1_acc: 0.8036, top5_acc: 0.9383, loss_cls: 0.7542, loss: 0.7542, grad_norm: 4.9634 2020-10-05 06:44:28,298 - mmaction - INFO - Epoch [60][40/396] lr: 7.500e-04, eta: 4:13:03, time: 0.592, data_time: 0.004, memory: 8344, top1_acc: 0.8023, top5_acc: 0.9357, loss_cls: 0.7376, loss: 0.7376, grad_norm: 4.9457 2020-10-05 06:44:40,298 - mmaction - INFO - Epoch [60][60/396] lr: 7.500e-04, eta: 4:12:39, time: 0.601, data_time: 0.004, memory: 8344, top1_acc: 0.8164, top5_acc: 0.9354, loss_cls: 0.7330, loss: 0.7330, grad_norm: 4.8221 2020-10-05 06:44:52,253 - mmaction - INFO - Epoch [60][80/396] lr: 7.500e-04, eta: 4:12:16, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.7956, top5_acc: 0.9318, loss_cls: 0.7811, loss: 0.7811, grad_norm: 5.0225 2020-10-05 06:45:04,277 - mmaction - INFO - Epoch [60][100/396] lr: 7.500e-04, eta: 4:11:52, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.7982, top5_acc: 0.9302, loss_cls: 0.7883, loss: 0.7883, grad_norm: 5.0784 2020-10-05 06:45:16,230 - mmaction - INFO - Epoch [60][120/396] lr: 7.500e-04, eta: 4:11:29, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.7859, top5_acc: 0.9336, loss_cls: 0.8029, loss: 0.8029, grad_norm: 5.0575 2020-10-05 06:45:28,290 - mmaction - INFO - Epoch [60][140/396] lr: 7.500e-04, eta: 4:11:06, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8013, top5_acc: 0.9341, loss_cls: 0.7838, loss: 0.7838, grad_norm: 4.9856 2020-10-05 06:45:40,267 - mmaction - INFO - Epoch [60][160/396] lr: 7.500e-04, eta: 4:10:42, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.7966, top5_acc: 0.9336, loss_cls: 0.7725, loss: 0.7725, grad_norm: 5.0152 2020-10-05 06:45:52,372 - mmaction - INFO - Epoch [60][180/396] lr: 7.500e-04, eta: 4:10:19, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.7935, top5_acc: 0.9302, loss_cls: 0.8028, loss: 0.8028, grad_norm: 5.0918 2020-10-05 06:46:04,432 - mmaction - INFO - Epoch [60][200/396] lr: 7.500e-04, eta: 4:09:56, time: 0.602, data_time: 0.004, memory: 8344, top1_acc: 0.8102, top5_acc: 0.9352, loss_cls: 0.7410, loss: 0.7410, grad_norm: 4.8309 2020-10-05 06:46:16,358 - mmaction - INFO - Epoch [60][220/396] lr: 7.500e-04, eta: 4:09:33, time: 0.597, data_time: 0.005, memory: 8344, top1_acc: 0.7979, top5_acc: 0.9336, loss_cls: 0.7858, loss: 0.7858, grad_norm: 5.0216 2020-10-05 06:46:28,272 - mmaction - INFO - Epoch [60][240/396] lr: 7.500e-04, eta: 4:09:09, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.7901, top5_acc: 0.9331, loss_cls: 0.7992, loss: 0.7992, grad_norm: 5.0549 2020-10-05 06:46:40,282 - mmaction - INFO - Epoch [60][260/396] lr: 7.500e-04, eta: 4:08:46, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8094, top5_acc: 0.9391, loss_cls: 0.7456, loss: 0.7456, grad_norm: 4.9043 2020-10-05 06:46:52,226 - mmaction - INFO - Epoch [60][280/396] lr: 7.500e-04, eta: 4:08:23, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8062, top5_acc: 0.9411, loss_cls: 0.7340, loss: 0.7340, grad_norm: 4.8924 2020-10-05 06:47:04,261 - mmaction - INFO - Epoch [60][300/396] lr: 7.500e-04, eta: 4:08:00, time: 0.602, data_time: 0.004, memory: 8344, top1_acc: 0.7966, top5_acc: 0.9328, loss_cls: 0.7764, loss: 0.7764, grad_norm: 4.8861 2020-10-05 06:47:16,332 - mmaction - INFO - Epoch [60][320/396] lr: 7.500e-04, eta: 4:07:37, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.7966, top5_acc: 0.9352, loss_cls: 0.7726, loss: 0.7726, grad_norm: 5.0489 2020-10-05 06:47:28,332 - mmaction - INFO - Epoch [60][340/396] lr: 7.500e-04, eta: 4:07:14, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.7940, top5_acc: 0.9344, loss_cls: 0.7612, loss: 0.7612, grad_norm: 5.0280 2020-10-05 06:47:40,254 - mmaction - INFO - Epoch [60][360/396] lr: 7.500e-04, eta: 4:06:50, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.7927, top5_acc: 0.9357, loss_cls: 0.7685, loss: 0.7685, grad_norm: 5.1046 2020-10-05 06:47:52,260 - mmaction - INFO - Epoch [60][380/396] lr: 7.500e-04, eta: 4:06:27, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.7924, top5_acc: 0.9240, loss_cls: 0.8072, loss: 0.8072, grad_norm: 5.0457 2020-10-05 06:48:04,452 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-10-05 06:50:28,190 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 06:50:28,417 - mmaction - INFO - top1_acc 0.7662 top5_acc 0.9312 2020-10-05 06:50:28,417 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 06:50:28,434 - mmaction - INFO - mean_acc 0.7665 2020-10-05 06:50:28,435 - mmaction - INFO - Epoch(val) [60][396] top1_acc: 0.7662, top5_acc: 0.9312, mean_class_accuracy: 0.7665 2020-10-05 06:52:58,068 - mmaction - INFO - Epoch [61][20/396] lr: 7.500e-04, eta: 4:07:11, time: 7.481, data_time: 6.114, memory: 8344, top1_acc: 0.7904, top5_acc: 0.9273, loss_cls: 0.8056, loss: 0.8056, grad_norm: 5.2027 2020-10-05 06:53:09,950 - mmaction - INFO - Epoch [61][40/396] lr: 7.500e-04, eta: 4:06:48, time: 0.594, data_time: 0.003, memory: 8344, top1_acc: 0.7891, top5_acc: 0.9299, loss_cls: 0.8013, loss: 0.8013, grad_norm: 5.0513 2020-10-05 06:53:21,935 - mmaction - INFO - Epoch [61][60/396] lr: 7.500e-04, eta: 4:06:24, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8109, top5_acc: 0.9398, loss_cls: 0.7272, loss: 0.7272, grad_norm: 4.8699 2020-10-05 06:53:33,842 - mmaction - INFO - Epoch [61][80/396] lr: 7.500e-04, eta: 4:06:01, time: 0.594, data_time: 0.002, memory: 8344, top1_acc: 0.7990, top5_acc: 0.9352, loss_cls: 0.7658, loss: 0.7658, grad_norm: 4.9992 2020-10-05 06:53:45,826 - mmaction - INFO - Epoch [61][100/396] lr: 7.500e-04, eta: 4:05:38, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8026, top5_acc: 0.9315, loss_cls: 0.7547, loss: 0.7547, grad_norm: 4.8829 2020-10-05 06:53:57,758 - mmaction - INFO - Epoch [61][120/396] lr: 7.500e-04, eta: 4:05:15, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.7964, top5_acc: 0.9318, loss_cls: 0.7861, loss: 0.7861, grad_norm: 5.1049 2020-10-05 06:54:09,877 - mmaction - INFO - Epoch [61][140/396] lr: 7.500e-04, eta: 4:04:52, time: 0.607, data_time: 0.005, memory: 8344, top1_acc: 0.7992, top5_acc: 0.9242, loss_cls: 0.7713, loss: 0.7713, grad_norm: 5.0200 2020-10-05 06:54:21,774 - mmaction - INFO - Epoch [61][160/396] lr: 7.500e-04, eta: 4:04:28, time: 0.594, data_time: 0.002, memory: 8344, top1_acc: 0.7914, top5_acc: 0.9331, loss_cls: 0.7714, loss: 0.7714, grad_norm: 5.0428 2020-10-05 06:54:33,789 - mmaction - INFO - Epoch [61][180/396] lr: 7.500e-04, eta: 4:04:05, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8099, top5_acc: 0.9357, loss_cls: 0.7559, loss: 0.7559, grad_norm: 4.9997 2020-10-05 06:54:45,747 - mmaction - INFO - Epoch [61][200/396] lr: 7.500e-04, eta: 4:03:42, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.8065, top5_acc: 0.9339, loss_cls: 0.7513, loss: 0.7513, grad_norm: 5.0018 2020-10-05 06:54:57,860 - mmaction - INFO - Epoch [61][220/396] lr: 7.500e-04, eta: 4:03:19, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8026, top5_acc: 0.9320, loss_cls: 0.7846, loss: 0.7846, grad_norm: 5.0032 2020-10-05 06:55:09,901 - mmaction - INFO - Epoch [61][240/396] lr: 7.500e-04, eta: 4:02:56, time: 0.605, data_time: 0.006, memory: 8344, top1_acc: 0.8044, top5_acc: 0.9352, loss_cls: 0.7466, loss: 0.7466, grad_norm: 4.9407 2020-10-05 06:55:21,986 - mmaction - INFO - Epoch [61][260/396] lr: 7.500e-04, eta: 4:02:33, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.8148, top5_acc: 0.9385, loss_cls: 0.7199, loss: 0.7199, grad_norm: 4.8046 2020-10-05 06:55:34,050 - mmaction - INFO - Epoch [61][280/396] lr: 7.500e-04, eta: 4:02:10, time: 0.604, data_time: 0.001, memory: 8344, top1_acc: 0.8065, top5_acc: 0.9362, loss_cls: 0.7455, loss: 0.7455, grad_norm: 4.8785 2020-10-05 06:55:46,217 - mmaction - INFO - Epoch [61][300/396] lr: 7.500e-04, eta: 4:01:47, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.7966, top5_acc: 0.9372, loss_cls: 0.7680, loss: 0.7680, grad_norm: 5.0389 2020-10-05 06:55:58,133 - mmaction - INFO - Epoch [61][320/396] lr: 7.500e-04, eta: 4:01:24, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.8044, top5_acc: 0.9354, loss_cls: 0.7541, loss: 0.7541, grad_norm: 5.0077 2020-10-05 06:56:10,095 - mmaction - INFO - Epoch [61][340/396] lr: 7.500e-04, eta: 4:01:01, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.7958, top5_acc: 0.9352, loss_cls: 0.7821, loss: 0.7821, grad_norm: 5.0367 2020-10-05 06:56:22,059 - mmaction - INFO - Epoch [61][360/396] lr: 7.500e-04, eta: 4:00:39, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.7940, top5_acc: 0.9336, loss_cls: 0.7699, loss: 0.7699, grad_norm: 5.0065 2020-10-05 06:56:34,211 - mmaction - INFO - Epoch [61][380/396] lr: 7.500e-04, eta: 4:00:16, time: 0.607, data_time: 0.001, memory: 8344, top1_acc: 0.8036, top5_acc: 0.9352, loss_cls: 0.7667, loss: 0.7667, grad_norm: 5.0172 2020-10-05 06:56:44,917 - mmaction - INFO - Saving checkpoint at 61 epochs 2020-10-05 06:58:57,574 - mmaction - INFO - Epoch [62][20/396] lr: 7.500e-04, eta: 4:00:45, time: 6.614, data_time: 6.004, memory: 8344, top1_acc: 0.8052, top5_acc: 0.9323, loss_cls: 0.7653, loss: 0.7653, grad_norm: 5.0546 2020-10-05 06:59:09,443 - mmaction - INFO - Epoch [62][40/396] lr: 7.500e-04, eta: 4:00:22, time: 0.596, data_time: 0.004, memory: 8344, top1_acc: 0.8078, top5_acc: 0.9380, loss_cls: 0.7435, loss: 0.7435, grad_norm: 4.8348 2020-10-05 06:59:21,406 - mmaction - INFO - Epoch [62][60/396] lr: 7.500e-04, eta: 3:59:59, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8008, top5_acc: 0.9357, loss_cls: 0.7557, loss: 0.7557, grad_norm: 5.0615 2020-10-05 06:59:33,327 - mmaction - INFO - Epoch [62][80/396] lr: 7.500e-04, eta: 3:59:36, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.7966, top5_acc: 0.9344, loss_cls: 0.7703, loss: 0.7703, grad_norm: 4.9293 2020-10-05 06:59:45,253 - mmaction - INFO - Epoch [62][100/396] lr: 7.500e-04, eta: 3:59:13, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8148, top5_acc: 0.9448, loss_cls: 0.6930, loss: 0.6930, grad_norm: 4.8487 2020-10-05 06:59:57,176 - mmaction - INFO - Epoch [62][120/396] lr: 7.500e-04, eta: 3:58:50, time: 0.595, data_time: 0.001, memory: 8344, top1_acc: 0.8076, top5_acc: 0.9333, loss_cls: 0.7552, loss: 0.7552, grad_norm: 5.0032 2020-10-05 07:00:13,580 - mmaction - INFO - Epoch [62][140/396] lr: 7.500e-04, eta: 3:58:30, time: 0.819, data_time: 0.002, memory: 8344, top1_acc: 0.8055, top5_acc: 0.9380, loss_cls: 0.7471, loss: 0.7471, grad_norm: 4.9862 2020-10-05 07:00:25,829 - mmaction - INFO - Epoch [62][160/396] lr: 7.500e-04, eta: 3:58:07, time: 0.612, data_time: 0.013, memory: 8344, top1_acc: 0.8060, top5_acc: 0.9312, loss_cls: 0.7586, loss: 0.7586, grad_norm: 4.9076 2020-10-05 07:00:38,019 - mmaction - INFO - Epoch [62][180/396] lr: 7.500e-04, eta: 3:57:44, time: 0.612, data_time: 0.004, memory: 8344, top1_acc: 0.7977, top5_acc: 0.9367, loss_cls: 0.7567, loss: 0.7567, grad_norm: 4.9934 2020-10-05 07:00:50,027 - mmaction - INFO - Epoch [62][200/396] lr: 7.500e-04, eta: 3:57:21, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.8096, top5_acc: 0.9388, loss_cls: 0.7381, loss: 0.7381, grad_norm: 4.9256 2020-10-05 07:01:02,045 - mmaction - INFO - Epoch [62][220/396] lr: 7.500e-04, eta: 3:56:59, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.7966, top5_acc: 0.9346, loss_cls: 0.7668, loss: 0.7668, grad_norm: 5.0451 2020-10-05 07:01:13,994 - mmaction - INFO - Epoch [62][240/396] lr: 7.500e-04, eta: 3:56:36, time: 0.596, data_time: 0.001, memory: 8344, top1_acc: 0.8036, top5_acc: 0.9318, loss_cls: 0.7619, loss: 0.7619, grad_norm: 5.0849 2020-10-05 07:01:26,017 - mmaction - INFO - Epoch [62][260/396] lr: 7.500e-04, eta: 3:56:13, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8057, top5_acc: 0.9372, loss_cls: 0.7541, loss: 0.7541, grad_norm: 5.0577 2020-10-05 07:01:38,079 - mmaction - INFO - Epoch [62][280/396] lr: 7.500e-04, eta: 3:55:50, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.7971, top5_acc: 0.9359, loss_cls: 0.7663, loss: 0.7663, grad_norm: 5.0085 2020-10-05 07:01:50,066 - mmaction - INFO - Epoch [62][300/396] lr: 7.500e-04, eta: 3:55:27, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.8063, top5_acc: 0.9331, loss_cls: 0.7404, loss: 0.7404, grad_norm: 4.9385 2020-10-05 07:02:02,066 - mmaction - INFO - Epoch [62][320/396] lr: 7.500e-04, eta: 3:55:05, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8112, top5_acc: 0.9404, loss_cls: 0.7234, loss: 0.7234, grad_norm: 4.8645 2020-10-05 07:02:14,030 - mmaction - INFO - Epoch [62][340/396] lr: 7.500e-04, eta: 3:54:42, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8120, top5_acc: 0.9370, loss_cls: 0.7325, loss: 0.7325, grad_norm: 5.0571 2020-10-05 07:02:25,995 - mmaction - INFO - Epoch [62][360/396] lr: 7.500e-04, eta: 3:54:19, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.7982, top5_acc: 0.9339, loss_cls: 0.7811, loss: 0.7811, grad_norm: 5.1119 2020-10-05 07:02:37,966 - mmaction - INFO - Epoch [62][380/396] lr: 7.500e-04, eta: 3:53:56, time: 0.599, data_time: 0.004, memory: 8344, top1_acc: 0.8010, top5_acc: 0.9323, loss_cls: 0.7689, loss: 0.7689, grad_norm: 5.0623 2020-10-05 07:02:56,808 - mmaction - INFO - Saving checkpoint at 62 epochs 2020-10-05 07:05:40,004 - mmaction - INFO - Epoch [63][20/396] lr: 7.500e-04, eta: 3:54:42, time: 8.138, data_time: 7.470, memory: 8344, top1_acc: 0.7961, top5_acc: 0.9328, loss_cls: 0.7793, loss: 0.7793, grad_norm: 5.1170 2020-10-05 07:05:51,987 - mmaction - INFO - Epoch [63][40/396] lr: 7.500e-04, eta: 3:54:19, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8031, top5_acc: 0.9375, loss_cls: 0.7567, loss: 0.7567, grad_norm: 4.9113 2020-10-05 07:06:03,946 - mmaction - INFO - Epoch [63][60/396] lr: 7.500e-04, eta: 3:53:56, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8109, top5_acc: 0.9380, loss_cls: 0.7425, loss: 0.7425, grad_norm: 4.8676 2020-10-05 07:06:16,001 - mmaction - INFO - Epoch [63][80/396] lr: 7.500e-04, eta: 3:53:33, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8000, top5_acc: 0.9305, loss_cls: 0.7767, loss: 0.7767, grad_norm: 5.1405 2020-10-05 07:06:27,872 - mmaction - INFO - Epoch [63][100/396] lr: 7.500e-04, eta: 3:53:10, time: 0.593, data_time: 0.002, memory: 8344, top1_acc: 0.8031, top5_acc: 0.9375, loss_cls: 0.7483, loss: 0.7483, grad_norm: 4.9788 2020-10-05 07:06:39,821 - mmaction - INFO - Epoch [63][120/396] lr: 7.500e-04, eta: 3:52:48, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8065, top5_acc: 0.9375, loss_cls: 0.7443, loss: 0.7443, grad_norm: 5.0341 2020-10-05 07:06:51,910 - mmaction - INFO - Epoch [63][140/396] lr: 7.500e-04, eta: 3:52:25, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.8055, top5_acc: 0.9292, loss_cls: 0.7650, loss: 0.7650, grad_norm: 5.0331 2020-10-05 07:07:03,904 - mmaction - INFO - Epoch [63][160/396] lr: 7.500e-04, eta: 3:52:02, time: 0.600, data_time: 0.004, memory: 8344, top1_acc: 0.8018, top5_acc: 0.9294, loss_cls: 0.7771, loss: 0.7771, grad_norm: 5.0103 2020-10-05 07:07:15,990 - mmaction - INFO - Epoch [63][180/396] lr: 7.500e-04, eta: 3:51:39, time: 0.605, data_time: 0.004, memory: 8344, top1_acc: 0.8039, top5_acc: 0.9365, loss_cls: 0.7646, loss: 0.7646, grad_norm: 5.0563 2020-10-05 07:07:27,915 - mmaction - INFO - Epoch [63][200/396] lr: 7.500e-04, eta: 3:51:17, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8013, top5_acc: 0.9370, loss_cls: 0.7616, loss: 0.7616, grad_norm: 5.0048 2020-10-05 07:07:39,911 - mmaction - INFO - Epoch [63][220/396] lr: 7.500e-04, eta: 3:50:54, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.7984, top5_acc: 0.9273, loss_cls: 0.7873, loss: 0.7873, grad_norm: 5.0653 2020-10-05 07:07:51,934 - mmaction - INFO - Epoch [63][240/396] lr: 7.500e-04, eta: 3:50:31, time: 0.605, data_time: 0.006, memory: 8344, top1_acc: 0.7990, top5_acc: 0.9305, loss_cls: 0.7792, loss: 0.7792, grad_norm: 4.9970 2020-10-05 07:08:04,013 - mmaction - INFO - Epoch [63][260/396] lr: 7.500e-04, eta: 3:50:09, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8042, top5_acc: 0.9378, loss_cls: 0.7527, loss: 0.7527, grad_norm: 5.0996 2020-10-05 07:08:16,034 - mmaction - INFO - Epoch [63][280/396] lr: 7.500e-04, eta: 3:49:46, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8049, top5_acc: 0.9365, loss_cls: 0.7601, loss: 0.7601, grad_norm: 5.0279 2020-10-05 07:08:28,104 - mmaction - INFO - Epoch [63][300/396] lr: 7.500e-04, eta: 3:49:23, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.8063, top5_acc: 0.9281, loss_cls: 0.7641, loss: 0.7641, grad_norm: 4.8575 2020-10-05 07:08:40,099 - mmaction - INFO - Epoch [63][320/396] lr: 7.500e-04, eta: 3:49:01, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8023, top5_acc: 0.9370, loss_cls: 0.7500, loss: 0.7500, grad_norm: 5.0051 2020-10-05 07:08:52,074 - mmaction - INFO - Epoch [63][340/396] lr: 7.500e-04, eta: 3:48:38, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7969, top5_acc: 0.9302, loss_cls: 0.7878, loss: 0.7878, grad_norm: 5.0424 2020-10-05 07:09:04,030 - mmaction - INFO - Epoch [63][360/396] lr: 7.500e-04, eta: 3:48:16, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.7938, top5_acc: 0.9349, loss_cls: 0.7840, loss: 0.7840, grad_norm: 5.1804 2020-10-05 07:09:16,030 - mmaction - INFO - Epoch [63][380/396] lr: 7.500e-04, eta: 3:47:53, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8008, top5_acc: 0.9336, loss_cls: 0.7707, loss: 0.7707, grad_norm: 5.1795 2020-10-05 07:09:32,914 - mmaction - INFO - Saving checkpoint at 63 epochs 2020-10-05 07:12:06,934 - mmaction - INFO - Epoch [64][20/396] lr: 7.500e-04, eta: 3:48:30, time: 7.682, data_time: 7.002, memory: 8344, top1_acc: 0.8130, top5_acc: 0.9388, loss_cls: 0.7302, loss: 0.7302, grad_norm: 4.9149 2020-10-05 07:12:18,826 - mmaction - INFO - Epoch [64][40/396] lr: 7.500e-04, eta: 3:48:07, time: 0.594, data_time: 0.003, memory: 8344, top1_acc: 0.7984, top5_acc: 0.9365, loss_cls: 0.7739, loss: 0.7739, grad_norm: 5.1654 2020-10-05 07:12:30,651 - mmaction - INFO - Epoch [64][60/396] lr: 7.500e-04, eta: 3:47:44, time: 0.591, data_time: 0.002, memory: 8344, top1_acc: 0.8052, top5_acc: 0.9367, loss_cls: 0.7367, loss: 0.7367, grad_norm: 4.9572 2020-10-05 07:12:42,767 - mmaction - INFO - Epoch [64][80/396] lr: 7.500e-04, eta: 3:47:22, time: 0.606, data_time: 0.004, memory: 8344, top1_acc: 0.8036, top5_acc: 0.9318, loss_cls: 0.7687, loss: 0.7687, grad_norm: 4.9882 2020-10-05 07:12:54,800 - mmaction - INFO - Epoch [64][100/396] lr: 7.500e-04, eta: 3:46:59, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8130, top5_acc: 0.9339, loss_cls: 0.7485, loss: 0.7485, grad_norm: 4.9255 2020-10-05 07:13:06,680 - mmaction - INFO - Epoch [64][120/396] lr: 7.500e-04, eta: 3:46:36, time: 0.593, data_time: 0.001, memory: 8344, top1_acc: 0.8094, top5_acc: 0.9372, loss_cls: 0.7283, loss: 0.7283, grad_norm: 4.8185 2020-10-05 07:13:18,594 - mmaction - INFO - Epoch [64][140/396] lr: 7.500e-04, eta: 3:46:14, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8036, top5_acc: 0.9294, loss_cls: 0.7768, loss: 0.7768, grad_norm: 5.0510 2020-10-05 07:13:30,502 - mmaction - INFO - Epoch [64][160/396] lr: 7.500e-04, eta: 3:45:51, time: 0.594, data_time: 0.002, memory: 8344, top1_acc: 0.7977, top5_acc: 0.9357, loss_cls: 0.7601, loss: 0.7601, grad_norm: 5.1055 2020-10-05 07:13:42,526 - mmaction - INFO - Epoch [64][180/396] lr: 7.500e-04, eta: 3:45:29, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.7990, top5_acc: 0.9315, loss_cls: 0.7741, loss: 0.7741, grad_norm: 5.1454 2020-10-05 07:13:54,696 - mmaction - INFO - Epoch [64][200/396] lr: 7.500e-04, eta: 3:45:06, time: 0.609, data_time: 0.004, memory: 8344, top1_acc: 0.8130, top5_acc: 0.9417, loss_cls: 0.7157, loss: 0.7157, grad_norm: 4.8648 2020-10-05 07:14:06,714 - mmaction - INFO - Epoch [64][220/396] lr: 7.500e-04, eta: 3:44:44, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8039, top5_acc: 0.9362, loss_cls: 0.7513, loss: 0.7513, grad_norm: 4.9305 2020-10-05 07:14:18,746 - mmaction - INFO - Epoch [64][240/396] lr: 7.500e-04, eta: 3:44:21, time: 0.601, data_time: 0.001, memory: 8344, top1_acc: 0.8081, top5_acc: 0.9414, loss_cls: 0.7150, loss: 0.7150, grad_norm: 4.9680 2020-10-05 07:14:30,746 - mmaction - INFO - Epoch [64][260/396] lr: 7.500e-04, eta: 3:43:59, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8029, top5_acc: 0.9352, loss_cls: 0.7504, loss: 0.7504, grad_norm: 5.0669 2020-10-05 07:14:42,728 - mmaction - INFO - Epoch [64][280/396] lr: 7.500e-04, eta: 3:43:36, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8117, top5_acc: 0.9385, loss_cls: 0.7185, loss: 0.7185, grad_norm: 4.8704 2020-10-05 07:14:54,802 - mmaction - INFO - Epoch [64][300/396] lr: 7.500e-04, eta: 3:43:14, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.7888, top5_acc: 0.9286, loss_cls: 0.8068, loss: 0.8068, grad_norm: 5.2522 2020-10-05 07:15:06,759 - mmaction - INFO - Epoch [64][320/396] lr: 7.500e-04, eta: 3:42:51, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8081, top5_acc: 0.9372, loss_cls: 0.7545, loss: 0.7545, grad_norm: 5.1258 2020-10-05 07:15:18,791 - mmaction - INFO - Epoch [64][340/396] lr: 7.500e-04, eta: 3:42:29, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.8057, top5_acc: 0.9367, loss_cls: 0.7479, loss: 0.7479, grad_norm: 5.1113 2020-10-05 07:15:30,810 - mmaction - INFO - Epoch [64][360/396] lr: 7.500e-04, eta: 3:42:06, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.7927, top5_acc: 0.9349, loss_cls: 0.7857, loss: 0.7857, grad_norm: 5.2146 2020-10-05 07:15:42,906 - mmaction - INFO - Epoch [64][380/396] lr: 7.500e-04, eta: 3:41:44, time: 0.605, data_time: 0.001, memory: 8344, top1_acc: 0.8078, top5_acc: 0.9359, loss_cls: 0.7560, loss: 0.7560, grad_norm: 5.1050 2020-10-05 07:15:53,644 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-10-05 07:18:07,423 - mmaction - INFO - Epoch [65][20/396] lr: 7.500e-04, eta: 3:42:07, time: 6.669, data_time: 5.995, memory: 8344, top1_acc: 0.8167, top5_acc: 0.9430, loss_cls: 0.7083, loss: 0.7083, grad_norm: 4.8839 2020-10-05 07:18:19,391 - mmaction - INFO - Epoch [65][40/396] lr: 7.500e-04, eta: 3:41:44, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8099, top5_acc: 0.9346, loss_cls: 0.7643, loss: 0.7643, grad_norm: 4.9648 2020-10-05 07:18:31,399 - mmaction - INFO - Epoch [65][60/396] lr: 7.500e-04, eta: 3:41:22, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8086, top5_acc: 0.9354, loss_cls: 0.7217, loss: 0.7217, grad_norm: 4.8710 2020-10-05 07:18:43,533 - mmaction - INFO - Epoch [65][80/396] lr: 7.500e-04, eta: 3:40:59, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.7961, top5_acc: 0.9302, loss_cls: 0.7671, loss: 0.7671, grad_norm: 4.9868 2020-10-05 07:18:55,462 - mmaction - INFO - Epoch [65][100/396] lr: 7.500e-04, eta: 3:40:37, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8070, top5_acc: 0.9349, loss_cls: 0.7486, loss: 0.7486, grad_norm: 5.0588 2020-10-05 07:19:07,471 - mmaction - INFO - Epoch [65][120/396] lr: 7.500e-04, eta: 3:40:14, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8122, top5_acc: 0.9404, loss_cls: 0.7279, loss: 0.7279, grad_norm: 5.1100 2020-10-05 07:19:19,453 - mmaction - INFO - Epoch [65][140/396] lr: 7.500e-04, eta: 3:39:52, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.7997, top5_acc: 0.9352, loss_cls: 0.7614, loss: 0.7614, grad_norm: 4.9846 2020-10-05 07:19:31,384 - mmaction - INFO - Epoch [65][160/396] lr: 7.500e-04, eta: 3:39:29, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8016, top5_acc: 0.9393, loss_cls: 0.7293, loss: 0.7293, grad_norm: 5.0185 2020-10-05 07:19:43,305 - mmaction - INFO - Epoch [65][180/396] lr: 7.500e-04, eta: 3:39:07, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8021, top5_acc: 0.9323, loss_cls: 0.7668, loss: 0.7668, grad_norm: 5.0372 2020-10-05 07:19:55,375 - mmaction - INFO - Epoch [65][200/396] lr: 7.500e-04, eta: 3:38:45, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8083, top5_acc: 0.9401, loss_cls: 0.7395, loss: 0.7395, grad_norm: 4.9969 2020-10-05 07:20:07,294 - mmaction - INFO - Epoch [65][220/396] lr: 7.500e-04, eta: 3:38:22, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.8026, top5_acc: 0.9341, loss_cls: 0.7535, loss: 0.7535, grad_norm: 5.0617 2020-10-05 07:20:19,283 - mmaction - INFO - Epoch [65][240/396] lr: 7.500e-04, eta: 3:38:00, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8135, top5_acc: 0.9435, loss_cls: 0.6857, loss: 0.6857, grad_norm: 4.8545 2020-10-05 07:20:31,266 - mmaction - INFO - Epoch [65][260/396] lr: 7.500e-04, eta: 3:37:38, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8086, top5_acc: 0.9417, loss_cls: 0.7315, loss: 0.7315, grad_norm: 4.9947 2020-10-05 07:20:43,248 - mmaction - INFO - Epoch [65][280/396] lr: 7.500e-04, eta: 3:37:15, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8128, top5_acc: 0.9362, loss_cls: 0.7419, loss: 0.7419, grad_norm: 4.9608 2020-10-05 07:20:55,219 - mmaction - INFO - Epoch [65][300/396] lr: 7.500e-04, eta: 3:36:53, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8065, top5_acc: 0.9380, loss_cls: 0.7582, loss: 0.7582, grad_norm: 5.0337 2020-10-05 07:21:07,114 - mmaction - INFO - Epoch [65][320/396] lr: 7.500e-04, eta: 3:36:31, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8141, top5_acc: 0.9411, loss_cls: 0.7378, loss: 0.7378, grad_norm: 5.0848 2020-10-05 07:21:19,151 - mmaction - INFO - Epoch [65][340/396] lr: 7.500e-04, eta: 3:36:09, time: 0.602, data_time: 0.001, memory: 8344, top1_acc: 0.7984, top5_acc: 0.9271, loss_cls: 0.7774, loss: 0.7774, grad_norm: 5.1105 2020-10-05 07:21:31,182 - mmaction - INFO - Epoch [65][360/396] lr: 7.500e-04, eta: 3:35:46, time: 0.601, data_time: 0.001, memory: 8344, top1_acc: 0.8049, top5_acc: 0.9336, loss_cls: 0.7546, loss: 0.7546, grad_norm: 5.0063 2020-10-05 07:21:43,173 - mmaction - INFO - Epoch [65][380/396] lr: 7.500e-04, eta: 3:35:24, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.7977, top5_acc: 0.9367, loss_cls: 0.7587, loss: 0.7587, grad_norm: 5.1800 2020-10-05 07:21:56,676 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-10-05 07:24:18,910 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 07:24:19,175 - mmaction - INFO - top1_acc 0.7660 top5_acc 0.9301 2020-10-05 07:24:19,175 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 07:24:19,237 - mmaction - INFO - mean_acc 0.7661 2020-10-05 07:24:19,238 - mmaction - INFO - Epoch(val) [65][396] top1_acc: 0.7660, top5_acc: 0.9301, mean_class_accuracy: 0.7661 2020-10-05 07:26:45,685 - mmaction - INFO - Epoch [66][20/396] lr: 7.500e-04, eta: 3:35:51, time: 7.319, data_time: 6.681, memory: 8344, top1_acc: 0.8211, top5_acc: 0.9445, loss_cls: 0.7116, loss: 0.7116, grad_norm: 4.9427 2020-10-05 07:26:57,529 - mmaction - INFO - Epoch [66][40/396] lr: 7.500e-04, eta: 3:35:29, time: 0.594, data_time: 0.005, memory: 8344, top1_acc: 0.8042, top5_acc: 0.9372, loss_cls: 0.7503, loss: 0.7503, grad_norm: 5.0369 2020-10-05 07:27:09,542 - mmaction - INFO - Epoch [66][60/396] lr: 7.500e-04, eta: 3:35:07, time: 0.601, data_time: 0.004, memory: 8344, top1_acc: 0.8010, top5_acc: 0.9396, loss_cls: 0.7546, loss: 0.7546, grad_norm: 5.0690 2020-10-05 07:27:21,526 - mmaction - INFO - Epoch [66][80/396] lr: 7.500e-04, eta: 3:34:44, time: 0.599, data_time: 0.004, memory: 8344, top1_acc: 0.8031, top5_acc: 0.9318, loss_cls: 0.7823, loss: 0.7823, grad_norm: 5.0507 2020-10-05 07:27:33,501 - mmaction - INFO - Epoch [66][100/396] lr: 7.500e-04, eta: 3:34:22, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8076, top5_acc: 0.9357, loss_cls: 0.7470, loss: 0.7470, grad_norm: 5.0526 2020-10-05 07:27:45,692 - mmaction - INFO - Epoch [66][120/396] lr: 7.500e-04, eta: 3:34:00, time: 0.609, data_time: 0.003, memory: 8344, top1_acc: 0.8039, top5_acc: 0.9367, loss_cls: 0.7594, loss: 0.7594, grad_norm: 5.1832 2020-10-05 07:27:57,736 - mmaction - INFO - Epoch [66][140/396] lr: 7.500e-04, eta: 3:33:38, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.7997, top5_acc: 0.9328, loss_cls: 0.7695, loss: 0.7695, grad_norm: 5.0888 2020-10-05 07:28:09,733 - mmaction - INFO - Epoch [66][160/396] lr: 7.500e-04, eta: 3:33:15, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8086, top5_acc: 0.9378, loss_cls: 0.7404, loss: 0.7404, grad_norm: 5.0297 2020-10-05 07:28:21,728 - mmaction - INFO - Epoch [66][180/396] lr: 7.500e-04, eta: 3:32:53, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8164, top5_acc: 0.9417, loss_cls: 0.7094, loss: 0.7094, grad_norm: 4.9093 2020-10-05 07:28:33,905 - mmaction - INFO - Epoch [66][200/396] lr: 7.500e-04, eta: 3:32:31, time: 0.609, data_time: 0.003, memory: 8344, top1_acc: 0.8102, top5_acc: 0.9375, loss_cls: 0.7401, loss: 0.7401, grad_norm: 5.0388 2020-10-05 07:28:45,830 - mmaction - INFO - Epoch [66][220/396] lr: 7.500e-04, eta: 3:32:09, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8148, top5_acc: 0.9427, loss_cls: 0.7055, loss: 0.7055, grad_norm: 4.9568 2020-10-05 07:28:57,733 - mmaction - INFO - Epoch [66][240/396] lr: 7.500e-04, eta: 3:31:47, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8042, top5_acc: 0.9326, loss_cls: 0.7607, loss: 0.7607, grad_norm: 5.1273 2020-10-05 07:29:09,702 - mmaction - INFO - Epoch [66][260/396] lr: 7.500e-04, eta: 3:31:25, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8036, top5_acc: 0.9323, loss_cls: 0.7659, loss: 0.7659, grad_norm: 5.0460 2020-10-05 07:29:21,728 - mmaction - INFO - Epoch [66][280/396] lr: 7.500e-04, eta: 3:31:02, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8021, top5_acc: 0.9331, loss_cls: 0.7566, loss: 0.7566, grad_norm: 5.1582 2020-10-05 07:29:33,769 - mmaction - INFO - Epoch [66][300/396] lr: 7.500e-04, eta: 3:30:40, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.8135, top5_acc: 0.9388, loss_cls: 0.7277, loss: 0.7277, grad_norm: 4.9695 2020-10-05 07:29:45,711 - mmaction - INFO - Epoch [66][320/396] lr: 7.500e-04, eta: 3:30:18, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8026, top5_acc: 0.9310, loss_cls: 0.7742, loss: 0.7742, grad_norm: 5.0685 2020-10-05 07:29:57,771 - mmaction - INFO - Epoch [66][340/396] lr: 7.500e-04, eta: 3:29:56, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8089, top5_acc: 0.9292, loss_cls: 0.7685, loss: 0.7685, grad_norm: 5.0775 2020-10-05 07:30:09,848 - mmaction - INFO - Epoch [66][360/396] lr: 7.500e-04, eta: 3:29:34, time: 0.604, data_time: 0.004, memory: 8344, top1_acc: 0.7987, top5_acc: 0.9414, loss_cls: 0.7589, loss: 0.7589, grad_norm: 5.2139 2020-10-05 07:30:21,779 - mmaction - INFO - Epoch [66][380/396] lr: 7.500e-04, eta: 3:29:12, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8167, top5_acc: 0.9383, loss_cls: 0.7192, loss: 0.7192, grad_norm: 5.0063 2020-10-05 07:30:33,230 - mmaction - INFO - Saving checkpoint at 66 epochs 2020-10-05 07:32:46,328 - mmaction - INFO - Epoch [67][20/396] lr: 7.500e-04, eta: 3:29:30, time: 6.637, data_time: 6.025, memory: 8344, top1_acc: 0.7940, top5_acc: 0.9312, loss_cls: 0.7881, loss: 0.7881, grad_norm: 5.2694 2020-10-05 07:32:58,253 - mmaction - INFO - Epoch [67][40/396] lr: 7.500e-04, eta: 3:29:07, time: 0.596, data_time: 0.004, memory: 8344, top1_acc: 0.8078, top5_acc: 0.9385, loss_cls: 0.7414, loss: 0.7414, grad_norm: 5.0847 2020-10-05 07:33:10,094 - mmaction - INFO - Epoch [67][60/396] lr: 7.500e-04, eta: 3:28:45, time: 0.593, data_time: 0.003, memory: 8344, top1_acc: 0.8146, top5_acc: 0.9341, loss_cls: 0.7452, loss: 0.7452, grad_norm: 4.9353 2020-10-05 07:33:22,056 - mmaction - INFO - Epoch [67][80/396] lr: 7.500e-04, eta: 3:28:23, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.7945, top5_acc: 0.9344, loss_cls: 0.7931, loss: 0.7931, grad_norm: 5.3483 2020-10-05 07:33:34,112 - mmaction - INFO - Epoch [67][100/396] lr: 7.500e-04, eta: 3:28:01, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.8013, top5_acc: 0.9346, loss_cls: 0.7798, loss: 0.7798, grad_norm: 5.1957 2020-10-05 07:33:46,135 - mmaction - INFO - Epoch [67][120/396] lr: 7.500e-04, eta: 3:27:39, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.8167, top5_acc: 0.9477, loss_cls: 0.6845, loss: 0.6845, grad_norm: 4.9234 2020-10-05 07:33:58,014 - mmaction - INFO - Epoch [67][140/396] lr: 7.500e-04, eta: 3:27:17, time: 0.593, data_time: 0.001, memory: 8344, top1_acc: 0.8073, top5_acc: 0.9349, loss_cls: 0.7254, loss: 0.7254, grad_norm: 4.9069 2020-10-05 07:34:10,102 - mmaction - INFO - Epoch [67][160/396] lr: 7.500e-04, eta: 3:26:55, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.8065, top5_acc: 0.9370, loss_cls: 0.7365, loss: 0.7365, grad_norm: 5.0581 2020-10-05 07:34:22,125 - mmaction - INFO - Epoch [67][180/396] lr: 7.500e-04, eta: 3:26:33, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8151, top5_acc: 0.9396, loss_cls: 0.7206, loss: 0.7206, grad_norm: 5.0698 2020-10-05 07:34:34,250 - mmaction - INFO - Epoch [67][200/396] lr: 7.500e-04, eta: 3:26:11, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.8021, top5_acc: 0.9388, loss_cls: 0.7499, loss: 0.7499, grad_norm: 5.1305 2020-10-05 07:34:46,245 - mmaction - INFO - Epoch [67][220/396] lr: 7.500e-04, eta: 3:25:49, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.8003, top5_acc: 0.9349, loss_cls: 0.7561, loss: 0.7561, grad_norm: 5.0870 2020-10-05 07:34:58,328 - mmaction - INFO - Epoch [67][240/396] lr: 7.500e-04, eta: 3:25:27, time: 0.604, data_time: 0.001, memory: 8344, top1_acc: 0.7969, top5_acc: 0.9326, loss_cls: 0.7607, loss: 0.7607, grad_norm: 5.1488 2020-10-05 07:35:10,329 - mmaction - INFO - Epoch [67][260/396] lr: 7.500e-04, eta: 3:25:05, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.8034, top5_acc: 0.9323, loss_cls: 0.7578, loss: 0.7578, grad_norm: 5.1242 2020-10-05 07:35:22,389 - mmaction - INFO - Epoch [67][280/396] lr: 7.500e-04, eta: 3:24:43, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.8112, top5_acc: 0.9357, loss_cls: 0.7405, loss: 0.7405, grad_norm: 5.0449 2020-10-05 07:35:34,391 - mmaction - INFO - Epoch [67][300/396] lr: 7.500e-04, eta: 3:24:21, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8086, top5_acc: 0.9323, loss_cls: 0.7539, loss: 0.7539, grad_norm: 5.0929 2020-10-05 07:35:46,403 - mmaction - INFO - Epoch [67][320/396] lr: 7.500e-04, eta: 3:23:59, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.8026, top5_acc: 0.9349, loss_cls: 0.7612, loss: 0.7612, grad_norm: 5.1805 2020-10-05 07:35:58,368 - mmaction - INFO - Epoch [67][340/396] lr: 7.500e-04, eta: 3:23:37, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.7992, top5_acc: 0.9391, loss_cls: 0.7517, loss: 0.7517, grad_norm: 5.1350 2020-10-05 07:36:10,370 - mmaction - INFO - Epoch [67][360/396] lr: 7.500e-04, eta: 3:23:15, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8083, top5_acc: 0.9297, loss_cls: 0.7628, loss: 0.7628, grad_norm: 5.0421 2020-10-05 07:36:22,363 - mmaction - INFO - Epoch [67][380/396] lr: 7.500e-04, eta: 3:22:53, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8164, top5_acc: 0.9372, loss_cls: 0.7100, loss: 0.7100, grad_norm: 4.9594 2020-10-05 07:36:33,451 - mmaction - INFO - Saving checkpoint at 67 epochs 2020-10-05 07:38:47,842 - mmaction - INFO - Epoch [68][20/396] lr: 7.500e-04, eta: 3:23:09, time: 6.701, data_time: 6.096, memory: 8344, top1_acc: 0.8122, top5_acc: 0.9391, loss_cls: 0.7226, loss: 0.7226, grad_norm: 4.9608 2020-10-05 07:38:59,803 - mmaction - INFO - Epoch [68][40/396] lr: 7.500e-04, eta: 3:22:47, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8130, top5_acc: 0.9398, loss_cls: 0.7203, loss: 0.7203, grad_norm: 5.1360 2020-10-05 07:39:11,725 - mmaction - INFO - Epoch [68][60/396] lr: 7.500e-04, eta: 3:22:25, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8083, top5_acc: 0.9346, loss_cls: 0.7479, loss: 0.7479, grad_norm: 5.1064 2020-10-05 07:39:23,614 - mmaction - INFO - Epoch [68][80/396] lr: 7.500e-04, eta: 3:22:03, time: 0.593, data_time: 0.001, memory: 8344, top1_acc: 0.8062, top5_acc: 0.9372, loss_cls: 0.7429, loss: 0.7429, grad_norm: 5.1215 2020-10-05 07:39:35,643 - mmaction - INFO - Epoch [68][100/396] lr: 7.500e-04, eta: 3:21:41, time: 0.602, data_time: 0.004, memory: 8344, top1_acc: 0.8057, top5_acc: 0.9326, loss_cls: 0.7605, loss: 0.7605, grad_norm: 5.1511 2020-10-05 07:39:47,562 - mmaction - INFO - Epoch [68][120/396] lr: 7.500e-04, eta: 3:21:20, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.8026, top5_acc: 0.9344, loss_cls: 0.7433, loss: 0.7433, grad_norm: 5.2074 2020-10-05 07:39:59,656 - mmaction - INFO - Epoch [68][140/396] lr: 7.500e-04, eta: 3:20:58, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.8081, top5_acc: 0.9453, loss_cls: 0.7146, loss: 0.7146, grad_norm: 5.1004 2020-10-05 07:40:11,584 - mmaction - INFO - Epoch [68][160/396] lr: 7.500e-04, eta: 3:20:36, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.8172, top5_acc: 0.9388, loss_cls: 0.7288, loss: 0.7288, grad_norm: 5.0375 2020-10-05 07:40:23,590 - mmaction - INFO - Epoch [68][180/396] lr: 7.500e-04, eta: 3:20:14, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8130, top5_acc: 0.9352, loss_cls: 0.7230, loss: 0.7230, grad_norm: 4.9447 2020-10-05 07:40:35,520 - mmaction - INFO - Epoch [68][200/396] lr: 7.500e-04, eta: 3:19:52, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8089, top5_acc: 0.9424, loss_cls: 0.7199, loss: 0.7199, grad_norm: 5.0364 2020-10-05 07:40:47,521 - mmaction - INFO - Epoch [68][220/396] lr: 7.500e-04, eta: 3:19:30, time: 0.600, data_time: 0.004, memory: 8344, top1_acc: 0.8089, top5_acc: 0.9354, loss_cls: 0.7329, loss: 0.7329, grad_norm: 5.1191 2020-10-05 07:40:59,524 - mmaction - INFO - Epoch [68][240/396] lr: 7.500e-04, eta: 3:19:08, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8042, top5_acc: 0.9365, loss_cls: 0.7293, loss: 0.7293, grad_norm: 5.0126 2020-10-05 07:41:11,509 - mmaction - INFO - Epoch [68][260/396] lr: 7.500e-04, eta: 3:18:47, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8086, top5_acc: 0.9422, loss_cls: 0.7400, loss: 0.7400, grad_norm: 5.0057 2020-10-05 07:41:23,541 - mmaction - INFO - Epoch [68][280/396] lr: 7.500e-04, eta: 3:18:25, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8052, top5_acc: 0.9362, loss_cls: 0.7472, loss: 0.7472, grad_norm: 5.0417 2020-10-05 07:41:35,654 - mmaction - INFO - Epoch [68][300/396] lr: 7.500e-04, eta: 3:18:03, time: 0.605, data_time: 0.004, memory: 8344, top1_acc: 0.8169, top5_acc: 0.9427, loss_cls: 0.7068, loss: 0.7068, grad_norm: 4.9636 2020-10-05 07:41:47,607 - mmaction - INFO - Epoch [68][320/396] lr: 7.500e-04, eta: 3:17:41, time: 0.598, data_time: 0.004, memory: 8344, top1_acc: 0.8094, top5_acc: 0.9393, loss_cls: 0.7336, loss: 0.7336, grad_norm: 5.1461 2020-10-05 07:41:59,634 - mmaction - INFO - Epoch [68][340/396] lr: 7.500e-04, eta: 3:17:20, time: 0.604, data_time: 0.004, memory: 8344, top1_acc: 0.8036, top5_acc: 0.9247, loss_cls: 0.7803, loss: 0.7803, grad_norm: 5.1846 2020-10-05 07:42:11,688 - mmaction - INFO - Epoch [68][360/396] lr: 7.500e-04, eta: 3:16:58, time: 0.601, data_time: 0.001, memory: 8344, top1_acc: 0.8060, top5_acc: 0.9357, loss_cls: 0.7485, loss: 0.7485, grad_norm: 5.1124 2020-10-05 07:42:23,669 - mmaction - INFO - Epoch [68][380/396] lr: 7.500e-04, eta: 3:16:36, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8005, top5_acc: 0.9320, loss_cls: 0.7634, loss: 0.7634, grad_norm: 5.1765 2020-10-05 07:42:34,583 - mmaction - INFO - Saving checkpoint at 68 epochs 2020-10-05 07:44:46,611 - mmaction - INFO - Epoch [69][20/396] lr: 7.500e-04, eta: 3:16:49, time: 6.584, data_time: 5.975, memory: 8344, top1_acc: 0.8172, top5_acc: 0.9424, loss_cls: 0.7087, loss: 0.7087, grad_norm: 5.1137 2020-10-05 07:44:58,497 - mmaction - INFO - Epoch [69][40/396] lr: 7.500e-04, eta: 3:16:27, time: 0.593, data_time: 0.002, memory: 8344, top1_acc: 0.8128, top5_acc: 0.9414, loss_cls: 0.7231, loss: 0.7231, grad_norm: 5.1135 2020-10-05 07:45:10,497 - mmaction - INFO - Epoch [69][60/396] lr: 7.500e-04, eta: 3:16:05, time: 0.599, data_time: 0.004, memory: 8344, top1_acc: 0.8143, top5_acc: 0.9427, loss_cls: 0.7191, loss: 0.7191, grad_norm: 5.0936 2020-10-05 07:45:22,434 - mmaction - INFO - Epoch [69][80/396] lr: 7.500e-04, eta: 3:15:43, time: 0.599, data_time: 0.004, memory: 8344, top1_acc: 0.8013, top5_acc: 0.9271, loss_cls: 0.7785, loss: 0.7785, grad_norm: 5.1248 2020-10-05 07:45:34,537 - mmaction - INFO - Epoch [69][100/396] lr: 7.500e-04, eta: 3:15:22, time: 0.606, data_time: 0.004, memory: 8344, top1_acc: 0.8099, top5_acc: 0.9404, loss_cls: 0.7282, loss: 0.7282, grad_norm: 5.0678 2020-10-05 07:45:46,506 - mmaction - INFO - Epoch [69][120/396] lr: 7.500e-04, eta: 3:15:00, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.7984, top5_acc: 0.9273, loss_cls: 0.7649, loss: 0.7649, grad_norm: 5.1977 2020-10-05 07:45:58,458 - mmaction - INFO - Epoch [69][140/396] lr: 7.500e-04, eta: 3:14:38, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8070, top5_acc: 0.9398, loss_cls: 0.7396, loss: 0.7396, grad_norm: 5.0665 2020-10-05 07:46:10,358 - mmaction - INFO - Epoch [69][160/396] lr: 7.500e-04, eta: 3:14:16, time: 0.594, data_time: 0.002, memory: 8344, top1_acc: 0.8120, top5_acc: 0.9367, loss_cls: 0.7407, loss: 0.7407, grad_norm: 5.1032 2020-10-05 07:46:22,313 - mmaction - INFO - Epoch [69][180/396] lr: 7.500e-04, eta: 3:13:55, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8065, top5_acc: 0.9401, loss_cls: 0.7145, loss: 0.7145, grad_norm: 5.0122 2020-10-05 07:46:34,336 - mmaction - INFO - Epoch [69][200/396] lr: 7.500e-04, eta: 3:13:33, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.7940, top5_acc: 0.9333, loss_cls: 0.7598, loss: 0.7598, grad_norm: 5.1745 2020-10-05 07:46:46,338 - mmaction - INFO - Epoch [69][220/396] lr: 7.500e-04, eta: 3:13:11, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8029, top5_acc: 0.9354, loss_cls: 0.7660, loss: 0.7660, grad_norm: 5.2547 2020-10-05 07:46:58,344 - mmaction - INFO - Epoch [69][240/396] lr: 7.500e-04, eta: 3:12:50, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8117, top5_acc: 0.9391, loss_cls: 0.7247, loss: 0.7247, grad_norm: 5.0000 2020-10-05 07:47:10,435 - mmaction - INFO - Epoch [69][260/396] lr: 7.500e-04, eta: 3:12:28, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.8018, top5_acc: 0.9336, loss_cls: 0.7643, loss: 0.7643, grad_norm: 5.2287 2020-10-05 07:47:22,386 - mmaction - INFO - Epoch [69][280/396] lr: 7.500e-04, eta: 3:12:07, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8138, top5_acc: 0.9445, loss_cls: 0.6996, loss: 0.6996, grad_norm: 5.0516 2020-10-05 07:47:34,378 - mmaction - INFO - Epoch [69][300/396] lr: 7.500e-04, eta: 3:11:45, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8188, top5_acc: 0.9344, loss_cls: 0.7269, loss: 0.7269, grad_norm: 5.0454 2020-10-05 07:47:46,492 - mmaction - INFO - Epoch [69][320/396] lr: 7.500e-04, eta: 3:11:23, time: 0.607, data_time: 0.003, memory: 8344, top1_acc: 0.8005, top5_acc: 0.9404, loss_cls: 0.7545, loss: 0.7545, grad_norm: 5.1688 2020-10-05 07:47:58,426 - mmaction - INFO - Epoch [69][340/396] lr: 7.500e-04, eta: 3:11:02, time: 0.595, data_time: 0.001, memory: 8344, top1_acc: 0.8086, top5_acc: 0.9414, loss_cls: 0.7558, loss: 0.7558, grad_norm: 5.2812 2020-10-05 07:48:10,547 - mmaction - INFO - Epoch [69][360/396] lr: 7.500e-04, eta: 3:10:40, time: 0.607, data_time: 0.003, memory: 8344, top1_acc: 0.8063, top5_acc: 0.9326, loss_cls: 0.7477, loss: 0.7477, grad_norm: 5.1786 2020-10-05 07:48:22,550 - mmaction - INFO - Epoch [69][380/396] lr: 7.500e-04, eta: 3:10:19, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.8081, top5_acc: 0.9352, loss_cls: 0.7361, loss: 0.7361, grad_norm: 5.1219 2020-10-05 07:48:33,359 - mmaction - INFO - Saving checkpoint at 69 epochs 2020-10-05 07:50:47,062 - mmaction - INFO - Epoch [70][20/396] lr: 7.500e-04, eta: 3:10:30, time: 6.667, data_time: 5.932, memory: 8344, top1_acc: 0.8161, top5_acc: 0.9391, loss_cls: 0.7114, loss: 0.7114, grad_norm: 5.0708 2020-10-05 07:50:58,920 - mmaction - INFO - Epoch [70][40/396] lr: 7.500e-04, eta: 3:10:08, time: 0.592, data_time: 0.001, memory: 8344, top1_acc: 0.8138, top5_acc: 0.9365, loss_cls: 0.7220, loss: 0.7220, grad_norm: 5.0739 2020-10-05 07:51:10,846 - mmaction - INFO - Epoch [70][60/396] lr: 7.500e-04, eta: 3:09:47, time: 0.597, data_time: 0.004, memory: 8344, top1_acc: 0.8076, top5_acc: 0.9289, loss_cls: 0.7646, loss: 0.7646, grad_norm: 5.1141 2020-10-05 07:51:22,904 - mmaction - INFO - Epoch [70][80/396] lr: 7.500e-04, eta: 3:09:25, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.8117, top5_acc: 0.9406, loss_cls: 0.7219, loss: 0.7219, grad_norm: 5.0722 2020-10-05 07:51:34,908 - mmaction - INFO - Epoch [70][100/396] lr: 7.500e-04, eta: 3:09:04, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8128, top5_acc: 0.9411, loss_cls: 0.7018, loss: 0.7018, grad_norm: 5.0393 2020-10-05 07:51:46,832 - mmaction - INFO - Epoch [70][120/396] lr: 7.500e-04, eta: 3:08:42, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8070, top5_acc: 0.9378, loss_cls: 0.7457, loss: 0.7457, grad_norm: 5.1729 2020-10-05 07:51:58,808 - mmaction - INFO - Epoch [70][140/396] lr: 7.500e-04, eta: 3:08:20, time: 0.599, data_time: 0.004, memory: 8344, top1_acc: 0.8182, top5_acc: 0.9380, loss_cls: 0.7003, loss: 0.7003, grad_norm: 4.9823 2020-10-05 07:52:10,996 - mmaction - INFO - Epoch [70][160/396] lr: 7.500e-04, eta: 3:07:59, time: 0.610, data_time: 0.001, memory: 8344, top1_acc: 0.8143, top5_acc: 0.9411, loss_cls: 0.7079, loss: 0.7079, grad_norm: 5.1107 2020-10-05 07:52:23,022 - mmaction - INFO - Epoch [70][180/396] lr: 7.500e-04, eta: 3:07:37, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8039, top5_acc: 0.9328, loss_cls: 0.7670, loss: 0.7670, grad_norm: 5.1617 2020-10-05 07:52:34,969 - mmaction - INFO - Epoch [70][200/396] lr: 7.500e-04, eta: 3:07:16, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8021, top5_acc: 0.9393, loss_cls: 0.7472, loss: 0.7472, grad_norm: 5.2283 2020-10-05 07:52:47,065 - mmaction - INFO - Epoch [70][220/396] lr: 7.500e-04, eta: 3:06:54, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.8057, top5_acc: 0.9341, loss_cls: 0.7486, loss: 0.7486, grad_norm: 5.1122 2020-10-05 07:52:59,007 - mmaction - INFO - Epoch [70][240/396] lr: 7.500e-04, eta: 3:06:33, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8016, top5_acc: 0.9409, loss_cls: 0.7461, loss: 0.7461, grad_norm: 5.2030 2020-10-05 07:53:10,966 - mmaction - INFO - Epoch [70][260/396] lr: 7.500e-04, eta: 3:06:11, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.7927, top5_acc: 0.9357, loss_cls: 0.7709, loss: 0.7709, grad_norm: 5.4396 2020-10-05 07:53:22,996 - mmaction - INFO - Epoch [70][280/396] lr: 7.500e-04, eta: 3:05:50, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.8117, top5_acc: 0.9357, loss_cls: 0.7414, loss: 0.7414, grad_norm: 5.0671 2020-10-05 07:53:35,009 - mmaction - INFO - Epoch [70][300/396] lr: 7.500e-04, eta: 3:05:29, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8081, top5_acc: 0.9385, loss_cls: 0.7510, loss: 0.7510, grad_norm: 5.2838 2020-10-05 07:53:47,134 - mmaction - INFO - Epoch [70][320/396] lr: 7.500e-04, eta: 3:05:07, time: 0.607, data_time: 0.003, memory: 8344, top1_acc: 0.8133, top5_acc: 0.9427, loss_cls: 0.7224, loss: 0.7224, grad_norm: 5.0761 2020-10-05 07:53:59,125 - mmaction - INFO - Epoch [70][340/396] lr: 7.500e-04, eta: 3:04:46, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.7995, top5_acc: 0.9359, loss_cls: 0.7656, loss: 0.7656, grad_norm: 5.3341 2020-10-05 07:54:11,172 - mmaction - INFO - Epoch [70][360/396] lr: 7.500e-04, eta: 3:04:24, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8099, top5_acc: 0.9341, loss_cls: 0.7329, loss: 0.7329, grad_norm: 5.0581 2020-10-05 07:54:23,218 - mmaction - INFO - Epoch [70][380/396] lr: 7.500e-04, eta: 3:04:03, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8156, top5_acc: 0.9456, loss_cls: 0.7269, loss: 0.7269, grad_norm: 5.1110 2020-10-05 07:54:34,134 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-10-05 07:56:41,161 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 07:56:41,381 - mmaction - INFO - top1_acc 0.7666 top5_acc 0.9310 2020-10-05 07:56:41,381 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 07:56:41,409 - mmaction - INFO - mean_acc 0.7670 2020-10-05 07:56:41,410 - mmaction - INFO - Epoch(val) [70][396] top1_acc: 0.7666, top5_acc: 0.9310, mean_class_accuracy: 0.7670 2020-10-05 07:58:52,632 - mmaction - INFO - Epoch [71][20/396] lr: 7.500e-04, eta: 3:04:11, time: 6.559, data_time: 5.879, memory: 8344, top1_acc: 0.8086, top5_acc: 0.9383, loss_cls: 0.7247, loss: 0.7247, grad_norm: 5.0783 2020-10-05 07:59:04,679 - mmaction - INFO - Epoch [71][40/396] lr: 7.500e-04, eta: 3:03:50, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.8109, top5_acc: 0.9388, loss_cls: 0.7339, loss: 0.7339, grad_norm: 5.2281 2020-10-05 07:59:16,636 - mmaction - INFO - Epoch [71][60/396] lr: 7.500e-04, eta: 3:03:28, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8109, top5_acc: 0.9372, loss_cls: 0.7212, loss: 0.7212, grad_norm: 5.0543 2020-10-05 07:59:28,561 - mmaction - INFO - Epoch [71][80/396] lr: 7.500e-04, eta: 3:03:07, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.8182, top5_acc: 0.9445, loss_cls: 0.7030, loss: 0.7030, grad_norm: 5.1440 2020-10-05 07:59:40,514 - mmaction - INFO - Epoch [71][100/396] lr: 7.500e-04, eta: 3:02:46, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8159, top5_acc: 0.9419, loss_cls: 0.7147, loss: 0.7147, grad_norm: 5.1426 2020-10-05 07:59:52,493 - mmaction - INFO - Epoch [71][120/396] lr: 7.500e-04, eta: 3:02:24, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8253, top5_acc: 0.9422, loss_cls: 0.7011, loss: 0.7011, grad_norm: 4.9849 2020-10-05 08:00:06,646 - mmaction - INFO - Epoch [71][140/396] lr: 7.500e-04, eta: 3:02:03, time: 0.695, data_time: 0.001, memory: 8344, top1_acc: 0.8083, top5_acc: 0.9391, loss_cls: 0.7479, loss: 0.7479, grad_norm: 5.1918 2020-10-05 08:00:22,773 - mmaction - INFO - Epoch [71][160/396] lr: 7.500e-04, eta: 3:01:44, time: 0.819, data_time: 0.040, memory: 8344, top1_acc: 0.8156, top5_acc: 0.9404, loss_cls: 0.7095, loss: 0.7095, grad_norm: 5.0403 2020-10-05 08:00:34,739 - mmaction - INFO - Epoch [71][180/396] lr: 7.500e-04, eta: 3:01:23, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8148, top5_acc: 0.9380, loss_cls: 0.7119, loss: 0.7119, grad_norm: 4.9748 2020-10-05 08:00:46,754 - mmaction - INFO - Epoch [71][200/396] lr: 7.500e-04, eta: 3:01:01, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.8164, top5_acc: 0.9422, loss_cls: 0.7129, loss: 0.7129, grad_norm: 5.1731 2020-10-05 08:00:58,750 - mmaction - INFO - Epoch [71][220/396] lr: 7.500e-04, eta: 3:00:40, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8034, top5_acc: 0.9409, loss_cls: 0.7384, loss: 0.7384, grad_norm: 5.1315 2020-10-05 08:01:10,791 - mmaction - INFO - Epoch [71][240/396] lr: 7.500e-04, eta: 3:00:19, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.7893, top5_acc: 0.9318, loss_cls: 0.7880, loss: 0.7880, grad_norm: 5.4451 2020-10-05 08:01:22,819 - mmaction - INFO - Epoch [71][260/396] lr: 7.500e-04, eta: 2:59:57, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8089, top5_acc: 0.9354, loss_cls: 0.7544, loss: 0.7544, grad_norm: 5.2855 2020-10-05 08:01:34,737 - mmaction - INFO - Epoch [71][280/396] lr: 7.500e-04, eta: 2:59:36, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.7971, top5_acc: 0.9365, loss_cls: 0.7636, loss: 0.7636, grad_norm: 5.2317 2020-10-05 08:01:46,701 - mmaction - INFO - Epoch [71][300/396] lr: 7.500e-04, eta: 2:59:15, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.8081, top5_acc: 0.9404, loss_cls: 0.7425, loss: 0.7425, grad_norm: 5.2073 2020-10-05 08:01:58,746 - mmaction - INFO - Epoch [71][320/396] lr: 7.500e-04, eta: 2:58:53, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8122, top5_acc: 0.9310, loss_cls: 0.7500, loss: 0.7500, grad_norm: 5.0686 2020-10-05 08:02:10,728 - mmaction - INFO - Epoch [71][340/396] lr: 7.500e-04, eta: 2:58:32, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8086, top5_acc: 0.9312, loss_cls: 0.7615, loss: 0.7615, grad_norm: 5.1757 2020-10-05 08:02:22,702 - mmaction - INFO - Epoch [71][360/396] lr: 7.500e-04, eta: 2:58:11, time: 0.601, data_time: 0.004, memory: 8344, top1_acc: 0.8013, top5_acc: 0.9380, loss_cls: 0.7497, loss: 0.7497, grad_norm: 5.1466 2020-10-05 08:02:34,860 - mmaction - INFO - Epoch [71][380/396] lr: 7.500e-04, eta: 2:57:50, time: 0.609, data_time: 0.003, memory: 8344, top1_acc: 0.7911, top5_acc: 0.9354, loss_cls: 0.7740, loss: 0.7740, grad_norm: 5.3315 2020-10-05 08:02:49,274 - mmaction - INFO - Saving checkpoint at 71 epochs 2020-10-05 08:05:19,825 - mmaction - INFO - Epoch [72][20/396] lr: 7.500e-04, eta: 2:58:04, time: 7.509, data_time: 6.849, memory: 8344, top1_acc: 0.8159, top5_acc: 0.9398, loss_cls: 0.7208, loss: 0.7208, grad_norm: 5.1939 2020-10-05 08:05:31,845 - mmaction - INFO - Epoch [72][40/396] lr: 7.500e-04, eta: 2:57:42, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8026, top5_acc: 0.9398, loss_cls: 0.7491, loss: 0.7491, grad_norm: 5.3072 2020-10-05 08:05:43,786 - mmaction - INFO - Epoch [72][60/396] lr: 7.500e-04, eta: 2:57:21, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8083, top5_acc: 0.9388, loss_cls: 0.7249, loss: 0.7249, grad_norm: 5.1828 2020-10-05 08:05:55,843 - mmaction - INFO - Epoch [72][80/396] lr: 7.500e-04, eta: 2:57:00, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.8125, top5_acc: 0.9385, loss_cls: 0.7335, loss: 0.7335, grad_norm: 5.2581 2020-10-05 08:06:07,855 - mmaction - INFO - Epoch [72][100/396] lr: 7.500e-04, eta: 2:56:38, time: 0.600, data_time: 0.004, memory: 8344, top1_acc: 0.8060, top5_acc: 0.9414, loss_cls: 0.7148, loss: 0.7148, grad_norm: 5.0113 2020-10-05 08:06:19,815 - mmaction - INFO - Epoch [72][120/396] lr: 7.500e-04, eta: 2:56:17, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8070, top5_acc: 0.9352, loss_cls: 0.7345, loss: 0.7345, grad_norm: 5.1616 2020-10-05 08:06:31,842 - mmaction - INFO - Epoch [72][140/396] lr: 7.500e-04, eta: 2:55:56, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8115, top5_acc: 0.9385, loss_cls: 0.7418, loss: 0.7418, grad_norm: 5.2338 2020-10-05 08:06:43,860 - mmaction - INFO - Epoch [72][160/396] lr: 7.500e-04, eta: 2:55:35, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.8109, top5_acc: 0.9341, loss_cls: 0.7494, loss: 0.7494, grad_norm: 5.1325 2020-10-05 08:06:55,903 - mmaction - INFO - Epoch [72][180/396] lr: 7.500e-04, eta: 2:55:13, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8185, top5_acc: 0.9378, loss_cls: 0.7110, loss: 0.7110, grad_norm: 5.1509 2020-10-05 08:07:07,952 - mmaction - INFO - Epoch [72][200/396] lr: 7.500e-04, eta: 2:54:52, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8115, top5_acc: 0.9365, loss_cls: 0.7333, loss: 0.7333, grad_norm: 5.1139 2020-10-05 08:07:19,989 - mmaction - INFO - Epoch [72][220/396] lr: 7.500e-04, eta: 2:54:31, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.8130, top5_acc: 0.9435, loss_cls: 0.7155, loss: 0.7155, grad_norm: 5.0083 2020-10-05 08:07:31,954 - mmaction - INFO - Epoch [72][240/396] lr: 7.500e-04, eta: 2:54:10, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8018, top5_acc: 0.9326, loss_cls: 0.7750, loss: 0.7750, grad_norm: 5.3105 2020-10-05 08:07:43,918 - mmaction - INFO - Epoch [72][260/396] lr: 7.500e-04, eta: 2:53:49, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8049, top5_acc: 0.9276, loss_cls: 0.7727, loss: 0.7727, grad_norm: 5.4089 2020-10-05 08:07:55,936 - mmaction - INFO - Epoch [72][280/396] lr: 7.500e-04, eta: 2:53:27, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8128, top5_acc: 0.9359, loss_cls: 0.7345, loss: 0.7345, grad_norm: 5.2525 2020-10-05 08:08:07,935 - mmaction - INFO - Epoch [72][300/396] lr: 7.500e-04, eta: 2:53:06, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8104, top5_acc: 0.9404, loss_cls: 0.7205, loss: 0.7205, grad_norm: 5.2248 2020-10-05 08:08:19,964 - mmaction - INFO - Epoch [72][320/396] lr: 7.500e-04, eta: 2:52:45, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.8055, top5_acc: 0.9383, loss_cls: 0.7394, loss: 0.7394, grad_norm: 5.2302 2020-10-05 08:08:31,860 - mmaction - INFO - Epoch [72][340/396] lr: 7.500e-04, eta: 2:52:24, time: 0.594, data_time: 0.001, memory: 8344, top1_acc: 0.7997, top5_acc: 0.9404, loss_cls: 0.7439, loss: 0.7439, grad_norm: 5.2079 2020-10-05 08:08:43,851 - mmaction - INFO - Epoch [72][360/396] lr: 7.500e-04, eta: 2:52:03, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8065, top5_acc: 0.9318, loss_cls: 0.7519, loss: 0.7519, grad_norm: 5.2068 2020-10-05 08:08:55,845 - mmaction - INFO - Epoch [72][380/396] lr: 7.500e-04, eta: 2:51:42, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.8070, top5_acc: 0.9396, loss_cls: 0.7424, loss: 0.7424, grad_norm: 5.2277 2020-10-05 08:09:06,699 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-10-05 08:11:36,473 - mmaction - INFO - Epoch [73][20/396] lr: 7.500e-04, eta: 2:51:53, time: 7.470, data_time: 5.979, memory: 8344, top1_acc: 0.8128, top5_acc: 0.9440, loss_cls: 0.6961, loss: 0.6961, grad_norm: 5.0195 2020-10-05 08:11:48,444 - mmaction - INFO - Epoch [73][40/396] lr: 7.500e-04, eta: 2:51:32, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8159, top5_acc: 0.9440, loss_cls: 0.7114, loss: 0.7114, grad_norm: 5.1550 2020-10-05 08:12:00,409 - mmaction - INFO - Epoch [73][60/396] lr: 7.500e-04, eta: 2:51:11, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8182, top5_acc: 0.9380, loss_cls: 0.7273, loss: 0.7273, grad_norm: 5.1981 2020-10-05 08:12:12,444 - mmaction - INFO - Epoch [73][80/396] lr: 7.500e-04, eta: 2:50:50, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.8148, top5_acc: 0.9383, loss_cls: 0.7294, loss: 0.7294, grad_norm: 5.0630 2020-10-05 08:12:24,340 - mmaction - INFO - Epoch [73][100/396] lr: 7.500e-04, eta: 2:50:28, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.8102, top5_acc: 0.9419, loss_cls: 0.6983, loss: 0.6983, grad_norm: 4.9783 2020-10-05 08:12:36,421 - mmaction - INFO - Epoch [73][120/396] lr: 7.500e-04, eta: 2:50:07, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8003, top5_acc: 0.9341, loss_cls: 0.7716, loss: 0.7716, grad_norm: 5.3897 2020-10-05 08:12:48,351 - mmaction - INFO - Epoch [73][140/396] lr: 7.500e-04, eta: 2:49:46, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8109, top5_acc: 0.9385, loss_cls: 0.7412, loss: 0.7412, grad_norm: 5.2132 2020-10-05 08:13:00,381 - mmaction - INFO - Epoch [73][160/396] lr: 7.500e-04, eta: 2:49:25, time: 0.601, data_time: 0.001, memory: 8344, top1_acc: 0.8148, top5_acc: 0.9393, loss_cls: 0.7213, loss: 0.7213, grad_norm: 5.1620 2020-10-05 08:13:12,352 - mmaction - INFO - Epoch [73][180/396] lr: 7.500e-04, eta: 2:49:04, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8057, top5_acc: 0.9375, loss_cls: 0.7419, loss: 0.7419, grad_norm: 5.2110 2020-10-05 08:13:24,354 - mmaction - INFO - Epoch [73][200/396] lr: 7.500e-04, eta: 2:48:43, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8154, top5_acc: 0.9398, loss_cls: 0.7137, loss: 0.7137, grad_norm: 5.1688 2020-10-05 08:13:36,377 - mmaction - INFO - Epoch [73][220/396] lr: 7.500e-04, eta: 2:48:22, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.8044, top5_acc: 0.9419, loss_cls: 0.7388, loss: 0.7388, grad_norm: 5.3603 2020-10-05 08:13:48,432 - mmaction - INFO - Epoch [73][240/396] lr: 7.500e-04, eta: 2:48:01, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.8076, top5_acc: 0.9357, loss_cls: 0.7480, loss: 0.7480, grad_norm: 5.1130 2020-10-05 08:14:00,444 - mmaction - INFO - Epoch [73][260/396] lr: 7.500e-04, eta: 2:47:40, time: 0.601, data_time: 0.001, memory: 8344, top1_acc: 0.8023, top5_acc: 0.9339, loss_cls: 0.7587, loss: 0.7587, grad_norm: 5.3837 2020-10-05 08:14:12,519 - mmaction - INFO - Epoch [73][280/396] lr: 7.500e-04, eta: 2:47:19, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.8133, top5_acc: 0.9391, loss_cls: 0.7367, loss: 0.7367, grad_norm: 5.2038 2020-10-05 08:14:24,525 - mmaction - INFO - Epoch [73][300/396] lr: 7.500e-04, eta: 2:46:58, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.8057, top5_acc: 0.9365, loss_cls: 0.7458, loss: 0.7458, grad_norm: 5.2666 2020-10-05 08:14:36,664 - mmaction - INFO - Epoch [73][320/396] lr: 7.500e-04, eta: 2:46:37, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.8044, top5_acc: 0.9310, loss_cls: 0.7533, loss: 0.7533, grad_norm: 5.2562 2020-10-05 08:14:48,631 - mmaction - INFO - Epoch [73][340/396] lr: 7.500e-04, eta: 2:46:16, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8104, top5_acc: 0.9318, loss_cls: 0.7239, loss: 0.7239, grad_norm: 5.1904 2020-10-05 08:15:00,662 - mmaction - INFO - Epoch [73][360/396] lr: 7.500e-04, eta: 2:45:55, time: 0.601, data_time: 0.001, memory: 8344, top1_acc: 0.8047, top5_acc: 0.9398, loss_cls: 0.7340, loss: 0.7340, grad_norm: 5.2121 2020-10-05 08:15:12,709 - mmaction - INFO - Epoch [73][380/396] lr: 7.500e-04, eta: 2:45:34, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8057, top5_acc: 0.9378, loss_cls: 0.7474, loss: 0.7474, grad_norm: 5.2862 2020-10-05 08:15:24,744 - mmaction - INFO - Saving checkpoint at 73 epochs 2020-10-05 08:18:02,733 - mmaction - INFO - Epoch [74][20/396] lr: 7.500e-04, eta: 2:45:46, time: 7.880, data_time: 7.208, memory: 8344, top1_acc: 0.8232, top5_acc: 0.9357, loss_cls: 0.7132, loss: 0.7132, grad_norm: 5.0481 2020-10-05 08:18:14,636 - mmaction - INFO - Epoch [74][40/396] lr: 7.500e-04, eta: 2:45:25, time: 0.596, data_time: 0.004, memory: 8344, top1_acc: 0.8195, top5_acc: 0.9406, loss_cls: 0.7191, loss: 0.7191, grad_norm: 5.1881 2020-10-05 08:18:26,666 - mmaction - INFO - Epoch [74][60/396] lr: 7.500e-04, eta: 2:45:04, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8060, top5_acc: 0.9419, loss_cls: 0.7254, loss: 0.7254, grad_norm: 5.2451 2020-10-05 08:18:38,679 - mmaction - INFO - Epoch [74][80/396] lr: 7.500e-04, eta: 2:44:43, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.8169, top5_acc: 0.9378, loss_cls: 0.7076, loss: 0.7076, grad_norm: 5.0824 2020-10-05 08:18:50,634 - mmaction - INFO - Epoch [74][100/396] lr: 7.500e-04, eta: 2:44:22, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.8182, top5_acc: 0.9349, loss_cls: 0.7302, loss: 0.7302, grad_norm: 5.1889 2020-10-05 08:19:02,610 - mmaction - INFO - Epoch [74][120/396] lr: 7.500e-04, eta: 2:44:01, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8151, top5_acc: 0.9411, loss_cls: 0.7229, loss: 0.7229, grad_norm: 5.1343 2020-10-05 08:19:14,591 - mmaction - INFO - Epoch [74][140/396] lr: 7.500e-04, eta: 2:43:40, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.8167, top5_acc: 0.9437, loss_cls: 0.7132, loss: 0.7132, grad_norm: 5.1838 2020-10-05 08:19:26,580 - mmaction - INFO - Epoch [74][160/396] lr: 7.500e-04, eta: 2:43:19, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8180, top5_acc: 0.9396, loss_cls: 0.7130, loss: 0.7130, grad_norm: 5.1484 2020-10-05 08:19:38,520 - mmaction - INFO - Epoch [74][180/396] lr: 7.500e-04, eta: 2:42:58, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8044, top5_acc: 0.9336, loss_cls: 0.7491, loss: 0.7491, grad_norm: 5.2306 2020-10-05 08:19:50,536 - mmaction - INFO - Epoch [74][200/396] lr: 7.500e-04, eta: 2:42:37, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8070, top5_acc: 0.9380, loss_cls: 0.7410, loss: 0.7410, grad_norm: 5.2988 2020-10-05 08:20:02,409 - mmaction - INFO - Epoch [74][220/396] lr: 7.500e-04, eta: 2:42:16, time: 0.594, data_time: 0.002, memory: 8344, top1_acc: 0.8070, top5_acc: 0.9346, loss_cls: 0.7511, loss: 0.7511, grad_norm: 5.1962 2020-10-05 08:20:14,332 - mmaction - INFO - Epoch [74][240/396] lr: 7.500e-04, eta: 2:41:55, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8167, top5_acc: 0.9404, loss_cls: 0.7154, loss: 0.7154, grad_norm: 5.1753 2020-10-05 08:20:26,352 - mmaction - INFO - Epoch [74][260/396] lr: 7.500e-04, eta: 2:41:34, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8047, top5_acc: 0.9359, loss_cls: 0.7334, loss: 0.7334, grad_norm: 5.3325 2020-10-05 08:20:38,333 - mmaction - INFO - Epoch [74][280/396] lr: 7.500e-04, eta: 2:41:13, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8016, top5_acc: 0.9305, loss_cls: 0.7734, loss: 0.7734, grad_norm: 5.3344 2020-10-05 08:20:50,401 - mmaction - INFO - Epoch [74][300/396] lr: 7.500e-04, eta: 2:40:52, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8115, top5_acc: 0.9404, loss_cls: 0.7140, loss: 0.7140, grad_norm: 5.2109 2020-10-05 08:21:02,552 - mmaction - INFO - Epoch [74][320/396] lr: 7.500e-04, eta: 2:40:31, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.8023, top5_acc: 0.9344, loss_cls: 0.7538, loss: 0.7538, grad_norm: 5.1882 2020-10-05 08:21:14,534 - mmaction - INFO - Epoch [74][340/396] lr: 7.500e-04, eta: 2:40:10, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8159, top5_acc: 0.9401, loss_cls: 0.7177, loss: 0.7177, grad_norm: 5.1386 2020-10-05 08:21:26,631 - mmaction - INFO - Epoch [74][360/396] lr: 7.500e-04, eta: 2:39:49, time: 0.604, data_time: 0.001, memory: 8344, top1_acc: 0.8063, top5_acc: 0.9357, loss_cls: 0.7399, loss: 0.7399, grad_norm: 5.2583 2020-10-05 08:21:38,641 - mmaction - INFO - Epoch [74][380/396] lr: 7.500e-04, eta: 2:39:28, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8177, top5_acc: 0.9424, loss_cls: 0.6879, loss: 0.6879, grad_norm: 4.9355 2020-10-05 08:21:50,024 - mmaction - INFO - Saving checkpoint at 74 epochs 2020-10-05 08:24:18,790 - mmaction - INFO - Epoch [75][20/396] lr: 7.500e-04, eta: 2:39:35, time: 7.420, data_time: 6.770, memory: 8344, top1_acc: 0.8206, top5_acc: 0.9430, loss_cls: 0.6950, loss: 0.6950, grad_norm: 5.1461 2020-10-05 08:24:30,680 - mmaction - INFO - Epoch [75][40/396] lr: 7.500e-04, eta: 2:39:14, time: 0.594, data_time: 0.002, memory: 8344, top1_acc: 0.8104, top5_acc: 0.9375, loss_cls: 0.7178, loss: 0.7178, grad_norm: 5.2382 2020-10-05 08:24:42,721 - mmaction - INFO - Epoch [75][60/396] lr: 7.500e-04, eta: 2:38:53, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.8151, top5_acc: 0.9453, loss_cls: 0.7071, loss: 0.7071, grad_norm: 5.2189 2020-10-05 08:24:54,630 - mmaction - INFO - Epoch [75][80/396] lr: 7.500e-04, eta: 2:38:32, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.8164, top5_acc: 0.9411, loss_cls: 0.7224, loss: 0.7224, grad_norm: 5.2088 2020-10-05 08:25:06,662 - mmaction - INFO - Epoch [75][100/396] lr: 7.500e-04, eta: 2:38:11, time: 0.601, data_time: 0.004, memory: 8344, top1_acc: 0.8130, top5_acc: 0.9380, loss_cls: 0.7116, loss: 0.7116, grad_norm: 5.2266 2020-10-05 08:25:18,611 - mmaction - INFO - Epoch [75][120/396] lr: 7.500e-04, eta: 2:37:51, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8182, top5_acc: 0.9448, loss_cls: 0.7033, loss: 0.7033, grad_norm: 5.2470 2020-10-05 08:25:30,574 - mmaction - INFO - Epoch [75][140/396] lr: 7.500e-04, eta: 2:37:30, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8130, top5_acc: 0.9354, loss_cls: 0.7293, loss: 0.7293, grad_norm: 5.2608 2020-10-05 08:25:42,644 - mmaction - INFO - Epoch [75][160/396] lr: 7.500e-04, eta: 2:37:09, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.8021, top5_acc: 0.9432, loss_cls: 0.7181, loss: 0.7181, grad_norm: 5.2263 2020-10-05 08:25:54,652 - mmaction - INFO - Epoch [75][180/396] lr: 7.500e-04, eta: 2:36:48, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8078, top5_acc: 0.9404, loss_cls: 0.7334, loss: 0.7334, grad_norm: 5.3242 2020-10-05 08:26:06,866 - mmaction - INFO - Epoch [75][200/396] lr: 7.500e-04, eta: 2:36:27, time: 0.611, data_time: 0.003, memory: 8344, top1_acc: 0.8029, top5_acc: 0.9393, loss_cls: 0.7490, loss: 0.7490, grad_norm: 5.3748 2020-10-05 08:26:18,791 - mmaction - INFO - Epoch [75][220/396] lr: 7.500e-04, eta: 2:36:06, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8104, top5_acc: 0.9380, loss_cls: 0.7265, loss: 0.7265, grad_norm: 5.1219 2020-10-05 08:26:30,789 - mmaction - INFO - Epoch [75][240/396] lr: 7.500e-04, eta: 2:35:45, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8151, top5_acc: 0.9393, loss_cls: 0.7103, loss: 0.7103, grad_norm: 5.2721 2020-10-05 08:26:42,802 - mmaction - INFO - Epoch [75][260/396] lr: 7.500e-04, eta: 2:35:25, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8039, top5_acc: 0.9365, loss_cls: 0.7525, loss: 0.7525, grad_norm: 5.4819 2020-10-05 08:26:54,892 - mmaction - INFO - Epoch [75][280/396] lr: 7.500e-04, eta: 2:35:04, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.8151, top5_acc: 0.9328, loss_cls: 0.7400, loss: 0.7400, grad_norm: 5.2146 2020-10-05 08:27:06,897 - mmaction - INFO - Epoch [75][300/396] lr: 7.500e-04, eta: 2:34:43, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8253, top5_acc: 0.9451, loss_cls: 0.6754, loss: 0.6754, grad_norm: 5.0893 2020-10-05 08:27:18,882 - mmaction - INFO - Epoch [75][320/396] lr: 7.500e-04, eta: 2:34:22, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8182, top5_acc: 0.9411, loss_cls: 0.7179, loss: 0.7179, grad_norm: 5.1623 2020-10-05 08:27:30,892 - mmaction - INFO - Epoch [75][340/396] lr: 7.500e-04, eta: 2:34:01, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.8107, top5_acc: 0.9404, loss_cls: 0.7294, loss: 0.7294, grad_norm: 5.2702 2020-10-05 08:27:42,993 - mmaction - INFO - Epoch [75][360/396] lr: 7.500e-04, eta: 2:33:41, time: 0.604, data_time: 0.001, memory: 8344, top1_acc: 0.7992, top5_acc: 0.9297, loss_cls: 0.7825, loss: 0.7825, grad_norm: 5.4096 2020-10-05 08:27:54,970 - mmaction - INFO - Epoch [75][380/396] lr: 7.500e-04, eta: 2:33:20, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8154, top5_acc: 0.9372, loss_cls: 0.7273, loss: 0.7273, grad_norm: 5.1532 2020-10-05 08:28:09,139 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-10-05 08:30:36,770 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 08:30:37,013 - mmaction - INFO - top1_acc 0.7658 top5_acc 0.9297 2020-10-05 08:30:37,013 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 08:30:37,036 - mmaction - INFO - mean_acc 0.7660 2020-10-05 08:30:37,037 - mmaction - INFO - Epoch(val) [75][396] top1_acc: 0.7658, top5_acc: 0.9297, mean_class_accuracy: 0.7660 2020-10-05 08:33:05,975 - mmaction - INFO - Epoch [76][20/396] lr: 7.500e-04, eta: 2:33:25, time: 7.445, data_time: 6.801, memory: 8344, top1_acc: 0.8138, top5_acc: 0.9341, loss_cls: 0.7474, loss: 0.7474, grad_norm: 5.1953 2020-10-05 08:33:17,973 - mmaction - INFO - Epoch [76][40/396] lr: 7.500e-04, eta: 2:33:04, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8083, top5_acc: 0.9372, loss_cls: 0.7263, loss: 0.7263, grad_norm: 5.1719 2020-10-05 08:33:29,912 - mmaction - INFO - Epoch [76][60/396] lr: 7.500e-04, eta: 2:32:43, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8104, top5_acc: 0.9359, loss_cls: 0.7335, loss: 0.7335, grad_norm: 5.2685 2020-10-05 08:33:41,862 - mmaction - INFO - Epoch [76][80/396] lr: 7.500e-04, eta: 2:32:22, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8099, top5_acc: 0.9302, loss_cls: 0.7525, loss: 0.7525, grad_norm: 5.2650 2020-10-05 08:33:53,816 - mmaction - INFO - Epoch [76][100/396] lr: 7.500e-04, eta: 2:32:02, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8185, top5_acc: 0.9430, loss_cls: 0.7063, loss: 0.7063, grad_norm: 5.2588 2020-10-05 08:34:05,787 - mmaction - INFO - Epoch [76][120/396] lr: 7.500e-04, eta: 2:31:41, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8310, top5_acc: 0.9451, loss_cls: 0.6705, loss: 0.6705, grad_norm: 4.9611 2020-10-05 08:34:17,905 - mmaction - INFO - Epoch [76][140/396] lr: 7.500e-04, eta: 2:31:20, time: 0.606, data_time: 0.001, memory: 8344, top1_acc: 0.8081, top5_acc: 0.9352, loss_cls: 0.7368, loss: 0.7368, grad_norm: 5.1650 2020-10-05 08:34:29,893 - mmaction - INFO - Epoch [76][160/396] lr: 7.500e-04, eta: 2:30:59, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8089, top5_acc: 0.9391, loss_cls: 0.7434, loss: 0.7434, grad_norm: 5.2673 2020-10-05 08:34:41,929 - mmaction - INFO - Epoch [76][180/396] lr: 7.500e-04, eta: 2:30:39, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8068, top5_acc: 0.9396, loss_cls: 0.7420, loss: 0.7420, grad_norm: 5.2629 2020-10-05 08:34:53,962 - mmaction - INFO - Epoch [76][200/396] lr: 7.500e-04, eta: 2:30:18, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8266, top5_acc: 0.9419, loss_cls: 0.6935, loss: 0.6935, grad_norm: 5.1534 2020-10-05 08:35:05,923 - mmaction - INFO - Epoch [76][220/396] lr: 7.500e-04, eta: 2:29:57, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8279, top5_acc: 0.9453, loss_cls: 0.6760, loss: 0.6760, grad_norm: 5.0715 2020-10-05 08:35:17,904 - mmaction - INFO - Epoch [76][240/396] lr: 7.500e-04, eta: 2:29:36, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.8055, top5_acc: 0.9411, loss_cls: 0.7318, loss: 0.7318, grad_norm: 5.3103 2020-10-05 08:35:29,854 - mmaction - INFO - Epoch [76][260/396] lr: 7.500e-04, eta: 2:29:16, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8214, top5_acc: 0.9435, loss_cls: 0.6801, loss: 0.6801, grad_norm: 4.9580 2020-10-05 08:35:41,878 - mmaction - INFO - Epoch [76][280/396] lr: 7.500e-04, eta: 2:28:55, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8094, top5_acc: 0.9367, loss_cls: 0.7443, loss: 0.7443, grad_norm: 5.3578 2020-10-05 08:35:53,898 - mmaction - INFO - Epoch [76][300/396] lr: 7.500e-04, eta: 2:28:34, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8167, top5_acc: 0.9417, loss_cls: 0.7000, loss: 0.7000, grad_norm: 5.2265 2020-10-05 08:36:06,031 - mmaction - INFO - Epoch [76][320/396] lr: 7.500e-04, eta: 2:28:14, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.8151, top5_acc: 0.9414, loss_cls: 0.6983, loss: 0.6983, grad_norm: 5.1270 2020-10-05 08:36:18,117 - mmaction - INFO - Epoch [76][340/396] lr: 7.500e-04, eta: 2:27:53, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.8195, top5_acc: 0.9391, loss_cls: 0.6948, loss: 0.6948, grad_norm: 5.1079 2020-10-05 08:36:30,076 - mmaction - INFO - Epoch [76][360/396] lr: 7.500e-04, eta: 2:27:32, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8018, top5_acc: 0.9266, loss_cls: 0.7719, loss: 0.7719, grad_norm: 5.3145 2020-10-05 08:36:42,030 - mmaction - INFO - Epoch [76][380/396] lr: 7.500e-04, eta: 2:27:12, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8174, top5_acc: 0.9432, loss_cls: 0.6993, loss: 0.6993, grad_norm: 5.1730 2020-10-05 08:36:55,961 - mmaction - INFO - Saving checkpoint at 76 epochs 2020-10-05 08:39:24,947 - mmaction - INFO - Epoch [77][20/396] lr: 7.500e-04, eta: 2:27:15, time: 7.427, data_time: 6.784, memory: 8344, top1_acc: 0.8117, top5_acc: 0.9417, loss_cls: 0.7179, loss: 0.7179, grad_norm: 5.3283 2020-10-05 08:39:36,809 - mmaction - INFO - Epoch [77][40/396] lr: 7.500e-04, eta: 2:26:54, time: 0.594, data_time: 0.002, memory: 8344, top1_acc: 0.8154, top5_acc: 0.9365, loss_cls: 0.7126, loss: 0.7126, grad_norm: 5.1125 2020-10-05 08:39:48,868 - mmaction - INFO - Epoch [77][60/396] lr: 7.500e-04, eta: 2:26:33, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.8203, top5_acc: 0.9466, loss_cls: 0.6998, loss: 0.6998, grad_norm: 5.2565 2020-10-05 08:40:00,770 - mmaction - INFO - Epoch [77][80/396] lr: 7.500e-04, eta: 2:26:12, time: 0.598, data_time: 0.004, memory: 8344, top1_acc: 0.8187, top5_acc: 0.9435, loss_cls: 0.6945, loss: 0.6945, grad_norm: 5.1673 2020-10-05 08:40:12,686 - mmaction - INFO - Epoch [77][100/396] lr: 7.500e-04, eta: 2:25:52, time: 0.595, data_time: 0.003, memory: 8344, top1_acc: 0.8159, top5_acc: 0.9440, loss_cls: 0.6995, loss: 0.6995, grad_norm: 5.2586 2020-10-05 08:40:24,705 - mmaction - INFO - Epoch [77][120/396] lr: 7.500e-04, eta: 2:25:31, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8068, top5_acc: 0.9315, loss_cls: 0.7470, loss: 0.7470, grad_norm: 5.3675 2020-10-05 08:40:36,668 - mmaction - INFO - Epoch [77][140/396] lr: 7.500e-04, eta: 2:25:10, time: 0.603, data_time: 0.006, memory: 8344, top1_acc: 0.8224, top5_acc: 0.9385, loss_cls: 0.7211, loss: 0.7211, grad_norm: 5.1715 2020-10-05 08:40:48,625 - mmaction - INFO - Epoch [77][160/396] lr: 7.500e-04, eta: 2:24:50, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8091, top5_acc: 0.9391, loss_cls: 0.7151, loss: 0.7151, grad_norm: 5.2381 2020-10-05 08:41:00,610 - mmaction - INFO - Epoch [77][180/396] lr: 7.500e-04, eta: 2:24:29, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8128, top5_acc: 0.9401, loss_cls: 0.7205, loss: 0.7205, grad_norm: 5.3087 2020-10-05 08:41:12,641 - mmaction - INFO - Epoch [77][200/396] lr: 7.500e-04, eta: 2:24:08, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8102, top5_acc: 0.9391, loss_cls: 0.7300, loss: 0.7300, grad_norm: 5.2676 2020-10-05 08:41:24,670 - mmaction - INFO - Epoch [77][220/396] lr: 7.500e-04, eta: 2:23:48, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8148, top5_acc: 0.9346, loss_cls: 0.7272, loss: 0.7272, grad_norm: 5.2065 2020-10-05 08:41:36,598 - mmaction - INFO - Epoch [77][240/396] lr: 7.500e-04, eta: 2:23:27, time: 0.596, data_time: 0.001, memory: 8344, top1_acc: 0.8138, top5_acc: 0.9357, loss_cls: 0.7182, loss: 0.7182, grad_norm: 5.1501 2020-10-05 08:41:48,827 - mmaction - INFO - Epoch [77][260/396] lr: 7.500e-04, eta: 2:23:07, time: 0.612, data_time: 0.002, memory: 8344, top1_acc: 0.8130, top5_acc: 0.9398, loss_cls: 0.7122, loss: 0.7122, grad_norm: 5.2902 2020-10-05 08:42:00,840 - mmaction - INFO - Epoch [77][280/396] lr: 7.500e-04, eta: 2:22:46, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8115, top5_acc: 0.9354, loss_cls: 0.7406, loss: 0.7406, grad_norm: 5.3097 2020-10-05 08:42:12,903 - mmaction - INFO - Epoch [77][300/396] lr: 7.500e-04, eta: 2:22:26, time: 0.601, data_time: 0.001, memory: 8344, top1_acc: 0.8227, top5_acc: 0.9398, loss_cls: 0.7160, loss: 0.7160, grad_norm: 5.2510 2020-10-05 08:42:24,882 - mmaction - INFO - Epoch [77][320/396] lr: 7.500e-04, eta: 2:22:05, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8302, top5_acc: 0.9490, loss_cls: 0.6687, loss: 0.6687, grad_norm: 5.1026 2020-10-05 08:42:36,884 - mmaction - INFO - Epoch [77][340/396] lr: 7.500e-04, eta: 2:21:45, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8167, top5_acc: 0.9437, loss_cls: 0.7014, loss: 0.7014, grad_norm: 5.2288 2020-10-05 08:42:48,834 - mmaction - INFO - Epoch [77][360/396] lr: 7.500e-04, eta: 2:21:24, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8211, top5_acc: 0.9341, loss_cls: 0.7287, loss: 0.7287, grad_norm: 5.2064 2020-10-05 08:43:00,921 - mmaction - INFO - Epoch [77][380/396] lr: 7.500e-04, eta: 2:21:03, time: 0.604, data_time: 0.001, memory: 8344, top1_acc: 0.8089, top5_acc: 0.9404, loss_cls: 0.7263, loss: 0.7263, grad_norm: 5.2612 2020-10-05 08:43:12,595 - mmaction - INFO - Saving checkpoint at 77 epochs 2020-10-05 08:45:44,894 - mmaction - INFO - Epoch [78][20/396] lr: 7.500e-04, eta: 2:21:05, time: 7.597, data_time: 6.951, memory: 8344, top1_acc: 0.8107, top5_acc: 0.9370, loss_cls: 0.7340, loss: 0.7340, grad_norm: 5.2201 2020-10-05 08:45:56,863 - mmaction - INFO - Epoch [78][40/396] lr: 7.500e-04, eta: 2:20:45, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8094, top5_acc: 0.9372, loss_cls: 0.7310, loss: 0.7310, grad_norm: 5.3458 2020-10-05 08:46:08,759 - mmaction - INFO - Epoch [78][60/396] lr: 7.500e-04, eta: 2:20:24, time: 0.594, data_time: 0.001, memory: 8344, top1_acc: 0.8112, top5_acc: 0.9396, loss_cls: 0.7252, loss: 0.7252, grad_norm: 5.3010 2020-10-05 08:46:20,684 - mmaction - INFO - Epoch [78][80/396] lr: 7.500e-04, eta: 2:20:04, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8214, top5_acc: 0.9464, loss_cls: 0.6911, loss: 0.6911, grad_norm: 5.1327 2020-10-05 08:46:32,761 - mmaction - INFO - Epoch [78][100/396] lr: 7.500e-04, eta: 2:19:43, time: 0.602, data_time: 0.001, memory: 8344, top1_acc: 0.8201, top5_acc: 0.9508, loss_cls: 0.6730, loss: 0.6730, grad_norm: 5.2092 2020-10-05 08:46:44,659 - mmaction - INFO - Epoch [78][120/396] lr: 7.500e-04, eta: 2:19:22, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.8099, top5_acc: 0.9367, loss_cls: 0.7229, loss: 0.7229, grad_norm: 5.2917 2020-10-05 08:46:56,685 - mmaction - INFO - Epoch [78][140/396] lr: 7.500e-04, eta: 2:19:02, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8164, top5_acc: 0.9448, loss_cls: 0.7091, loss: 0.7091, grad_norm: 5.1686 2020-10-05 08:47:08,701 - mmaction - INFO - Epoch [78][160/396] lr: 7.500e-04, eta: 2:18:41, time: 0.602, data_time: 0.004, memory: 8344, top1_acc: 0.8234, top5_acc: 0.9432, loss_cls: 0.7000, loss: 0.7000, grad_norm: 5.2785 2020-10-05 08:47:20,766 - mmaction - INFO - Epoch [78][180/396] lr: 7.500e-04, eta: 2:18:21, time: 0.602, data_time: 0.001, memory: 8344, top1_acc: 0.8070, top5_acc: 0.9359, loss_cls: 0.7252, loss: 0.7252, grad_norm: 5.2240 2020-10-05 08:47:32,742 - mmaction - INFO - Epoch [78][200/396] lr: 7.500e-04, eta: 2:18:00, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8091, top5_acc: 0.9380, loss_cls: 0.7288, loss: 0.7288, grad_norm: 5.2836 2020-10-05 08:47:44,719 - mmaction - INFO - Epoch [78][220/396] lr: 7.500e-04, eta: 2:17:40, time: 0.600, data_time: 0.004, memory: 8344, top1_acc: 0.8172, top5_acc: 0.9458, loss_cls: 0.6906, loss: 0.6906, grad_norm: 5.1219 2020-10-05 08:47:56,665 - mmaction - INFO - Epoch [78][240/396] lr: 7.500e-04, eta: 2:17:19, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8044, top5_acc: 0.9424, loss_cls: 0.7473, loss: 0.7473, grad_norm: 5.3587 2020-10-05 08:48:08,740 - mmaction - INFO - Epoch [78][260/396] lr: 7.500e-04, eta: 2:16:59, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.8094, top5_acc: 0.9378, loss_cls: 0.7185, loss: 0.7185, grad_norm: 5.2561 2020-10-05 08:48:20,813 - mmaction - INFO - Epoch [78][280/396] lr: 7.500e-04, eta: 2:16:38, time: 0.604, data_time: 0.001, memory: 8344, top1_acc: 0.8185, top5_acc: 0.9383, loss_cls: 0.6968, loss: 0.6968, grad_norm: 5.2158 2020-10-05 08:48:32,827 - mmaction - INFO - Epoch [78][300/396] lr: 7.500e-04, eta: 2:16:18, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8195, top5_acc: 0.9424, loss_cls: 0.6986, loss: 0.6986, grad_norm: 5.1175 2020-10-05 08:48:44,894 - mmaction - INFO - Epoch [78][320/396] lr: 7.500e-04, eta: 2:15:58, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8102, top5_acc: 0.9417, loss_cls: 0.7093, loss: 0.7093, grad_norm: 5.2462 2020-10-05 08:48:56,816 - mmaction - INFO - Epoch [78][340/396] lr: 7.500e-04, eta: 2:15:37, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.8065, top5_acc: 0.9424, loss_cls: 0.7287, loss: 0.7287, grad_norm: 5.3627 2020-10-05 08:49:08,984 - mmaction - INFO - Epoch [78][360/396] lr: 7.500e-04, eta: 2:15:17, time: 0.609, data_time: 0.004, memory: 8344, top1_acc: 0.8185, top5_acc: 0.9388, loss_cls: 0.6963, loss: 0.6963, grad_norm: 5.1558 2020-10-05 08:49:20,989 - mmaction - INFO - Epoch [78][380/396] lr: 7.500e-04, eta: 2:14:56, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8148, top5_acc: 0.9409, loss_cls: 0.7012, loss: 0.7012, grad_norm: 5.3422 2020-10-05 08:49:32,272 - mmaction - INFO - Saving checkpoint at 78 epochs 2020-10-05 08:51:47,481 - mmaction - INFO - Epoch [79][20/396] lr: 7.500e-04, eta: 2:14:51, time: 6.741, data_time: 6.074, memory: 8344, top1_acc: 0.8211, top5_acc: 0.9445, loss_cls: 0.6904, loss: 0.6904, grad_norm: 5.2827 2020-10-05 08:51:59,348 - mmaction - INFO - Epoch [79][40/396] lr: 7.500e-04, eta: 2:14:31, time: 0.593, data_time: 0.002, memory: 8344, top1_acc: 0.8133, top5_acc: 0.9435, loss_cls: 0.7055, loss: 0.7055, grad_norm: 5.3713 2020-10-05 08:52:11,259 - mmaction - INFO - Epoch [79][60/396] lr: 7.500e-04, eta: 2:14:10, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8195, top5_acc: 0.9419, loss_cls: 0.6997, loss: 0.6997, grad_norm: 5.1240 2020-10-05 08:52:23,214 - mmaction - INFO - Epoch [79][80/396] lr: 7.500e-04, eta: 2:13:50, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8125, top5_acc: 0.9430, loss_cls: 0.7181, loss: 0.7181, grad_norm: 5.3293 2020-10-05 08:52:35,386 - mmaction - INFO - Epoch [79][100/396] lr: 7.500e-04, eta: 2:13:30, time: 0.609, data_time: 0.002, memory: 8344, top1_acc: 0.8104, top5_acc: 0.9411, loss_cls: 0.7056, loss: 0.7056, grad_norm: 5.1908 2020-10-05 08:52:47,412 - mmaction - INFO - Epoch [79][120/396] lr: 7.500e-04, eta: 2:13:09, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.8112, top5_acc: 0.9396, loss_cls: 0.7202, loss: 0.7202, grad_norm: 5.2775 2020-10-05 08:52:59,382 - mmaction - INFO - Epoch [79][140/396] lr: 7.500e-04, eta: 2:12:49, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.8242, top5_acc: 0.9419, loss_cls: 0.6934, loss: 0.6934, grad_norm: 5.1530 2020-10-05 08:53:11,432 - mmaction - INFO - Epoch [79][160/396] lr: 7.500e-04, eta: 2:12:28, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8208, top5_acc: 0.9365, loss_cls: 0.6907, loss: 0.6907, grad_norm: 5.1790 2020-10-05 08:53:23,361 - mmaction - INFO - Epoch [79][180/396] lr: 7.500e-04, eta: 2:12:08, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8104, top5_acc: 0.9393, loss_cls: 0.7183, loss: 0.7183, grad_norm: 5.2261 2020-10-05 08:53:35,299 - mmaction - INFO - Epoch [79][200/396] lr: 7.500e-04, eta: 2:11:48, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8125, top5_acc: 0.9419, loss_cls: 0.7149, loss: 0.7149, grad_norm: 5.2861 2020-10-05 08:53:47,373 - mmaction - INFO - Epoch [79][220/396] lr: 7.500e-04, eta: 2:11:27, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.8021, top5_acc: 0.9333, loss_cls: 0.7640, loss: 0.7640, grad_norm: 5.4049 2020-10-05 08:53:59,363 - mmaction - INFO - Epoch [79][240/396] lr: 7.500e-04, eta: 2:11:07, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8104, top5_acc: 0.9409, loss_cls: 0.7286, loss: 0.7286, grad_norm: 5.3077 2020-10-05 08:54:11,525 - mmaction - INFO - Epoch [79][260/396] lr: 7.500e-04, eta: 2:10:46, time: 0.609, data_time: 0.003, memory: 8344, top1_acc: 0.8107, top5_acc: 0.9404, loss_cls: 0.7120, loss: 0.7120, grad_norm: 5.2999 2020-10-05 08:54:23,486 - mmaction - INFO - Epoch [79][280/396] lr: 7.500e-04, eta: 2:10:26, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8219, top5_acc: 0.9398, loss_cls: 0.6878, loss: 0.6878, grad_norm: 5.1947 2020-10-05 08:54:35,433 - mmaction - INFO - Epoch [79][300/396] lr: 7.500e-04, eta: 2:10:06, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8003, top5_acc: 0.9292, loss_cls: 0.7710, loss: 0.7710, grad_norm: 5.3363 2020-10-05 08:54:47,499 - mmaction - INFO - Epoch [79][320/396] lr: 7.500e-04, eta: 2:09:45, time: 0.603, data_time: 0.004, memory: 8344, top1_acc: 0.8167, top5_acc: 0.9404, loss_cls: 0.7103, loss: 0.7103, grad_norm: 5.2178 2020-10-05 08:54:59,459 - mmaction - INFO - Epoch [79][340/396] lr: 7.500e-04, eta: 2:09:25, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8203, top5_acc: 0.9456, loss_cls: 0.6966, loss: 0.6966, grad_norm: 5.3373 2020-10-05 08:55:11,578 - mmaction - INFO - Epoch [79][360/396] lr: 7.500e-04, eta: 2:09:05, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.8164, top5_acc: 0.9346, loss_cls: 0.7219, loss: 0.7219, grad_norm: 5.2766 2020-10-05 08:55:23,554 - mmaction - INFO - Epoch [79][380/396] lr: 7.500e-04, eta: 2:08:45, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8091, top5_acc: 0.9318, loss_cls: 0.7531, loss: 0.7531, grad_norm: 5.3974 2020-10-05 08:55:36,939 - mmaction - INFO - Saving checkpoint at 79 epochs 2020-10-05 08:58:02,074 - mmaction - INFO - Epoch [80][20/396] lr: 7.500e-04, eta: 2:08:41, time: 7.236, data_time: 6.608, memory: 8344, top1_acc: 0.8201, top5_acc: 0.9419, loss_cls: 0.6890, loss: 0.6890, grad_norm: 5.1729 2020-10-05 08:58:13,975 - mmaction - INFO - Epoch [80][40/396] lr: 7.500e-04, eta: 2:08:20, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8130, top5_acc: 0.9357, loss_cls: 0.7347, loss: 0.7347, grad_norm: 5.3695 2020-10-05 08:58:25,956 - mmaction - INFO - Epoch [80][60/396] lr: 7.500e-04, eta: 2:08:00, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8117, top5_acc: 0.9406, loss_cls: 0.7099, loss: 0.7099, grad_norm: 5.1383 2020-10-05 08:58:38,124 - mmaction - INFO - Epoch [80][80/396] lr: 7.500e-04, eta: 2:07:40, time: 0.610, data_time: 0.005, memory: 8344, top1_acc: 0.8164, top5_acc: 0.9385, loss_cls: 0.7218, loss: 0.7218, grad_norm: 5.2430 2020-10-05 08:58:50,115 - mmaction - INFO - Epoch [80][100/396] lr: 7.500e-04, eta: 2:07:19, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8227, top5_acc: 0.9404, loss_cls: 0.7024, loss: 0.7024, grad_norm: 5.1398 2020-10-05 08:59:02,169 - mmaction - INFO - Epoch [80][120/396] lr: 7.500e-04, eta: 2:06:59, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8260, top5_acc: 0.9492, loss_cls: 0.6777, loss: 0.6777, grad_norm: 5.2367 2020-10-05 08:59:14,168 - mmaction - INFO - Epoch [80][140/396] lr: 7.500e-04, eta: 2:06:39, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8156, top5_acc: 0.9458, loss_cls: 0.7099, loss: 0.7099, grad_norm: 5.3195 2020-10-05 08:59:26,119 - mmaction - INFO - Epoch [80][160/396] lr: 7.500e-04, eta: 2:06:18, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.8125, top5_acc: 0.9349, loss_cls: 0.7377, loss: 0.7377, grad_norm: 5.3616 2020-10-05 08:59:38,130 - mmaction - INFO - Epoch [80][180/396] lr: 7.500e-04, eta: 2:05:58, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.8154, top5_acc: 0.9424, loss_cls: 0.7092, loss: 0.7092, grad_norm: 5.2033 2020-10-05 08:59:50,166 - mmaction - INFO - Epoch [80][200/396] lr: 7.500e-04, eta: 2:05:38, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8034, top5_acc: 0.9362, loss_cls: 0.7261, loss: 0.7261, grad_norm: 5.3107 2020-10-05 09:00:02,158 - mmaction - INFO - Epoch [80][220/396] lr: 7.500e-04, eta: 2:05:18, time: 0.601, data_time: 0.004, memory: 8344, top1_acc: 0.8117, top5_acc: 0.9401, loss_cls: 0.7318, loss: 0.7318, grad_norm: 5.3594 2020-10-05 09:00:18,383 - mmaction - INFO - Epoch [80][240/396] lr: 7.500e-04, eta: 2:04:58, time: 0.809, data_time: 0.008, memory: 8344, top1_acc: 0.8146, top5_acc: 0.9417, loss_cls: 0.7142, loss: 0.7142, grad_norm: 5.3218 2020-10-05 09:00:30,495 - mmaction - INFO - Epoch [80][260/396] lr: 7.500e-04, eta: 2:04:38, time: 0.607, data_time: 0.009, memory: 8344, top1_acc: 0.8193, top5_acc: 0.9437, loss_cls: 0.6971, loss: 0.6971, grad_norm: 5.2652 2020-10-05 09:00:42,493 - mmaction - INFO - Epoch [80][280/396] lr: 7.500e-04, eta: 2:04:18, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8000, top5_acc: 0.9346, loss_cls: 0.7437, loss: 0.7437, grad_norm: 5.3633 2020-10-05 09:00:54,485 - mmaction - INFO - Epoch [80][300/396] lr: 7.500e-04, eta: 2:03:58, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8247, top5_acc: 0.9458, loss_cls: 0.6675, loss: 0.6675, grad_norm: 5.2438 2020-10-05 09:01:06,473 - mmaction - INFO - Epoch [80][320/396] lr: 7.500e-04, eta: 2:03:38, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8008, top5_acc: 0.9339, loss_cls: 0.7732, loss: 0.7732, grad_norm: 5.4385 2020-10-05 09:01:18,542 - mmaction - INFO - Epoch [80][340/396] lr: 7.500e-04, eta: 2:03:17, time: 0.602, data_time: 0.001, memory: 8344, top1_acc: 0.8284, top5_acc: 0.9414, loss_cls: 0.6826, loss: 0.6826, grad_norm: 5.2776 2020-10-05 09:01:30,513 - mmaction - INFO - Epoch [80][360/396] lr: 7.500e-04, eta: 2:02:57, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8182, top5_acc: 0.9393, loss_cls: 0.7135, loss: 0.7135, grad_norm: 5.1803 2020-10-05 09:01:42,598 - mmaction - INFO - Epoch [80][380/396] lr: 7.500e-04, eta: 2:02:37, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.8055, top5_acc: 0.9370, loss_cls: 0.7404, loss: 0.7404, grad_norm: 5.3446 2020-10-05 09:01:58,082 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-10-05 09:04:23,031 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 09:04:23,252 - mmaction - INFO - top1_acc 0.7675 top5_acc 0.9289 2020-10-05 09:04:23,252 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 09:04:23,285 - mmaction - INFO - mean_acc 0.7674 2020-10-05 09:04:23,286 - mmaction - INFO - Epoch(val) [80][396] top1_acc: 0.7675, top5_acc: 0.9289, mean_class_accuracy: 0.7674 2020-10-05 09:06:56,108 - mmaction - INFO - Epoch [81][20/396] lr: 7.500e-05, eta: 2:02:33, time: 7.639, data_time: 6.980, memory: 8344, top1_acc: 0.8307, top5_acc: 0.9518, loss_cls: 0.6577, loss: 0.6577, grad_norm: 5.1124 2020-10-05 09:07:08,020 - mmaction - INFO - Epoch [81][40/396] lr: 7.500e-05, eta: 2:02:13, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.8055, top5_acc: 0.9432, loss_cls: 0.7232, loss: 0.7232, grad_norm: 5.3178 2020-10-05 09:07:20,003 - mmaction - INFO - Epoch [81][60/396] lr: 7.500e-05, eta: 2:01:53, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8125, top5_acc: 0.9383, loss_cls: 0.7225, loss: 0.7225, grad_norm: 5.1931 2020-10-05 09:07:31,879 - mmaction - INFO - Epoch [81][80/396] lr: 7.500e-05, eta: 2:01:33, time: 0.594, data_time: 0.003, memory: 8344, top1_acc: 0.8292, top5_acc: 0.9482, loss_cls: 0.6752, loss: 0.6752, grad_norm: 5.1653 2020-10-05 09:07:43,834 - mmaction - INFO - Epoch [81][100/396] lr: 7.500e-05, eta: 2:01:12, time: 0.598, data_time: 0.004, memory: 8344, top1_acc: 0.8198, top5_acc: 0.9424, loss_cls: 0.6965, loss: 0.6965, grad_norm: 5.1435 2020-10-05 09:07:55,846 - mmaction - INFO - Epoch [81][120/396] lr: 7.500e-05, eta: 2:00:52, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8234, top5_acc: 0.9409, loss_cls: 0.6819, loss: 0.6819, grad_norm: 5.1589 2020-10-05 09:08:07,801 - mmaction - INFO - Epoch [81][140/396] lr: 7.500e-05, eta: 2:00:32, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8112, top5_acc: 0.9365, loss_cls: 0.7232, loss: 0.7232, grad_norm: 5.2973 2020-10-05 09:08:19,739 - mmaction - INFO - Epoch [81][160/396] lr: 7.500e-05, eta: 2:00:12, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8227, top5_acc: 0.9404, loss_cls: 0.6871, loss: 0.6871, grad_norm: 5.2651 2020-10-05 09:08:31,710 - mmaction - INFO - Epoch [81][180/396] lr: 7.500e-05, eta: 1:59:51, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8286, top5_acc: 0.9453, loss_cls: 0.6765, loss: 0.6765, grad_norm: 5.2135 2020-10-05 09:08:43,678 - mmaction - INFO - Epoch [81][200/396] lr: 7.500e-05, eta: 1:59:31, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8242, top5_acc: 0.9461, loss_cls: 0.6810, loss: 0.6810, grad_norm: 5.1521 2020-10-05 09:08:55,701 - mmaction - INFO - Epoch [81][220/396] lr: 7.500e-05, eta: 1:59:11, time: 0.603, data_time: 0.004, memory: 8344, top1_acc: 0.8206, top5_acc: 0.9391, loss_cls: 0.7220, loss: 0.7220, grad_norm: 5.3789 2020-10-05 09:09:07,636 - mmaction - INFO - Epoch [81][240/396] lr: 7.500e-05, eta: 1:58:51, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8211, top5_acc: 0.9469, loss_cls: 0.6808, loss: 0.6808, grad_norm: 5.2275 2020-10-05 09:09:19,674 - mmaction - INFO - Epoch [81][260/396] lr: 7.500e-05, eta: 1:58:31, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8096, top5_acc: 0.9367, loss_cls: 0.7246, loss: 0.7246, grad_norm: 5.2579 2020-10-05 09:09:31,725 - mmaction - INFO - Epoch [81][280/396] lr: 7.500e-05, eta: 1:58:11, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8195, top5_acc: 0.9401, loss_cls: 0.6893, loss: 0.6893, grad_norm: 5.1714 2020-10-05 09:09:43,823 - mmaction - INFO - Epoch [81][300/396] lr: 7.500e-05, eta: 1:57:51, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.8193, top5_acc: 0.9424, loss_cls: 0.7104, loss: 0.7104, grad_norm: 5.3275 2020-10-05 09:09:55,842 - mmaction - INFO - Epoch [81][320/396] lr: 7.500e-05, eta: 1:57:30, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8138, top5_acc: 0.9435, loss_cls: 0.7064, loss: 0.7064, grad_norm: 5.2953 2020-10-05 09:10:07,926 - mmaction - INFO - Epoch [81][340/396] lr: 7.500e-05, eta: 1:57:10, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.8125, top5_acc: 0.9404, loss_cls: 0.7046, loss: 0.7046, grad_norm: 5.1916 2020-10-05 09:10:19,898 - mmaction - INFO - Epoch [81][360/396] lr: 7.500e-05, eta: 1:56:50, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.8159, top5_acc: 0.9404, loss_cls: 0.7165, loss: 0.7165, grad_norm: 5.3042 2020-10-05 09:10:31,925 - mmaction - INFO - Epoch [81][380/396] lr: 7.500e-05, eta: 1:56:30, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8169, top5_acc: 0.9391, loss_cls: 0.7101, loss: 0.7101, grad_norm: 5.2567 2020-10-05 09:10:43,836 - mmaction - INFO - Saving checkpoint at 81 epochs 2020-10-05 09:13:28,614 - mmaction - INFO - Epoch [82][20/396] lr: 7.500e-05, eta: 1:56:27, time: 8.221, data_time: 6.283, memory: 8344, top1_acc: 0.8174, top5_acc: 0.9372, loss_cls: 0.7131, loss: 0.7131, grad_norm: 5.2370 2020-10-05 09:13:40,594 - mmaction - INFO - Epoch [82][40/396] lr: 7.500e-05, eta: 1:56:07, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8240, top5_acc: 0.9466, loss_cls: 0.6842, loss: 0.6842, grad_norm: 5.1220 2020-10-05 09:13:52,502 - mmaction - INFO - Epoch [82][60/396] lr: 7.500e-05, eta: 1:55:47, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8151, top5_acc: 0.9380, loss_cls: 0.7103, loss: 0.7103, grad_norm: 5.2522 2020-10-05 09:14:04,594 - mmaction - INFO - Epoch [82][80/396] lr: 7.500e-05, eta: 1:55:27, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.8221, top5_acc: 0.9427, loss_cls: 0.6831, loss: 0.6831, grad_norm: 5.1695 2020-10-05 09:14:16,583 - mmaction - INFO - Epoch [82][100/396] lr: 7.500e-05, eta: 1:55:07, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8271, top5_acc: 0.9445, loss_cls: 0.6773, loss: 0.6773, grad_norm: 5.0948 2020-10-05 09:14:28,524 - mmaction - INFO - Epoch [82][120/396] lr: 7.500e-05, eta: 1:54:47, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8122, top5_acc: 0.9372, loss_cls: 0.7160, loss: 0.7160, grad_norm: 5.3063 2020-10-05 09:14:40,607 - mmaction - INFO - Epoch [82][140/396] lr: 7.500e-05, eta: 1:54:27, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.8195, top5_acc: 0.9422, loss_cls: 0.6841, loss: 0.6841, grad_norm: 5.1270 2020-10-05 09:14:52,592 - mmaction - INFO - Epoch [82][160/396] lr: 7.500e-05, eta: 1:54:06, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.8229, top5_acc: 0.9417, loss_cls: 0.7075, loss: 0.7075, grad_norm: 5.3820 2020-10-05 09:15:04,575 - mmaction - INFO - Epoch [82][180/396] lr: 7.500e-05, eta: 1:53:46, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8234, top5_acc: 0.9474, loss_cls: 0.6716, loss: 0.6716, grad_norm: 5.1701 2020-10-05 09:15:16,597 - mmaction - INFO - Epoch [82][200/396] lr: 7.500e-05, eta: 1:53:26, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8214, top5_acc: 0.9419, loss_cls: 0.7046, loss: 0.7046, grad_norm: 5.3042 2020-10-05 09:15:28,596 - mmaction - INFO - Epoch [82][220/396] lr: 7.500e-05, eta: 1:53:06, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8279, top5_acc: 0.9448, loss_cls: 0.6582, loss: 0.6582, grad_norm: 5.1632 2020-10-05 09:15:40,651 - mmaction - INFO - Epoch [82][240/396] lr: 7.500e-05, eta: 1:52:46, time: 0.604, data_time: 0.004, memory: 8344, top1_acc: 0.8229, top5_acc: 0.9440, loss_cls: 0.6908, loss: 0.6908, grad_norm: 5.2767 2020-10-05 09:15:52,776 - mmaction - INFO - Epoch [82][260/396] lr: 7.500e-05, eta: 1:52:26, time: 0.606, data_time: 0.003, memory: 8344, top1_acc: 0.8313, top5_acc: 0.9435, loss_cls: 0.6851, loss: 0.6851, grad_norm: 5.1068 2020-10-05 09:16:04,725 - mmaction - INFO - Epoch [82][280/396] lr: 7.500e-05, eta: 1:52:06, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8195, top5_acc: 0.9378, loss_cls: 0.7154, loss: 0.7154, grad_norm: 5.2754 2020-10-05 09:16:16,797 - mmaction - INFO - Epoch [82][300/396] lr: 7.500e-05, eta: 1:51:46, time: 0.603, data_time: 0.001, memory: 8344, top1_acc: 0.8237, top5_acc: 0.9380, loss_cls: 0.6978, loss: 0.6978, grad_norm: 5.0879 2020-10-05 09:16:28,929 - mmaction - INFO - Epoch [82][320/396] lr: 7.500e-05, eta: 1:51:26, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.8211, top5_acc: 0.9396, loss_cls: 0.6963, loss: 0.6963, grad_norm: 5.1268 2020-10-05 09:16:40,934 - mmaction - INFO - Epoch [82][340/396] lr: 7.500e-05, eta: 1:51:06, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8190, top5_acc: 0.9383, loss_cls: 0.7076, loss: 0.7076, grad_norm: 5.2059 2020-10-05 09:16:52,866 - mmaction - INFO - Epoch [82][360/396] lr: 7.500e-05, eta: 1:50:46, time: 0.597, data_time: 0.004, memory: 8344, top1_acc: 0.8190, top5_acc: 0.9398, loss_cls: 0.7045, loss: 0.7045, grad_norm: 5.2750 2020-10-05 09:17:04,909 - mmaction - INFO - Epoch [82][380/396] lr: 7.500e-05, eta: 1:50:26, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8094, top5_acc: 0.9372, loss_cls: 0.7297, loss: 0.7297, grad_norm: 5.2384 2020-10-05 09:17:15,960 - mmaction - INFO - Saving checkpoint at 82 epochs 2020-10-05 09:19:32,897 - mmaction - INFO - Epoch [83][20/396] lr: 7.500e-05, eta: 1:50:15, time: 6.826, data_time: 6.205, memory: 8344, top1_acc: 0.8221, top5_acc: 0.9469, loss_cls: 0.6791, loss: 0.6791, grad_norm: 5.0936 2020-10-05 09:19:44,798 - mmaction - INFO - Epoch [83][40/396] lr: 7.500e-05, eta: 1:49:55, time: 0.595, data_time: 0.001, memory: 8344, top1_acc: 0.8326, top5_acc: 0.9398, loss_cls: 0.6828, loss: 0.6828, grad_norm: 5.0886 2020-10-05 09:19:56,766 - mmaction - INFO - Epoch [83][60/396] lr: 7.500e-05, eta: 1:49:35, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8263, top5_acc: 0.9461, loss_cls: 0.6720, loss: 0.6720, grad_norm: 5.1277 2020-10-05 09:20:08,727 - mmaction - INFO - Epoch [83][80/396] lr: 7.500e-05, eta: 1:49:15, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8172, top5_acc: 0.9396, loss_cls: 0.7152, loss: 0.7152, grad_norm: 5.3306 2020-10-05 09:20:20,665 - mmaction - INFO - Epoch [83][100/396] lr: 7.500e-05, eta: 1:48:55, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8227, top5_acc: 0.9422, loss_cls: 0.6917, loss: 0.6917, grad_norm: 5.0692 2020-10-05 09:20:32,647 - mmaction - INFO - Epoch [83][120/396] lr: 7.500e-05, eta: 1:48:35, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8242, top5_acc: 0.9466, loss_cls: 0.6649, loss: 0.6649, grad_norm: 5.0630 2020-10-05 09:20:44,565 - mmaction - INFO - Epoch [83][140/396] lr: 7.500e-05, eta: 1:48:15, time: 0.598, data_time: 0.004, memory: 8344, top1_acc: 0.8206, top5_acc: 0.9411, loss_cls: 0.6900, loss: 0.6900, grad_norm: 5.2465 2020-10-05 09:20:56,547 - mmaction - INFO - Epoch [83][160/396] lr: 7.500e-05, eta: 1:47:55, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8224, top5_acc: 0.9414, loss_cls: 0.6829, loss: 0.6829, grad_norm: 5.1083 2020-10-05 09:21:08,646 - mmaction - INFO - Epoch [83][180/396] lr: 7.500e-05, eta: 1:47:35, time: 0.605, data_time: 0.001, memory: 8344, top1_acc: 0.8211, top5_acc: 0.9370, loss_cls: 0.7079, loss: 0.7079, grad_norm: 5.2964 2020-10-05 09:21:20,822 - mmaction - INFO - Epoch [83][200/396] lr: 7.500e-05, eta: 1:47:15, time: 0.609, data_time: 0.002, memory: 8344, top1_acc: 0.8195, top5_acc: 0.9378, loss_cls: 0.7116, loss: 0.7116, grad_norm: 5.2331 2020-10-05 09:21:32,877 - mmaction - INFO - Epoch [83][220/396] lr: 7.500e-05, eta: 1:46:55, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8148, top5_acc: 0.9385, loss_cls: 0.7187, loss: 0.7187, grad_norm: 5.3444 2020-10-05 09:21:44,881 - mmaction - INFO - Epoch [83][240/396] lr: 7.500e-05, eta: 1:46:35, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8221, top5_acc: 0.9437, loss_cls: 0.6693, loss: 0.6693, grad_norm: 5.2021 2020-10-05 09:21:56,871 - mmaction - INFO - Epoch [83][260/396] lr: 7.500e-05, eta: 1:46:15, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.8141, top5_acc: 0.9469, loss_cls: 0.6959, loss: 0.6959, grad_norm: 5.2246 2020-10-05 09:22:08,833 - mmaction - INFO - Epoch [83][280/396] lr: 7.500e-05, eta: 1:45:55, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.8354, top5_acc: 0.9474, loss_cls: 0.6544, loss: 0.6544, grad_norm: 4.9335 2020-10-05 09:22:20,866 - mmaction - INFO - Epoch [83][300/396] lr: 7.500e-05, eta: 1:45:35, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.8211, top5_acc: 0.9432, loss_cls: 0.6922, loss: 0.6922, grad_norm: 5.3077 2020-10-05 09:22:33,004 - mmaction - INFO - Epoch [83][320/396] lr: 7.500e-05, eta: 1:45:15, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.8440, top5_acc: 0.9409, loss_cls: 0.6347, loss: 0.6347, grad_norm: 4.9418 2020-10-05 09:22:44,994 - mmaction - INFO - Epoch [83][340/396] lr: 7.500e-05, eta: 1:44:55, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8263, top5_acc: 0.9487, loss_cls: 0.6591, loss: 0.6591, grad_norm: 5.0396 2020-10-05 09:22:57,102 - mmaction - INFO - Epoch [83][360/396] lr: 7.500e-05, eta: 1:44:36, time: 0.604, data_time: 0.001, memory: 8344, top1_acc: 0.8195, top5_acc: 0.9430, loss_cls: 0.6882, loss: 0.6882, grad_norm: 5.1560 2020-10-05 09:23:09,121 - mmaction - INFO - Epoch [83][380/396] lr: 7.500e-05, eta: 1:44:16, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8229, top5_acc: 0.9419, loss_cls: 0.6994, loss: 0.6994, grad_norm: 5.2497 2020-10-05 09:23:20,812 - mmaction - INFO - Saving checkpoint at 83 epochs 2020-10-05 09:25:49,298 - mmaction - INFO - Epoch [84][20/396] lr: 7.500e-05, eta: 1:44:06, time: 7.404, data_time: 6.003, memory: 8344, top1_acc: 0.8193, top5_acc: 0.9461, loss_cls: 0.6859, loss: 0.6859, grad_norm: 5.2661 2020-10-05 09:26:01,199 - mmaction - INFO - Epoch [84][40/396] lr: 7.500e-05, eta: 1:43:46, time: 0.596, data_time: 0.004, memory: 8344, top1_acc: 0.8187, top5_acc: 0.9456, loss_cls: 0.6704, loss: 0.6704, grad_norm: 5.2769 2020-10-05 09:26:13,090 - mmaction - INFO - Epoch [84][60/396] lr: 7.500e-05, eta: 1:43:26, time: 0.594, data_time: 0.002, memory: 8344, top1_acc: 0.8240, top5_acc: 0.9466, loss_cls: 0.6765, loss: 0.6765, grad_norm: 5.2045 2020-10-05 09:26:24,988 - mmaction - INFO - Epoch [84][80/396] lr: 7.500e-05, eta: 1:43:06, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.8206, top5_acc: 0.9427, loss_cls: 0.6854, loss: 0.6854, grad_norm: 5.1832 2020-10-05 09:26:37,076 - mmaction - INFO - Epoch [84][100/396] lr: 7.500e-05, eta: 1:42:46, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8198, top5_acc: 0.9406, loss_cls: 0.7034, loss: 0.7034, grad_norm: 5.1911 2020-10-05 09:26:49,063 - mmaction - INFO - Epoch [84][120/396] lr: 7.500e-05, eta: 1:42:26, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8242, top5_acc: 0.9427, loss_cls: 0.6828, loss: 0.6828, grad_norm: 5.1880 2020-10-05 09:27:00,997 - mmaction - INFO - Epoch [84][140/396] lr: 7.500e-05, eta: 1:42:06, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8164, top5_acc: 0.9411, loss_cls: 0.6992, loss: 0.6992, grad_norm: 5.2112 2020-10-05 09:27:12,949 - mmaction - INFO - Epoch [84][160/396] lr: 7.500e-05, eta: 1:41:46, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8289, top5_acc: 0.9461, loss_cls: 0.6809, loss: 0.6809, grad_norm: 5.1781 2020-10-05 09:27:25,023 - mmaction - INFO - Epoch [84][180/396] lr: 7.500e-05, eta: 1:41:26, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.8188, top5_acc: 0.9406, loss_cls: 0.6925, loss: 0.6925, grad_norm: 5.2449 2020-10-05 09:27:37,026 - mmaction - INFO - Epoch [84][200/396] lr: 7.500e-05, eta: 1:41:06, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8208, top5_acc: 0.9417, loss_cls: 0.6920, loss: 0.6920, grad_norm: 5.2230 2020-10-05 09:27:49,090 - mmaction - INFO - Epoch [84][220/396] lr: 7.500e-05, eta: 1:40:47, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.8294, top5_acc: 0.9487, loss_cls: 0.6540, loss: 0.6540, grad_norm: 5.1343 2020-10-05 09:28:01,074 - mmaction - INFO - Epoch [84][240/396] lr: 7.500e-05, eta: 1:40:27, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.8260, top5_acc: 0.9422, loss_cls: 0.6881, loss: 0.6881, grad_norm: 5.0779 2020-10-05 09:28:13,139 - mmaction - INFO - Epoch [84][260/396] lr: 7.500e-05, eta: 1:40:07, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8263, top5_acc: 0.9471, loss_cls: 0.6667, loss: 0.6667, grad_norm: 5.1719 2020-10-05 09:28:25,053 - mmaction - INFO - Epoch [84][280/396] lr: 7.500e-05, eta: 1:39:47, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.8203, top5_acc: 0.9453, loss_cls: 0.7007, loss: 0.7007, grad_norm: 5.4453 2020-10-05 09:28:37,082 - mmaction - INFO - Epoch [84][300/396] lr: 7.500e-05, eta: 1:39:27, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8224, top5_acc: 0.9375, loss_cls: 0.6930, loss: 0.6930, grad_norm: 5.2308 2020-10-05 09:28:49,143 - mmaction - INFO - Epoch [84][320/396] lr: 7.500e-05, eta: 1:39:07, time: 0.602, data_time: 0.001, memory: 8344, top1_acc: 0.8151, top5_acc: 0.9354, loss_cls: 0.7131, loss: 0.7131, grad_norm: 5.3096 2020-10-05 09:29:01,172 - mmaction - INFO - Epoch [84][340/396] lr: 7.500e-05, eta: 1:38:48, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.8279, top5_acc: 0.9458, loss_cls: 0.6772, loss: 0.6772, grad_norm: 5.1222 2020-10-05 09:29:13,259 - mmaction - INFO - Epoch [84][360/396] lr: 7.500e-05, eta: 1:38:28, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.8174, top5_acc: 0.9422, loss_cls: 0.6906, loss: 0.6906, grad_norm: 5.1665 2020-10-05 09:29:25,323 - mmaction - INFO - Epoch [84][380/396] lr: 7.500e-05, eta: 1:38:08, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8214, top5_acc: 0.9396, loss_cls: 0.6868, loss: 0.6868, grad_norm: 5.2213 2020-10-05 09:29:36,281 - mmaction - INFO - Saving checkpoint at 84 epochs 2020-10-05 09:32:26,529 - mmaction - INFO - Epoch [85][20/396] lr: 7.500e-05, eta: 1:38:01, time: 8.494, data_time: 6.077, memory: 8344, top1_acc: 0.8323, top5_acc: 0.9461, loss_cls: 0.6619, loss: 0.6619, grad_norm: 5.0509 2020-10-05 09:32:38,479 - mmaction - INFO - Epoch [85][40/396] lr: 7.500e-05, eta: 1:37:41, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8125, top5_acc: 0.9344, loss_cls: 0.7336, loss: 0.7336, grad_norm: 5.2958 2020-10-05 09:32:50,402 - mmaction - INFO - Epoch [85][60/396] lr: 7.500e-05, eta: 1:37:21, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8234, top5_acc: 0.9435, loss_cls: 0.6990, loss: 0.6990, grad_norm: 5.2304 2020-10-05 09:33:02,315 - mmaction - INFO - Epoch [85][80/396] lr: 7.500e-05, eta: 1:37:01, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.8206, top5_acc: 0.9401, loss_cls: 0.6897, loss: 0.6897, grad_norm: 5.1835 2020-10-05 09:33:14,298 - mmaction - INFO - Epoch [85][100/396] lr: 7.500e-05, eta: 1:36:41, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8299, top5_acc: 0.9451, loss_cls: 0.6794, loss: 0.6794, grad_norm: 5.0500 2020-10-05 09:33:26,222 - mmaction - INFO - Epoch [85][120/396] lr: 7.500e-05, eta: 1:36:21, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8214, top5_acc: 0.9461, loss_cls: 0.6792, loss: 0.6792, grad_norm: 5.2003 2020-10-05 09:33:38,191 - mmaction - INFO - Epoch [85][140/396] lr: 7.500e-05, eta: 1:36:01, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8195, top5_acc: 0.9401, loss_cls: 0.6905, loss: 0.6905, grad_norm: 5.1719 2020-10-05 09:33:50,127 - mmaction - INFO - Epoch [85][160/396] lr: 7.500e-05, eta: 1:35:42, time: 0.595, data_time: 0.001, memory: 8344, top1_acc: 0.8206, top5_acc: 0.9357, loss_cls: 0.7051, loss: 0.7051, grad_norm: 5.2164 2020-10-05 09:34:02,250 - mmaction - INFO - Epoch [85][180/396] lr: 7.500e-05, eta: 1:35:22, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.8318, top5_acc: 0.9500, loss_cls: 0.6543, loss: 0.6543, grad_norm: 5.1135 2020-10-05 09:34:14,206 - mmaction - INFO - Epoch [85][200/396] lr: 7.500e-05, eta: 1:35:02, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8266, top5_acc: 0.9419, loss_cls: 0.6848, loss: 0.6848, grad_norm: 5.1576 2020-10-05 09:34:26,281 - mmaction - INFO - Epoch [85][220/396] lr: 7.500e-05, eta: 1:34:42, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.8297, top5_acc: 0.9479, loss_cls: 0.6536, loss: 0.6536, grad_norm: 5.1670 2020-10-05 09:34:38,219 - mmaction - INFO - Epoch [85][240/396] lr: 7.500e-05, eta: 1:34:22, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8297, top5_acc: 0.9453, loss_cls: 0.6628, loss: 0.6628, grad_norm: 5.1281 2020-10-05 09:34:50,237 - mmaction - INFO - Epoch [85][260/396] lr: 7.500e-05, eta: 1:34:03, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8247, top5_acc: 0.9440, loss_cls: 0.6740, loss: 0.6740, grad_norm: 5.1870 2020-10-05 09:35:02,264 - mmaction - INFO - Epoch [85][280/396] lr: 7.500e-05, eta: 1:33:43, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.8245, top5_acc: 0.9385, loss_cls: 0.6994, loss: 0.6994, grad_norm: 5.2534 2020-10-05 09:35:14,251 - mmaction - INFO - Epoch [85][300/396] lr: 7.500e-05, eta: 1:33:23, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.8195, top5_acc: 0.9398, loss_cls: 0.7012, loss: 0.7012, grad_norm: 5.1340 2020-10-05 09:35:26,174 - mmaction - INFO - Epoch [85][320/396] lr: 7.500e-05, eta: 1:33:03, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8133, top5_acc: 0.9380, loss_cls: 0.6985, loss: 0.6985, grad_norm: 5.3416 2020-10-05 09:35:38,147 - mmaction - INFO - Epoch [85][340/396] lr: 7.500e-05, eta: 1:32:44, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8227, top5_acc: 0.9378, loss_cls: 0.7037, loss: 0.7037, grad_norm: 5.0619 2020-10-05 09:35:50,086 - mmaction - INFO - Epoch [85][360/396] lr: 7.500e-05, eta: 1:32:24, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8333, top5_acc: 0.9469, loss_cls: 0.6581, loss: 0.6581, grad_norm: 5.1863 2020-10-05 09:36:02,134 - mmaction - INFO - Epoch [85][380/396] lr: 7.500e-05, eta: 1:32:04, time: 0.602, data_time: 0.003, memory: 8344, top1_acc: 0.8154, top5_acc: 0.9445, loss_cls: 0.6956, loss: 0.6956, grad_norm: 5.2802 2020-10-05 09:36:12,905 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-10-05 09:38:35,636 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 09:38:35,866 - mmaction - INFO - top1_acc 0.7683 top5_acc 0.9314 2020-10-05 09:38:35,866 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 09:38:35,957 - mmaction - INFO - mean_acc 0.7683 2020-10-05 09:38:35,958 - mmaction - INFO - Epoch(val) [85][396] top1_acc: 0.7683, top5_acc: 0.9314, mean_class_accuracy: 0.7683 2020-10-05 09:40:55,205 - mmaction - INFO - Epoch [86][20/396] lr: 7.500e-05, eta: 1:31:49, time: 6.960, data_time: 6.267, memory: 8344, top1_acc: 0.8174, top5_acc: 0.9378, loss_cls: 0.7065, loss: 0.7065, grad_norm: 5.3173 2020-10-05 09:41:07,248 - mmaction - INFO - Epoch [86][40/396] lr: 7.500e-05, eta: 1:31:30, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.8281, top5_acc: 0.9414, loss_cls: 0.6957, loss: 0.6957, grad_norm: 5.1968 2020-10-05 09:41:19,179 - mmaction - INFO - Epoch [86][60/396] lr: 7.500e-05, eta: 1:31:10, time: 0.596, data_time: 0.001, memory: 8344, top1_acc: 0.8250, top5_acc: 0.9440, loss_cls: 0.6817, loss: 0.6817, grad_norm: 5.2929 2020-10-05 09:41:31,138 - mmaction - INFO - Epoch [86][80/396] lr: 7.500e-05, eta: 1:30:50, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8198, top5_acc: 0.9383, loss_cls: 0.7077, loss: 0.7077, grad_norm: 5.2012 2020-10-05 09:41:43,007 - mmaction - INFO - Epoch [86][100/396] lr: 7.500e-05, eta: 1:30:30, time: 0.592, data_time: 0.001, memory: 8344, top1_acc: 0.8211, top5_acc: 0.9451, loss_cls: 0.6787, loss: 0.6787, grad_norm: 5.1752 2020-10-05 09:41:55,073 - mmaction - INFO - Epoch [86][120/396] lr: 7.500e-05, eta: 1:30:11, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8206, top5_acc: 0.9445, loss_cls: 0.6800, loss: 0.6800, grad_norm: 5.1539 2020-10-05 09:42:07,046 - mmaction - INFO - Epoch [86][140/396] lr: 7.500e-05, eta: 1:29:51, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8094, top5_acc: 0.9380, loss_cls: 0.7342, loss: 0.7342, grad_norm: 5.3409 2020-10-05 09:42:19,002 - mmaction - INFO - Epoch [86][160/396] lr: 7.500e-05, eta: 1:29:31, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8227, top5_acc: 0.9437, loss_cls: 0.6831, loss: 0.6831, grad_norm: 5.1272 2020-10-05 09:42:30,956 - mmaction - INFO - Epoch [86][180/396] lr: 7.500e-05, eta: 1:29:11, time: 0.596, data_time: 0.001, memory: 8344, top1_acc: 0.8164, top5_acc: 0.9417, loss_cls: 0.6989, loss: 0.6989, grad_norm: 5.2951 2020-10-05 09:42:42,997 - mmaction - INFO - Epoch [86][200/396] lr: 7.500e-05, eta: 1:28:52, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8221, top5_acc: 0.9422, loss_cls: 0.6915, loss: 0.6915, grad_norm: 5.2789 2020-10-05 09:42:55,026 - mmaction - INFO - Epoch [86][220/396] lr: 7.500e-05, eta: 1:28:32, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.8208, top5_acc: 0.9437, loss_cls: 0.6746, loss: 0.6746, grad_norm: 5.1487 2020-10-05 09:43:07,122 - mmaction - INFO - Epoch [86][240/396] lr: 7.500e-05, eta: 1:28:12, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.8234, top5_acc: 0.9419, loss_cls: 0.6952, loss: 0.6952, grad_norm: 5.1617 2020-10-05 09:43:19,098 - mmaction - INFO - Epoch [86][260/396] lr: 7.500e-05, eta: 1:27:53, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8268, top5_acc: 0.9393, loss_cls: 0.6958, loss: 0.6958, grad_norm: 5.2350 2020-10-05 09:43:31,071 - mmaction - INFO - Epoch [86][280/396] lr: 7.500e-05, eta: 1:27:33, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8219, top5_acc: 0.9414, loss_cls: 0.7003, loss: 0.7003, grad_norm: 5.2292 2020-10-05 09:43:43,128 - mmaction - INFO - Epoch [86][300/396] lr: 7.500e-05, eta: 1:27:13, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.8201, top5_acc: 0.9409, loss_cls: 0.7133, loss: 0.7133, grad_norm: 5.3868 2020-10-05 09:43:55,144 - mmaction - INFO - Epoch [86][320/396] lr: 7.500e-05, eta: 1:26:54, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.8156, top5_acc: 0.9372, loss_cls: 0.7169, loss: 0.7169, grad_norm: 5.3552 2020-10-05 09:44:07,278 - mmaction - INFO - Epoch [86][340/396] lr: 7.500e-05, eta: 1:26:34, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.8281, top5_acc: 0.9437, loss_cls: 0.6833, loss: 0.6833, grad_norm: 5.2359 2020-10-05 09:44:19,318 - mmaction - INFO - Epoch [86][360/396] lr: 7.500e-05, eta: 1:26:14, time: 0.602, data_time: 0.001, memory: 8344, top1_acc: 0.8237, top5_acc: 0.9414, loss_cls: 0.6846, loss: 0.6846, grad_norm: 5.1708 2020-10-05 09:44:31,418 - mmaction - INFO - Epoch [86][380/396] lr: 7.500e-05, eta: 1:25:55, time: 0.603, data_time: 0.001, memory: 8344, top1_acc: 0.8286, top5_acc: 0.9482, loss_cls: 0.6754, loss: 0.6754, grad_norm: 5.1483 2020-10-05 09:44:45,356 - mmaction - INFO - Saving checkpoint at 86 epochs 2020-10-05 09:47:08,259 - mmaction - INFO - Epoch [87][20/396] lr: 7.500e-05, eta: 1:25:39, time: 7.125, data_time: 6.513, memory: 8344, top1_acc: 0.8253, top5_acc: 0.9518, loss_cls: 0.6465, loss: 0.6465, grad_norm: 5.1289 2020-10-05 09:47:20,190 - mmaction - INFO - Epoch [87][40/396] lr: 7.500e-05, eta: 1:25:19, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8352, top5_acc: 0.9411, loss_cls: 0.6572, loss: 0.6572, grad_norm: 4.9603 2020-10-05 09:47:32,105 - mmaction - INFO - Epoch [87][60/396] lr: 7.500e-05, eta: 1:25:00, time: 0.596, data_time: 0.001, memory: 8344, top1_acc: 0.8255, top5_acc: 0.9359, loss_cls: 0.7129, loss: 0.7129, grad_norm: 5.1268 2020-10-05 09:47:44,062 - mmaction - INFO - Epoch [87][80/396] lr: 7.500e-05, eta: 1:24:40, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8310, top5_acc: 0.9461, loss_cls: 0.6602, loss: 0.6602, grad_norm: 5.1693 2020-10-05 09:47:56,017 - mmaction - INFO - Epoch [87][100/396] lr: 7.500e-05, eta: 1:24:20, time: 0.599, data_time: 0.004, memory: 8344, top1_acc: 0.8240, top5_acc: 0.9443, loss_cls: 0.6842, loss: 0.6842, grad_norm: 5.0976 2020-10-05 09:48:08,007 - mmaction - INFO - Epoch [87][120/396] lr: 7.500e-05, eta: 1:24:01, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8339, top5_acc: 0.9497, loss_cls: 0.6530, loss: 0.6530, grad_norm: 5.0987 2020-10-05 09:48:19,929 - mmaction - INFO - Epoch [87][140/396] lr: 7.500e-05, eta: 1:23:41, time: 0.595, data_time: 0.001, memory: 8344, top1_acc: 0.8201, top5_acc: 0.9469, loss_cls: 0.6648, loss: 0.6648, grad_norm: 5.1092 2020-10-05 09:48:31,900 - mmaction - INFO - Epoch [87][160/396] lr: 7.500e-05, eta: 1:23:22, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8237, top5_acc: 0.9372, loss_cls: 0.7114, loss: 0.7114, grad_norm: 5.2512 2020-10-05 09:48:43,909 - mmaction - INFO - Epoch [87][180/396] lr: 7.500e-05, eta: 1:23:02, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.8143, top5_acc: 0.9396, loss_cls: 0.7139, loss: 0.7139, grad_norm: 5.3885 2020-10-05 09:48:55,939 - mmaction - INFO - Epoch [87][200/396] lr: 7.500e-05, eta: 1:22:42, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8352, top5_acc: 0.9417, loss_cls: 0.6401, loss: 0.6401, grad_norm: 4.8988 2020-10-05 09:49:08,031 - mmaction - INFO - Epoch [87][220/396] lr: 7.500e-05, eta: 1:22:23, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8198, top5_acc: 0.9424, loss_cls: 0.6903, loss: 0.6903, grad_norm: 5.2563 2020-10-05 09:49:20,057 - mmaction - INFO - Epoch [87][240/396] lr: 7.500e-05, eta: 1:22:03, time: 0.603, data_time: 0.005, memory: 8344, top1_acc: 0.8250, top5_acc: 0.9378, loss_cls: 0.6864, loss: 0.6864, grad_norm: 5.2059 2020-10-05 09:49:32,022 - mmaction - INFO - Epoch [87][260/396] lr: 7.500e-05, eta: 1:21:44, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8266, top5_acc: 0.9451, loss_cls: 0.6792, loss: 0.6792, grad_norm: 5.1502 2020-10-05 09:49:43,989 - mmaction - INFO - Epoch [87][280/396] lr: 7.500e-05, eta: 1:21:24, time: 0.596, data_time: 0.001, memory: 8344, top1_acc: 0.8214, top5_acc: 0.9451, loss_cls: 0.6807, loss: 0.6807, grad_norm: 5.1935 2020-10-05 09:49:56,139 - mmaction - INFO - Epoch [87][300/396] lr: 7.500e-05, eta: 1:21:05, time: 0.607, data_time: 0.003, memory: 8344, top1_acc: 0.8242, top5_acc: 0.9417, loss_cls: 0.6805, loss: 0.6805, grad_norm: 5.1721 2020-10-05 09:50:08,276 - mmaction - INFO - Epoch [87][320/396] lr: 7.500e-05, eta: 1:20:45, time: 0.608, data_time: 0.004, memory: 8344, top1_acc: 0.8276, top5_acc: 0.9443, loss_cls: 0.6721, loss: 0.6721, grad_norm: 5.1671 2020-10-05 09:50:20,206 - mmaction - INFO - Epoch [87][340/396] lr: 7.500e-05, eta: 1:20:25, time: 0.595, data_time: 0.001, memory: 8344, top1_acc: 0.8201, top5_acc: 0.9385, loss_cls: 0.6985, loss: 0.6985, grad_norm: 5.2644 2020-10-05 09:50:32,195 - mmaction - INFO - Epoch [87][360/396] lr: 7.500e-05, eta: 1:20:06, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8320, top5_acc: 0.9471, loss_cls: 0.6594, loss: 0.6594, grad_norm: 5.1186 2020-10-05 09:50:44,196 - mmaction - INFO - Epoch [87][380/396] lr: 7.500e-05, eta: 1:19:46, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8284, top5_acc: 0.9427, loss_cls: 0.6727, loss: 0.6727, grad_norm: 5.0612 2020-10-05 09:50:55,636 - mmaction - INFO - Saving checkpoint at 87 epochs 2020-10-05 09:53:27,643 - mmaction - INFO - Epoch [88][20/396] lr: 7.500e-05, eta: 1:19:31, time: 7.582, data_time: 6.284, memory: 8344, top1_acc: 0.8138, top5_acc: 0.9388, loss_cls: 0.6996, loss: 0.6996, grad_norm: 5.3120 2020-10-05 09:53:39,522 - mmaction - INFO - Epoch [88][40/396] lr: 7.500e-05, eta: 1:19:11, time: 0.593, data_time: 0.002, memory: 8344, top1_acc: 0.8219, top5_acc: 0.9466, loss_cls: 0.6613, loss: 0.6613, grad_norm: 5.0257 2020-10-05 09:53:51,504 - mmaction - INFO - Epoch [88][60/396] lr: 7.500e-05, eta: 1:18:51, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8208, top5_acc: 0.9409, loss_cls: 0.6928, loss: 0.6928, grad_norm: 5.2930 2020-10-05 09:54:03,448 - mmaction - INFO - Epoch [88][80/396] lr: 7.500e-05, eta: 1:18:32, time: 0.598, data_time: 0.004, memory: 8344, top1_acc: 0.8221, top5_acc: 0.9422, loss_cls: 0.6796, loss: 0.6796, grad_norm: 5.1821 2020-10-05 09:54:15,368 - mmaction - INFO - Epoch [88][100/396] lr: 7.500e-05, eta: 1:18:12, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.8260, top5_acc: 0.9440, loss_cls: 0.6869, loss: 0.6869, grad_norm: 5.2602 2020-10-05 09:54:27,358 - mmaction - INFO - Epoch [88][120/396] lr: 7.500e-05, eta: 1:17:53, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8255, top5_acc: 0.9414, loss_cls: 0.6778, loss: 0.6778, grad_norm: 5.0871 2020-10-05 09:54:39,503 - mmaction - INFO - Epoch [88][140/396] lr: 7.500e-05, eta: 1:17:33, time: 0.607, data_time: 0.002, memory: 8344, top1_acc: 0.8193, top5_acc: 0.9417, loss_cls: 0.6878, loss: 0.6878, grad_norm: 5.2492 2020-10-05 09:54:51,392 - mmaction - INFO - Epoch [88][160/396] lr: 7.500e-05, eta: 1:17:14, time: 0.594, data_time: 0.002, memory: 8344, top1_acc: 0.8185, top5_acc: 0.9422, loss_cls: 0.6890, loss: 0.6890, grad_norm: 5.2242 2020-10-05 09:55:03,400 - mmaction - INFO - Epoch [88][180/396] lr: 7.500e-05, eta: 1:16:54, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.8242, top5_acc: 0.9461, loss_cls: 0.6565, loss: 0.6565, grad_norm: 5.1889 2020-10-05 09:55:15,476 - mmaction - INFO - Epoch [88][200/396] lr: 7.500e-05, eta: 1:16:35, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8323, top5_acc: 0.9437, loss_cls: 0.6604, loss: 0.6604, grad_norm: 5.1057 2020-10-05 09:55:27,445 - mmaction - INFO - Epoch [88][220/396] lr: 7.500e-05, eta: 1:16:15, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8294, top5_acc: 0.9438, loss_cls: 0.6801, loss: 0.6801, grad_norm: 5.0493 2020-10-05 09:55:39,375 - mmaction - INFO - Epoch [88][240/396] lr: 7.500e-05, eta: 1:15:56, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8339, top5_acc: 0.9490, loss_cls: 0.6488, loss: 0.6488, grad_norm: 5.1558 2020-10-05 09:55:51,374 - mmaction - INFO - Epoch [88][260/396] lr: 7.500e-05, eta: 1:15:36, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8151, top5_acc: 0.9398, loss_cls: 0.7056, loss: 0.7056, grad_norm: 5.3832 2020-10-05 09:56:03,399 - mmaction - INFO - Epoch [88][280/396] lr: 7.500e-05, eta: 1:15:17, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8266, top5_acc: 0.9414, loss_cls: 0.6706, loss: 0.6706, grad_norm: 5.0851 2020-10-05 09:56:15,375 - mmaction - INFO - Epoch [88][300/396] lr: 7.500e-05, eta: 1:14:57, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.8247, top5_acc: 0.9461, loss_cls: 0.6707, loss: 0.6707, grad_norm: 5.2317 2020-10-05 09:56:27,378 - mmaction - INFO - Epoch [88][320/396] lr: 7.500e-05, eta: 1:14:38, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.8250, top5_acc: 0.9482, loss_cls: 0.6758, loss: 0.6758, grad_norm: 5.1281 2020-10-05 09:56:39,408 - mmaction - INFO - Epoch [88][340/396] lr: 7.500e-05, eta: 1:14:18, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8313, top5_acc: 0.9464, loss_cls: 0.6528, loss: 0.6528, grad_norm: 5.0330 2020-10-05 09:56:51,414 - mmaction - INFO - Epoch [88][360/396] lr: 7.500e-05, eta: 1:13:59, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8190, top5_acc: 0.9391, loss_cls: 0.7077, loss: 0.7077, grad_norm: 5.2381 2020-10-05 09:57:03,422 - mmaction - INFO - Epoch [88][380/396] lr: 7.500e-05, eta: 1:13:39, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8294, top5_acc: 0.9461, loss_cls: 0.6491, loss: 0.6491, grad_norm: 5.1506 2020-10-05 09:57:14,178 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-10-05 09:59:56,588 - mmaction - INFO - Epoch [89][20/396] lr: 7.500e-05, eta: 1:13:23, time: 8.102, data_time: 7.468, memory: 8344, top1_acc: 0.8237, top5_acc: 0.9430, loss_cls: 0.6820, loss: 0.6820, grad_norm: 5.2591 2020-10-05 10:00:15,244 - mmaction - INFO - Epoch [89][40/396] lr: 7.500e-05, eta: 1:13:05, time: 0.926, data_time: 0.003, memory: 8344, top1_acc: 0.8326, top5_acc: 0.9437, loss_cls: 0.6680, loss: 0.6680, grad_norm: 5.0825 2020-10-05 10:00:27,292 - mmaction - INFO - Epoch [89][60/396] lr: 7.500e-05, eta: 1:12:45, time: 0.610, data_time: 0.017, memory: 8344, top1_acc: 0.8388, top5_acc: 0.9469, loss_cls: 0.6512, loss: 0.6512, grad_norm: 5.0861 2020-10-05 10:00:39,405 - mmaction - INFO - Epoch [89][80/396] lr: 7.500e-05, eta: 1:12:26, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.8305, top5_acc: 0.9477, loss_cls: 0.6566, loss: 0.6566, grad_norm: 5.1099 2020-10-05 10:00:51,381 - mmaction - INFO - Epoch [89][100/396] lr: 7.500e-05, eta: 1:12:06, time: 0.597, data_time: 0.004, memory: 8344, top1_acc: 0.8138, top5_acc: 0.9417, loss_cls: 0.7165, loss: 0.7165, grad_norm: 5.4191 2020-10-05 10:01:03,432 - mmaction - INFO - Epoch [89][120/396] lr: 7.500e-05, eta: 1:11:47, time: 0.605, data_time: 0.004, memory: 8344, top1_acc: 0.8151, top5_acc: 0.9406, loss_cls: 0.6984, loss: 0.6984, grad_norm: 5.2861 2020-10-05 10:01:15,424 - mmaction - INFO - Epoch [89][140/396] lr: 7.500e-05, eta: 1:11:27, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.8294, top5_acc: 0.9435, loss_cls: 0.6709, loss: 0.6709, grad_norm: 5.1318 2020-10-05 10:01:27,480 - mmaction - INFO - Epoch [89][160/396] lr: 7.500e-05, eta: 1:11:08, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.8141, top5_acc: 0.9411, loss_cls: 0.7061, loss: 0.7061, grad_norm: 5.3367 2020-10-05 10:01:39,564 - mmaction - INFO - Epoch [89][180/396] lr: 7.500e-05, eta: 1:10:49, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.8219, top5_acc: 0.9396, loss_cls: 0.6994, loss: 0.6994, grad_norm: 5.2458 2020-10-05 10:01:51,715 - mmaction - INFO - Epoch [89][200/396] lr: 7.500e-05, eta: 1:10:29, time: 0.608, data_time: 0.002, memory: 8344, top1_acc: 0.8279, top5_acc: 0.9477, loss_cls: 0.6546, loss: 0.6546, grad_norm: 4.9597 2020-10-05 10:02:03,718 - mmaction - INFO - Epoch [89][220/396] lr: 7.500e-05, eta: 1:10:10, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8182, top5_acc: 0.9479, loss_cls: 0.6757, loss: 0.6757, grad_norm: 5.2233 2020-10-05 10:02:15,894 - mmaction - INFO - Epoch [89][240/396] lr: 7.500e-05, eta: 1:09:50, time: 0.609, data_time: 0.004, memory: 8344, top1_acc: 0.8122, top5_acc: 0.9448, loss_cls: 0.7071, loss: 0.7071, grad_norm: 5.2933 2020-10-05 10:02:27,974 - mmaction - INFO - Epoch [89][260/396] lr: 7.500e-05, eta: 1:09:31, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.8224, top5_acc: 0.9456, loss_cls: 0.6799, loss: 0.6799, grad_norm: 5.2809 2020-10-05 10:02:40,024 - mmaction - INFO - Epoch [89][280/396] lr: 7.500e-05, eta: 1:09:11, time: 0.603, data_time: 0.001, memory: 8344, top1_acc: 0.8169, top5_acc: 0.9341, loss_cls: 0.7100, loss: 0.7100, grad_norm: 5.1745 2020-10-05 10:02:52,056 - mmaction - INFO - Epoch [89][300/396] lr: 7.500e-05, eta: 1:08:52, time: 0.602, data_time: 0.001, memory: 8344, top1_acc: 0.8076, top5_acc: 0.9375, loss_cls: 0.7170, loss: 0.7170, grad_norm: 5.3742 2020-10-05 10:03:04,114 - mmaction - INFO - Epoch [89][320/396] lr: 7.500e-05, eta: 1:08:33, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8164, top5_acc: 0.9453, loss_cls: 0.7059, loss: 0.7059, grad_norm: 5.4420 2020-10-05 10:03:16,114 - mmaction - INFO - Epoch [89][340/396] lr: 7.500e-05, eta: 1:08:13, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8281, top5_acc: 0.9456, loss_cls: 0.6744, loss: 0.6744, grad_norm: 5.2379 2020-10-05 10:03:28,082 - mmaction - INFO - Epoch [89][360/396] lr: 7.500e-05, eta: 1:07:54, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8237, top5_acc: 0.9409, loss_cls: 0.6778, loss: 0.6778, grad_norm: 5.2749 2020-10-05 10:03:40,077 - mmaction - INFO - Epoch [89][380/396] lr: 7.500e-05, eta: 1:07:35, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8362, top5_acc: 0.9456, loss_cls: 0.6600, loss: 0.6600, grad_norm: 5.1193 2020-10-05 10:03:56,959 - mmaction - INFO - Saving checkpoint at 89 epochs 2020-10-05 10:06:29,366 - mmaction - INFO - Epoch [90][20/396] lr: 7.500e-05, eta: 1:07:16, time: 7.599, data_time: 6.961, memory: 8344, top1_acc: 0.8260, top5_acc: 0.9448, loss_cls: 0.6580, loss: 0.6580, grad_norm: 5.1344 2020-10-05 10:06:41,341 - mmaction - INFO - Epoch [90][40/396] lr: 7.500e-05, eta: 1:06:56, time: 0.600, data_time: 0.004, memory: 8344, top1_acc: 0.8237, top5_acc: 0.9391, loss_cls: 0.6879, loss: 0.6879, grad_norm: 5.0969 2020-10-05 10:06:53,302 - mmaction - INFO - Epoch [90][60/396] lr: 7.500e-05, eta: 1:06:37, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8227, top5_acc: 0.9419, loss_cls: 0.6913, loss: 0.6913, grad_norm: 5.2435 2020-10-05 10:07:05,317 - mmaction - INFO - Epoch [90][80/396] lr: 7.500e-05, eta: 1:06:17, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8273, top5_acc: 0.9490, loss_cls: 0.6653, loss: 0.6653, grad_norm: 5.2377 2020-10-05 10:07:17,356 - mmaction - INFO - Epoch [90][100/396] lr: 7.500e-05, eta: 1:05:58, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8221, top5_acc: 0.9372, loss_cls: 0.7131, loss: 0.7131, grad_norm: 5.1864 2020-10-05 10:07:29,275 - mmaction - INFO - Epoch [90][120/396] lr: 7.500e-05, eta: 1:05:39, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.8310, top5_acc: 0.9474, loss_cls: 0.6622, loss: 0.6622, grad_norm: 5.0935 2020-10-05 10:07:41,232 - mmaction - INFO - Epoch [90][140/396] lr: 7.500e-05, eta: 1:05:19, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8141, top5_acc: 0.9406, loss_cls: 0.7094, loss: 0.7094, grad_norm: 5.3176 2020-10-05 10:07:53,242 - mmaction - INFO - Epoch [90][160/396] lr: 7.500e-05, eta: 1:05:00, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8276, top5_acc: 0.9453, loss_cls: 0.6830, loss: 0.6830, grad_norm: 5.2966 2020-10-05 10:08:05,199 - mmaction - INFO - Epoch [90][180/396] lr: 7.500e-05, eta: 1:04:41, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8227, top5_acc: 0.9383, loss_cls: 0.6927, loss: 0.6927, grad_norm: 5.1896 2020-10-05 10:08:17,156 - mmaction - INFO - Epoch [90][200/396] lr: 7.500e-05, eta: 1:04:21, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8232, top5_acc: 0.9393, loss_cls: 0.6855, loss: 0.6855, grad_norm: 5.1207 2020-10-05 10:08:29,212 - mmaction - INFO - Epoch [90][220/396] lr: 7.500e-05, eta: 1:04:02, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8229, top5_acc: 0.9414, loss_cls: 0.6834, loss: 0.6834, grad_norm: 5.3143 2020-10-05 10:08:41,213 - mmaction - INFO - Epoch [90][240/396] lr: 7.500e-05, eta: 1:03:42, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8161, top5_acc: 0.9352, loss_cls: 0.7244, loss: 0.7244, grad_norm: 5.3849 2020-10-05 10:08:53,303 - mmaction - INFO - Epoch [90][260/396] lr: 7.500e-05, eta: 1:03:23, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.8250, top5_acc: 0.9414, loss_cls: 0.6926, loss: 0.6926, grad_norm: 5.2543 2020-10-05 10:09:05,243 - mmaction - INFO - Epoch [90][280/396] lr: 7.500e-05, eta: 1:03:04, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8260, top5_acc: 0.9469, loss_cls: 0.6783, loss: 0.6783, grad_norm: 5.2539 2020-10-05 10:09:17,303 - mmaction - INFO - Epoch [90][300/396] lr: 7.500e-05, eta: 1:02:45, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8219, top5_acc: 0.9367, loss_cls: 0.7012, loss: 0.7012, grad_norm: 5.2356 2020-10-05 10:09:29,289 - mmaction - INFO - Epoch [90][320/396] lr: 7.500e-05, eta: 1:02:25, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8253, top5_acc: 0.9404, loss_cls: 0.6865, loss: 0.6865, grad_norm: 5.2503 2020-10-05 10:09:41,333 - mmaction - INFO - Epoch [90][340/396] lr: 7.500e-05, eta: 1:02:06, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8206, top5_acc: 0.9349, loss_cls: 0.7221, loss: 0.7221, grad_norm: 5.2042 2020-10-05 10:09:53,276 - mmaction - INFO - Epoch [90][360/396] lr: 7.500e-05, eta: 1:01:47, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8299, top5_acc: 0.9443, loss_cls: 0.6611, loss: 0.6611, grad_norm: 5.0652 2020-10-05 10:10:05,372 - mmaction - INFO - Epoch [90][380/396] lr: 7.500e-05, eta: 1:01:27, time: 0.605, data_time: 0.001, memory: 8344, top1_acc: 0.8148, top5_acc: 0.9375, loss_cls: 0.7075, loss: 0.7075, grad_norm: 5.1806 2020-10-05 10:10:18,468 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-10-05 10:12:58,461 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 10:12:58,695 - mmaction - INFO - top1_acc 0.7646 top5_acc 0.9312 2020-10-05 10:12:58,695 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 10:12:58,747 - mmaction - INFO - mean_acc 0.7646 2020-10-05 10:12:58,748 - mmaction - INFO - Epoch(val) [90][396] top1_acc: 0.7646, top5_acc: 0.9312, mean_class_accuracy: 0.7646 2020-10-05 10:15:26,507 - mmaction - INFO - Epoch [91][20/396] lr: 7.500e-05, eta: 1:01:07, time: 7.387, data_time: 6.731, memory: 8344, top1_acc: 0.8271, top5_acc: 0.9445, loss_cls: 0.6830, loss: 0.6830, grad_norm: 5.1966 2020-10-05 10:15:38,435 - mmaction - INFO - Epoch [91][40/396] lr: 7.500e-05, eta: 1:00:47, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8135, top5_acc: 0.9419, loss_cls: 0.7060, loss: 0.7060, grad_norm: 5.4557 2020-10-05 10:15:50,335 - mmaction - INFO - Epoch [91][60/396] lr: 7.500e-05, eta: 1:00:28, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.8320, top5_acc: 0.9437, loss_cls: 0.6652, loss: 0.6652, grad_norm: 5.1204 2020-10-05 10:16:02,307 - mmaction - INFO - Epoch [91][80/396] lr: 7.500e-05, eta: 1:00:09, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.8237, top5_acc: 0.9437, loss_cls: 0.6955, loss: 0.6955, grad_norm: 5.2981 2020-10-05 10:16:14,238 - mmaction - INFO - Epoch [91][100/396] lr: 7.500e-05, eta: 0:59:49, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.8193, top5_acc: 0.9380, loss_cls: 0.7185, loss: 0.7185, grad_norm: 5.4387 2020-10-05 10:16:26,205 - mmaction - INFO - Epoch [91][120/396] lr: 7.500e-05, eta: 0:59:30, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8203, top5_acc: 0.9430, loss_cls: 0.6913, loss: 0.6913, grad_norm: 5.2379 2020-10-05 10:16:38,183 - mmaction - INFO - Epoch [91][140/396] lr: 7.500e-05, eta: 0:59:11, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8323, top5_acc: 0.9477, loss_cls: 0.6562, loss: 0.6562, grad_norm: 5.1287 2020-10-05 10:16:50,228 - mmaction - INFO - Epoch [91][160/396] lr: 7.500e-05, eta: 0:58:51, time: 0.602, data_time: 0.001, memory: 8344, top1_acc: 0.8240, top5_acc: 0.9383, loss_cls: 0.6952, loss: 0.6952, grad_norm: 5.1626 2020-10-05 10:17:02,235 - mmaction - INFO - Epoch [91][180/396] lr: 7.500e-05, eta: 0:58:32, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8367, top5_acc: 0.9437, loss_cls: 0.6567, loss: 0.6567, grad_norm: 5.0575 2020-10-05 10:17:14,221 - mmaction - INFO - Epoch [91][200/396] lr: 7.500e-05, eta: 0:58:13, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.8289, top5_acc: 0.9503, loss_cls: 0.6635, loss: 0.6635, grad_norm: 5.2242 2020-10-05 10:17:26,216 - mmaction - INFO - Epoch [91][220/396] lr: 7.500e-05, eta: 0:57:53, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8279, top5_acc: 0.9456, loss_cls: 0.6802, loss: 0.6802, grad_norm: 5.2126 2020-10-05 10:17:38,308 - mmaction - INFO - Epoch [91][240/396] lr: 7.500e-05, eta: 0:57:34, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.8234, top5_acc: 0.9469, loss_cls: 0.6734, loss: 0.6734, grad_norm: 5.2072 2020-10-05 10:17:50,250 - mmaction - INFO - Epoch [91][260/396] lr: 7.500e-05, eta: 0:57:15, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8221, top5_acc: 0.9430, loss_cls: 0.6869, loss: 0.6869, grad_norm: 5.2239 2020-10-05 10:18:02,188 - mmaction - INFO - Epoch [91][280/396] lr: 7.500e-05, eta: 0:56:56, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8320, top5_acc: 0.9456, loss_cls: 0.6716, loss: 0.6716, grad_norm: 5.1676 2020-10-05 10:18:14,128 - mmaction - INFO - Epoch [91][300/396] lr: 7.500e-05, eta: 0:56:37, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8221, top5_acc: 0.9375, loss_cls: 0.6949, loss: 0.6949, grad_norm: 5.2313 2020-10-05 10:18:26,102 - mmaction - INFO - Epoch [91][320/396] lr: 7.500e-05, eta: 0:56:17, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8341, top5_acc: 0.9469, loss_cls: 0.6682, loss: 0.6682, grad_norm: 5.1720 2020-10-05 10:18:38,119 - mmaction - INFO - Epoch [91][340/396] lr: 7.500e-05, eta: 0:55:58, time: 0.601, data_time: 0.004, memory: 8344, top1_acc: 0.8224, top5_acc: 0.9427, loss_cls: 0.6909, loss: 0.6909, grad_norm: 5.3699 2020-10-05 10:18:50,125 - mmaction - INFO - Epoch [91][360/396] lr: 7.500e-05, eta: 0:55:39, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8299, top5_acc: 0.9427, loss_cls: 0.6770, loss: 0.6770, grad_norm: 5.2327 2020-10-05 10:19:02,094 - mmaction - INFO - Epoch [91][380/396] lr: 7.500e-05, eta: 0:55:20, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8135, top5_acc: 0.9406, loss_cls: 0.7143, loss: 0.7143, grad_norm: 5.3138 2020-10-05 10:19:15,212 - mmaction - INFO - Saving checkpoint at 91 epochs 2020-10-05 10:21:28,227 - mmaction - INFO - Epoch [92][20/396] lr: 7.500e-05, eta: 0:54:56, time: 6.631, data_time: 6.021, memory: 8344, top1_acc: 0.8320, top5_acc: 0.9453, loss_cls: 0.6586, loss: 0.6586, grad_norm: 5.1185 2020-10-05 10:21:40,216 - mmaction - INFO - Epoch [92][40/396] lr: 7.500e-05, eta: 0:54:37, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8187, top5_acc: 0.9427, loss_cls: 0.6944, loss: 0.6944, grad_norm: 5.3376 2020-10-05 10:21:52,175 - mmaction - INFO - Epoch [92][60/396] lr: 7.500e-05, eta: 0:54:18, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8198, top5_acc: 0.9349, loss_cls: 0.6933, loss: 0.6933, grad_norm: 5.2576 2020-10-05 10:22:04,031 - mmaction - INFO - Epoch [92][80/396] lr: 7.500e-05, eta: 0:53:58, time: 0.593, data_time: 0.002, memory: 8344, top1_acc: 0.8221, top5_acc: 0.9406, loss_cls: 0.6939, loss: 0.6939, grad_norm: 5.3038 2020-10-05 10:22:16,189 - mmaction - INFO - Epoch [92][100/396] lr: 7.500e-05, eta: 0:53:39, time: 0.608, data_time: 0.003, memory: 8344, top1_acc: 0.8237, top5_acc: 0.9417, loss_cls: 0.6834, loss: 0.6834, grad_norm: 5.1945 2020-10-05 10:22:28,118 - mmaction - INFO - Epoch [92][120/396] lr: 7.500e-05, eta: 0:53:20, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8214, top5_acc: 0.9435, loss_cls: 0.6934, loss: 0.6934, grad_norm: 5.3308 2020-10-05 10:22:40,049 - mmaction - INFO - Epoch [92][140/396] lr: 7.500e-05, eta: 0:53:01, time: 0.596, data_time: 0.003, memory: 8344, top1_acc: 0.8180, top5_acc: 0.9375, loss_cls: 0.7066, loss: 0.7066, grad_norm: 5.4018 2020-10-05 10:22:51,998 - mmaction - INFO - Epoch [92][160/396] lr: 7.500e-05, eta: 0:52:41, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8357, top5_acc: 0.9443, loss_cls: 0.6601, loss: 0.6601, grad_norm: 5.2148 2020-10-05 10:23:03,935 - mmaction - INFO - Epoch [92][180/396] lr: 7.500e-05, eta: 0:52:22, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8286, top5_acc: 0.9448, loss_cls: 0.6689, loss: 0.6689, grad_norm: 5.1861 2020-10-05 10:23:15,953 - mmaction - INFO - Epoch [92][200/396] lr: 7.500e-05, eta: 0:52:03, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8177, top5_acc: 0.9419, loss_cls: 0.6981, loss: 0.6981, grad_norm: 5.2457 2020-10-05 10:23:28,029 - mmaction - INFO - Epoch [92][220/396] lr: 7.500e-05, eta: 0:51:44, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8320, top5_acc: 0.9474, loss_cls: 0.6603, loss: 0.6603, grad_norm: 5.1641 2020-10-05 10:23:40,100 - mmaction - INFO - Epoch [92][240/396] lr: 7.500e-05, eta: 0:51:25, time: 0.605, data_time: 0.003, memory: 8344, top1_acc: 0.8367, top5_acc: 0.9461, loss_cls: 0.6357, loss: 0.6357, grad_norm: 4.9607 2020-10-05 10:23:52,106 - mmaction - INFO - Epoch [92][260/396] lr: 7.500e-05, eta: 0:51:06, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.8284, top5_acc: 0.9456, loss_cls: 0.6792, loss: 0.6792, grad_norm: 5.2040 2020-10-05 10:24:04,094 - mmaction - INFO - Epoch [92][280/396] lr: 7.500e-05, eta: 0:50:46, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.8286, top5_acc: 0.9484, loss_cls: 0.6572, loss: 0.6572, grad_norm: 5.1811 2020-10-05 10:24:16,126 - mmaction - INFO - Epoch [92][300/396] lr: 7.500e-05, eta: 0:50:27, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.8219, top5_acc: 0.9443, loss_cls: 0.6778, loss: 0.6778, grad_norm: 5.2592 2020-10-05 10:24:28,188 - mmaction - INFO - Epoch [92][320/396] lr: 7.500e-05, eta: 0:50:08, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8195, top5_acc: 0.9380, loss_cls: 0.7082, loss: 0.7082, grad_norm: 5.3619 2020-10-05 10:24:40,331 - mmaction - INFO - Epoch [92][340/396] lr: 7.500e-05, eta: 0:49:49, time: 0.606, data_time: 0.001, memory: 8344, top1_acc: 0.8164, top5_acc: 0.9456, loss_cls: 0.6941, loss: 0.6941, grad_norm: 5.3192 2020-10-05 10:24:52,289 - mmaction - INFO - Epoch [92][360/396] lr: 7.500e-05, eta: 0:49:30, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8341, top5_acc: 0.9479, loss_cls: 0.6459, loss: 0.6459, grad_norm: 5.1272 2020-10-05 10:25:04,395 - mmaction - INFO - Epoch [92][380/396] lr: 7.500e-05, eta: 0:49:11, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.8237, top5_acc: 0.9453, loss_cls: 0.6910, loss: 0.6910, grad_norm: 5.3866 2020-10-05 10:25:15,644 - mmaction - INFO - Saving checkpoint at 92 epochs 2020-10-05 10:27:57,452 - mmaction - INFO - Epoch [93][20/396] lr: 7.500e-05, eta: 0:48:48, time: 8.071, data_time: 6.334, memory: 8344, top1_acc: 0.8224, top5_acc: 0.9500, loss_cls: 0.6620, loss: 0.6620, grad_norm: 5.1555 2020-10-05 10:28:09,354 - mmaction - INFO - Epoch [93][40/396] lr: 7.500e-05, eta: 0:48:29, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8284, top5_acc: 0.9419, loss_cls: 0.6934, loss: 0.6934, grad_norm: 5.2497 2020-10-05 10:28:21,247 - mmaction - INFO - Epoch [93][60/396] lr: 7.500e-05, eta: 0:48:10, time: 0.594, data_time: 0.001, memory: 8344, top1_acc: 0.8201, top5_acc: 0.9409, loss_cls: 0.6911, loss: 0.6911, grad_norm: 5.2861 2020-10-05 10:28:33,313 - mmaction - INFO - Epoch [93][80/396] lr: 7.500e-05, eta: 0:47:51, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.8172, top5_acc: 0.9461, loss_cls: 0.6806, loss: 0.6806, grad_norm: 5.3511 2020-10-05 10:28:45,288 - mmaction - INFO - Epoch [93][100/396] lr: 7.500e-05, eta: 0:47:32, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.8224, top5_acc: 0.9388, loss_cls: 0.7058, loss: 0.7058, grad_norm: 5.2372 2020-10-05 10:28:57,327 - mmaction - INFO - Epoch [93][120/396] lr: 7.500e-05, eta: 0:47:13, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.8206, top5_acc: 0.9422, loss_cls: 0.6880, loss: 0.6880, grad_norm: 5.3058 2020-10-05 10:29:09,397 - mmaction - INFO - Epoch [93][140/396] lr: 7.500e-05, eta: 0:46:54, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.8224, top5_acc: 0.9359, loss_cls: 0.6991, loss: 0.6991, grad_norm: 5.1415 2020-10-05 10:29:21,506 - mmaction - INFO - Epoch [93][160/396] lr: 7.500e-05, eta: 0:46:34, time: 0.606, data_time: 0.002, memory: 8344, top1_acc: 0.8219, top5_acc: 0.9372, loss_cls: 0.7133, loss: 0.7133, grad_norm: 5.2581 2020-10-05 10:29:33,468 - mmaction - INFO - Epoch [93][180/396] lr: 7.500e-05, eta: 0:46:15, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.8180, top5_acc: 0.9456, loss_cls: 0.6772, loss: 0.6772, grad_norm: 5.2288 2020-10-05 10:29:45,405 - mmaction - INFO - Epoch [93][200/396] lr: 7.500e-05, eta: 0:45:56, time: 0.595, data_time: 0.002, memory: 8344, top1_acc: 0.8362, top5_acc: 0.9487, loss_cls: 0.6521, loss: 0.6521, grad_norm: 5.0554 2020-10-05 10:29:57,390 - mmaction - INFO - Epoch [93][220/396] lr: 7.500e-05, eta: 0:45:37, time: 0.602, data_time: 0.004, memory: 8344, top1_acc: 0.8216, top5_acc: 0.9409, loss_cls: 0.6857, loss: 0.6857, grad_norm: 5.2123 2020-10-05 10:30:09,420 - mmaction - INFO - Epoch [93][240/396] lr: 7.500e-05, eta: 0:45:18, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8294, top5_acc: 0.9469, loss_cls: 0.6715, loss: 0.6715, grad_norm: 5.1487 2020-10-05 10:30:21,504 - mmaction - INFO - Epoch [93][260/396] lr: 7.500e-05, eta: 0:44:59, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8315, top5_acc: 0.9448, loss_cls: 0.6780, loss: 0.6780, grad_norm: 5.1915 2020-10-05 10:30:33,496 - mmaction - INFO - Epoch [93][280/396] lr: 7.500e-05, eta: 0:44:40, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8255, top5_acc: 0.9419, loss_cls: 0.6870, loss: 0.6870, grad_norm: 5.2377 2020-10-05 10:30:45,499 - mmaction - INFO - Epoch [93][300/396] lr: 7.500e-05, eta: 0:44:21, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8362, top5_acc: 0.9482, loss_cls: 0.6458, loss: 0.6458, grad_norm: 5.0202 2020-10-05 10:30:57,433 - mmaction - INFO - Epoch [93][320/396] lr: 7.500e-05, eta: 0:44:02, time: 0.596, data_time: 0.001, memory: 8344, top1_acc: 0.8286, top5_acc: 0.9453, loss_cls: 0.6555, loss: 0.6555, grad_norm: 5.1235 2020-10-05 10:31:09,517 - mmaction - INFO - Epoch [93][340/396] lr: 7.500e-05, eta: 0:43:43, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.8245, top5_acc: 0.9401, loss_cls: 0.6887, loss: 0.6887, grad_norm: 5.2804 2020-10-05 10:31:21,559 - mmaction - INFO - Epoch [93][360/396] lr: 7.500e-05, eta: 0:43:24, time: 0.602, data_time: 0.001, memory: 8344, top1_acc: 0.8180, top5_acc: 0.9443, loss_cls: 0.6979, loss: 0.6979, grad_norm: 5.2862 2020-10-05 10:31:33,499 - mmaction - INFO - Epoch [93][380/396] lr: 7.500e-05, eta: 0:43:05, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8307, top5_acc: 0.9466, loss_cls: 0.6565, loss: 0.6565, grad_norm: 5.2311 2020-10-05 10:31:44,371 - mmaction - INFO - Saving checkpoint at 93 epochs 2020-10-05 10:33:56,694 - mmaction - INFO - Epoch [94][20/396] lr: 7.500e-05, eta: 0:42:38, time: 6.596, data_time: 5.980, memory: 8344, top1_acc: 0.8331, top5_acc: 0.9427, loss_cls: 0.6687, loss: 0.6687, grad_norm: 5.1828 2020-10-05 10:34:08,605 - mmaction - INFO - Epoch [94][40/396] lr: 7.500e-05, eta: 0:42:19, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8219, top5_acc: 0.9456, loss_cls: 0.6870, loss: 0.6870, grad_norm: 5.3134 2020-10-05 10:34:20,584 - mmaction - INFO - Epoch [94][60/396] lr: 7.500e-05, eta: 0:42:00, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8182, top5_acc: 0.9419, loss_cls: 0.6928, loss: 0.6928, grad_norm: 5.4139 2020-10-05 10:34:32,526 - mmaction - INFO - Epoch [94][80/396] lr: 7.500e-05, eta: 0:41:41, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8216, top5_acc: 0.9437, loss_cls: 0.6891, loss: 0.6891, grad_norm: 5.2320 2020-10-05 10:34:44,536 - mmaction - INFO - Epoch [94][100/396] lr: 7.500e-05, eta: 0:41:22, time: 0.601, data_time: 0.004, memory: 8344, top1_acc: 0.8258, top5_acc: 0.9430, loss_cls: 0.6710, loss: 0.6710, grad_norm: 5.1518 2020-10-05 10:34:56,416 - mmaction - INFO - Epoch [94][120/396] lr: 7.500e-05, eta: 0:41:03, time: 0.595, data_time: 0.003, memory: 8344, top1_acc: 0.8286, top5_acc: 0.9437, loss_cls: 0.6897, loss: 0.6897, grad_norm: 5.2021 2020-10-05 10:35:08,436 - mmaction - INFO - Epoch [94][140/396] lr: 7.500e-05, eta: 0:40:44, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8305, top5_acc: 0.9542, loss_cls: 0.6389, loss: 0.6389, grad_norm: 5.1681 2020-10-05 10:35:20,409 - mmaction - INFO - Epoch [94][160/396] lr: 7.500e-05, eta: 0:40:25, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.8255, top5_acc: 0.9404, loss_cls: 0.6853, loss: 0.6853, grad_norm: 5.1445 2020-10-05 10:35:32,411 - mmaction - INFO - Epoch [94][180/396] lr: 7.500e-05, eta: 0:40:06, time: 0.601, data_time: 0.004, memory: 8344, top1_acc: 0.8263, top5_acc: 0.9458, loss_cls: 0.6706, loss: 0.6706, grad_norm: 5.1967 2020-10-05 10:35:44,387 - mmaction - INFO - Epoch [94][200/396] lr: 7.500e-05, eta: 0:39:47, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8182, top5_acc: 0.9365, loss_cls: 0.7044, loss: 0.7044, grad_norm: 5.3679 2020-10-05 10:35:56,372 - mmaction - INFO - Epoch [94][220/396] lr: 7.500e-05, eta: 0:39:28, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8255, top5_acc: 0.9411, loss_cls: 0.6735, loss: 0.6735, grad_norm: 5.2544 2020-10-05 10:36:08,358 - mmaction - INFO - Epoch [94][240/396] lr: 7.500e-05, eta: 0:39:09, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8336, top5_acc: 0.9404, loss_cls: 0.6502, loss: 0.6502, grad_norm: 4.9858 2020-10-05 10:36:20,344 - mmaction - INFO - Epoch [94][260/396] lr: 7.500e-05, eta: 0:38:50, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8279, top5_acc: 0.9422, loss_cls: 0.6834, loss: 0.6834, grad_norm: 5.1845 2020-10-05 10:36:32,305 - mmaction - INFO - Epoch [94][280/396] lr: 7.500e-05, eta: 0:38:31, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8247, top5_acc: 0.9456, loss_cls: 0.6671, loss: 0.6671, grad_norm: 5.2122 2020-10-05 10:36:44,304 - mmaction - INFO - Epoch [94][300/396] lr: 7.500e-05, eta: 0:38:12, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8174, top5_acc: 0.9388, loss_cls: 0.7017, loss: 0.7017, grad_norm: 5.3729 2020-10-05 10:36:56,363 - mmaction - INFO - Epoch [94][320/396] lr: 7.500e-05, eta: 0:37:53, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8224, top5_acc: 0.9474, loss_cls: 0.6712, loss: 0.6712, grad_norm: 5.1418 2020-10-05 10:37:08,481 - mmaction - INFO - Epoch [94][340/396] lr: 7.500e-05, eta: 0:37:34, time: 0.605, data_time: 0.002, memory: 8344, top1_acc: 0.8221, top5_acc: 0.9479, loss_cls: 0.6822, loss: 0.6822, grad_norm: 5.2788 2020-10-05 10:37:20,506 - mmaction - INFO - Epoch [94][360/396] lr: 7.500e-05, eta: 0:37:15, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8141, top5_acc: 0.9437, loss_cls: 0.6782, loss: 0.6782, grad_norm: 5.1536 2020-10-05 10:37:32,453 - mmaction - INFO - Epoch [94][380/396] lr: 7.500e-05, eta: 0:36:56, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8193, top5_acc: 0.9378, loss_cls: 0.7074, loss: 0.7074, grad_norm: 5.2875 2020-10-05 10:37:43,965 - mmaction - INFO - Saving checkpoint at 94 epochs 2020-10-05 10:40:31,503 - mmaction - INFO - Epoch [95][20/396] lr: 7.500e-05, eta: 0:36:31, time: 8.358, data_time: 7.670, memory: 8344, top1_acc: 0.8258, top5_acc: 0.9437, loss_cls: 0.6665, loss: 0.6665, grad_norm: 5.1549 2020-10-05 10:40:43,360 - mmaction - INFO - Epoch [95][40/396] lr: 7.500e-05, eta: 0:36:12, time: 0.594, data_time: 0.003, memory: 8344, top1_acc: 0.8263, top5_acc: 0.9417, loss_cls: 0.6710, loss: 0.6710, grad_norm: 5.1320 2020-10-05 10:40:55,437 - mmaction - INFO - Epoch [95][60/396] lr: 7.500e-05, eta: 0:35:53, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.8229, top5_acc: 0.9464, loss_cls: 0.6748, loss: 0.6748, grad_norm: 5.2418 2020-10-05 10:41:07,459 - mmaction - INFO - Epoch [95][80/396] lr: 7.500e-05, eta: 0:35:34, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8237, top5_acc: 0.9456, loss_cls: 0.6605, loss: 0.6605, grad_norm: 5.1844 2020-10-05 10:41:19,449 - mmaction - INFO - Epoch [95][100/396] lr: 7.500e-05, eta: 0:35:15, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.8263, top5_acc: 0.9365, loss_cls: 0.6913, loss: 0.6913, grad_norm: 5.2243 2020-10-05 10:41:31,361 - mmaction - INFO - Epoch [95][120/396] lr: 7.500e-05, eta: 0:34:56, time: 0.596, data_time: 0.002, memory: 8344, top1_acc: 0.8318, top5_acc: 0.9482, loss_cls: 0.6595, loss: 0.6595, grad_norm: 5.0523 2020-10-05 10:41:43,414 - mmaction - INFO - Epoch [95][140/396] lr: 7.500e-05, eta: 0:34:37, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8263, top5_acc: 0.9451, loss_cls: 0.6693, loss: 0.6693, grad_norm: 5.1327 2020-10-05 10:41:55,529 - mmaction - INFO - Epoch [95][160/396] lr: 7.500e-05, eta: 0:34:18, time: 0.606, data_time: 0.001, memory: 8344, top1_acc: 0.8227, top5_acc: 0.9406, loss_cls: 0.6933, loss: 0.6933, grad_norm: 5.2478 2020-10-05 10:42:07,545 - mmaction - INFO - Epoch [95][180/396] lr: 7.500e-05, eta: 0:33:59, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.8286, top5_acc: 0.9435, loss_cls: 0.6698, loss: 0.6698, grad_norm: 5.1778 2020-10-05 10:42:19,569 - mmaction - INFO - Epoch [95][200/396] lr: 7.500e-05, eta: 0:33:40, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8203, top5_acc: 0.9398, loss_cls: 0.6878, loss: 0.6878, grad_norm: 5.2116 2020-10-05 10:42:31,517 - mmaction - INFO - Epoch [95][220/396] lr: 7.500e-05, eta: 0:33:21, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8240, top5_acc: 0.9414, loss_cls: 0.6859, loss: 0.6859, grad_norm: 5.1645 2020-10-05 10:42:43,563 - mmaction - INFO - Epoch [95][240/396] lr: 7.500e-05, eta: 0:33:02, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.8234, top5_acc: 0.9479, loss_cls: 0.6648, loss: 0.6648, grad_norm: 5.3026 2020-10-05 10:42:55,697 - mmaction - INFO - Epoch [95][260/396] lr: 7.500e-05, eta: 0:32:43, time: 0.606, data_time: 0.001, memory: 8344, top1_acc: 0.8232, top5_acc: 0.9445, loss_cls: 0.6725, loss: 0.6725, grad_norm: 5.2524 2020-10-05 10:43:07,784 - mmaction - INFO - Epoch [95][280/396] lr: 7.500e-05, eta: 0:32:25, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8216, top5_acc: 0.9391, loss_cls: 0.7033, loss: 0.7033, grad_norm: 5.3075 2020-10-05 10:43:19,732 - mmaction - INFO - Epoch [95][300/396] lr: 7.500e-05, eta: 0:32:06, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8263, top5_acc: 0.9492, loss_cls: 0.6574, loss: 0.6574, grad_norm: 5.1563 2020-10-05 10:43:31,738 - mmaction - INFO - Epoch [95][320/396] lr: 7.500e-05, eta: 0:31:47, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8326, top5_acc: 0.9451, loss_cls: 0.6525, loss: 0.6525, grad_norm: 5.0447 2020-10-05 10:43:43,855 - mmaction - INFO - Epoch [95][340/396] lr: 7.500e-05, eta: 0:31:28, time: 0.606, data_time: 0.003, memory: 8344, top1_acc: 0.8292, top5_acc: 0.9448, loss_cls: 0.6695, loss: 0.6695, grad_norm: 5.2180 2020-10-05 10:43:55,818 - mmaction - INFO - Epoch [95][360/396] lr: 7.500e-05, eta: 0:31:09, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8250, top5_acc: 0.9471, loss_cls: 0.6610, loss: 0.6610, grad_norm: 5.2520 2020-10-05 10:44:07,778 - mmaction - INFO - Epoch [95][380/396] lr: 7.500e-05, eta: 0:30:50, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8380, top5_acc: 0.9539, loss_cls: 0.6181, loss: 0.6181, grad_norm: 5.0545 2020-10-05 10:44:19,948 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-10-05 10:46:51,629 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 10:46:51,866 - mmaction - INFO - top1_acc 0.7654 top5_acc 0.9281 2020-10-05 10:46:51,866 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 10:46:51,894 - mmaction - INFO - mean_acc 0.7657 2020-10-05 10:46:51,896 - mmaction - INFO - Epoch(val) [95][396] top1_acc: 0.7654, top5_acc: 0.9281, mean_class_accuracy: 0.7657 2020-10-05 10:49:20,053 - mmaction - INFO - Epoch [96][20/396] lr: 7.500e-05, eta: 0:30:23, time: 7.406, data_time: 6.762, memory: 8344, top1_acc: 0.8141, top5_acc: 0.9391, loss_cls: 0.7186, loss: 0.7186, grad_norm: 5.3890 2020-10-05 10:49:31,976 - mmaction - INFO - Epoch [96][40/396] lr: 7.500e-05, eta: 0:30:04, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8310, top5_acc: 0.9482, loss_cls: 0.6507, loss: 0.6507, grad_norm: 5.1809 2020-10-05 10:49:43,925 - mmaction - INFO - Epoch [96][60/396] lr: 7.500e-05, eta: 0:29:45, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8242, top5_acc: 0.9438, loss_cls: 0.6805, loss: 0.6805, grad_norm: 5.1584 2020-10-05 10:49:55,911 - mmaction - INFO - Epoch [96][80/396] lr: 7.500e-05, eta: 0:29:26, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8359, top5_acc: 0.9497, loss_cls: 0.6446, loss: 0.6446, grad_norm: 5.1804 2020-10-05 10:50:07,880 - mmaction - INFO - Epoch [96][100/396] lr: 7.500e-05, eta: 0:29:07, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8229, top5_acc: 0.9432, loss_cls: 0.6802, loss: 0.6802, grad_norm: 5.2353 2020-10-05 10:50:19,878 - mmaction - INFO - Epoch [96][120/396] lr: 7.500e-05, eta: 0:28:48, time: 0.599, data_time: 0.001, memory: 8344, top1_acc: 0.8297, top5_acc: 0.9404, loss_cls: 0.6766, loss: 0.6766, grad_norm: 5.1814 2020-10-05 10:50:31,924 - mmaction - INFO - Epoch [96][140/396] lr: 7.500e-05, eta: 0:28:29, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8279, top5_acc: 0.9510, loss_cls: 0.6559, loss: 0.6559, grad_norm: 5.1708 2020-10-05 10:50:43,915 - mmaction - INFO - Epoch [96][160/396] lr: 7.500e-05, eta: 0:28:10, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8141, top5_acc: 0.9370, loss_cls: 0.7113, loss: 0.7113, grad_norm: 5.3090 2020-10-05 10:50:55,892 - mmaction - INFO - Epoch [96][180/396] lr: 7.500e-05, eta: 0:27:51, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8122, top5_acc: 0.9409, loss_cls: 0.7347, loss: 0.7347, grad_norm: 5.3416 2020-10-05 10:51:07,932 - mmaction - INFO - Epoch [96][200/396] lr: 7.500e-05, eta: 0:27:32, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8326, top5_acc: 0.9466, loss_cls: 0.6546, loss: 0.6546, grad_norm: 5.2184 2020-10-05 10:51:20,105 - mmaction - INFO - Epoch [96][220/396] lr: 7.500e-05, eta: 0:27:13, time: 0.607, data_time: 0.001, memory: 8344, top1_acc: 0.8237, top5_acc: 0.9383, loss_cls: 0.7090, loss: 0.7090, grad_norm: 5.3415 2020-10-05 10:51:32,113 - mmaction - INFO - Epoch [96][240/396] lr: 7.500e-05, eta: 0:26:55, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8255, top5_acc: 0.9430, loss_cls: 0.6815, loss: 0.6815, grad_norm: 5.3067 2020-10-05 10:51:44,127 - mmaction - INFO - Epoch [96][260/396] lr: 7.500e-05, eta: 0:26:36, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8266, top5_acc: 0.9474, loss_cls: 0.6654, loss: 0.6654, grad_norm: 5.3067 2020-10-05 10:51:56,052 - mmaction - INFO - Epoch [96][280/396] lr: 7.500e-05, eta: 0:26:17, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8349, top5_acc: 0.9466, loss_cls: 0.6596, loss: 0.6596, grad_norm: 5.1371 2020-10-05 10:52:08,043 - mmaction - INFO - Epoch [96][300/396] lr: 7.500e-05, eta: 0:25:58, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8391, top5_acc: 0.9521, loss_cls: 0.6400, loss: 0.6400, grad_norm: 5.0937 2020-10-05 10:52:20,079 - mmaction - INFO - Epoch [96][320/396] lr: 7.500e-05, eta: 0:25:39, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8237, top5_acc: 0.9500, loss_cls: 0.6589, loss: 0.6589, grad_norm: 5.1221 2020-10-05 10:52:32,154 - mmaction - INFO - Epoch [96][340/396] lr: 7.500e-05, eta: 0:25:20, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.8320, top5_acc: 0.9414, loss_cls: 0.6661, loss: 0.6661, grad_norm: 5.2389 2020-10-05 10:52:44,130 - mmaction - INFO - Epoch [96][360/396] lr: 7.500e-05, eta: 0:25:02, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8258, top5_acc: 0.9445, loss_cls: 0.6679, loss: 0.6679, grad_norm: 5.1621 2020-10-05 10:52:56,168 - mmaction - INFO - Epoch [96][380/396] lr: 7.500e-05, eta: 0:24:43, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8250, top5_acc: 0.9388, loss_cls: 0.6934, loss: 0.6934, grad_norm: 5.1074 2020-10-05 10:53:07,619 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-10-05 10:55:40,352 - mmaction - INFO - Epoch [97][20/396] lr: 7.500e-05, eta: 0:24:14, time: 7.617, data_time: 6.807, memory: 8344, top1_acc: 0.8279, top5_acc: 0.9427, loss_cls: 0.6751, loss: 0.6751, grad_norm: 5.2443 2020-10-05 10:55:52,278 - mmaction - INFO - Epoch [97][40/396] lr: 7.500e-05, eta: 0:23:55, time: 0.598, data_time: 0.004, memory: 8344, top1_acc: 0.8260, top5_acc: 0.9409, loss_cls: 0.6893, loss: 0.6893, grad_norm: 5.3484 2020-10-05 10:56:04,276 - mmaction - INFO - Epoch [97][60/396] lr: 7.500e-05, eta: 0:23:37, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.8187, top5_acc: 0.9396, loss_cls: 0.6923, loss: 0.6923, grad_norm: 5.2520 2020-10-05 10:56:16,284 - mmaction - INFO - Epoch [97][80/396] lr: 7.500e-05, eta: 0:23:18, time: 0.601, data_time: 0.003, memory: 8344, top1_acc: 0.8297, top5_acc: 0.9487, loss_cls: 0.6624, loss: 0.6624, grad_norm: 5.2604 2020-10-05 10:56:28,332 - mmaction - INFO - Epoch [97][100/396] lr: 7.500e-05, eta: 0:22:59, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.8279, top5_acc: 0.9477, loss_cls: 0.6587, loss: 0.6587, grad_norm: 5.1691 2020-10-05 10:56:40,379 - mmaction - INFO - Epoch [97][120/396] lr: 7.500e-05, eta: 0:22:40, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8206, top5_acc: 0.9443, loss_cls: 0.6803, loss: 0.6803, grad_norm: 5.2859 2020-10-05 10:56:52,319 - mmaction - INFO - Epoch [97][140/396] lr: 7.500e-05, eta: 0:22:21, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8232, top5_acc: 0.9497, loss_cls: 0.6617, loss: 0.6617, grad_norm: 5.2194 2020-10-05 10:57:04,267 - mmaction - INFO - Epoch [97][160/396] lr: 7.500e-05, eta: 0:22:02, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8245, top5_acc: 0.9461, loss_cls: 0.6603, loss: 0.6603, grad_norm: 5.1947 2020-10-05 10:57:16,261 - mmaction - INFO - Epoch [97][180/396] lr: 7.500e-05, eta: 0:21:43, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8255, top5_acc: 0.9479, loss_cls: 0.6687, loss: 0.6687, grad_norm: 5.1467 2020-10-05 10:57:28,317 - mmaction - INFO - Epoch [97][200/396] lr: 7.500e-05, eta: 0:21:25, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8219, top5_acc: 0.9430, loss_cls: 0.6834, loss: 0.6834, grad_norm: 5.3852 2020-10-05 10:57:40,392 - mmaction - INFO - Epoch [97][220/396] lr: 7.500e-05, eta: 0:21:06, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8305, top5_acc: 0.9461, loss_cls: 0.6597, loss: 0.6597, grad_norm: 5.1230 2020-10-05 10:57:52,445 - mmaction - INFO - Epoch [97][240/396] lr: 7.500e-05, eta: 0:20:47, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.8289, top5_acc: 0.9432, loss_cls: 0.6696, loss: 0.6696, grad_norm: 5.1976 2020-10-05 10:58:04,441 - mmaction - INFO - Epoch [97][260/396] lr: 7.500e-05, eta: 0:20:28, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8294, top5_acc: 0.9437, loss_cls: 0.6661, loss: 0.6661, grad_norm: 5.1708 2020-10-05 10:58:16,429 - mmaction - INFO - Epoch [97][280/396] lr: 7.500e-05, eta: 0:20:10, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8310, top5_acc: 0.9365, loss_cls: 0.6903, loss: 0.6903, grad_norm: 5.1623 2020-10-05 10:58:28,484 - mmaction - INFO - Epoch [97][300/396] lr: 7.500e-05, eta: 0:19:51, time: 0.603, data_time: 0.004, memory: 8344, top1_acc: 0.8333, top5_acc: 0.9440, loss_cls: 0.6557, loss: 0.6557, grad_norm: 5.0679 2020-10-05 10:58:40,439 - mmaction - INFO - Epoch [97][320/396] lr: 7.500e-05, eta: 0:19:32, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8255, top5_acc: 0.9445, loss_cls: 0.6838, loss: 0.6838, grad_norm: 5.2015 2020-10-05 10:58:52,493 - mmaction - INFO - Epoch [97][340/396] lr: 7.500e-05, eta: 0:19:13, time: 0.601, data_time: 0.001, memory: 8344, top1_acc: 0.8307, top5_acc: 0.9453, loss_cls: 0.6657, loss: 0.6657, grad_norm: 5.3374 2020-10-05 10:59:04,492 - mmaction - INFO - Epoch [97][360/396] lr: 7.500e-05, eta: 0:18:54, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8289, top5_acc: 0.9437, loss_cls: 0.6668, loss: 0.6668, grad_norm: 5.1822 2020-10-05 10:59:16,434 - mmaction - INFO - Epoch [97][380/396] lr: 7.500e-05, eta: 0:18:36, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8289, top5_acc: 0.9437, loss_cls: 0.6720, loss: 0.6720, grad_norm: 5.1653 2020-10-05 10:59:27,852 - mmaction - INFO - Saving checkpoint at 97 epochs 2020-10-05 11:01:59,822 - mmaction - INFO - Epoch [98][20/396] lr: 7.500e-05, eta: 0:18:06, time: 7.579, data_time: 6.913, memory: 8344, top1_acc: 0.8193, top5_acc: 0.9417, loss_cls: 0.6993, loss: 0.6993, grad_norm: 5.3522 2020-10-05 11:02:11,702 - mmaction - INFO - Epoch [98][40/396] lr: 7.500e-05, eta: 0:17:47, time: 0.594, data_time: 0.001, memory: 8344, top1_acc: 0.8214, top5_acc: 0.9451, loss_cls: 0.6909, loss: 0.6909, grad_norm: 5.4183 2020-10-05 11:02:23,714 - mmaction - INFO - Epoch [98][60/396] lr: 7.500e-05, eta: 0:17:28, time: 0.601, data_time: 0.001, memory: 8344, top1_acc: 0.8302, top5_acc: 0.9417, loss_cls: 0.6754, loss: 0.6754, grad_norm: 5.1479 2020-10-05 11:02:35,643 - mmaction - INFO - Epoch [98][80/396] lr: 7.500e-05, eta: 0:17:10, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.8161, top5_acc: 0.9414, loss_cls: 0.6897, loss: 0.6897, grad_norm: 5.3465 2020-10-05 11:02:47,600 - mmaction - INFO - Epoch [98][100/396] lr: 7.500e-05, eta: 0:16:51, time: 0.597, data_time: 0.003, memory: 8344, top1_acc: 0.8151, top5_acc: 0.9372, loss_cls: 0.6961, loss: 0.6961, grad_norm: 5.2299 2020-10-05 11:02:59,541 - mmaction - INFO - Epoch [98][120/396] lr: 7.500e-05, eta: 0:16:32, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8268, top5_acc: 0.9464, loss_cls: 0.6683, loss: 0.6683, grad_norm: 5.3208 2020-10-05 11:03:11,475 - mmaction - INFO - Epoch [98][140/396] lr: 7.500e-05, eta: 0:16:13, time: 0.597, data_time: 0.002, memory: 8344, top1_acc: 0.8242, top5_acc: 0.9409, loss_cls: 0.6859, loss: 0.6859, grad_norm: 5.1880 2020-10-05 11:03:23,488 - mmaction - INFO - Epoch [98][160/396] lr: 7.500e-05, eta: 0:15:54, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8263, top5_acc: 0.9451, loss_cls: 0.6750, loss: 0.6750, grad_norm: 5.2248 2020-10-05 11:03:35,494 - mmaction - INFO - Epoch [98][180/396] lr: 7.500e-05, eta: 0:15:36, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8219, top5_acc: 0.9456, loss_cls: 0.6758, loss: 0.6758, grad_norm: 5.3298 2020-10-05 11:03:47,493 - mmaction - INFO - Epoch [98][200/396] lr: 7.500e-05, eta: 0:15:17, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8255, top5_acc: 0.9424, loss_cls: 0.6711, loss: 0.6711, grad_norm: 5.1372 2020-10-05 11:03:59,487 - mmaction - INFO - Epoch [98][220/396] lr: 7.500e-05, eta: 0:14:58, time: 0.599, data_time: 0.004, memory: 8344, top1_acc: 0.8102, top5_acc: 0.9401, loss_cls: 0.7003, loss: 0.7003, grad_norm: 5.3399 2020-10-05 11:04:11,528 - mmaction - INFO - Epoch [98][240/396] lr: 7.500e-05, eta: 0:14:39, time: 0.604, data_time: 0.004, memory: 8344, top1_acc: 0.8201, top5_acc: 0.9372, loss_cls: 0.7058, loss: 0.7058, grad_norm: 5.2484 2020-10-05 11:04:23,691 - mmaction - INFO - Epoch [98][260/396] lr: 7.500e-05, eta: 0:14:21, time: 0.608, data_time: 0.002, memory: 8344, top1_acc: 0.8245, top5_acc: 0.9370, loss_cls: 0.7018, loss: 0.7018, grad_norm: 5.3281 2020-10-05 11:04:35,739 - mmaction - INFO - Epoch [98][280/396] lr: 7.500e-05, eta: 0:14:02, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8229, top5_acc: 0.9411, loss_cls: 0.6831, loss: 0.6831, grad_norm: 5.1887 2020-10-05 11:04:47,698 - mmaction - INFO - Epoch [98][300/396] lr: 7.500e-05, eta: 0:13:43, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8151, top5_acc: 0.9409, loss_cls: 0.7015, loss: 0.7015, grad_norm: 5.2963 2020-10-05 11:04:59,699 - mmaction - INFO - Epoch [98][320/396] lr: 7.500e-05, eta: 0:13:25, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8281, top5_acc: 0.9474, loss_cls: 0.6403, loss: 0.6403, grad_norm: 5.0850 2020-10-05 11:05:11,708 - mmaction - INFO - Epoch [98][340/396] lr: 7.500e-05, eta: 0:13:06, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8216, top5_acc: 0.9435, loss_cls: 0.6889, loss: 0.6889, grad_norm: 5.2974 2020-10-05 11:05:23,674 - mmaction - INFO - Epoch [98][360/396] lr: 7.500e-05, eta: 0:12:47, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8172, top5_acc: 0.9406, loss_cls: 0.6992, loss: 0.6992, grad_norm: 5.2537 2020-10-05 11:05:35,673 - mmaction - INFO - Epoch [98][380/396] lr: 7.500e-05, eta: 0:12:29, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.8331, top5_acc: 0.9451, loss_cls: 0.6637, loss: 0.6637, grad_norm: 5.1961 2020-10-05 11:05:49,352 - mmaction - INFO - Saving checkpoint at 98 epochs 2020-10-05 11:08:14,609 - mmaction - INFO - Epoch [99][20/396] lr: 7.500e-05, eta: 0:11:57, time: 7.244, data_time: 6.629, memory: 8344, top1_acc: 0.8208, top5_acc: 0.9424, loss_cls: 0.6866, loss: 0.6866, grad_norm: 5.2435 2020-10-05 11:08:26,482 - mmaction - INFO - Epoch [99][40/396] lr: 7.500e-05, eta: 0:11:39, time: 0.593, data_time: 0.002, memory: 8344, top1_acc: 0.8245, top5_acc: 0.9424, loss_cls: 0.6776, loss: 0.6776, grad_norm: 5.2083 2020-10-05 11:08:38,427 - mmaction - INFO - Epoch [99][60/396] lr: 7.500e-05, eta: 0:11:20, time: 0.598, data_time: 0.002, memory: 8344, top1_acc: 0.8310, top5_acc: 0.9422, loss_cls: 0.6581, loss: 0.6581, grad_norm: 5.2112 2020-10-05 11:08:50,442 - mmaction - INFO - Epoch [99][80/396] lr: 7.500e-05, eta: 0:11:01, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8198, top5_acc: 0.9385, loss_cls: 0.7033, loss: 0.7033, grad_norm: 5.3641 2020-10-05 11:09:02,381 - mmaction - INFO - Epoch [99][100/396] lr: 7.500e-05, eta: 0:10:43, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8260, top5_acc: 0.9510, loss_cls: 0.6497, loss: 0.6497, grad_norm: 5.1836 2020-10-05 11:09:14,431 - mmaction - INFO - Epoch [99][120/396] lr: 7.500e-05, eta: 0:10:24, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8151, top5_acc: 0.9422, loss_cls: 0.7016, loss: 0.7016, grad_norm: 5.3296 2020-10-05 11:09:26,468 - mmaction - INFO - Epoch [99][140/396] lr: 7.500e-05, eta: 0:10:05, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8253, top5_acc: 0.9458, loss_cls: 0.6775, loss: 0.6775, grad_norm: 5.3464 2020-10-05 11:09:38,465 - mmaction - INFO - Epoch [99][160/396] lr: 7.500e-05, eta: 0:09:46, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8240, top5_acc: 0.9422, loss_cls: 0.6718, loss: 0.6718, grad_norm: 5.2105 2020-10-05 11:09:50,413 - mmaction - INFO - Epoch [99][180/396] lr: 7.500e-05, eta: 0:09:28, time: 0.597, data_time: 0.001, memory: 8344, top1_acc: 0.8255, top5_acc: 0.9448, loss_cls: 0.6755, loss: 0.6755, grad_norm: 5.2060 2020-10-05 11:10:02,384 - mmaction - INFO - Epoch [99][200/396] lr: 7.500e-05, eta: 0:09:09, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8323, top5_acc: 0.9427, loss_cls: 0.6625, loss: 0.6625, grad_norm: 5.1792 2020-10-05 11:10:14,395 - mmaction - INFO - Epoch [99][220/396] lr: 7.500e-05, eta: 0:08:50, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.8289, top5_acc: 0.9484, loss_cls: 0.6557, loss: 0.6557, grad_norm: 5.2587 2020-10-05 11:10:26,422 - mmaction - INFO - Epoch [99][240/396] lr: 7.500e-05, eta: 0:08:32, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8253, top5_acc: 0.9464, loss_cls: 0.6771, loss: 0.6771, grad_norm: 5.3257 2020-10-05 11:10:38,591 - mmaction - INFO - Epoch [99][260/396] lr: 7.500e-05, eta: 0:08:13, time: 0.608, data_time: 0.002, memory: 8344, top1_acc: 0.8221, top5_acc: 0.9484, loss_cls: 0.6720, loss: 0.6720, grad_norm: 5.1994 2020-10-05 11:10:50,618 - mmaction - INFO - Epoch [99][280/396] lr: 7.500e-05, eta: 0:07:55, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8198, top5_acc: 0.9451, loss_cls: 0.6833, loss: 0.6833, grad_norm: 5.2600 2020-10-05 11:11:02,671 - mmaction - INFO - Epoch [99][300/396] lr: 7.500e-05, eta: 0:07:36, time: 0.602, data_time: 0.001, memory: 8344, top1_acc: 0.8234, top5_acc: 0.9477, loss_cls: 0.6626, loss: 0.6626, grad_norm: 5.1692 2020-10-05 11:11:14,672 - mmaction - INFO - Epoch [99][320/396] lr: 7.500e-05, eta: 0:07:17, time: 0.600, data_time: 0.002, memory: 8344, top1_acc: 0.8232, top5_acc: 0.9393, loss_cls: 0.6768, loss: 0.6768, grad_norm: 5.2629 2020-10-05 11:11:26,724 - mmaction - INFO - Epoch [99][340/396] lr: 7.500e-05, eta: 0:06:59, time: 0.603, data_time: 0.002, memory: 8344, top1_acc: 0.8281, top5_acc: 0.9448, loss_cls: 0.6686, loss: 0.6686, grad_norm: 5.1785 2020-10-05 11:11:38,762 - mmaction - INFO - Epoch [99][360/396] lr: 7.500e-05, eta: 0:06:40, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8336, top5_acc: 0.9448, loss_cls: 0.6646, loss: 0.6646, grad_norm: 5.1924 2020-10-05 11:11:50,716 - mmaction - INFO - Epoch [99][380/396] lr: 7.500e-05, eta: 0:06:21, time: 0.598, data_time: 0.003, memory: 8344, top1_acc: 0.8313, top5_acc: 0.9432, loss_cls: 0.6668, loss: 0.6668, grad_norm: 5.2682 2020-10-05 11:12:01,419 - mmaction - INFO - Saving checkpoint at 99 epochs 2020-10-05 11:14:30,286 - mmaction - INFO - Epoch [100][20/396] lr: 7.500e-05, eta: 0:05:49, time: 7.426, data_time: 6.793, memory: 8344, top1_acc: 0.8313, top5_acc: 0.9518, loss_cls: 0.6337, loss: 0.6337, grad_norm: 5.0858 2020-10-05 11:14:42,214 - mmaction - INFO - Epoch [100][40/396] lr: 7.500e-05, eta: 0:05:30, time: 0.596, data_time: 0.001, memory: 8344, top1_acc: 0.8174, top5_acc: 0.9435, loss_cls: 0.7063, loss: 0.7063, grad_norm: 5.3274 2020-10-05 11:14:54,246 - mmaction - INFO - Epoch [100][60/396] lr: 7.500e-05, eta: 0:05:12, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8198, top5_acc: 0.9409, loss_cls: 0.6921, loss: 0.6921, grad_norm: 5.2913 2020-10-05 11:15:06,235 - mmaction - INFO - Epoch [100][80/396] lr: 7.500e-05, eta: 0:04:53, time: 0.602, data_time: 0.004, memory: 8344, top1_acc: 0.8307, top5_acc: 0.9432, loss_cls: 0.6666, loss: 0.6666, grad_norm: 5.0457 2020-10-05 11:15:18,261 - mmaction - INFO - Epoch [100][100/396] lr: 7.500e-05, eta: 0:04:35, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8320, top5_acc: 0.9500, loss_cls: 0.6358, loss: 0.6358, grad_norm: 5.1547 2020-10-05 11:15:30,321 - mmaction - INFO - Epoch [100][120/396] lr: 7.500e-05, eta: 0:04:16, time: 0.603, data_time: 0.003, memory: 8344, top1_acc: 0.8232, top5_acc: 0.9427, loss_cls: 0.6672, loss: 0.6672, grad_norm: 5.2394 2020-10-05 11:15:42,291 - mmaction - INFO - Epoch [100][140/396] lr: 7.500e-05, eta: 0:03:57, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.8266, top5_acc: 0.9461, loss_cls: 0.6806, loss: 0.6806, grad_norm: 5.1744 2020-10-05 11:15:54,297 - mmaction - INFO - Epoch [100][160/396] lr: 7.500e-05, eta: 0:03:39, time: 0.601, data_time: 0.001, memory: 8344, top1_acc: 0.8326, top5_acc: 0.9448, loss_cls: 0.6725, loss: 0.6725, grad_norm: 5.1874 2020-10-05 11:16:06,231 - mmaction - INFO - Epoch [100][180/396] lr: 7.500e-05, eta: 0:03:20, time: 0.595, data_time: 0.001, memory: 8344, top1_acc: 0.8227, top5_acc: 0.9401, loss_cls: 0.7126, loss: 0.7126, grad_norm: 5.2918 2020-10-05 11:16:18,209 - mmaction - INFO - Epoch [100][200/396] lr: 7.500e-05, eta: 0:03:01, time: 0.599, data_time: 0.003, memory: 8344, top1_acc: 0.8195, top5_acc: 0.9422, loss_cls: 0.6925, loss: 0.6925, grad_norm: 5.3543 2020-10-05 11:16:30,181 - mmaction - INFO - Epoch [100][220/396] lr: 7.500e-05, eta: 0:02:43, time: 0.599, data_time: 0.002, memory: 8344, top1_acc: 0.8357, top5_acc: 0.9466, loss_cls: 0.6569, loss: 0.6569, grad_norm: 5.0439 2020-10-05 11:16:42,169 - mmaction - INFO - Epoch [100][240/396] lr: 7.500e-05, eta: 0:02:24, time: 0.600, data_time: 0.004, memory: 8344, top1_acc: 0.8323, top5_acc: 0.9474, loss_cls: 0.6610, loss: 0.6610, grad_norm: 5.2533 2020-10-05 11:16:54,154 - mmaction - INFO - Epoch [100][260/396] lr: 7.500e-05, eta: 0:02:06, time: 0.598, data_time: 0.001, memory: 8344, top1_acc: 0.8237, top5_acc: 0.9417, loss_cls: 0.6908, loss: 0.6908, grad_norm: 5.3206 2020-10-05 11:17:06,245 - mmaction - INFO - Epoch [100][280/396] lr: 7.500e-05, eta: 0:01:47, time: 0.604, data_time: 0.002, memory: 8344, top1_acc: 0.8315, top5_acc: 0.9471, loss_cls: 0.6582, loss: 0.6582, grad_norm: 5.1578 2020-10-05 11:17:18,222 - mmaction - INFO - Epoch [100][300/396] lr: 7.500e-05, eta: 0:01:29, time: 0.600, data_time: 0.003, memory: 8344, top1_acc: 0.8177, top5_acc: 0.9365, loss_cls: 0.7033, loss: 0.7033, grad_norm: 5.3108 2020-10-05 11:17:30,237 - mmaction - INFO - Epoch [100][320/396] lr: 7.500e-05, eta: 0:01:10, time: 0.601, data_time: 0.002, memory: 8344, top1_acc: 0.8276, top5_acc: 0.9396, loss_cls: 0.7011, loss: 0.7011, grad_norm: 5.3723 2020-10-05 11:17:42,285 - mmaction - INFO - Epoch [100][340/396] lr: 7.500e-05, eta: 0:00:51, time: 0.602, data_time: 0.002, memory: 8344, top1_acc: 0.8190, top5_acc: 0.9456, loss_cls: 0.6854, loss: 0.6854, grad_norm: 5.4160 2020-10-05 11:17:54,320 - mmaction - INFO - Epoch [100][360/396] lr: 7.500e-05, eta: 0:00:33, time: 0.600, data_time: 0.001, memory: 8344, top1_acc: 0.8320, top5_acc: 0.9471, loss_cls: 0.6613, loss: 0.6613, grad_norm: 5.1013 2020-10-05 11:18:06,374 - mmaction - INFO - Epoch [100][380/396] lr: 7.500e-05, eta: 0:00:14, time: 0.604, data_time: 0.003, memory: 8344, top1_acc: 0.8208, top5_acc: 0.9443, loss_cls: 0.6739, loss: 0.6739, grad_norm: 5.2611 2020-10-05 11:18:19,345 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-10-05 11:20:49,938 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 11:20:50,188 - mmaction - INFO - top1_acc 0.7677 top5_acc 0.9297 2020-10-05 11:20:50,188 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 11:20:50,268 - mmaction - INFO - mean_acc 0.7678 2020-10-05 11:20:50,269 - mmaction - INFO - Epoch(val) [100][396] top1_acc: 0.7677, top5_acc: 0.9297, mean_class_accuracy: 0.7678