2020-09-15 11:41:40,783 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.9 (default, Aug 31 2020, 12:42:55) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: Tesla V100-SXM2-32GB CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-36) PyTorch: 1.1.0 PyTorch compiling details: PyTorch built with: - GCC 4.9 - Intel(R) Math Kernel Library Version 2020.0.2 Product Build 20200624 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: 4.4.0 MMCV: 1.1.2 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.6.0+1f33cb8 ------------------------------------------------------------ 2020-09-15 11:41:40,784 - mmaction - INFO - Distributed training: True 2020-09-15 11:41:40,784 - mmaction - INFO - Config: /mnt/lustre/tangjiaqi/tsn_sthv2_1x1x8/mmaction2/configs/recognition/tsn/tsn_r50_1x1x8_50e_sthv2_rgb.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='torchvision://resnet50', depth=50, norm_eval=False), cls_head=dict( type='TSNHead', num_classes=174, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, 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/share_data/liuzhaoyang/datasets/sth-v2/sth-v2-frames' data_root_val = '/mnt/lustre/share_data/liuzhaoyang/datasets/sth-v2/sth-v2-frames' ann_file_train = '/mnt/lustre/share_data/liuzhaoyang/datasets/sth-v2/label/train.txt' ann_file_val = '/mnt/lustre/share_data/liuzhaoyang/datasets/sth-v2/label/val.txt' ann_file_test = ann_file_val 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='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1), dict(type='Resize', scale=(224, 224), keep_ratio=False), 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', 'label']) ] val_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='CenterCrop', crop_size=224), 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=8), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='TenCrop', crop_size=224), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=16, workers_per_gpu=2, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, filename_tmpl='img_{:05}.png', pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, filename_tmpl='img_{:05}.png', pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, filename_tmpl='img_{:05}.png', pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.02, 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=[20, 40]) total_epochs = 50 checkpoint_config = dict(interval=1) evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/tsn_r50_1x1x8_50e_sthv2_rgb/' load_from = None resume_from = None workflow = [('train', 1)] 2020-09-15 11:41:40,784 - mmaction - INFO - Set random seed to 0, deterministic: True 2020-09-15 11:41:51,703 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2020-09-15 11:41:53,344 - mmaction - INFO - Start running, host: tangjiaqi@SH-IDC1-10-198-8-63, work_dir: /mnt/lustre/tangjiaqi/tsn_sthv2_1x1x8/mmaction2/work_dirs/tsn_r50_1x1x8_50e_sthv2_rgb 2020-09-15 11:41:53,344 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2020-09-15 11:44:18,940 - mmaction - INFO - Epoch [1][20/1320] lr: 2.000e-02, eta: 5 days, 12:39:03, time: 7.238, data_time: 5.403, memory: 10966, top1_acc: 0.0145, top5_acc: 0.0664, loss_cls: 5.0885, loss: 5.0885, grad_norm: 3.4479 2020-09-15 11:45:02,606 - mmaction - INFO - Epoch [1][40/1320] lr: 2.000e-02, eta: 3 days, 14:38:58, time: 2.221, data_time: 0.579, memory: 10966, top1_acc: 0.0195, top5_acc: 0.0934, loss_cls: 5.0355, loss: 5.0355, grad_norm: 3.4051 2020-09-15 11:45:42,211 - mmaction - INFO - Epoch [1][60/1320] lr: 2.000e-02, eta: 2 days, 21:49:47, time: 1.979, data_time: 0.232, memory: 10966, top1_acc: 0.0359, top5_acc: 0.1305, loss_cls: 4.8982, loss: 4.8982, grad_norm: 3.2373 2020-09-15 11:46:23,917 - mmaction - INFO - Epoch [1][80/1320] lr: 2.000e-02, eta: 2 days, 13:54:34, time: 2.087, data_time: 0.030, memory: 10966, top1_acc: 0.0477, top5_acc: 0.1445, loss_cls: 4.7917, loss: 4.7917, grad_norm: 3.2737 2020-09-15 11:47:06,429 - mmaction - INFO - Epoch [1][100/1320] lr: 2.000e-02, eta: 2 days, 9:17:15, time: 2.124, data_time: 0.094, memory: 10966, top1_acc: 0.0430, top5_acc: 0.1617, loss_cls: 4.7452, loss: 4.7452, grad_norm: 3.3889 2020-09-15 11:47:48,165 - mmaction - INFO - Epoch [1][120/1320] lr: 2.000e-02, eta: 2 days, 6:05:43, time: 2.089, data_time: 0.009, memory: 10966, top1_acc: 0.0559, top5_acc: 0.1809, loss_cls: 4.6786, loss: 4.6786, grad_norm: 3.3912 2020-09-15 11:48:27,987 - mmaction - INFO - Epoch [1][140/1320] lr: 2.000e-02, eta: 2 days, 3:33:30, time: 1.992, data_time: 0.008, memory: 10966, top1_acc: 0.0578, top5_acc: 0.1918, loss_cls: 4.6271, loss: 4.6271, grad_norm: 3.4953 2020-09-15 11:49:09,304 - mmaction - INFO - Epoch [1][160/1320] lr: 2.000e-02, eta: 2 days, 1:49:39, time: 2.068, data_time: 0.007, memory: 10966, top1_acc: 0.0730, top5_acc: 0.2082, loss_cls: 4.5630, loss: 4.5630, grad_norm: 3.4055 2020-09-15 11:49:55,155 - mmaction - INFO - Epoch [1][180/1320] lr: 2.000e-02, eta: 2 days, 0:55:47, time: 2.290, data_time: 0.140, memory: 10966, top1_acc: 0.0563, top5_acc: 0.2117, loss_cls: 4.5700, loss: 4.5700, grad_norm: 3.5028 2020-09-15 11:50:33,434 - mmaction - INFO - Epoch [1][200/1320] lr: 2.000e-02, eta: 1 day, 23:31:33, time: 1.916, data_time: 0.006, memory: 10966, top1_acc: 0.0715, top5_acc: 0.2293, loss_cls: 4.4832, loss: 4.4832, grad_norm: 3.5469 2020-09-15 11:51:14,754 - mmaction - INFO - Epoch [1][220/1320] lr: 2.000e-02, eta: 1 day, 22:37:16, time: 2.064, data_time: 0.004, memory: 10966, top1_acc: 0.0840, top5_acc: 0.2379, loss_cls: 4.4792, loss: 4.4792, grad_norm: 3.6100 2020-09-15 11:51:56,062 - mmaction - INFO - Epoch [1][240/1320] lr: 2.000e-02, eta: 1 day, 21:52:12, time: 2.067, data_time: 0.039, memory: 10966, top1_acc: 0.0750, top5_acc: 0.2176, loss_cls: 4.5178, loss: 4.5178, grad_norm: 3.5751 2020-09-15 11:52:38,205 - mmaction - INFO - Epoch [1][260/1320] lr: 2.000e-02, eta: 1 day, 21:17:15, time: 2.106, data_time: 0.024, memory: 10966, top1_acc: 0.0867, top5_acc: 0.2555, loss_cls: 4.3830, loss: 4.3830, grad_norm: 3.6671 2020-09-15 11:53:21,537 - mmaction - INFO - Epoch [1][280/1320] lr: 2.000e-02, eta: 1 day, 20:51:45, time: 2.165, data_time: 0.005, memory: 10966, top1_acc: 0.0832, top5_acc: 0.2406, loss_cls: 4.4101, loss: 4.4101, grad_norm: 3.6045 2020-09-15 11:54:01,645 - mmaction - INFO - Epoch [1][300/1320] lr: 2.000e-02, eta: 1 day, 20:17:55, time: 2.005, data_time: 0.085, memory: 10966, top1_acc: 0.0863, top5_acc: 0.2523, loss_cls: 4.4043, loss: 4.4043, grad_norm: 3.6319 2020-09-15 11:54:45,083 - mmaction - INFO - Epoch [1][320/1320] lr: 2.000e-02, eta: 1 day, 19:59:52, time: 2.175, data_time: 0.008, memory: 10966, top1_acc: 0.0750, top5_acc: 0.2469, loss_cls: 4.4006, loss: 4.4006, grad_norm: 3.6444 2020-09-15 11:55:24,350 - mmaction - INFO - Epoch [1][340/1320] lr: 2.000e-02, eta: 1 day, 19:29:23, time: 1.950, data_time: 0.053, memory: 10966, top1_acc: 0.0863, top5_acc: 0.2477, loss_cls: 4.3964, loss: 4.3964, grad_norm: 3.6670 2020-09-15 11:56:09,257 - mmaction - INFO - Epoch [1][360/1320] lr: 2.000e-02, eta: 1 day, 19:20:50, time: 2.257, data_time: 0.019, memory: 10966, top1_acc: 0.0961, top5_acc: 0.2574, loss_cls: 4.3638, loss: 4.3638, grad_norm: 3.6444 2020-09-15 11:56:52,718 - mmaction - INFO - Epoch [1][380/1320] lr: 2.000e-02, eta: 1 day, 19:08:06, time: 2.170, data_time: 0.005, memory: 10966, top1_acc: 0.1020, top5_acc: 0.2789, loss_cls: 4.2478, loss: 4.2478, grad_norm: 3.7640 2020-09-15 11:57:35,432 - mmaction - INFO - Epoch [1][400/1320] lr: 2.000e-02, eta: 1 day, 18:54:50, time: 2.138, data_time: 0.008, memory: 10966, top1_acc: 0.0992, top5_acc: 0.2758, loss_cls: 4.3174, loss: 4.3174, grad_norm: 3.7467 2020-09-15 11:58:14,125 - mmaction - INFO - Epoch [1][420/1320] lr: 2.000e-02, eta: 1 day, 18:32:12, time: 1.935, data_time: 0.011, memory: 10966, top1_acc: 0.0977, top5_acc: 0.2840, loss_cls: 4.2524, loss: 4.2524, grad_norm: 3.7368 2020-09-15 11:58:58,346 - mmaction - INFO - Epoch [1][440/1320] lr: 2.000e-02, eta: 1 day, 18:25:13, time: 2.210, data_time: 0.005, memory: 10966, top1_acc: 0.1004, top5_acc: 0.2781, loss_cls: 4.2706, loss: 4.2706, grad_norm: 3.6821 2020-09-15 11:59:44,460 - mmaction - INFO - Epoch [1][460/1320] lr: 2.000e-02, eta: 1 day, 18:23:13, time: 2.304, data_time: 0.007, memory: 10966, top1_acc: 0.1148, top5_acc: 0.2988, loss_cls: 4.1926, loss: 4.1926, grad_norm: 3.6739 2020-09-15 12:00:21,809 - mmaction - INFO - Epoch [1][480/1320] lr: 2.000e-02, eta: 1 day, 18:01:31, time: 1.868, data_time: 0.743, memory: 10966, top1_acc: 0.1047, top5_acc: 0.3008, loss_cls: 4.1936, loss: 4.1936, grad_norm: 3.7839 2020-09-15 12:01:06,708 - mmaction - INFO - Epoch [1][500/1320] lr: 2.000e-02, eta: 1 day, 17:57:51, time: 2.243, data_time: 0.385, memory: 10966, top1_acc: 0.0996, top5_acc: 0.2816, loss_cls: 4.2646, loss: 4.2646, grad_norm: 3.7177 2020-09-15 12:01:47,175 - mmaction - INFO - Epoch [1][520/1320] lr: 2.000e-02, eta: 1 day, 17:45:22, time: 2.028, data_time: 0.368, memory: 10966, top1_acc: 0.1203, top5_acc: 0.3145, loss_cls: 4.1493, loss: 4.1493, grad_norm: 3.7263 2020-09-15 12:02:29,812 - mmaction - INFO - Epoch [1][540/1320] lr: 2.000e-02, eta: 1 day, 17:37:58, time: 2.131, data_time: 0.006, memory: 10966, top1_acc: 0.1082, top5_acc: 0.3004, loss_cls: 4.1885, loss: 4.1885, grad_norm: 3.7314 2020-09-15 12:03:10,154 - mmaction - INFO - Epoch [1][560/1320] lr: 2.000e-02, eta: 1 day, 17:26:35, time: 2.017, data_time: 0.007, memory: 10966, top1_acc: 0.1113, top5_acc: 0.3020, loss_cls: 4.1873, loss: 4.1873, grad_norm: 3.7524 2020-09-15 12:03:52,015 - mmaction - INFO - Epoch [1][580/1320] lr: 2.000e-02, eta: 1 day, 17:18:46, time: 2.092, data_time: 0.287, memory: 10966, top1_acc: 0.1152, top5_acc: 0.3109, loss_cls: 4.1609, loss: 4.1609, grad_norm: 3.8194 2020-09-15 12:04:34,712 - mmaction - INFO - Epoch [1][600/1320] lr: 2.000e-02, eta: 1 day, 17:12:56, time: 2.133, data_time: 0.089, memory: 10966, top1_acc: 0.1070, top5_acc: 0.3020, loss_cls: 4.1983, loss: 4.1983, grad_norm: 3.6987 2020-09-15 12:05:18,517 - mmaction - INFO - Epoch [1][620/1320] lr: 2.000e-02, eta: 1 day, 17:09:27, time: 2.191, data_time: 0.146, memory: 10966, top1_acc: 0.1199, top5_acc: 0.3238, loss_cls: 4.1093, loss: 4.1093, grad_norm: 3.6448 2020-09-15 12:06:00,906 - mmaction - INFO - Epoch [1][640/1320] lr: 2.000e-02, eta: 1 day, 17:03:47, time: 2.122, data_time: 0.007, memory: 10966, top1_acc: 0.1109, top5_acc: 0.3152, loss_cls: 4.1867, loss: 4.1867, grad_norm: 3.7830 2020-09-15 12:06:43,717 - mmaction - INFO - Epoch [1][660/1320] lr: 2.000e-02, eta: 1 day, 16:58:59, time: 2.139, data_time: 0.136, memory: 10966, top1_acc: 0.1180, top5_acc: 0.3238, loss_cls: 4.0915, loss: 4.0915, grad_norm: 3.7833 2020-09-15 12:07:24,051 - mmaction - INFO - Epoch [1][680/1320] lr: 2.000e-02, eta: 1 day, 16:50:32, time: 2.018, data_time: 0.007, memory: 10966, top1_acc: 0.1145, top5_acc: 0.3023, loss_cls: 4.1516, loss: 4.1516, grad_norm: 3.7370 2020-09-15 12:08:03,961 - mmaction - INFO - Epoch [1][700/1320] lr: 2.000e-02, eta: 1 day, 16:41:36, time: 1.988, data_time: 0.074, memory: 10966, top1_acc: 0.1168, top5_acc: 0.3219, loss_cls: 4.0961, loss: 4.0961, grad_norm: 3.8504 2020-09-15 12:08:46,297 - mmaction - INFO - Epoch [1][720/1320] lr: 2.000e-02, eta: 1 day, 16:37:10, time: 2.121, data_time: 1.375, memory: 10966, top1_acc: 0.1219, top5_acc: 0.3281, loss_cls: 4.1168, loss: 4.1168, grad_norm: 3.7344 2020-09-15 12:09:30,091 - mmaction - INFO - Epoch [1][740/1320] lr: 2.000e-02, eta: 1 day, 16:35:00, time: 2.192, data_time: 0.085, memory: 10966, top1_acc: 0.1258, top5_acc: 0.3270, loss_cls: 4.0906, loss: 4.0906, grad_norm: 3.8154 2020-09-15 12:10:14,477 - mmaction - INFO - Epoch [1][760/1320] lr: 2.000e-02, eta: 1 day, 16:33:13, time: 2.202, data_time: 0.047, memory: 10966, top1_acc: 0.1285, top5_acc: 0.3379, loss_cls: 4.0652, loss: 4.0652, grad_norm: 3.7343 2020-09-15 12:10:53,910 - mmaction - INFO - Epoch [1][780/1320] lr: 2.000e-02, eta: 1 day, 16:25:33, time: 1.990, data_time: 0.061, memory: 10966, top1_acc: 0.1156, top5_acc: 0.3488, loss_cls: 4.0254, loss: 4.0254, grad_norm: 3.7489 2020-09-15 12:11:34,665 - mmaction - INFO - Epoch [1][800/1320] lr: 2.000e-02, eta: 1 day, 16:19:26, time: 2.033, data_time: 0.402, memory: 10966, top1_acc: 0.1500, top5_acc: 0.3414, loss_cls: 4.0097, loss: 4.0097, grad_norm: 3.7184 2020-09-15 12:12:15,553 - mmaction - INFO - Epoch [1][820/1320] lr: 2.000e-02, eta: 1 day, 16:13:52, time: 2.045, data_time: 0.298, memory: 10966, top1_acc: 0.1410, top5_acc: 0.3473, loss_cls: 3.9967, loss: 3.9967, grad_norm: 3.8810 2020-09-15 12:12:58,102 - mmaction - INFO - Epoch [1][840/1320] lr: 2.000e-02, eta: 1 day, 16:08:25, time: 2.040, data_time: 0.031, memory: 10966, top1_acc: 0.1309, top5_acc: 0.3297, loss_cls: 4.0647, loss: 4.0647, grad_norm: 3.8355 2020-09-15 12:13:41,284 - mmaction - INFO - Epoch [1][860/1320] lr: 2.000e-02, eta: 1 day, 16:08:31, time: 2.250, data_time: 0.332, memory: 10966, top1_acc: 0.1398, top5_acc: 0.3461, loss_cls: 3.9780, loss: 3.9780, grad_norm: 3.7212 2020-09-15 12:14:24,597 - mmaction - INFO - Epoch [1][880/1320] lr: 2.000e-02, eta: 1 day, 16:06:21, time: 2.161, data_time: 0.015, memory: 10966, top1_acc: 0.1379, top5_acc: 0.3531, loss_cls: 4.0148, loss: 4.0148, grad_norm: 3.7615 2020-09-15 12:15:06,066 - mmaction - INFO - Epoch [1][900/1320] lr: 2.000e-02, eta: 1 day, 16:02:09, time: 2.073, data_time: 0.012, memory: 10966, top1_acc: 0.1281, top5_acc: 0.3363, loss_cls: 4.0375, loss: 4.0375, grad_norm: 3.8697 2020-09-15 12:15:46,650 - mmaction - INFO - Epoch [1][920/1320] lr: 2.000e-02, eta: 1 day, 15:57:09, time: 2.033, data_time: 0.185, memory: 10966, top1_acc: 0.1363, top5_acc: 0.3566, loss_cls: 3.9817, loss: 3.9817, grad_norm: 3.8216 2020-09-15 12:16:25,014 - mmaction - INFO - Epoch [1][940/1320] lr: 2.000e-02, eta: 1 day, 15:49:37, time: 1.916, data_time: 0.664, memory: 10966, top1_acc: 0.1359, top5_acc: 0.3496, loss_cls: 3.9977, loss: 3.9977, grad_norm: 3.8435 2020-09-15 12:17:05,438 - mmaction - INFO - Epoch [1][960/1320] lr: 2.000e-02, eta: 1 day, 15:44:33, time: 2.012, data_time: 0.355, memory: 10966, top1_acc: 0.1234, top5_acc: 0.3434, loss_cls: 4.0153, loss: 4.0153, grad_norm: 3.7263 2020-09-15 12:17:50,597 - mmaction - INFO - Epoch [1][980/1320] lr: 2.000e-02, eta: 1 day, 15:45:23, time: 2.271, data_time: 0.453, memory: 10966, top1_acc: 0.1406, top5_acc: 0.3578, loss_cls: 3.9786, loss: 3.9786, grad_norm: 3.7426 2020-09-15 12:18:32,396 - mmaction - INFO - Epoch [1][1000/1320] lr: 2.000e-02, eta: 1 day, 15:42:08, time: 2.085, data_time: 0.034, memory: 10966, top1_acc: 0.1512, top5_acc: 0.3668, loss_cls: 3.9478, loss: 3.9478, grad_norm: 3.9019 2020-09-15 12:19:13,030 - mmaction - INFO - Epoch [1][1020/1320] lr: 2.000e-02, eta: 1 day, 15:37:55, time: 2.035, data_time: 0.009, memory: 10966, top1_acc: 0.1547, top5_acc: 0.3656, loss_cls: 3.9215, loss: 3.9215, grad_norm: 3.7098 2020-09-15 12:19:54,998 - mmaction - INFO - Epoch [1][1040/1320] lr: 2.000e-02, eta: 1 day, 15:35:07, time: 2.096, data_time: 0.071, memory: 10966, top1_acc: 0.1484, top5_acc: 0.3723, loss_cls: 3.9252, loss: 3.9252, grad_norm: 3.9191 2020-09-15 12:20:39,573 - mmaction - INFO - Epoch [1][1060/1320] lr: 2.000e-02, eta: 1 day, 15:35:10, time: 2.232, data_time: 0.013, memory: 10966, top1_acc: 0.1566, top5_acc: 0.3648, loss_cls: 3.9489, loss: 3.9489, grad_norm: 3.7867 2020-09-15 12:21:17,136 - mmaction - INFO - Epoch [1][1080/1320] lr: 2.000e-02, eta: 1 day, 15:27:59, time: 1.873, data_time: 0.005, memory: 10966, top1_acc: 0.1461, top5_acc: 0.3609, loss_cls: 3.9861, loss: 3.9861, grad_norm: 3.8538 2020-09-15 12:21:59,792 - mmaction - INFO - Epoch [1][1100/1320] lr: 2.000e-02, eta: 1 day, 15:26:17, time: 2.139, data_time: 0.010, memory: 10966, top1_acc: 0.1391, top5_acc: 0.3566, loss_cls: 3.9611, loss: 3.9611, grad_norm: 3.7729 2020-09-15 12:22:39,900 - mmaction - INFO - Epoch [1][1120/1320] lr: 2.000e-02, eta: 1 day, 15:21:56, time: 2.000, data_time: 0.003, memory: 10966, top1_acc: 0.1414, top5_acc: 0.3707, loss_cls: 3.9241, loss: 3.9241, grad_norm: 3.7508 2020-09-15 12:23:24,536 - mmaction - INFO - Epoch [1][1140/1320] lr: 2.000e-02, eta: 1 day, 15:22:11, time: 2.236, data_time: 0.009, memory: 10966, top1_acc: 0.1434, top5_acc: 0.3563, loss_cls: 3.9507, loss: 3.9507, grad_norm: 3.7944 2020-09-15 12:24:05,945 - mmaction - INFO - Epoch [1][1160/1320] lr: 2.000e-02, eta: 1 day, 15:19:18, time: 2.069, data_time: 0.004, memory: 10966, top1_acc: 0.1484, top5_acc: 0.3695, loss_cls: 3.9363, loss: 3.9363, grad_norm: 3.8195 2020-09-15 12:24:46,960 - mmaction - INFO - Epoch [1][1180/1320] lr: 2.000e-02, eta: 1 day, 15:15:44, time: 2.028, data_time: 0.013, memory: 10966, top1_acc: 0.1539, top5_acc: 0.3719, loss_cls: 3.9328, loss: 3.9328, grad_norm: 3.8023 2020-09-15 12:25:28,958 - mmaction - INFO - Epoch [1][1200/1320] lr: 2.000e-02, eta: 1 day, 15:14:00, time: 2.125, data_time: 0.148, memory: 10966, top1_acc: 0.1441, top5_acc: 0.3641, loss_cls: 3.9027, loss: 3.9027, grad_norm: 3.8372 2020-09-15 12:26:08,770 - mmaction - INFO - Epoch [1][1220/1320] lr: 2.000e-02, eta: 1 day, 15:09:55, time: 1.990, data_time: 0.080, memory: 10966, top1_acc: 0.1465, top5_acc: 0.3816, loss_cls: 3.8672, loss: 3.8672, grad_norm: 3.7169 2020-09-15 12:26:51,658 - mmaction - INFO - Epoch [1][1240/1320] lr: 2.000e-02, eta: 1 day, 15:08:35, time: 2.142, data_time: 0.008, memory: 10966, top1_acc: 0.1465, top5_acc: 0.3590, loss_cls: 3.9506, loss: 3.9506, grad_norm: 3.8352 2020-09-15 12:27:35,201 - mmaction - INFO - Epoch [1][1260/1320] lr: 2.000e-02, eta: 1 day, 15:07:56, time: 2.180, data_time: 0.300, memory: 10966, top1_acc: 0.1469, top5_acc: 0.3621, loss_cls: 3.9467, loss: 3.9467, grad_norm: 3.8063 2020-09-15 12:28:17,620 - mmaction - INFO - Epoch [1][1280/1320] lr: 2.000e-02, eta: 1 day, 15:06:17, time: 2.122, data_time: 0.022, memory: 10966, top1_acc: 0.1469, top5_acc: 0.3691, loss_cls: 3.8795, loss: 3.8795, grad_norm: 3.7021 2020-09-15 12:28:58,619 - mmaction - INFO - Epoch [1][1300/1320] lr: 2.000e-02, eta: 1 day, 15:03:26, time: 2.047, data_time: 0.141, memory: 10966, top1_acc: 0.1441, top5_acc: 0.3781, loss_cls: 3.9007, loss: 3.9007, grad_norm: 3.8244 2020-09-15 12:29:40,737 - mmaction - INFO - Epoch [1][1320/1320] lr: 2.000e-02, eta: 1 day, 15:01:36, time: 2.105, data_time: 0.007, memory: 10966, top1_acc: 0.1480, top5_acc: 0.3742, loss_cls: 3.8918, loss: 3.8918, grad_norm: 3.8299 2020-09-15 12:29:53,470 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-09-15 12:37:51,411 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-15 12:37:51,771 - mmaction - INFO - top1_acc 0.1457 top5_acc 0.3710 2020-09-15 12:37:51,771 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-15 12:37:51,913 - mmaction - INFO - mean_acc 0.0887 2020-09-15 12:37:51,914 - mmaction - INFO - Now best checkpoint is epoch_1.pth 2020-09-15 12:37:51,965 - mmaction - INFO - Epoch(val) [1][1320] top1_acc: 0.1457, top5_acc: 0.3710, mean_class_accuracy: 0.0887 2020-09-15 12:40:24,290 - mmaction - INFO - Epoch [2][20/1320] lr: 2.000e-02, eta: 1 day, 16:27:59, time: 7.588, data_time: 5.741, memory: 10966, top1_acc: 0.1484, top5_acc: 0.3867, loss_cls: 3.8396, loss: 3.8396, grad_norm: 3.8544 2020-09-15 12:41:08,043 - mmaction - INFO - Epoch [2][40/1320] lr: 2.000e-02, eta: 1 day, 16:26:36, time: 2.213, data_time: 0.184, memory: 10966, top1_acc: 0.1609, top5_acc: 0.3914, loss_cls: 3.8178, loss: 3.8178, grad_norm: 3.8200 2020-09-15 12:41:50,039 - mmaction - INFO - Epoch [2][60/1320] lr: 2.000e-02, eta: 1 day, 16:23:23, time: 2.094, data_time: 0.060, memory: 10966, top1_acc: 0.1668, top5_acc: 0.4145, loss_cls: 3.7687, loss: 3.7687, grad_norm: 3.9377 2020-09-15 12:42:30,938 - mmaction - INFO - Epoch [2][80/1320] lr: 2.000e-02, eta: 1 day, 16:19:29, time: 2.046, data_time: 0.016, memory: 10966, top1_acc: 0.1539, top5_acc: 0.3988, loss_cls: 3.7891, loss: 3.7891, grad_norm: 3.7416 2020-09-15 12:43:11,594 - mmaction - INFO - Epoch [2][100/1320] lr: 2.000e-02, eta: 1 day, 16:15:30, time: 2.034, data_time: 0.013, memory: 10966, top1_acc: 0.1547, top5_acc: 0.3812, loss_cls: 3.8466, loss: 3.8466, grad_norm: 3.7532 2020-09-15 12:43:51,662 - mmaction - INFO - Epoch [2][120/1320] lr: 2.000e-02, eta: 1 day, 16:11:13, time: 2.008, data_time: 0.009, memory: 10966, top1_acc: 0.1520, top5_acc: 0.4078, loss_cls: 3.7853, loss: 3.7853, grad_norm: 3.7624 2020-09-15 12:44:35,541 - mmaction - INFO - Epoch [2][140/1320] lr: 2.000e-02, eta: 1 day, 16:09:44, time: 2.191, data_time: 0.036, memory: 10966, top1_acc: 0.1594, top5_acc: 0.4047, loss_cls: 3.7886, loss: 3.7886, grad_norm: 3.8412 2020-09-15 12:45:18,309 - mmaction - INFO - Epoch [2][160/1320] lr: 2.000e-02, eta: 1 day, 16:07:31, time: 2.139, data_time: 0.201, memory: 10966, top1_acc: 0.1582, top5_acc: 0.3906, loss_cls: 3.8018, loss: 3.8018, grad_norm: 3.8084 2020-09-15 12:46:00,087 - mmaction - INFO - Epoch [2][180/1320] lr: 2.000e-02, eta: 1 day, 16:04:34, time: 2.085, data_time: 0.007, memory: 10966, top1_acc: 0.1645, top5_acc: 0.4008, loss_cls: 3.7824, loss: 3.7824, grad_norm: 3.8762 2020-09-15 12:46:42,426 - mmaction - INFO - Epoch [2][200/1320] lr: 2.000e-02, eta: 1 day, 16:02:06, time: 2.114, data_time: 0.011, memory: 10966, top1_acc: 0.1633, top5_acc: 0.4020, loss_cls: 3.7968, loss: 3.7968, grad_norm: 3.8532 2020-09-15 12:47:23,771 - mmaction - INFO - Epoch [2][220/1320] lr: 2.000e-02, eta: 1 day, 15:59:08, time: 2.076, data_time: 0.012, memory: 10966, top1_acc: 0.1684, top5_acc: 0.3930, loss_cls: 3.8113, loss: 3.8113, grad_norm: 3.8290 2020-09-15 12:48:04,227 - mmaction - INFO - Epoch [2][240/1320] lr: 2.000e-02, eta: 1 day, 15:55:28, time: 2.020, data_time: 0.021, memory: 10966, top1_acc: 0.1668, top5_acc: 0.4055, loss_cls: 3.7349, loss: 3.7349, grad_norm: 3.8617 2020-09-15 12:48:48,213 - mmaction - INFO - Epoch [2][260/1320] lr: 2.000e-02, eta: 1 day, 15:54:18, time: 2.200, data_time: 0.814, memory: 10966, top1_acc: 0.1602, top5_acc: 0.4012, loss_cls: 3.7715, loss: 3.7715, grad_norm: 3.7769 2020-09-15 12:49:31,006 - mmaction - INFO - Epoch [2][280/1320] lr: 2.000e-02, eta: 1 day, 15:52:19, time: 2.137, data_time: 0.787, memory: 10966, top1_acc: 0.1801, top5_acc: 0.4133, loss_cls: 3.7167, loss: 3.7167, grad_norm: 3.8181 2020-09-15 12:50:12,877 - mmaction - INFO - Epoch [2][300/1320] lr: 2.000e-02, eta: 1 day, 15:49:10, time: 2.047, data_time: 0.007, memory: 10966, top1_acc: 0.1645, top5_acc: 0.4062, loss_cls: 3.7858, loss: 3.7858, grad_norm: 3.9623 2020-09-15 12:50:51,448 - mmaction - INFO - Epoch [2][320/1320] lr: 2.000e-02, eta: 1 day, 15:45:11, time: 1.979, data_time: 0.058, memory: 10966, top1_acc: 0.1664, top5_acc: 0.3969, loss_cls: 3.8047, loss: 3.8047, grad_norm: 3.9043 2020-09-15 12:51:33,829 - mmaction - INFO - Epoch [2][340/1320] lr: 2.000e-02, eta: 1 day, 15:43:05, time: 2.118, data_time: 0.078, memory: 10966, top1_acc: 0.1672, top5_acc: 0.4070, loss_cls: 3.7514, loss: 3.7514, grad_norm: 3.8650 2020-09-15 12:52:14,762 - mmaction - INFO - Epoch [2][360/1320] lr: 2.000e-02, eta: 1 day, 15:40:05, time: 2.046, data_time: 0.003, memory: 10966, top1_acc: 0.1641, top5_acc: 0.3949, loss_cls: 3.7785, loss: 3.7785, grad_norm: 3.8457 2020-09-15 12:53:00,022 - mmaction - INFO - Epoch [2][380/1320] lr: 2.000e-02, eta: 1 day, 15:39:52, time: 2.261, data_time: 0.054, memory: 10966, top1_acc: 0.1594, top5_acc: 0.4031, loss_cls: 3.7559, loss: 3.7559, grad_norm: 3.8447 2020-09-15 12:53:36,351 - mmaction - INFO - Epoch [2][400/1320] lr: 2.000e-02, eta: 1 day, 15:34:08, time: 1.820, data_time: 0.087, memory: 10966, top1_acc: 0.1641, top5_acc: 0.4156, loss_cls: 3.7270, loss: 3.7270, grad_norm: 3.8385 2020-09-15 12:54:18,248 - mmaction - INFO - Epoch [2][420/1320] lr: 2.000e-02, eta: 1 day, 15:31:53, time: 2.094, data_time: 1.448, memory: 10966, top1_acc: 0.1762, top5_acc: 0.4121, loss_cls: 3.7413, loss: 3.7413, grad_norm: 3.8497 2020-09-15 12:55:02,276 - mmaction - INFO - Epoch [2][440/1320] lr: 2.000e-02, eta: 1 day, 15:31:00, time: 2.203, data_time: 0.269, memory: 10966, top1_acc: 0.1762, top5_acc: 0.4145, loss_cls: 3.7202, loss: 3.7202, grad_norm: 3.8238 2020-09-15 12:55:39,974 - mmaction - INFO - Epoch [2][460/1320] lr: 2.000e-02, eta: 1 day, 15:26:18, time: 1.885, data_time: 0.293, memory: 10966, top1_acc: 0.1727, top5_acc: 0.4039, loss_cls: 3.7522, loss: 3.7522, grad_norm: 3.8455 2020-09-15 12:56:19,622 - mmaction - INFO - Epoch [2][480/1320] lr: 2.000e-02, eta: 1 day, 15:22:51, time: 1.982, data_time: 0.123, memory: 10966, top1_acc: 0.1590, top5_acc: 0.4078, loss_cls: 3.7394, loss: 3.7394, grad_norm: 3.7609 2020-09-15 12:57:01,372 - mmaction - INFO - Epoch [2][500/1320] lr: 2.000e-02, eta: 1 day, 15:20:40, time: 2.086, data_time: 0.004, memory: 10966, top1_acc: 0.1688, top5_acc: 0.4242, loss_cls: 3.7039, loss: 3.7039, grad_norm: 3.7697 2020-09-15 12:57:43,200 - mmaction - INFO - Epoch [2][520/1320] lr: 2.000e-02, eta: 1 day, 15:18:37, time: 2.094, data_time: 0.004, memory: 10966, top1_acc: 0.1668, top5_acc: 0.4125, loss_cls: 3.7422, loss: 3.7422, grad_norm: 3.7913 2020-09-15 12:58:25,196 - mmaction - INFO - Epoch [2][540/1320] lr: 2.000e-02, eta: 1 day, 15:16:39, time: 2.099, data_time: 0.003, memory: 10966, top1_acc: 0.1816, top5_acc: 0.4238, loss_cls: 3.6588, loss: 3.6588, grad_norm: 3.8155 2020-09-15 12:59:04,549 - mmaction - INFO - Epoch [2][560/1320] lr: 2.000e-02, eta: 1 day, 15:13:12, time: 1.965, data_time: 0.049, memory: 10966, top1_acc: 0.1738, top5_acc: 0.4355, loss_cls: 3.6775, loss: 3.6775, grad_norm: 3.7929 2020-09-15 12:59:46,727 - mmaction - INFO - Epoch [2][580/1320] lr: 2.000e-02, eta: 1 day, 15:11:27, time: 2.112, data_time: 0.019, memory: 10966, top1_acc: 0.1910, top5_acc: 0.4141, loss_cls: 3.6772, loss: 3.6772, grad_norm: 3.9210 2020-09-15 13:00:29,943 - mmaction - INFO - Epoch [2][600/1320] lr: 2.000e-02, eta: 1 day, 15:10:14, time: 2.158, data_time: 0.030, memory: 10966, top1_acc: 0.1840, top5_acc: 0.4363, loss_cls: 3.6470, loss: 3.6470, grad_norm: 3.9578 2020-09-15 13:01:09,045 - mmaction - INFO - Epoch [2][620/1320] lr: 2.000e-02, eta: 1 day, 15:06:49, time: 1.957, data_time: 0.016, memory: 10966, top1_acc: 0.1754, top5_acc: 0.4137, loss_cls: 3.7629, loss: 3.7629, grad_norm: 3.7949 2020-09-15 13:01:52,679 - mmaction - INFO - Epoch [2][640/1320] lr: 2.000e-02, eta: 1 day, 15:05:55, time: 2.182, data_time: 0.080, memory: 10966, top1_acc: 0.1555, top5_acc: 0.4078, loss_cls: 3.7517, loss: 3.7517, grad_norm: 3.8331 2020-09-15 13:02:34,981 - mmaction - INFO - Epoch [2][660/1320] lr: 2.000e-02, eta: 1 day, 15:04:18, time: 2.115, data_time: 0.003, memory: 10966, top1_acc: 0.1742, top5_acc: 0.4008, loss_cls: 3.7098, loss: 3.7098, grad_norm: 3.8837 2020-09-15 13:03:15,503 - mmaction - INFO - Epoch [2][680/1320] lr: 2.000e-02, eta: 1 day, 15:01:42, time: 2.023, data_time: 0.002, memory: 10966, top1_acc: 0.1777, top5_acc: 0.4262, loss_cls: 3.6785, loss: 3.6785, grad_norm: 3.7182 2020-09-15 13:03:55,251 - mmaction - INFO - Epoch [2][700/1320] lr: 2.000e-02, eta: 1 day, 14:58:49, time: 1.991, data_time: 0.006, memory: 10966, top1_acc: 0.1652, top5_acc: 0.4211, loss_cls: 3.6857, loss: 3.6857, grad_norm: 3.8702 2020-09-15 13:04:36,142 - mmaction - INFO - Epoch [2][720/1320] lr: 2.000e-02, eta: 1 day, 14:56:28, time: 2.039, data_time: 0.063, memory: 10966, top1_acc: 0.1672, top5_acc: 0.4082, loss_cls: 3.7184, loss: 3.7184, grad_norm: 3.8768 2020-09-15 13:05:17,009 - mmaction - INFO - Epoch [2][740/1320] lr: 2.000e-02, eta: 1 day, 14:54:15, time: 2.047, data_time: 0.025, memory: 10966, top1_acc: 0.1879, top5_acc: 0.4184, loss_cls: 3.7177, loss: 3.7177, grad_norm: 3.8498 2020-09-15 13:05:58,166 - mmaction - INFO - Epoch [2][760/1320] lr: 2.000e-02, eta: 1 day, 14:52:10, time: 2.058, data_time: 0.044, memory: 10966, top1_acc: 0.1840, top5_acc: 0.4332, loss_cls: 3.6639, loss: 3.6639, grad_norm: 3.7551 2020-09-15 13:06:39,365 - mmaction - INFO - Epoch [2][780/1320] lr: 2.000e-02, eta: 1 day, 14:50:08, time: 2.060, data_time: 0.003, memory: 10966, top1_acc: 0.1883, top5_acc: 0.4367, loss_cls: 3.6064, loss: 3.6064, grad_norm: 3.6735 2020-09-15 13:07:21,184 - mmaction - INFO - Epoch [2][800/1320] lr: 2.000e-02, eta: 1 day, 14:48:24, time: 2.088, data_time: 0.002, memory: 10966, top1_acc: 0.1770, top5_acc: 0.4289, loss_cls: 3.6840, loss: 3.6840, grad_norm: 3.8018 2020-09-15 13:08:06,521 - mmaction - INFO - Epoch [2][820/1320] lr: 2.000e-02, eta: 1 day, 14:48:29, time: 2.269, data_time: 0.011, memory: 10966, top1_acc: 0.1734, top5_acc: 0.4219, loss_cls: 3.6827, loss: 3.6827, grad_norm: 3.8184 2020-09-15 13:08:44,934 - mmaction - INFO - Epoch [2][840/1320] lr: 2.000e-02, eta: 1 day, 14:45:07, time: 1.920, data_time: 0.203, memory: 10966, top1_acc: 0.1703, top5_acc: 0.4117, loss_cls: 3.7244, loss: 3.7244, grad_norm: 3.8082 2020-09-15 13:09:30,039 - mmaction - INFO - Epoch [2][860/1320] lr: 2.000e-02, eta: 1 day, 14:45:02, time: 2.250, data_time: 0.140, memory: 10966, top1_acc: 0.1695, top5_acc: 0.4277, loss_cls: 3.6773, loss: 3.6773, grad_norm: 3.8828 2020-09-15 13:10:11,180 - mmaction - INFO - Epoch [2][880/1320] lr: 2.000e-02, eta: 1 day, 14:43:04, time: 2.058, data_time: 0.081, memory: 10966, top1_acc: 0.1789, top5_acc: 0.4293, loss_cls: 3.6789, loss: 3.6789, grad_norm: 3.8492 2020-09-15 13:10:57,538 - mmaction - INFO - Epoch [2][900/1320] lr: 2.000e-02, eta: 1 day, 14:43:37, time: 2.318, data_time: 0.024, memory: 10966, top1_acc: 0.1793, top5_acc: 0.4109, loss_cls: 3.6796, loss: 3.6796, grad_norm: 3.8308 2020-09-15 13:11:40,831 - mmaction - INFO - Epoch [2][920/1320] lr: 2.000e-02, eta: 1 day, 14:42:41, time: 2.164, data_time: 0.008, memory: 10966, top1_acc: 0.1773, top5_acc: 0.4297, loss_cls: 3.6836, loss: 3.6836, grad_norm: 3.8436 2020-09-15 13:12:21,252 - mmaction - INFO - Epoch [2][940/1320] lr: 2.000e-02, eta: 1 day, 14:40:26, time: 2.025, data_time: 0.008, memory: 10966, top1_acc: 0.1828, top5_acc: 0.4289, loss_cls: 3.6371, loss: 3.6371, grad_norm: 3.7905 2020-09-15 13:13:03,020 - mmaction - INFO - Epoch [2][960/1320] lr: 2.000e-02, eta: 1 day, 14:38:49, time: 2.088, data_time: 0.004, memory: 10966, top1_acc: 0.1957, top5_acc: 0.4602, loss_cls: 3.5942, loss: 3.5942, grad_norm: 3.7716 2020-09-15 13:13:42,994 - mmaction - INFO - Epoch [2][980/1320] lr: 2.000e-02, eta: 1 day, 14:36:22, time: 1.997, data_time: 0.005, memory: 10966, top1_acc: 0.1801, top5_acc: 0.4328, loss_cls: 3.6620, loss: 3.6620, grad_norm: 3.7521 2020-09-15 13:14:25,805 - mmaction - INFO - Epoch [2][1000/1320] lr: 2.000e-02, eta: 1 day, 14:35:15, time: 2.138, data_time: 0.007, memory: 10966, top1_acc: 0.1691, top5_acc: 0.4293, loss_cls: 3.7012, loss: 3.7012, grad_norm: 3.8568 2020-09-15 13:15:04,462 - mmaction - INFO - Epoch [2][1020/1320] lr: 2.000e-02, eta: 1 day, 14:32:18, time: 1.937, data_time: 0.358, memory: 10966, top1_acc: 0.1668, top5_acc: 0.4211, loss_cls: 3.6812, loss: 3.6812, grad_norm: 3.8684 2020-09-15 13:15:47,420 - mmaction - INFO - Epoch [2][1040/1320] lr: 2.000e-02, eta: 1 day, 14:31:16, time: 2.144, data_time: 0.337, memory: 10966, top1_acc: 0.1766, top5_acc: 0.4188, loss_cls: 3.7301, loss: 3.7301, grad_norm: 3.7596 2020-09-15 13:16:27,387 - mmaction - INFO - Epoch [2][1060/1320] lr: 2.000e-02, eta: 1 day, 14:28:57, time: 2.001, data_time: 0.007, memory: 10966, top1_acc: 0.1723, top5_acc: 0.4375, loss_cls: 3.6646, loss: 3.6646, grad_norm: 3.7638 2020-09-15 13:17:08,384 - mmaction - INFO - Epoch [2][1080/1320] lr: 2.000e-02, eta: 1 day, 14:27:06, time: 2.051, data_time: 0.184, memory: 10966, top1_acc: 0.1832, top5_acc: 0.4437, loss_cls: 3.6093, loss: 3.6093, grad_norm: 3.6821 2020-09-15 13:17:49,285 - mmaction - INFO - Epoch [2][1100/1320] lr: 2.000e-02, eta: 1 day, 14:25:13, time: 2.044, data_time: 0.002, memory: 10966, top1_acc: 0.1809, top5_acc: 0.4375, loss_cls: 3.6315, loss: 3.6315, grad_norm: 3.8923 2020-09-15 13:18:32,918 - mmaction - INFO - Epoch [2][1120/1320] lr: 2.000e-02, eta: 1 day, 14:24:34, time: 2.183, data_time: 0.037, memory: 10966, top1_acc: 0.1898, top5_acc: 0.4340, loss_cls: 3.6086, loss: 3.6086, grad_norm: 3.7989 2020-09-15 13:19:13,717 - mmaction - INFO - Epoch [2][1140/1320] lr: 2.000e-02, eta: 1 day, 14:22:40, time: 2.039, data_time: 0.003, memory: 10966, top1_acc: 0.1875, top5_acc: 0.4313, loss_cls: 3.6140, loss: 3.6140, grad_norm: 3.7390 2020-09-15 13:19:54,927 - mmaction - INFO - Epoch [2][1160/1320] lr: 2.000e-02, eta: 1 day, 14:20:58, time: 2.061, data_time: 0.003, memory: 10966, top1_acc: 0.2031, top5_acc: 0.4512, loss_cls: 3.5568, loss: 3.5568, grad_norm: 3.9079 2020-09-15 13:20:37,178 - mmaction - INFO - Epoch [2][1180/1320] lr: 2.000e-02, eta: 1 day, 14:19:41, time: 2.108, data_time: 0.003, memory: 10966, top1_acc: 0.1902, top5_acc: 0.4508, loss_cls: 3.5921, loss: 3.5921, grad_norm: 3.8056 2020-09-15 13:21:17,845 - mmaction - INFO - Epoch [2][1200/1320] lr: 2.000e-02, eta: 1 day, 14:17:48, time: 2.035, data_time: 0.007, memory: 10966, top1_acc: 0.1969, top5_acc: 0.4480, loss_cls: 3.5830, loss: 3.5830, grad_norm: 3.8576 2020-09-15 13:21:59,385 - mmaction - INFO - Epoch [2][1220/1320] lr: 2.000e-02, eta: 1 day, 14:16:18, time: 2.079, data_time: 0.085, memory: 10966, top1_acc: 0.1887, top5_acc: 0.4340, loss_cls: 3.6242, loss: 3.6242, grad_norm: 3.8014 2020-09-15 13:22:39,428 - mmaction - INFO - Epoch [2][1240/1320] lr: 2.000e-02, eta: 1 day, 14:14:12, time: 2.003, data_time: 0.004, memory: 10966, top1_acc: 0.1953, top5_acc: 0.4359, loss_cls: 3.6118, loss: 3.6118, grad_norm: 3.7251 2020-09-15 13:23:21,335 - mmaction - INFO - Epoch [2][1260/1320] lr: 2.000e-02, eta: 1 day, 14:12:52, time: 2.096, data_time: 0.040, memory: 10966, top1_acc: 0.1906, top5_acc: 0.4555, loss_cls: 3.5607, loss: 3.5607, grad_norm: 3.7771 2020-09-15 13:24:02,919 - mmaction - INFO - Epoch [2][1280/1320] lr: 2.000e-02, eta: 1 day, 14:11:24, time: 2.079, data_time: 0.002, memory: 10966, top1_acc: 0.1941, top5_acc: 0.4504, loss_cls: 3.5796, loss: 3.5796, grad_norm: 3.8614 2020-09-15 13:24:46,029 - mmaction - INFO - Epoch [2][1300/1320] lr: 2.000e-02, eta: 1 day, 14:10:32, time: 2.150, data_time: 0.185, memory: 10966, top1_acc: 0.1902, top5_acc: 0.4461, loss_cls: 3.5760, loss: 3.5760, grad_norm: 3.8101 2020-09-15 13:25:22,257 - mmaction - INFO - Epoch [2][1320/1320] lr: 2.000e-02, eta: 1 day, 14:06:58, time: 1.813, data_time: 0.106, memory: 10966, top1_acc: 0.1889, top5_acc: 0.4385, loss_cls: 3.6208, loss: 3.6208, grad_norm: 3.7801 2020-09-15 13:25:36,379 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-09-15 13:33:32,184 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-15 13:33:32,520 - mmaction - INFO - top1_acc 0.1648 top5_acc 0.4194 2020-09-15 13:33:32,520 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-15 13:33:32,571 - mmaction - INFO - mean_acc 0.1207 2020-09-15 13:33:32,571 - mmaction - INFO - Now best checkpoint is epoch_2.pth 2020-09-15 13:33:32,579 - mmaction - INFO - Epoch(val) [2][1320] top1_acc: 0.1648, top5_acc: 0.4194, mean_class_accuracy: 0.1207 2020-09-15 13:36:01,751 - mmaction - INFO - Epoch [3][20/1320] lr: 2.000e-02, eta: 1 day, 14:48:14, time: 7.454, data_time: 5.501, memory: 10966, top1_acc: 0.2105, top5_acc: 0.4629, loss_cls: 3.5323, loss: 3.5323, grad_norm: 3.8455 2020-09-15 13:36:44,844 - mmaction - INFO - Epoch [3][40/1320] lr: 2.000e-02, eta: 1 day, 14:47:05, time: 2.155, data_time: 0.009, memory: 10966, top1_acc: 0.2023, top5_acc: 0.4668, loss_cls: 3.5097, loss: 3.5097, grad_norm: 3.8796 2020-09-15 13:37:28,426 - mmaction - INFO - Epoch [3][60/1320] lr: 2.000e-02, eta: 1 day, 14:46:09, time: 2.180, data_time: 0.012, memory: 10966, top1_acc: 0.1961, top5_acc: 0.4531, loss_cls: 3.5535, loss: 3.5535, grad_norm: 3.8315 2020-09-15 13:38:11,378 - mmaction - INFO - Epoch [3][80/1320] lr: 2.000e-02, eta: 1 day, 14:44:42, time: 2.113, data_time: 0.007, memory: 10966, top1_acc: 0.2055, top5_acc: 0.4867, loss_cls: 3.4661, loss: 3.4661, grad_norm: 3.8911 2020-09-15 13:38:52,273 - mmaction - INFO - Epoch [3][100/1320] lr: 2.000e-02, eta: 1 day, 14:43:01, time: 2.080, data_time: 0.153, memory: 10966, top1_acc: 0.1887, top5_acc: 0.4492, loss_cls: 3.5826, loss: 3.5826, grad_norm: 3.8231 2020-09-15 13:39:34,044 - mmaction - INFO - Epoch [3][120/1320] lr: 2.000e-02, eta: 1 day, 14:41:25, time: 2.091, data_time: 0.169, memory: 10966, top1_acc: 0.2004, top5_acc: 0.4551, loss_cls: 3.5450, loss: 3.5450, grad_norm: 3.7433 2020-09-15 13:40:13,399 - mmaction - INFO - Epoch [3][140/1320] lr: 2.000e-02, eta: 1 day, 14:38:54, time: 1.967, data_time: 0.280, memory: 10966, top1_acc: 0.2047, top5_acc: 0.4551, loss_cls: 3.5361, loss: 3.5361, grad_norm: 3.8328 2020-09-15 13:40:59,760 - mmaction - INFO - Epoch [3][160/1320] lr: 2.000e-02, eta: 1 day, 14:39:01, time: 2.314, data_time: 0.332, memory: 10966, top1_acc: 0.2008, top5_acc: 0.4703, loss_cls: 3.4770, loss: 3.4770, grad_norm: 3.8236 2020-09-15 13:41:40,952 - mmaction - INFO - Epoch [3][180/1320] lr: 2.000e-02, eta: 1 day, 14:37:16, time: 2.064, data_time: 0.009, memory: 10966, top1_acc: 0.1953, top5_acc: 0.4449, loss_cls: 3.5524, loss: 3.5524, grad_norm: 3.8984 2020-09-15 13:42:20,592 - mmaction - INFO - Epoch [3][200/1320] lr: 2.000e-02, eta: 1 day, 14:34:54, time: 1.982, data_time: 0.609, memory: 10966, top1_acc: 0.2074, top5_acc: 0.4598, loss_cls: 3.5136, loss: 3.5136, grad_norm: 3.8726 2020-09-15 13:43:01,779 - mmaction - INFO - Epoch [3][220/1320] lr: 2.000e-02, eta: 1 day, 14:33:08, time: 2.057, data_time: 0.400, memory: 10966, top1_acc: 0.2000, top5_acc: 0.4668, loss_cls: 3.5174, loss: 3.5174, grad_norm: 4.0220 2020-09-15 13:43:42,807 - mmaction - INFO - Epoch [3][240/1320] lr: 2.000e-02, eta: 1 day, 14:31:20, time: 2.053, data_time: 0.216, memory: 10966, top1_acc: 0.1969, top5_acc: 0.4543, loss_cls: 3.5501, loss: 3.5501, grad_norm: 4.0290 2020-09-15 13:44:26,838 - mmaction - INFO - Epoch [3][260/1320] lr: 2.000e-02, eta: 1 day, 14:30:38, time: 2.200, data_time: 0.342, memory: 10966, top1_acc: 0.2047, top5_acc: 0.4617, loss_cls: 3.5503, loss: 3.5503, grad_norm: 3.8858 2020-09-15 13:45:06,019 - mmaction - INFO - Epoch [3][280/1320] lr: 2.000e-02, eta: 1 day, 14:28:12, time: 1.961, data_time: 0.005, memory: 10966, top1_acc: 0.2086, top5_acc: 0.4828, loss_cls: 3.4541, loss: 3.4541, grad_norm: 3.9077 2020-09-15 13:45:48,843 - mmaction - INFO - Epoch [3][300/1320] lr: 2.000e-02, eta: 1 day, 14:27:03, time: 2.138, data_time: 0.004, memory: 10966, top1_acc: 0.2027, top5_acc: 0.4605, loss_cls: 3.5275, loss: 3.5275, grad_norm: 3.8954 2020-09-15 13:46:32,292 - mmaction - INFO - Epoch [3][320/1320] lr: 2.000e-02, eta: 1 day, 14:26:06, time: 2.163, data_time: 0.122, memory: 10966, top1_acc: 0.2008, top5_acc: 0.4758, loss_cls: 3.5008, loss: 3.5008, grad_norm: 3.8730 2020-09-15 13:47:14,258 - mmaction - INFO - Epoch [3][340/1320] lr: 2.000e-02, eta: 1 day, 14:24:45, time: 2.107, data_time: 0.053, memory: 10966, top1_acc: 0.1840, top5_acc: 0.4480, loss_cls: 3.6042, loss: 3.6042, grad_norm: 3.8459 2020-09-15 13:47:56,503 - mmaction - INFO - Epoch [3][360/1320] lr: 2.000e-02, eta: 1 day, 14:23:27, time: 2.114, data_time: 0.005, memory: 10966, top1_acc: 0.2102, top5_acc: 0.4859, loss_cls: 3.4308, loss: 3.4308, grad_norm: 3.9035 2020-09-15 13:48:34,968 - mmaction - INFO - Epoch [3][380/1320] lr: 2.000e-02, eta: 1 day, 14:20:50, time: 1.921, data_time: 0.042, memory: 10966, top1_acc: 0.1891, top5_acc: 0.4492, loss_cls: 3.5708, loss: 3.5708, grad_norm: 3.9372 2020-09-15 13:49:19,575 - mmaction - INFO - Epoch [3][400/1320] lr: 2.000e-02, eta: 1 day, 14:20:23, time: 2.232, data_time: 0.014, memory: 10966, top1_acc: 0.1988, top5_acc: 0.4539, loss_cls: 3.5252, loss: 3.5252, grad_norm: 3.8981 2020-09-15 13:50:01,275 - mmaction - INFO - Epoch [3][420/1320] lr: 2.000e-02, eta: 1 day, 14:18:55, time: 2.085, data_time: 0.282, memory: 10966, top1_acc: 0.2066, top5_acc: 0.4734, loss_cls: 3.5111, loss: 3.5111, grad_norm: 3.7923 2020-09-15 13:50:45,099 - mmaction - INFO - Epoch [3][440/1320] lr: 2.000e-02, eta: 1 day, 14:18:06, time: 2.179, data_time: 0.144, memory: 10966, top1_acc: 0.2090, top5_acc: 0.4723, loss_cls: 3.5131, loss: 3.5131, grad_norm: 3.8928 2020-09-15 13:51:25,108 - mmaction - INFO - Epoch [3][460/1320] lr: 2.000e-02, eta: 1 day, 14:16:10, time: 2.013, data_time: 0.353, memory: 10966, top1_acc: 0.2098, top5_acc: 0.4633, loss_cls: 3.4963, loss: 3.4963, grad_norm: 3.7288 2020-09-15 13:52:04,876 - mmaction - INFO - Epoch [3][480/1320] lr: 2.000e-02, eta: 1 day, 14:14:04, time: 1.986, data_time: 0.009, memory: 10966, top1_acc: 0.2203, top5_acc: 0.4645, loss_cls: 3.4786, loss: 3.4786, grad_norm: 3.6898 2020-09-15 13:52:49,532 - mmaction - INFO - Epoch [3][500/1320] lr: 2.000e-02, eta: 1 day, 14:13:37, time: 2.232, data_time: 0.019, memory: 10966, top1_acc: 0.2102, top5_acc: 0.4684, loss_cls: 3.4831, loss: 3.4831, grad_norm: 3.6490 2020-09-15 13:53:35,218 - mmaction - INFO - Epoch [3][520/1320] lr: 2.000e-02, eta: 1 day, 14:13:31, time: 2.285, data_time: 0.096, memory: 10966, top1_acc: 0.2207, top5_acc: 0.4719, loss_cls: 3.4669, loss: 3.4669, grad_norm: 3.9112 2020-09-15 13:54:14,527 - mmaction - INFO - Epoch [3][540/1320] lr: 2.000e-02, eta: 1 day, 14:11:19, time: 1.967, data_time: 0.007, memory: 10966, top1_acc: 0.2078, top5_acc: 0.4621, loss_cls: 3.5223, loss: 3.5223, grad_norm: 3.9340 2020-09-15 13:54:56,249 - mmaction - INFO - Epoch [3][560/1320] lr: 2.000e-02, eta: 1 day, 14:09:56, time: 2.087, data_time: 0.003, memory: 10966, top1_acc: 0.2137, top5_acc: 0.4680, loss_cls: 3.4923, loss: 3.4923, grad_norm: 3.8754 2020-09-15 13:55:38,171 - mmaction - INFO - Epoch [3][580/1320] lr: 2.000e-02, eta: 1 day, 14:08:35, time: 2.092, data_time: 0.079, memory: 10966, top1_acc: 0.2098, top5_acc: 0.4586, loss_cls: 3.4733, loss: 3.4733, grad_norm: 3.7976 2020-09-15 13:56:17,164 - mmaction - INFO - Epoch [3][600/1320] lr: 2.000e-02, eta: 1 day, 14:06:20, time: 1.952, data_time: 0.008, memory: 10966, top1_acc: 0.2055, top5_acc: 0.4629, loss_cls: 3.4890, loss: 3.4890, grad_norm: 3.8332 2020-09-15 13:57:01,865 - mmaction - INFO - Epoch [3][620/1320] lr: 2.000e-02, eta: 1 day, 14:05:55, time: 2.235, data_time: 0.098, memory: 10966, top1_acc: 0.2074, top5_acc: 0.4711, loss_cls: 3.4705, loss: 3.4705, grad_norm: 3.8661 2020-09-15 13:57:42,241 - mmaction - INFO - Epoch [3][640/1320] lr: 2.000e-02, eta: 1 day, 14:04:07, time: 2.018, data_time: 0.018, memory: 10966, top1_acc: 0.2020, top5_acc: 0.4723, loss_cls: 3.4829, loss: 3.4829, grad_norm: 3.7880 2020-09-15 13:58:26,815 - mmaction - INFO - Epoch [3][660/1320] lr: 2.000e-02, eta: 1 day, 14:03:40, time: 2.229, data_time: 0.005, memory: 10966, top1_acc: 0.2137, top5_acc: 0.4734, loss_cls: 3.4577, loss: 3.4577, grad_norm: 3.7545 2020-09-15 13:59:05,587 - mmaction - INFO - Epoch [3][680/1320] lr: 2.000e-02, eta: 1 day, 14:01:23, time: 1.939, data_time: 0.006, memory: 10966, top1_acc: 0.2078, top5_acc: 0.4684, loss_cls: 3.5074, loss: 3.5074, grad_norm: 3.8779 2020-09-15 13:59:48,115 - mmaction - INFO - Epoch [3][700/1320] lr: 2.000e-02, eta: 1 day, 14:00:18, time: 2.128, data_time: 0.006, memory: 10966, top1_acc: 0.2266, top5_acc: 0.4699, loss_cls: 3.4475, loss: 3.4475, grad_norm: 3.7659 2020-09-15 14:00:28,575 - mmaction - INFO - Epoch [3][720/1320] lr: 2.000e-02, eta: 1 day, 13:58:34, time: 2.021, data_time: 0.008, memory: 10966, top1_acc: 0.2066, top5_acc: 0.4664, loss_cls: 3.5082, loss: 3.5082, grad_norm: 3.7245 2020-09-15 14:01:09,928 - mmaction - INFO - Epoch [3][740/1320] lr: 2.000e-02, eta: 1 day, 13:57:06, time: 2.063, data_time: 0.131, memory: 10966, top1_acc: 0.2027, top5_acc: 0.4656, loss_cls: 3.5074, loss: 3.5074, grad_norm: 3.9583 2020-09-15 14:01:50,532 - mmaction - INFO - Epoch [3][760/1320] lr: 2.000e-02, eta: 1 day, 13:55:28, time: 2.034, data_time: 0.011, memory: 10966, top1_acc: 0.2051, top5_acc: 0.4672, loss_cls: 3.4766, loss: 3.4766, grad_norm: 3.7587 2020-09-15 14:02:31,085 - mmaction - INFO - Epoch [3][780/1320] lr: 2.000e-02, eta: 1 day, 13:53:50, time: 2.031, data_time: 0.023, memory: 10966, top1_acc: 0.2062, top5_acc: 0.4629, loss_cls: 3.5019, loss: 3.5019, grad_norm: 3.8198 2020-09-15 14:03:13,920 - mmaction - INFO - Epoch [3][800/1320] lr: 2.000e-02, eta: 1 day, 13:52:52, time: 2.140, data_time: 0.685, memory: 10966, top1_acc: 0.2086, top5_acc: 0.4602, loss_cls: 3.4885, loss: 3.4885, grad_norm: 3.7531 2020-09-15 14:03:54,828 - mmaction - INFO - Epoch [3][820/1320] lr: 2.000e-02, eta: 1 day, 13:51:20, time: 2.046, data_time: 0.003, memory: 10966, top1_acc: 0.2023, top5_acc: 0.4586, loss_cls: 3.5284, loss: 3.5284, grad_norm: 3.7736 2020-09-15 14:04:38,754 - mmaction - INFO - Epoch [3][840/1320] lr: 2.000e-02, eta: 1 day, 13:50:41, time: 2.192, data_time: 0.003, memory: 10966, top1_acc: 0.2184, top5_acc: 0.4805, loss_cls: 3.4393, loss: 3.4393, grad_norm: 3.8499 2020-09-15 14:05:18,127 - mmaction - INFO - Epoch [3][860/1320] lr: 2.000e-02, eta: 1 day, 13:48:43, time: 1.971, data_time: 0.034, memory: 10966, top1_acc: 0.2074, top5_acc: 0.4637, loss_cls: 3.5144, loss: 3.5144, grad_norm: 3.8113 2020-09-15 14:06:00,494 - mmaction - INFO - Epoch [3][880/1320] lr: 2.000e-02, eta: 1 day, 13:47:38, time: 2.118, data_time: 0.005, memory: 10966, top1_acc: 0.2094, top5_acc: 0.4766, loss_cls: 3.4574, loss: 3.4574, grad_norm: 3.8556 2020-09-15 14:06:44,004 - mmaction - INFO - Epoch [3][900/1320] lr: 2.000e-02, eta: 1 day, 13:46:50, time: 2.164, data_time: 0.018, memory: 10966, top1_acc: 0.2027, top5_acc: 0.4691, loss_cls: 3.5598, loss: 3.5598, grad_norm: 3.8767 2020-09-15 14:07:27,152 - mmaction - INFO - Epoch [3][920/1320] lr: 2.000e-02, eta: 1 day, 13:46:03, time: 2.167, data_time: 0.017, memory: 10966, top1_acc: 0.2188, top5_acc: 0.4816, loss_cls: 3.4185, loss: 3.4185, grad_norm: 3.7728 2020-09-15 14:08:06,718 - mmaction - INFO - Epoch [3][940/1320] lr: 2.000e-02, eta: 1 day, 13:44:11, time: 1.981, data_time: 0.025, memory: 10966, top1_acc: 0.2055, top5_acc: 0.4840, loss_cls: 3.4756, loss: 3.4756, grad_norm: 3.8777 2020-09-15 14:08:49,208 - mmaction - INFO - Epoch [3][960/1320] lr: 2.000e-02, eta: 1 day, 13:43:09, time: 2.123, data_time: 0.005, memory: 10966, top1_acc: 0.2074, top5_acc: 0.4730, loss_cls: 3.4301, loss: 3.4301, grad_norm: 3.8717 2020-09-15 14:09:30,000 - mmaction - INFO - Epoch [3][980/1320] lr: 2.000e-02, eta: 1 day, 13:41:39, time: 2.042, data_time: 0.005, memory: 10966, top1_acc: 0.2227, top5_acc: 0.4926, loss_cls: 3.4335, loss: 3.4335, grad_norm: 3.9350 2020-09-15 14:10:11,401 - mmaction - INFO - Epoch [3][1000/1320] lr: 2.000e-02, eta: 1 day, 13:40:18, time: 2.066, data_time: 0.534, memory: 10966, top1_acc: 0.2070, top5_acc: 0.4691, loss_cls: 3.5109, loss: 3.5109, grad_norm: 3.7280 2020-09-15 14:10:52,387 - mmaction - INFO - Epoch [3][1020/1320] lr: 2.000e-02, eta: 1 day, 13:38:52, time: 2.049, data_time: 0.009, memory: 10966, top1_acc: 0.2074, top5_acc: 0.4691, loss_cls: 3.4797, loss: 3.4797, grad_norm: 3.9041 2020-09-15 14:11:33,861 - mmaction - INFO - Epoch [3][1040/1320] lr: 2.000e-02, eta: 1 day, 13:37:34, time: 2.073, data_time: 0.016, memory: 10966, top1_acc: 0.2145, top5_acc: 0.4684, loss_cls: 3.4620, loss: 3.4620, grad_norm: 3.8120 2020-09-15 14:12:16,579 - mmaction - INFO - Epoch [3][1060/1320] lr: 2.000e-02, eta: 1 day, 13:36:38, time: 2.138, data_time: 0.038, memory: 10966, top1_acc: 0.2070, top5_acc: 0.4703, loss_cls: 3.4495, loss: 3.4495, grad_norm: 3.7893 2020-09-15 14:12:59,773 - mmaction - INFO - Epoch [3][1080/1320] lr: 2.000e-02, eta: 1 day, 13:35:51, time: 2.162, data_time: 0.007, memory: 10966, top1_acc: 0.2195, top5_acc: 0.4809, loss_cls: 3.4405, loss: 3.4405, grad_norm: 3.8609 2020-09-15 14:13:42,300 - mmaction - INFO - Epoch [3][1100/1320] lr: 2.000e-02, eta: 1 day, 13:34:51, time: 2.123, data_time: 0.068, memory: 10966, top1_acc: 0.2191, top5_acc: 0.4930, loss_cls: 3.4489, loss: 3.4489, grad_norm: 3.7389 2020-09-15 14:14:25,604 - mmaction - INFO - Epoch [3][1120/1320] lr: 2.000e-02, eta: 1 day, 13:34:06, time: 2.168, data_time: 0.006, memory: 10966, top1_acc: 0.1980, top5_acc: 0.4648, loss_cls: 3.5144, loss: 3.5144, grad_norm: 3.6985 2020-09-15 14:15:04,254 - mmaction - INFO - Epoch [3][1140/1320] lr: 2.000e-02, eta: 1 day, 13:32:02, time: 1.929, data_time: 0.003, memory: 10966, top1_acc: 0.2230, top5_acc: 0.4934, loss_cls: 3.4013, loss: 3.4013, grad_norm: 3.8878 2020-09-15 14:15:46,119 - mmaction - INFO - Epoch [3][1160/1320] lr: 2.000e-02, eta: 1 day, 13:30:55, time: 2.097, data_time: 0.009, memory: 10966, top1_acc: 0.2121, top5_acc: 0.4832, loss_cls: 3.4540, loss: 3.4540, grad_norm: 3.8130 2020-09-15 14:16:29,254 - mmaction - INFO - Epoch [3][1180/1320] lr: 2.000e-02, eta: 1 day, 13:30:06, time: 2.156, data_time: 0.003, memory: 10966, top1_acc: 0.2188, top5_acc: 0.4742, loss_cls: 3.4340, loss: 3.4340, grad_norm: 3.8116 2020-09-15 14:17:09,592 - mmaction - INFO - Epoch [3][1200/1320] lr: 2.000e-02, eta: 1 day, 13:28:31, time: 2.011, data_time: 0.030, memory: 10966, top1_acc: 0.2016, top5_acc: 0.4824, loss_cls: 3.4676, loss: 3.4676, grad_norm: 3.8255 2020-09-15 14:17:55,030 - mmaction - INFO - Epoch [3][1220/1320] lr: 2.000e-02, eta: 1 day, 13:28:21, time: 2.274, data_time: 0.028, memory: 10966, top1_acc: 0.2102, top5_acc: 0.4969, loss_cls: 3.4128, loss: 3.4128, grad_norm: 3.7421 2020-09-15 14:18:41,733 - mmaction - INFO - Epoch [3][1240/1320] lr: 2.000e-02, eta: 1 day, 13:28:28, time: 2.327, data_time: 0.006, memory: 10966, top1_acc: 0.2137, top5_acc: 0.4758, loss_cls: 3.4671, loss: 3.4671, grad_norm: 3.8461 2020-09-15 14:19:21,447 - mmaction - INFO - Epoch [3][1260/1320] lr: 2.000e-02, eta: 1 day, 13:26:48, time: 1.996, data_time: 0.047, memory: 10966, top1_acc: 0.2188, top5_acc: 0.4898, loss_cls: 3.3855, loss: 3.3855, grad_norm: 3.8098 2020-09-15 14:20:03,911 - mmaction - INFO - Epoch [3][1280/1320] lr: 2.000e-02, eta: 1 day, 13:25:49, time: 2.120, data_time: 0.005, memory: 10966, top1_acc: 0.2141, top5_acc: 0.4977, loss_cls: 3.3936, loss: 3.3936, grad_norm: 3.7412 2020-09-15 14:20:44,410 - mmaction - INFO - Epoch [3][1300/1320] lr: 2.000e-02, eta: 1 day, 13:24:21, time: 2.029, data_time: 0.013, memory: 10966, top1_acc: 0.2184, top5_acc: 0.4918, loss_cls: 3.4404, loss: 3.4404, grad_norm: 3.7781 2020-09-15 14:21:21,173 - mmaction - INFO - Epoch [3][1320/1320] lr: 2.000e-02, eta: 1 day, 13:21:53, time: 1.839, data_time: 0.004, memory: 10966, top1_acc: 0.2190, top5_acc: 0.4782, loss_cls: 3.4157, loss: 3.4157, grad_norm: 3.8438 2020-09-15 14:21:35,306 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-09-15 14:29:17,581 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-15 14:29:17,957 - mmaction - INFO - top1_acc 0.1754 top5_acc 0.4337 2020-09-15 14:29:17,957 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-15 14:29:18,023 - mmaction - INFO - mean_acc 0.1208 2020-09-15 14:29:18,024 - mmaction - INFO - Now best checkpoint is epoch_3.pth 2020-09-15 14:29:18,040 - mmaction - INFO - Epoch(val) [3][1320] top1_acc: 0.1754, top5_acc: 0.4337, mean_class_accuracy: 0.1208 2020-09-15 14:31:47,170 - mmaction - INFO - Epoch [4][20/1320] lr: 2.000e-02, eta: 1 day, 13:48:11, time: 7.370, data_time: 5.728, memory: 10966, top1_acc: 0.2180, top5_acc: 0.4898, loss_cls: 3.4114, loss: 3.4114, grad_norm: 3.7978 2020-09-15 14:32:30,680 - mmaction - INFO - Epoch [4][40/1320] lr: 2.000e-02, eta: 1 day, 13:47:48, time: 2.260, data_time: 0.102, memory: 10966, top1_acc: 0.2215, top5_acc: 0.4914, loss_cls: 3.3730, loss: 3.3730, grad_norm: 3.7610 2020-09-15 14:33:10,181 - mmaction - INFO - Epoch [4][60/1320] lr: 2.000e-02, eta: 1 day, 13:45:56, time: 1.975, data_time: 0.897, memory: 10966, top1_acc: 0.2367, top5_acc: 0.4945, loss_cls: 3.3376, loss: 3.3376, grad_norm: 3.7643 2020-09-15 14:33:51,891 - mmaction - INFO - Epoch [4][80/1320] lr: 2.000e-02, eta: 1 day, 13:44:39, time: 2.085, data_time: 0.510, memory: 10966, top1_acc: 0.2227, top5_acc: 0.4953, loss_cls: 3.3275, loss: 3.3275, grad_norm: 3.7771 2020-09-15 14:34:32,461 - mmaction - INFO - Epoch [4][100/1320] lr: 2.000e-02, eta: 1 day, 13:43:05, time: 2.029, data_time: 0.063, memory: 10966, top1_acc: 0.2203, top5_acc: 0.4938, loss_cls: 3.4126, loss: 3.4126, grad_norm: 3.8431 2020-09-15 14:35:15,667 - mmaction - INFO - Epoch [4][120/1320] lr: 2.000e-02, eta: 1 day, 13:42:11, time: 2.160, data_time: 0.448, memory: 10966, top1_acc: 0.2293, top5_acc: 0.5078, loss_cls: 3.3484, loss: 3.3484, grad_norm: 3.8663 2020-09-15 14:35:59,072 - mmaction - INFO - Epoch [4][140/1320] lr: 2.000e-02, eta: 1 day, 13:41:21, time: 2.170, data_time: 0.004, memory: 10966, top1_acc: 0.2145, top5_acc: 0.4949, loss_cls: 3.3992, loss: 3.3992, grad_norm: 3.7879 2020-09-15 14:36:39,650 - mmaction - INFO - Epoch [4][160/1320] lr: 2.000e-02, eta: 1 day, 13:39:46, time: 2.024, data_time: 0.004, memory: 10966, top1_acc: 0.2336, top5_acc: 0.5129, loss_cls: 3.3074, loss: 3.3074, grad_norm: 3.7812 2020-09-15 14:37:21,447 - mmaction - INFO - Epoch [4][180/1320] lr: 2.000e-02, eta: 1 day, 13:38:34, time: 2.095, data_time: 0.016, memory: 10966, top1_acc: 0.2203, top5_acc: 0.4949, loss_cls: 3.3737, loss: 3.3737, grad_norm: 3.9285 2020-09-15 14:38:03,103 - mmaction - INFO - Epoch [4][200/1320] lr: 2.000e-02, eta: 1 day, 13:37:17, time: 2.080, data_time: 0.042, memory: 10966, top1_acc: 0.2262, top5_acc: 0.4992, loss_cls: 3.3573, loss: 3.3573, grad_norm: 3.9248 2020-09-15 14:38:47,323 - mmaction - INFO - Epoch [4][220/1320] lr: 2.000e-02, eta: 1 day, 13:36:36, time: 2.200, data_time: 0.008, memory: 10966, top1_acc: 0.2180, top5_acc: 0.4906, loss_cls: 3.3953, loss: 3.3953, grad_norm: 3.8698 2020-09-15 14:39:26,060 - mmaction - INFO - Epoch [4][240/1320] lr: 2.000e-02, eta: 1 day, 13:34:42, time: 1.952, data_time: 0.619, memory: 10966, top1_acc: 0.2398, top5_acc: 0.4988, loss_cls: 3.3550, loss: 3.3550, grad_norm: 3.6921 2020-09-15 14:40:08,786 - mmaction - INFO - Epoch [4][260/1320] lr: 2.000e-02, eta: 1 day, 13:33:43, time: 2.135, data_time: 0.817, memory: 10966, top1_acc: 0.2203, top5_acc: 0.4902, loss_cls: 3.4219, loss: 3.4219, grad_norm: 3.8731 2020-09-15 14:40:48,631 - mmaction - INFO - Epoch [4][280/1320] lr: 2.000e-02, eta: 1 day, 13:32:02, time: 1.994, data_time: 0.597, memory: 10966, top1_acc: 0.2285, top5_acc: 0.4973, loss_cls: 3.3554, loss: 3.3554, grad_norm: 3.7901 2020-09-15 14:41:34,020 - mmaction - INFO - Epoch [4][300/1320] lr: 2.000e-02, eta: 1 day, 13:31:41, time: 2.267, data_time: 0.076, memory: 10966, top1_acc: 0.2254, top5_acc: 0.5020, loss_cls: 3.3625, loss: 3.3625, grad_norm: 3.9167 2020-09-15 14:42:15,050 - mmaction - INFO - Epoch [4][320/1320] lr: 2.000e-02, eta: 1 day, 13:30:19, time: 2.053, data_time: 0.027, memory: 10966, top1_acc: 0.2328, top5_acc: 0.5016, loss_cls: 3.3582, loss: 3.3582, grad_norm: 3.8191 2020-09-15 14:42:55,377 - mmaction - INFO - Epoch [4][340/1320] lr: 2.000e-02, eta: 1 day, 13:28:46, time: 2.017, data_time: 0.004, memory: 10966, top1_acc: 0.2191, top5_acc: 0.4918, loss_cls: 3.4091, loss: 3.4091, grad_norm: 3.8299 2020-09-15 14:43:36,276 - mmaction - INFO - Epoch [4][360/1320] lr: 2.000e-02, eta: 1 day, 13:27:21, time: 2.044, data_time: 0.159, memory: 10966, top1_acc: 0.2355, top5_acc: 0.5031, loss_cls: 3.3212, loss: 3.3212, grad_norm: 3.8626 2020-09-15 14:44:20,308 - mmaction - INFO - Epoch [4][380/1320] lr: 2.000e-02, eta: 1 day, 13:26:42, time: 2.202, data_time: 0.341, memory: 10966, top1_acc: 0.2383, top5_acc: 0.4973, loss_cls: 3.3483, loss: 3.3483, grad_norm: 3.8318 2020-09-15 14:45:02,213 - mmaction - INFO - Epoch [4][400/1320] lr: 2.000e-02, eta: 1 day, 13:25:32, time: 2.094, data_time: 0.181, memory: 10966, top1_acc: 0.2301, top5_acc: 0.4961, loss_cls: 3.3495, loss: 3.3495, grad_norm: 3.8762 2020-09-15 14:45:39,944 - mmaction - INFO - Epoch [4][420/1320] lr: 2.000e-02, eta: 1 day, 13:23:25, time: 1.887, data_time: 0.135, memory: 10966, top1_acc: 0.2301, top5_acc: 0.4914, loss_cls: 3.4002, loss: 3.4002, grad_norm: 3.8600 2020-09-15 14:46:23,870 - mmaction - INFO - Epoch [4][440/1320] lr: 2.000e-02, eta: 1 day, 13:22:45, time: 2.198, data_time: 0.478, memory: 10966, top1_acc: 0.2250, top5_acc: 0.5152, loss_cls: 3.3426, loss: 3.3426, grad_norm: 3.8051 2020-09-15 14:47:03,892 - mmaction - INFO - Epoch [4][460/1320] lr: 2.000e-02, eta: 1 day, 13:21:09, time: 2.000, data_time: 1.171, memory: 10966, top1_acc: 0.2273, top5_acc: 0.4934, loss_cls: 3.3855, loss: 3.3855, grad_norm: 3.8263 2020-09-15 14:47:46,669 - mmaction - INFO - Epoch [4][480/1320] lr: 2.000e-02, eta: 1 day, 13:20:13, time: 2.137, data_time: 1.363, memory: 10966, top1_acc: 0.2289, top5_acc: 0.4934, loss_cls: 3.3961, loss: 3.3961, grad_norm: 3.8372 2020-09-15 14:48:28,447 - mmaction - INFO - Epoch [4][500/1320] lr: 2.000e-02, eta: 1 day, 13:19:04, time: 2.090, data_time: 0.475, memory: 10966, top1_acc: 0.2285, top5_acc: 0.4957, loss_cls: 3.3392, loss: 3.3392, grad_norm: 3.8265 2020-09-15 14:49:11,381 - mmaction - INFO - Epoch [4][520/1320] lr: 2.000e-02, eta: 1 day, 13:18:08, time: 2.140, data_time: 0.005, memory: 10966, top1_acc: 0.2418, top5_acc: 0.5012, loss_cls: 3.3423, loss: 3.3423, grad_norm: 3.7642 2020-09-15 14:49:49,281 - mmaction - INFO - Epoch [4][540/1320] lr: 2.000e-02, eta: 1 day, 13:16:07, time: 1.900, data_time: 0.063, memory: 10966, top1_acc: 0.2402, top5_acc: 0.5148, loss_cls: 3.2962, loss: 3.2962, grad_norm: 3.8417 2020-09-15 14:50:33,157 - mmaction - INFO - Epoch [4][560/1320] lr: 2.000e-02, eta: 1 day, 13:15:27, time: 2.195, data_time: 1.567, memory: 10966, top1_acc: 0.2340, top5_acc: 0.4926, loss_cls: 3.3634, loss: 3.3634, grad_norm: 3.9245 2020-09-15 14:51:12,992 - mmaction - INFO - Epoch [4][580/1320] lr: 2.000e-02, eta: 1 day, 13:13:53, time: 1.994, data_time: 1.077, memory: 10966, top1_acc: 0.2340, top5_acc: 0.5008, loss_cls: 3.3531, loss: 3.3531, grad_norm: 3.8617 2020-09-15 14:51:58,360 - mmaction - INFO - Epoch [4][600/1320] lr: 2.000e-02, eta: 1 day, 13:13:32, time: 2.267, data_time: 1.003, memory: 10966, top1_acc: 0.2238, top5_acc: 0.5164, loss_cls: 3.3448, loss: 3.3448, grad_norm: 3.7927 2020-09-15 14:52:39,121 - mmaction - INFO - Epoch [4][620/1320] lr: 2.000e-02, eta: 1 day, 13:12:11, time: 2.039, data_time: 0.003, memory: 10966, top1_acc: 0.2250, top5_acc: 0.5113, loss_cls: 3.3140, loss: 3.3140, grad_norm: 3.8493 2020-09-15 14:53:18,806 - mmaction - INFO - Epoch [4][640/1320] lr: 2.000e-02, eta: 1 day, 13:10:34, time: 1.982, data_time: 0.002, memory: 10966, top1_acc: 0.2199, top5_acc: 0.4938, loss_cls: 3.3819, loss: 3.3819, grad_norm: 3.9244 2020-09-15 14:53:59,557 - mmaction - INFO - Epoch [4][660/1320] lr: 2.000e-02, eta: 1 day, 13:09:13, time: 2.039, data_time: 0.024, memory: 10966, top1_acc: 0.2383, top5_acc: 0.4996, loss_cls: 3.3406, loss: 3.3406, grad_norm: 3.8197 2020-09-15 14:54:40,004 - mmaction - INFO - Epoch [4][680/1320] lr: 2.000e-02, eta: 1 day, 13:07:48, time: 2.023, data_time: 1.172, memory: 10966, top1_acc: 0.2434, top5_acc: 0.5219, loss_cls: 3.2735, loss: 3.2735, grad_norm: 3.8280 2020-09-15 14:55:21,164 - mmaction - INFO - Epoch [4][700/1320] lr: 2.000e-02, eta: 1 day, 13:06:33, time: 2.058, data_time: 1.414, memory: 10966, top1_acc: 0.2180, top5_acc: 0.5113, loss_cls: 3.3374, loss: 3.3374, grad_norm: 3.7946 2020-09-15 14:56:04,520 - mmaction - INFO - Epoch [4][720/1320] lr: 2.000e-02, eta: 1 day, 13:05:46, time: 2.167, data_time: 0.644, memory: 10966, top1_acc: 0.2344, top5_acc: 0.5098, loss_cls: 3.3244, loss: 3.3244, grad_norm: 3.9023 2020-09-15 14:56:47,142 - mmaction - INFO - Epoch [4][740/1320] lr: 2.000e-02, eta: 1 day, 13:04:50, time: 2.131, data_time: 0.004, memory: 10966, top1_acc: 0.2207, top5_acc: 0.4898, loss_cls: 3.3991, loss: 3.3991, grad_norm: 3.7447 2020-09-15 14:57:29,750 - mmaction - INFO - Epoch [4][760/1320] lr: 2.000e-02, eta: 1 day, 13:03:54, time: 2.127, data_time: 0.004, memory: 10966, top1_acc: 0.2316, top5_acc: 0.4984, loss_cls: 3.3532, loss: 3.3532, grad_norm: 3.7512 2020-09-15 14:58:12,514 - mmaction - INFO - Epoch [4][780/1320] lr: 2.000e-02, eta: 1 day, 13:02:59, time: 2.134, data_time: 0.007, memory: 10966, top1_acc: 0.2305, top5_acc: 0.5094, loss_cls: 3.3333, loss: 3.3333, grad_norm: 3.8124 2020-09-15 14:58:51,793 - mmaction - INFO - Epoch [4][800/1320] lr: 2.000e-02, eta: 1 day, 13:01:22, time: 1.968, data_time: 0.524, memory: 10966, top1_acc: 0.2336, top5_acc: 0.4992, loss_cls: 3.3806, loss: 3.3806, grad_norm: 3.8075 2020-09-15 14:59:33,895 - mmaction - INFO - Epoch [4][820/1320] lr: 2.000e-02, eta: 1 day, 13:00:21, time: 2.110, data_time: 0.285, memory: 10966, top1_acc: 0.2430, top5_acc: 0.5121, loss_cls: 3.2964, loss: 3.2964, grad_norm: 3.7455 2020-09-15 15:00:18,058 - mmaction - INFO - Epoch [4][840/1320] lr: 2.000e-02, eta: 1 day, 12:59:45, time: 2.205, data_time: 0.126, memory: 10966, top1_acc: 0.2223, top5_acc: 0.4961, loss_cls: 3.3486, loss: 3.3486, grad_norm: 3.7592 2020-09-15 15:00:58,752 - mmaction - INFO - Epoch [4][860/1320] lr: 2.000e-02, eta: 1 day, 12:58:26, time: 2.038, data_time: 0.180, memory: 10966, top1_acc: 0.2184, top5_acc: 0.4879, loss_cls: 3.3666, loss: 3.3666, grad_norm: 3.8498 2020-09-15 15:01:41,187 - mmaction - INFO - Epoch [4][880/1320] lr: 2.000e-02, eta: 1 day, 12:57:27, time: 2.113, data_time: 0.002, memory: 10966, top1_acc: 0.2340, top5_acc: 0.4969, loss_cls: 3.3830, loss: 3.3830, grad_norm: 3.8601 2020-09-15 15:02:20,954 - mmaction - INFO - Epoch [4][900/1320] lr: 2.000e-02, eta: 1 day, 12:55:57, time: 1.992, data_time: 0.011, memory: 10966, top1_acc: 0.2332, top5_acc: 0.4965, loss_cls: 3.3600, loss: 3.3600, grad_norm: 3.7930 2020-09-15 15:03:00,934 - mmaction - INFO - Epoch [4][920/1320] lr: 2.000e-02, eta: 1 day, 12:54:31, time: 2.004, data_time: 0.025, memory: 10966, top1_acc: 0.2293, top5_acc: 0.5129, loss_cls: 3.2786, loss: 3.2786, grad_norm: 3.7076 2020-09-15 15:03:44,706 - mmaction - INFO - Epoch [4][940/1320] lr: 2.000e-02, eta: 1 day, 12:53:51, time: 2.187, data_time: 0.098, memory: 10966, top1_acc: 0.2359, top5_acc: 0.5059, loss_cls: 3.3404, loss: 3.3404, grad_norm: 3.8036 2020-09-15 15:04:24,985 - mmaction - INFO - Epoch [4][960/1320] lr: 2.000e-02, eta: 1 day, 12:52:28, time: 2.016, data_time: 0.103, memory: 10966, top1_acc: 0.2414, top5_acc: 0.5141, loss_cls: 3.2996, loss: 3.2996, grad_norm: 3.8932 2020-09-15 15:05:08,500 - mmaction - INFO - Epoch [4][980/1320] lr: 2.000e-02, eta: 1 day, 12:51:45, time: 2.176, data_time: 0.039, memory: 10966, top1_acc: 0.2238, top5_acc: 0.5086, loss_cls: 3.3656, loss: 3.3656, grad_norm: 3.7978 2020-09-15 15:05:51,769 - mmaction - INFO - Epoch [4][1000/1320] lr: 2.000e-02, eta: 1 day, 12:50:58, time: 2.158, data_time: 0.004, memory: 10966, top1_acc: 0.2289, top5_acc: 0.5098, loss_cls: 3.3593, loss: 3.3593, grad_norm: 3.7748 2020-09-15 15:06:31,617 - mmaction - INFO - Epoch [4][1020/1320] lr: 2.000e-02, eta: 1 day, 12:49:30, time: 1.991, data_time: 0.007, memory: 10966, top1_acc: 0.2316, top5_acc: 0.5098, loss_cls: 3.2928, loss: 3.2928, grad_norm: 3.7784 2020-09-15 15:07:11,731 - mmaction - INFO - Epoch [4][1040/1320] lr: 2.000e-02, eta: 1 day, 12:48:07, time: 2.011, data_time: 0.009, memory: 10966, top1_acc: 0.2480, top5_acc: 0.5113, loss_cls: 3.2717, loss: 3.2717, grad_norm: 3.7704 2020-09-15 15:07:52,155 - mmaction - INFO - Epoch [4][1060/1320] lr: 2.000e-02, eta: 1 day, 12:46:47, time: 2.022, data_time: 0.485, memory: 10966, top1_acc: 0.2313, top5_acc: 0.5008, loss_cls: 3.3206, loss: 3.3206, grad_norm: 3.7679 2020-09-15 15:08:35,090 - mmaction - INFO - Epoch [4][1080/1320] lr: 2.000e-02, eta: 1 day, 12:45:57, time: 2.146, data_time: 1.444, memory: 10966, top1_acc: 0.2477, top5_acc: 0.5047, loss_cls: 3.2817, loss: 3.2817, grad_norm: 3.7254 2020-09-15 15:09:17,952 - mmaction - INFO - Epoch [4][1100/1320] lr: 2.000e-02, eta: 1 day, 12:45:07, time: 2.144, data_time: 0.694, memory: 10966, top1_acc: 0.2437, top5_acc: 0.5098, loss_cls: 3.2974, loss: 3.2974, grad_norm: 3.8654 2020-09-15 15:10:00,654 - mmaction - INFO - Epoch [4][1120/1320] lr: 2.000e-02, eta: 1 day, 12:44:15, time: 2.133, data_time: 0.049, memory: 10966, top1_acc: 0.2328, top5_acc: 0.5027, loss_cls: 3.3215, loss: 3.3215, grad_norm: 3.8321 2020-09-15 15:10:40,369 - mmaction - INFO - Epoch [4][1140/1320] lr: 2.000e-02, eta: 1 day, 12:42:48, time: 1.988, data_time: 0.118, memory: 10966, top1_acc: 0.2383, top5_acc: 0.5156, loss_cls: 3.2700, loss: 3.2700, grad_norm: 3.8908 2020-09-15 15:11:22,069 - mmaction - INFO - Epoch [4][1160/1320] lr: 2.000e-02, eta: 1 day, 12:41:44, time: 2.084, data_time: 1.188, memory: 10966, top1_acc: 0.2344, top5_acc: 0.5164, loss_cls: 3.2779, loss: 3.2779, grad_norm: 3.7997 2020-09-15 15:12:02,911 - mmaction - INFO - Epoch [4][1180/1320] lr: 2.000e-02, eta: 1 day, 12:40:30, time: 2.043, data_time: 1.307, memory: 10966, top1_acc: 0.2426, top5_acc: 0.5105, loss_cls: 3.2952, loss: 3.2952, grad_norm: 3.7783 2020-09-15 15:12:44,752 - mmaction - INFO - Epoch [4][1200/1320] lr: 2.000e-02, eta: 1 day, 12:39:29, time: 2.092, data_time: 1.264, memory: 10966, top1_acc: 0.2375, top5_acc: 0.4961, loss_cls: 3.3230, loss: 3.3230, grad_norm: 3.7107 2020-09-15 15:13:26,707 - mmaction - INFO - Epoch [4][1220/1320] lr: 2.000e-02, eta: 1 day, 12:38:29, time: 2.098, data_time: 0.570, memory: 10966, top1_acc: 0.2473, top5_acc: 0.5254, loss_cls: 3.2505, loss: 3.2505, grad_norm: 3.7442 2020-09-15 15:14:09,242 - mmaction - INFO - Epoch [4][1240/1320] lr: 2.000e-02, eta: 1 day, 12:37:35, time: 2.127, data_time: 0.771, memory: 10966, top1_acc: 0.2348, top5_acc: 0.5031, loss_cls: 3.3758, loss: 3.3758, grad_norm: 3.8660 2020-09-15 15:14:52,488 - mmaction - INFO - Epoch [4][1260/1320] lr: 2.000e-02, eta: 1 day, 12:36:50, time: 2.162, data_time: 0.655, memory: 10966, top1_acc: 0.2324, top5_acc: 0.4988, loss_cls: 3.3095, loss: 3.3095, grad_norm: 3.7553 2020-09-15 15:15:34,887 - mmaction - INFO - Epoch [4][1280/1320] lr: 2.000e-02, eta: 1 day, 12:35:56, time: 2.120, data_time: 0.022, memory: 10966, top1_acc: 0.2527, top5_acc: 0.5340, loss_cls: 3.2245, loss: 3.2245, grad_norm: 3.7591 2020-09-15 15:16:15,411 - mmaction - INFO - Epoch [4][1300/1320] lr: 2.000e-02, eta: 1 day, 12:34:40, time: 2.027, data_time: 0.004, memory: 10966, top1_acc: 0.2316, top5_acc: 0.4992, loss_cls: 3.3619, loss: 3.3619, grad_norm: 3.8344 2020-09-15 15:16:52,455 - mmaction - INFO - Epoch [4][1320/1320] lr: 2.000e-02, eta: 1 day, 12:32:44, time: 1.852, data_time: 0.003, memory: 10966, top1_acc: 0.2365, top5_acc: 0.5262, loss_cls: 3.2929, loss: 3.2929, grad_norm: 3.7411 2020-09-15 15:17:06,848 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-09-15 15:25:07,587 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-15 15:25:08,103 - mmaction - INFO - top1_acc 0.2017 top5_acc 0.4760 2020-09-15 15:25:08,103 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-15 15:25:08,166 - mmaction - INFO - mean_acc 0.1449 2020-09-15 15:25:08,167 - mmaction - INFO - Now best checkpoint is epoch_4.pth 2020-09-15 15:25:08,177 - mmaction - INFO - Epoch(val) [4][1320] top1_acc: 0.2017, top5_acc: 0.4760, mean_class_accuracy: 0.1449 2020-09-15 15:27:31,576 - mmaction - INFO - Epoch [5][20/1320] lr: 2.000e-02, eta: 1 day, 12:51:05, time: 7.165, data_time: 6.564, memory: 10966, top1_acc: 0.2246, top5_acc: 0.5125, loss_cls: 3.3215, loss: 3.3215, grad_norm: 3.8241 2020-09-15 15:28:14,054 - mmaction - INFO - Epoch [5][40/1320] lr: 2.000e-02, eta: 1 day, 12:50:07, time: 2.121, data_time: 0.467, memory: 10966, top1_acc: 0.2566, top5_acc: 0.5348, loss_cls: 3.2039, loss: 3.2039, grad_norm: 3.7970 2020-09-15 15:28:56,194 - mmaction - INFO - Epoch [5][60/1320] lr: 2.000e-02, eta: 1 day, 12:49:07, time: 2.113, data_time: 0.028, memory: 10966, top1_acc: 0.2391, top5_acc: 0.5277, loss_cls: 3.2593, loss: 3.2593, grad_norm: 3.8426 2020-09-15 15:29:37,080 - mmaction - INFO - Epoch [5][80/1320] lr: 2.000e-02, eta: 1 day, 12:47:49, time: 2.036, data_time: 0.024, memory: 10966, top1_acc: 0.2496, top5_acc: 0.5156, loss_cls: 3.2433, loss: 3.2433, grad_norm: 3.8182 2020-09-15 15:30:19,411 - mmaction - INFO - Epoch [5][100/1320] lr: 2.000e-02, eta: 1 day, 12:46:52, time: 2.125, data_time: 0.065, memory: 10966, top1_acc: 0.2324, top5_acc: 0.5098, loss_cls: 3.2928, loss: 3.2928, grad_norm: 3.8968 2020-09-15 15:31:00,585 - mmaction - INFO - Epoch [5][120/1320] lr: 2.000e-02, eta: 1 day, 12:45:40, time: 2.057, data_time: 0.002, memory: 10966, top1_acc: 0.2574, top5_acc: 0.5355, loss_cls: 3.2031, loss: 3.2031, grad_norm: 3.8080 2020-09-15 15:31:41,834 - mmaction - INFO - Epoch [5][140/1320] lr: 2.000e-02, eta: 1 day, 12:44:29, time: 2.062, data_time: 0.005, memory: 10966, top1_acc: 0.2375, top5_acc: 0.5234, loss_cls: 3.2381, loss: 3.2381, grad_norm: 3.9021 2020-09-15 15:32:23,233 - mmaction - INFO - Epoch [5][160/1320] lr: 2.000e-02, eta: 1 day, 12:43:21, time: 2.071, data_time: 0.004, memory: 10966, top1_acc: 0.2445, top5_acc: 0.5305, loss_cls: 3.1827, loss: 3.1827, grad_norm: 3.7989 2020-09-15 15:33:06,944 - mmaction - INFO - Epoch [5][180/1320] lr: 2.000e-02, eta: 1 day, 12:42:38, time: 2.186, data_time: 0.005, memory: 10966, top1_acc: 0.2691, top5_acc: 0.5402, loss_cls: 3.1697, loss: 3.1697, grad_norm: 3.8495 2020-09-15 15:33:47,838 - mmaction - INFO - Epoch [5][200/1320] lr: 2.000e-02, eta: 1 day, 12:41:22, time: 2.040, data_time: 0.139, memory: 10966, top1_acc: 0.2504, top5_acc: 0.5215, loss_cls: 3.2494, loss: 3.2494, grad_norm: 3.9396 2020-09-15 15:34:30,618 - mmaction - INFO - Epoch [5][220/1320] lr: 2.000e-02, eta: 1 day, 12:40:30, time: 2.142, data_time: 0.038, memory: 10966, top1_acc: 0.2465, top5_acc: 0.5219, loss_cls: 3.2286, loss: 3.2286, grad_norm: 3.9127 2020-09-15 15:35:13,049 - mmaction - INFO - Epoch [5][240/1320] lr: 2.000e-02, eta: 1 day, 12:39:29, time: 2.104, data_time: 0.035, memory: 10966, top1_acc: 0.2516, top5_acc: 0.5391, loss_cls: 3.2383, loss: 3.2383, grad_norm: 3.8889 2020-09-15 15:35:54,388 - mmaction - INFO - Epoch [5][260/1320] lr: 2.000e-02, eta: 1 day, 12:38:24, time: 2.083, data_time: 0.082, memory: 10966, top1_acc: 0.2395, top5_acc: 0.5176, loss_cls: 3.2165, loss: 3.2165, grad_norm: 3.8627 2020-09-15 15:36:35,584 - mmaction - INFO - Epoch [5][280/1320] lr: 2.000e-02, eta: 1 day, 12:37:14, time: 2.061, data_time: 0.005, memory: 10966, top1_acc: 0.2473, top5_acc: 0.5363, loss_cls: 3.2063, loss: 3.2063, grad_norm: 3.9060 2020-09-15 15:37:18,268 - mmaction - INFO - Epoch [5][300/1320] lr: 2.000e-02, eta: 1 day, 12:36:20, time: 2.135, data_time: 0.008, memory: 10966, top1_acc: 0.2500, top5_acc: 0.5168, loss_cls: 3.2446, loss: 3.2446, grad_norm: 3.8101 2020-09-15 15:37:58,496 - mmaction - INFO - Epoch [5][320/1320] lr: 2.000e-02, eta: 1 day, 12:35:00, time: 2.011, data_time: 0.073, memory: 10966, top1_acc: 0.2516, top5_acc: 0.5211, loss_cls: 3.2585, loss: 3.2585, grad_norm: 3.8836 2020-09-15 15:38:40,727 - mmaction - INFO - Epoch [5][340/1320] lr: 2.000e-02, eta: 1 day, 12:34:01, time: 2.110, data_time: 0.262, memory: 10966, top1_acc: 0.2449, top5_acc: 0.5242, loss_cls: 3.2444, loss: 3.2444, grad_norm: 3.7776 2020-09-15 15:39:22,279 - mmaction - INFO - Epoch [5][360/1320] lr: 2.000e-02, eta: 1 day, 12:32:56, time: 2.079, data_time: 0.004, memory: 10966, top1_acc: 0.2324, top5_acc: 0.5305, loss_cls: 3.2419, loss: 3.2419, grad_norm: 3.8474 2020-09-15 15:40:04,383 - mmaction - INFO - Epoch [5][380/1320] lr: 2.000e-02, eta: 1 day, 12:31:56, time: 2.105, data_time: 0.090, memory: 10966, top1_acc: 0.2313, top5_acc: 0.5211, loss_cls: 3.2803, loss: 3.2803, grad_norm: 3.8568 2020-09-15 15:40:46,689 - mmaction - INFO - Epoch [5][400/1320] lr: 2.000e-02, eta: 1 day, 12:30:59, time: 2.115, data_time: 0.086, memory: 10966, top1_acc: 0.2480, top5_acc: 0.5098, loss_cls: 3.2660, loss: 3.2660, grad_norm: 3.8099 2020-09-15 15:41:29,744 - mmaction - INFO - Epoch [5][420/1320] lr: 2.000e-02, eta: 1 day, 12:30:06, time: 2.136, data_time: 0.003, memory: 10966, top1_acc: 0.2523, top5_acc: 0.5301, loss_cls: 3.1762, loss: 3.1762, grad_norm: 3.8351 2020-09-15 15:42:11,803 - mmaction - INFO - Epoch [5][440/1320] lr: 2.000e-02, eta: 1 day, 12:29:10, time: 2.120, data_time: 0.024, memory: 10966, top1_acc: 0.2508, top5_acc: 0.5355, loss_cls: 3.2137, loss: 3.2137, grad_norm: 3.9275 2020-09-15 15:42:52,250 - mmaction - INFO - Epoch [5][460/1320] lr: 2.000e-02, eta: 1 day, 12:27:54, time: 2.025, data_time: 0.008, memory: 10966, top1_acc: 0.2316, top5_acc: 0.5117, loss_cls: 3.2977, loss: 3.2977, grad_norm: 3.9874 2020-09-15 15:43:36,468 - mmaction - INFO - Epoch [5][480/1320] lr: 2.000e-02, eta: 1 day, 12:27:17, time: 2.208, data_time: 0.399, memory: 10966, top1_acc: 0.2512, top5_acc: 0.5293, loss_cls: 3.2191, loss: 3.2191, grad_norm: 3.9575 2020-09-15 15:44:15,292 - mmaction - INFO - Epoch [5][500/1320] lr: 2.000e-02, eta: 1 day, 12:25:44, time: 1.942, data_time: 0.048, memory: 10966, top1_acc: 0.2430, top5_acc: 0.5074, loss_cls: 3.2974, loss: 3.2974, grad_norm: 3.7952 2020-09-15 15:44:59,779 - mmaction - INFO - Epoch [5][520/1320] lr: 2.000e-02, eta: 1 day, 12:25:09, time: 2.220, data_time: 0.057, memory: 10966, top1_acc: 0.2527, top5_acc: 0.5320, loss_cls: 3.2103, loss: 3.2103, grad_norm: 3.8330 2020-09-15 15:45:39,184 - mmaction - INFO - Epoch [5][540/1320] lr: 2.000e-02, eta: 1 day, 12:23:42, time: 1.969, data_time: 0.055, memory: 10966, top1_acc: 0.2508, top5_acc: 0.5312, loss_cls: 3.1861, loss: 3.1861, grad_norm: 3.8004 2020-09-15 15:46:19,793 - mmaction - INFO - Epoch [5][560/1320] lr: 2.000e-02, eta: 1 day, 12:22:30, time: 2.036, data_time: 0.465, memory: 10966, top1_acc: 0.2473, top5_acc: 0.5250, loss_cls: 3.2635, loss: 3.2635, grad_norm: 3.7887 2020-09-15 15:47:03,650 - mmaction - INFO - Epoch [5][580/1320] lr: 2.000e-02, eta: 1 day, 12:21:50, time: 2.194, data_time: 0.515, memory: 10966, top1_acc: 0.2605, top5_acc: 0.5398, loss_cls: 3.1910, loss: 3.1910, grad_norm: 3.9013 2020-09-15 15:47:43,536 - mmaction - INFO - Epoch [5][600/1320] lr: 2.000e-02, eta: 1 day, 12:20:27, time: 1.985, data_time: 0.742, memory: 10966, top1_acc: 0.2480, top5_acc: 0.5105, loss_cls: 3.2913, loss: 3.2913, grad_norm: 3.8977 2020-09-15 15:48:24,005 - mmaction - INFO - Epoch [5][620/1320] lr: 2.000e-02, eta: 1 day, 12:19:14, time: 2.032, data_time: 0.111, memory: 10966, top1_acc: 0.2297, top5_acc: 0.5141, loss_cls: 3.3057, loss: 3.3057, grad_norm: 3.9752 2020-09-15 15:49:05,784 - mmaction - INFO - Epoch [5][640/1320] lr: 2.000e-02, eta: 1 day, 12:18:13, time: 2.089, data_time: 0.003, memory: 10966, top1_acc: 0.2484, top5_acc: 0.5227, loss_cls: 3.2444, loss: 3.2444, grad_norm: 3.7949 2020-09-15 15:49:46,994 - mmaction - INFO - Epoch [5][660/1320] lr: 2.000e-02, eta: 1 day, 12:17:06, time: 2.061, data_time: 0.005, memory: 10966, top1_acc: 0.2602, top5_acc: 0.5359, loss_cls: 3.1983, loss: 3.1983, grad_norm: 3.8013 2020-09-15 15:50:28,762 - mmaction - INFO - Epoch [5][680/1320] lr: 2.000e-02, eta: 1 day, 12:16:05, time: 2.088, data_time: 0.002, memory: 10966, top1_acc: 0.2578, top5_acc: 0.5402, loss_cls: 3.1850, loss: 3.1850, grad_norm: 3.8245 2020-09-15 15:51:12,630 - mmaction - INFO - Epoch [5][700/1320] lr: 2.000e-02, eta: 1 day, 12:15:26, time: 2.193, data_time: 0.003, memory: 10966, top1_acc: 0.2512, top5_acc: 0.5273, loss_cls: 3.1977, loss: 3.1977, grad_norm: 3.7990 2020-09-15 15:51:52,143 - mmaction - INFO - Epoch [5][720/1320] lr: 2.000e-02, eta: 1 day, 12:14:02, time: 1.975, data_time: 0.007, memory: 10966, top1_acc: 0.2559, top5_acc: 0.5273, loss_cls: 3.2217, loss: 3.2217, grad_norm: 3.7794 2020-09-15 15:52:35,094 - mmaction - INFO - Epoch [5][740/1320] lr: 2.000e-02, eta: 1 day, 12:13:11, time: 2.136, data_time: 0.146, memory: 10966, top1_acc: 0.2492, top5_acc: 0.5332, loss_cls: 3.2451, loss: 3.2451, grad_norm: 3.6908 2020-09-15 15:53:17,358 - mmaction - INFO - Epoch [5][760/1320] lr: 2.000e-02, eta: 1 day, 12:12:18, time: 2.123, data_time: 0.015, memory: 10966, top1_acc: 0.2387, top5_acc: 0.5199, loss_cls: 3.2421, loss: 3.2421, grad_norm: 3.8360 2020-09-15 15:53:58,850 - mmaction - INFO - Epoch [5][780/1320] lr: 2.000e-02, eta: 1 day, 12:11:15, time: 2.076, data_time: 0.005, memory: 10966, top1_acc: 0.2687, top5_acc: 0.5328, loss_cls: 3.1795, loss: 3.1795, grad_norm: 3.8577 2020-09-15 15:54:37,182 - mmaction - INFO - Epoch [5][800/1320] lr: 2.000e-02, eta: 1 day, 12:09:41, time: 1.917, data_time: 0.058, memory: 10966, top1_acc: 0.2387, top5_acc: 0.5230, loss_cls: 3.3005, loss: 3.3005, grad_norm: 3.7936 2020-09-15 15:55:18,796 - mmaction - INFO - Epoch [5][820/1320] lr: 2.000e-02, eta: 1 day, 12:08:39, time: 2.079, data_time: 0.003, memory: 10966, top1_acc: 0.2406, top5_acc: 0.5133, loss_cls: 3.2828, loss: 3.2828, grad_norm: 3.9115 2020-09-15 15:56:01,115 - mmaction - INFO - Epoch [5][840/1320] lr: 2.000e-02, eta: 1 day, 12:07:45, time: 2.117, data_time: 0.005, memory: 10966, top1_acc: 0.2437, top5_acc: 0.5297, loss_cls: 3.2152, loss: 3.2152, grad_norm: 3.8038 2020-09-15 15:56:42,424 - mmaction - INFO - Epoch [5][860/1320] lr: 2.000e-02, eta: 1 day, 12:06:41, time: 2.066, data_time: 0.006, memory: 10966, top1_acc: 0.2562, top5_acc: 0.5320, loss_cls: 3.2103, loss: 3.2103, grad_norm: 3.9413 2020-09-15 15:57:24,853 - mmaction - INFO - Epoch [5][880/1320] lr: 2.000e-02, eta: 1 day, 12:05:48, time: 2.123, data_time: 0.004, memory: 10966, top1_acc: 0.2535, top5_acc: 0.5281, loss_cls: 3.1893, loss: 3.1893, grad_norm: 3.8484 2020-09-15 15:58:07,441 - mmaction - INFO - Epoch [5][900/1320] lr: 2.000e-02, eta: 1 day, 12:04:56, time: 2.127, data_time: 0.041, memory: 10966, top1_acc: 0.2504, top5_acc: 0.5273, loss_cls: 3.2165, loss: 3.2165, grad_norm: 3.7733 2020-09-15 15:58:49,555 - mmaction - INFO - Epoch [5][920/1320] lr: 2.000e-02, eta: 1 day, 12:04:00, time: 2.107, data_time: 0.014, memory: 10966, top1_acc: 0.2605, top5_acc: 0.5457, loss_cls: 3.1977, loss: 3.1977, grad_norm: 3.8098 2020-09-15 15:59:30,527 - mmaction - INFO - Epoch [5][940/1320] lr: 2.000e-02, eta: 1 day, 12:02:53, time: 2.048, data_time: 0.004, memory: 10966, top1_acc: 0.2457, top5_acc: 0.5273, loss_cls: 3.2507, loss: 3.2507, grad_norm: 3.8373 2020-09-15 16:00:13,308 - mmaction - INFO - Epoch [5][960/1320] lr: 2.000e-02, eta: 1 day, 12:02:03, time: 2.138, data_time: 0.003, memory: 10966, top1_acc: 0.2527, top5_acc: 0.5406, loss_cls: 3.1820, loss: 3.1820, grad_norm: 3.8163 2020-09-15 16:00:54,331 - mmaction - INFO - Epoch [5][980/1320] lr: 2.000e-02, eta: 1 day, 12:00:57, time: 2.052, data_time: 0.006, memory: 10966, top1_acc: 0.2527, top5_acc: 0.5156, loss_cls: 3.2342, loss: 3.2342, grad_norm: 3.6416 2020-09-15 16:01:36,304 - mmaction - INFO - Epoch [5][1000/1320] lr: 2.000e-02, eta: 1 day, 12:00:00, time: 2.099, data_time: 0.691, memory: 10966, top1_acc: 0.2582, top5_acc: 0.5410, loss_cls: 3.1675, loss: 3.1675, grad_norm: 3.7551 2020-09-15 16:02:17,563 - mmaction - INFO - Epoch [5][1020/1320] lr: 2.000e-02, eta: 1 day, 11:58:56, time: 2.064, data_time: 0.342, memory: 10966, top1_acc: 0.2566, top5_acc: 0.5234, loss_cls: 3.2348, loss: 3.2348, grad_norm: 3.9393 2020-09-15 16:02:59,926 - mmaction - INFO - Epoch [5][1040/1320] lr: 2.000e-02, eta: 1 day, 11:58:03, time: 2.117, data_time: 0.001, memory: 10966, top1_acc: 0.2520, top5_acc: 0.5473, loss_cls: 3.1450, loss: 3.1450, grad_norm: 3.7044 2020-09-15 16:03:41,976 - mmaction - INFO - Epoch [5][1060/1320] lr: 2.000e-02, eta: 1 day, 11:57:07, time: 2.103, data_time: 0.005, memory: 10966, top1_acc: 0.2723, top5_acc: 0.5543, loss_cls: 3.1115, loss: 3.1115, grad_norm: 3.7739 2020-09-15 16:04:22,215 - mmaction - INFO - Epoch [5][1080/1320] lr: 2.000e-02, eta: 1 day, 11:55:51, time: 1.997, data_time: 0.202, memory: 10966, top1_acc: 0.2395, top5_acc: 0.5254, loss_cls: 3.2127, loss: 3.2127, grad_norm: 3.8329 2020-09-15 16:05:01,041 - mmaction - INFO - Epoch [5][1100/1320] lr: 2.000e-02, eta: 1 day, 11:54:28, time: 1.954, data_time: 0.125, memory: 10966, top1_acc: 0.2406, top5_acc: 0.5250, loss_cls: 3.2374, loss: 3.2374, grad_norm: 3.8698 2020-09-15 16:05:42,741 - mmaction - INFO - Epoch [5][1120/1320] lr: 2.000e-02, eta: 1 day, 11:53:29, time: 2.087, data_time: 0.369, memory: 10966, top1_acc: 0.2430, top5_acc: 0.5219, loss_cls: 3.2527, loss: 3.2527, grad_norm: 3.8792 2020-09-15 16:06:26,265 - mmaction - INFO - Epoch [5][1140/1320] lr: 2.000e-02, eta: 1 day, 11:52:48, time: 2.176, data_time: 0.002, memory: 10966, top1_acc: 0.2625, top5_acc: 0.5367, loss_cls: 3.1683, loss: 3.1683, grad_norm: 3.7473 2020-09-15 16:07:07,450 - mmaction - INFO - Epoch [5][1160/1320] lr: 2.000e-02, eta: 1 day, 11:51:44, time: 2.059, data_time: 0.003, memory: 10966, top1_acc: 0.2711, top5_acc: 0.5418, loss_cls: 3.1645, loss: 3.1645, grad_norm: 3.7735 2020-09-15 16:07:49,552 - mmaction - INFO - Epoch [5][1180/1320] lr: 2.000e-02, eta: 1 day, 11:50:49, time: 2.105, data_time: 0.003, memory: 10966, top1_acc: 0.2508, top5_acc: 0.5332, loss_cls: 3.1970, loss: 3.1970, grad_norm: 3.8692 2020-09-15 16:08:32,663 - mmaction - INFO - Epoch [5][1200/1320] lr: 2.000e-02, eta: 1 day, 11:50:04, time: 2.156, data_time: 0.002, memory: 10966, top1_acc: 0.2566, top5_acc: 0.5305, loss_cls: 3.2372, loss: 3.2372, grad_norm: 3.8383 2020-09-15 16:09:13,952 - mmaction - INFO - Epoch [5][1220/1320] lr: 2.000e-02, eta: 1 day, 11:49:02, time: 2.064, data_time: 0.002, memory: 10966, top1_acc: 0.2480, top5_acc: 0.5316, loss_cls: 3.2093, loss: 3.2093, grad_norm: 3.7690 2020-09-15 16:09:54,324 - mmaction - INFO - Epoch [5][1240/1320] lr: 2.000e-02, eta: 1 day, 11:47:51, time: 2.018, data_time: 0.376, memory: 10966, top1_acc: 0.2496, top5_acc: 0.5289, loss_cls: 3.1952, loss: 3.1952, grad_norm: 3.8709 2020-09-15 16:10:35,623 - mmaction - INFO - Epoch [5][1260/1320] lr: 2.000e-02, eta: 1 day, 11:46:48, time: 2.060, data_time: 0.462, memory: 10966, top1_acc: 0.2402, top5_acc: 0.5262, loss_cls: 3.2436, loss: 3.2436, grad_norm: 3.8548 2020-09-15 16:11:16,096 - mmaction - INFO - Epoch [5][1280/1320] lr: 2.000e-02, eta: 1 day, 11:45:40, time: 2.028, data_time: 0.178, memory: 10966, top1_acc: 0.2625, top5_acc: 0.5559, loss_cls: 3.1645, loss: 3.1645, grad_norm: 3.8289 2020-09-15 16:11:57,849 - mmaction - INFO - Epoch [5][1300/1320] lr: 2.000e-02, eta: 1 day, 11:44:42, time: 2.084, data_time: 0.004, memory: 10966, top1_acc: 0.2676, top5_acc: 0.5480, loss_cls: 3.1507, loss: 3.1507, grad_norm: 3.8237 2020-09-15 16:12:36,012 - mmaction - INFO - Epoch [5][1320/1320] lr: 2.000e-02, eta: 1 day, 11:43:13, time: 1.913, data_time: 0.035, memory: 10966, top1_acc: 0.2726, top5_acc: 0.5488, loss_cls: 3.1788, loss: 3.1788, grad_norm: 3.8791 2020-09-15 16:12:48,307 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-09-15 16:20:44,336 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-15 16:20:44,686 - mmaction - INFO - top1_acc 0.2233 top5_acc 0.5074 2020-09-15 16:20:44,686 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-15 16:20:44,796 - mmaction - INFO - mean_acc 0.1618 2020-09-15 16:20:44,796 - mmaction - INFO - Now best checkpoint is epoch_5.pth 2020-09-15 16:20:44,813 - mmaction - INFO - Epoch(val) [5][1320] top1_acc: 0.2233, top5_acc: 0.5074, mean_class_accuracy: 0.1618 2020-09-15 16:23:28,961 - mmaction - INFO - Epoch [6][20/1320] lr: 2.000e-02, eta: 1 day, 12:00:32, time: 8.198, data_time: 6.447, memory: 10966, top1_acc: 0.2793, top5_acc: 0.5555, loss_cls: 3.0960, loss: 3.0960, grad_norm: 3.9077 2020-09-15 16:24:10,217 - mmaction - INFO - Epoch [6][40/1320] lr: 2.000e-02, eta: 1 day, 11:59:28, time: 2.068, data_time: 0.036, memory: 10966, top1_acc: 0.2668, top5_acc: 0.5477, loss_cls: 3.1619, loss: 3.1619, grad_norm: 3.9081 2020-09-15 16:24:52,831 - mmaction - INFO - Epoch [6][60/1320] lr: 2.000e-02, eta: 1 day, 11:58:35, time: 2.132, data_time: 0.006, memory: 10966, top1_acc: 0.2660, top5_acc: 0.5523, loss_cls: 3.1340, loss: 3.1340, grad_norm: 3.7620 2020-09-15 16:25:33,570 - mmaction - INFO - Epoch [6][80/1320] lr: 2.000e-02, eta: 1 day, 11:57:25, time: 2.035, data_time: 0.018, memory: 10966, top1_acc: 0.2555, top5_acc: 0.5445, loss_cls: 3.1131, loss: 3.1131, grad_norm: 3.9027 2020-09-15 16:26:15,932 - mmaction - INFO - Epoch [6][100/1320] lr: 2.000e-02, eta: 1 day, 11:56:30, time: 2.120, data_time: 0.018, memory: 10966, top1_acc: 0.2691, top5_acc: 0.5473, loss_cls: 3.1235, loss: 3.1235, grad_norm: 3.8190 2020-09-15 16:26:57,495 - mmaction - INFO - Epoch [6][120/1320] lr: 2.000e-02, eta: 1 day, 11:55:29, time: 2.078, data_time: 0.003, memory: 10966, top1_acc: 0.2719, top5_acc: 0.5586, loss_cls: 3.0833, loss: 3.0833, grad_norm: 3.8891 2020-09-15 16:27:40,178 - mmaction - INFO - Epoch [6][140/1320] lr: 2.000e-02, eta: 1 day, 11:54:35, time: 2.127, data_time: 0.411, memory: 10966, top1_acc: 0.2531, top5_acc: 0.5473, loss_cls: 3.1566, loss: 3.1566, grad_norm: 3.8525 2020-09-15 16:28:23,386 - mmaction - INFO - Epoch [6][160/1320] lr: 2.000e-02, eta: 1 day, 11:53:49, time: 2.165, data_time: 1.183, memory: 10966, top1_acc: 0.2684, top5_acc: 0.5582, loss_cls: 3.0979, loss: 3.0979, grad_norm: 3.8026 2020-09-15 16:29:02,634 - mmaction - INFO - Epoch [6][180/1320] lr: 2.000e-02, eta: 1 day, 11:52:27, time: 1.964, data_time: 0.431, memory: 10966, top1_acc: 0.2492, top5_acc: 0.5258, loss_cls: 3.1874, loss: 3.1874, grad_norm: 4.0343 2020-09-15 16:29:43,489 - mmaction - INFO - Epoch [6][200/1320] lr: 2.000e-02, eta: 1 day, 11:51:19, time: 2.043, data_time: 0.776, memory: 10966, top1_acc: 0.2805, top5_acc: 0.5660, loss_cls: 3.0739, loss: 3.0739, grad_norm: 3.8759 2020-09-15 16:30:24,058 - mmaction - INFO - Epoch [6][220/1320] lr: 2.000e-02, eta: 1 day, 11:50:10, time: 2.029, data_time: 0.003, memory: 10966, top1_acc: 0.2566, top5_acc: 0.5383, loss_cls: 3.2019, loss: 3.2019, grad_norm: 3.9185 2020-09-15 16:31:06,669 - mmaction - INFO - Epoch [6][240/1320] lr: 2.000e-02, eta: 1 day, 11:49:17, time: 2.130, data_time: 0.026, memory: 10966, top1_acc: 0.2551, top5_acc: 0.5352, loss_cls: 3.2045, loss: 3.2045, grad_norm: 3.9975 2020-09-15 16:31:47,868 - mmaction - INFO - Epoch [6][260/1320] lr: 2.000e-02, eta: 1 day, 11:48:13, time: 2.061, data_time: 0.177, memory: 10966, top1_acc: 0.2789, top5_acc: 0.5500, loss_cls: 3.0950, loss: 3.0950, grad_norm: 3.8428 2020-09-15 16:32:27,761 - mmaction - INFO - Epoch [6][280/1320] lr: 2.000e-02, eta: 1 day, 11:46:58, time: 1.994, data_time: 0.003, memory: 10966, top1_acc: 0.2582, top5_acc: 0.5426, loss_cls: 3.1849, loss: 3.1849, grad_norm: 3.8343 2020-09-15 16:33:11,378 - mmaction - INFO - Epoch [6][300/1320] lr: 2.000e-02, eta: 1 day, 11:46:15, time: 2.182, data_time: 0.042, memory: 10966, top1_acc: 0.2570, top5_acc: 0.5672, loss_cls: 3.1256, loss: 3.1256, grad_norm: 3.8587 2020-09-15 16:33:51,702 - mmaction - INFO - Epoch [6][320/1320] lr: 2.000e-02, eta: 1 day, 11:45:03, time: 2.016, data_time: 0.004, memory: 10966, top1_acc: 0.2629, top5_acc: 0.5437, loss_cls: 3.1439, loss: 3.1439, grad_norm: 3.9176 2020-09-15 16:34:33,513 - mmaction - INFO - Epoch [6][340/1320] lr: 2.000e-02, eta: 1 day, 11:44:05, time: 2.090, data_time: 0.003, memory: 10966, top1_acc: 0.2691, top5_acc: 0.5590, loss_cls: 3.1126, loss: 3.1126, grad_norm: 3.9174 2020-09-15 16:35:12,672 - mmaction - INFO - Epoch [6][360/1320] lr: 2.000e-02, eta: 1 day, 11:42:44, time: 1.959, data_time: 0.002, memory: 10966, top1_acc: 0.2660, top5_acc: 0.5555, loss_cls: 3.0773, loss: 3.0773, grad_norm: 3.7889 2020-09-15 16:35:55,038 - mmaction - INFO - Epoch [6][380/1320] lr: 2.000e-02, eta: 1 day, 11:41:50, time: 2.117, data_time: 0.012, memory: 10966, top1_acc: 0.2578, top5_acc: 0.5496, loss_cls: 3.1425, loss: 3.1425, grad_norm: 3.8117 2020-09-15 16:36:36,508 - mmaction - INFO - Epoch [6][400/1320] lr: 2.000e-02, eta: 1 day, 11:40:49, time: 2.073, data_time: 0.004, memory: 10966, top1_acc: 0.2504, top5_acc: 0.5441, loss_cls: 3.1397, loss: 3.1397, grad_norm: 3.8682 2020-09-15 16:37:19,613 - mmaction - INFO - Epoch [6][420/1320] lr: 2.000e-02, eta: 1 day, 11:40:02, time: 2.156, data_time: 0.075, memory: 10966, top1_acc: 0.2637, top5_acc: 0.5426, loss_cls: 3.1704, loss: 3.1704, grad_norm: 3.8607 2020-09-15 16:37:59,958 - mmaction - INFO - Epoch [6][440/1320] lr: 2.000e-02, eta: 1 day, 11:38:52, time: 2.018, data_time: 0.156, memory: 10966, top1_acc: 0.2625, top5_acc: 0.5434, loss_cls: 3.1249, loss: 3.1249, grad_norm: 3.8827 2020-09-15 16:38:41,175 - mmaction - INFO - Epoch [6][460/1320] lr: 2.000e-02, eta: 1 day, 11:37:49, time: 2.061, data_time: 0.010, memory: 10966, top1_acc: 0.2664, top5_acc: 0.5453, loss_cls: 3.1552, loss: 3.1552, grad_norm: 3.8367 2020-09-15 16:39:21,902 - mmaction - INFO - Epoch [6][480/1320] lr: 2.000e-02, eta: 1 day, 11:36:42, time: 2.035, data_time: 0.002, memory: 10966, top1_acc: 0.2594, top5_acc: 0.5422, loss_cls: 3.1157, loss: 3.1157, grad_norm: 3.7882 2020-09-15 16:40:01,834 - mmaction - INFO - Epoch [6][500/1320] lr: 2.000e-02, eta: 1 day, 11:35:29, time: 1.998, data_time: 0.229, memory: 10966, top1_acc: 0.2684, top5_acc: 0.5500, loss_cls: 3.1170, loss: 3.1170, grad_norm: 3.8451 2020-09-15 16:40:43,660 - mmaction - INFO - Epoch [6][520/1320] lr: 2.000e-02, eta: 1 day, 11:34:31, time: 2.091, data_time: 0.408, memory: 10966, top1_acc: 0.2582, top5_acc: 0.5437, loss_cls: 3.1237, loss: 3.1237, grad_norm: 3.8505 2020-09-15 16:41:24,953 - mmaction - INFO - Epoch [6][540/1320] lr: 2.000e-02, eta: 1 day, 11:33:28, time: 2.056, data_time: 0.047, memory: 10966, top1_acc: 0.2652, top5_acc: 0.5316, loss_cls: 3.1315, loss: 3.1315, grad_norm: 3.8730 2020-09-15 16:42:05,277 - mmaction - INFO - Epoch [6][560/1320] lr: 2.000e-02, eta: 1 day, 11:32:19, time: 2.017, data_time: 0.013, memory: 10966, top1_acc: 0.2516, top5_acc: 0.5379, loss_cls: 3.2056, loss: 3.2056, grad_norm: 3.8502 2020-09-15 16:42:47,673 - mmaction - INFO - Epoch [6][580/1320] lr: 2.000e-02, eta: 1 day, 11:31:27, time: 2.123, data_time: 0.032, memory: 10966, top1_acc: 0.2734, top5_acc: 0.5484, loss_cls: 3.1286, loss: 3.1286, grad_norm: 3.8535 2020-09-15 16:43:29,814 - mmaction - INFO - Epoch [6][600/1320] lr: 2.000e-02, eta: 1 day, 11:30:32, time: 2.107, data_time: 0.008, memory: 10966, top1_acc: 0.2762, top5_acc: 0.5570, loss_cls: 3.1008, loss: 3.1008, grad_norm: 3.7652 2020-09-15 16:44:11,434 - mmaction - INFO - Epoch [6][620/1320] lr: 2.000e-02, eta: 1 day, 11:29:34, time: 2.082, data_time: 0.010, memory: 10966, top1_acc: 0.2621, top5_acc: 0.5555, loss_cls: 3.1706, loss: 3.1706, grad_norm: 3.8356 2020-09-15 16:44:56,049 - mmaction - INFO - Epoch [6][640/1320] lr: 2.000e-02, eta: 1 day, 11:28:59, time: 2.227, data_time: 0.007, memory: 10966, top1_acc: 0.2590, top5_acc: 0.5363, loss_cls: 3.1414, loss: 3.1414, grad_norm: 3.8210 2020-09-15 16:45:40,274 - mmaction - INFO - Epoch [6][660/1320] lr: 2.000e-02, eta: 1 day, 11:28:22, time: 2.213, data_time: 0.012, memory: 10966, top1_acc: 0.2746, top5_acc: 0.5520, loss_cls: 3.1312, loss: 3.1312, grad_norm: 3.8930 2020-09-15 16:46:18,152 - mmaction - INFO - Epoch [6][680/1320] lr: 2.000e-02, eta: 1 day, 11:26:53, time: 1.892, data_time: 0.010, memory: 10966, top1_acc: 0.2719, top5_acc: 0.5574, loss_cls: 3.0702, loss: 3.0702, grad_norm: 3.8262 2020-09-15 16:46:59,262 - mmaction - INFO - Epoch [6][700/1320] lr: 2.000e-02, eta: 1 day, 11:25:51, time: 2.055, data_time: 0.009, memory: 10966, top1_acc: 0.2672, top5_acc: 0.5437, loss_cls: 3.1433, loss: 3.1433, grad_norm: 3.8414 2020-09-15 16:47:39,789 - mmaction - INFO - Epoch [6][720/1320] lr: 2.000e-02, eta: 1 day, 11:24:43, time: 2.025, data_time: 0.015, memory: 10966, top1_acc: 0.2629, top5_acc: 0.5555, loss_cls: 3.1385, loss: 3.1385, grad_norm: 3.7929 2020-09-15 16:48:22,224 - mmaction - INFO - Epoch [6][740/1320] lr: 2.000e-02, eta: 1 day, 11:23:52, time: 2.124, data_time: 0.011, memory: 10966, top1_acc: 0.2734, top5_acc: 0.5535, loss_cls: 3.1061, loss: 3.1061, grad_norm: 3.7528 2020-09-15 16:49:04,326 - mmaction - INFO - Epoch [6][760/1320] lr: 2.000e-02, eta: 1 day, 11:22:58, time: 2.103, data_time: 0.012, memory: 10966, top1_acc: 0.2789, top5_acc: 0.5465, loss_cls: 3.1144, loss: 3.1144, grad_norm: 3.7814 2020-09-15 16:49:45,727 - mmaction - INFO - Epoch [6][780/1320] lr: 2.000e-02, eta: 1 day, 11:21:58, time: 2.072, data_time: 0.473, memory: 10966, top1_acc: 0.2762, top5_acc: 0.5516, loss_cls: 3.1044, loss: 3.1044, grad_norm: 3.7847 2020-09-15 16:50:27,530 - mmaction - INFO - Epoch [6][800/1320] lr: 2.000e-02, eta: 1 day, 11:21:02, time: 2.090, data_time: 0.044, memory: 10966, top1_acc: 0.2633, top5_acc: 0.5465, loss_cls: 3.1465, loss: 3.1465, grad_norm: 3.7590 2020-09-15 16:51:10,334 - mmaction - INFO - Epoch [6][820/1320] lr: 2.000e-02, eta: 1 day, 11:20:13, time: 2.138, data_time: 0.018, memory: 10966, top1_acc: 0.2738, top5_acc: 0.5496, loss_cls: 3.0962, loss: 3.0962, grad_norm: 3.8909 2020-09-15 16:51:53,486 - mmaction - INFO - Epoch [6][840/1320] lr: 2.000e-02, eta: 1 day, 11:19:29, time: 2.165, data_time: 0.011, memory: 10966, top1_acc: 0.2871, top5_acc: 0.5582, loss_cls: 3.0864, loss: 3.0864, grad_norm: 3.8342 2020-09-15 16:52:34,445 - mmaction - INFO - Epoch [6][860/1320] lr: 2.000e-02, eta: 1 day, 11:18:25, time: 2.043, data_time: 0.008, memory: 10966, top1_acc: 0.2602, top5_acc: 0.5270, loss_cls: 3.1717, loss: 3.1717, grad_norm: 3.7760 2020-09-15 16:53:17,414 - mmaction - INFO - Epoch [6][880/1320] lr: 2.000e-02, eta: 1 day, 11:17:38, time: 2.150, data_time: 0.060, memory: 10966, top1_acc: 0.2684, top5_acc: 0.5531, loss_cls: 3.1407, loss: 3.1407, grad_norm: 3.8124 2020-09-15 16:53:58,701 - mmaction - INFO - Epoch [6][900/1320] lr: 2.000e-02, eta: 1 day, 11:16:38, time: 2.062, data_time: 0.307, memory: 10966, top1_acc: 0.2551, top5_acc: 0.5375, loss_cls: 3.1911, loss: 3.1911, grad_norm: 3.9099 2020-09-15 16:54:38,245 - mmaction - INFO - Epoch [6][920/1320] lr: 2.000e-02, eta: 1 day, 11:15:24, time: 1.978, data_time: 0.307, memory: 10966, top1_acc: 0.2777, top5_acc: 0.5516, loss_cls: 3.0828, loss: 3.0828, grad_norm: 3.8542 2020-09-15 16:55:19,254 - mmaction - INFO - Epoch [6][940/1320] lr: 2.000e-02, eta: 1 day, 11:14:22, time: 2.046, data_time: 0.458, memory: 10966, top1_acc: 0.2734, top5_acc: 0.5523, loss_cls: 3.0803, loss: 3.0803, grad_norm: 3.8348 2020-09-15 16:56:04,464 - mmaction - INFO - Epoch [6][960/1320] lr: 2.000e-02, eta: 1 day, 11:13:53, time: 2.264, data_time: 0.013, memory: 10966, top1_acc: 0.2684, top5_acc: 0.5551, loss_cls: 3.1087, loss: 3.1087, grad_norm: 3.8419 2020-09-15 16:56:43,620 - mmaction - INFO - Epoch [6][980/1320] lr: 2.000e-02, eta: 1 day, 11:12:38, time: 1.963, data_time: 0.010, memory: 10966, top1_acc: 0.2602, top5_acc: 0.5437, loss_cls: 3.1466, loss: 3.1466, grad_norm: 3.8893 2020-09-15 16:57:27,877 - mmaction - INFO - Epoch [6][1000/1320] lr: 2.000e-02, eta: 1 day, 11:12:00, time: 2.206, data_time: 0.003, memory: 10966, top1_acc: 0.2641, top5_acc: 0.5480, loss_cls: 3.1434, loss: 3.1434, grad_norm: 3.9179 2020-09-15 16:58:09,590 - mmaction - INFO - Epoch [6][1020/1320] lr: 2.000e-02, eta: 1 day, 11:11:04, time: 2.092, data_time: 0.011, memory: 10966, top1_acc: 0.2531, top5_acc: 0.5352, loss_cls: 3.1745, loss: 3.1745, grad_norm: 3.9650 2020-09-15 16:58:51,723 - mmaction - INFO - Epoch [6][1040/1320] lr: 2.000e-02, eta: 1 day, 11:10:10, time: 2.099, data_time: 0.004, memory: 10966, top1_acc: 0.2773, top5_acc: 0.5520, loss_cls: 3.1000, loss: 3.1000, grad_norm: 3.7577 2020-09-15 16:59:32,526 - mmaction - INFO - Epoch [6][1060/1320] lr: 2.000e-02, eta: 1 day, 11:09:08, time: 2.045, data_time: 0.012, memory: 10966, top1_acc: 0.2684, top5_acc: 0.5473, loss_cls: 3.1194, loss: 3.1194, grad_norm: 3.7922 2020-09-15 17:00:13,263 - mmaction - INFO - Epoch [6][1080/1320] lr: 2.000e-02, eta: 1 day, 11:08:05, time: 2.040, data_time: 0.128, memory: 10966, top1_acc: 0.2809, top5_acc: 0.5629, loss_cls: 3.0678, loss: 3.0678, grad_norm: 3.7764 2020-09-15 17:00:51,928 - mmaction - INFO - Epoch [6][1100/1320] lr: 2.000e-02, eta: 1 day, 11:06:46, time: 1.932, data_time: 0.004, memory: 10966, top1_acc: 0.2687, top5_acc: 0.5531, loss_cls: 3.1586, loss: 3.1586, grad_norm: 3.9276 2020-09-15 17:01:34,208 - mmaction - INFO - Epoch [6][1120/1320] lr: 2.000e-02, eta: 1 day, 11:05:54, time: 2.116, data_time: 0.099, memory: 10966, top1_acc: 0.2594, top5_acc: 0.5449, loss_cls: 3.1811, loss: 3.1811, grad_norm: 3.8037 2020-09-15 17:02:17,459 - mmaction - INFO - Epoch [6][1140/1320] lr: 2.000e-02, eta: 1 day, 11:05:08, time: 2.149, data_time: 0.004, memory: 10966, top1_acc: 0.2719, top5_acc: 0.5445, loss_cls: 3.1334, loss: 3.1334, grad_norm: 3.8225 2020-09-15 17:02:58,571 - mmaction - INFO - Epoch [6][1160/1320] lr: 2.000e-02, eta: 1 day, 11:04:10, time: 2.069, data_time: 0.019, memory: 10966, top1_acc: 0.2766, top5_acc: 0.5594, loss_cls: 3.0668, loss: 3.0668, grad_norm: 3.7813 2020-09-15 17:03:40,393 - mmaction - INFO - Epoch [6][1180/1320] lr: 2.000e-02, eta: 1 day, 11:03:15, time: 2.090, data_time: 0.003, memory: 10966, top1_acc: 0.2621, top5_acc: 0.5687, loss_cls: 3.0738, loss: 3.0738, grad_norm: 3.8100 2020-09-15 17:04:22,158 - mmaction - INFO - Epoch [6][1200/1320] lr: 2.000e-02, eta: 1 day, 11:02:20, time: 2.089, data_time: 0.007, memory: 10966, top1_acc: 0.2750, top5_acc: 0.5598, loss_cls: 3.0494, loss: 3.0494, grad_norm: 3.7645 2020-09-15 17:05:05,409 - mmaction - INFO - Epoch [6][1220/1320] lr: 2.000e-02, eta: 1 day, 11:01:35, time: 2.159, data_time: 0.005, memory: 10966, top1_acc: 0.2715, top5_acc: 0.5480, loss_cls: 3.1262, loss: 3.1262, grad_norm: 3.8098 2020-09-15 17:05:43,455 - mmaction - INFO - Epoch [6][1240/1320] lr: 2.000e-02, eta: 1 day, 11:00:13, time: 1.905, data_time: 0.285, memory: 10966, top1_acc: 0.2801, top5_acc: 0.5512, loss_cls: 3.1123, loss: 3.1123, grad_norm: 3.9122 2020-09-15 17:06:27,255 - mmaction - INFO - Epoch [6][1260/1320] lr: 2.000e-02, eta: 1 day, 10:59:32, time: 2.185, data_time: 0.060, memory: 10966, top1_acc: 0.2621, top5_acc: 0.5480, loss_cls: 3.1331, loss: 3.1331, grad_norm: 3.9338 2020-09-15 17:07:09,361 - mmaction - INFO - Epoch [6][1280/1320] lr: 2.000e-02, eta: 1 day, 10:58:41, time: 2.110, data_time: 0.044, memory: 10966, top1_acc: 0.2520, top5_acc: 0.5516, loss_cls: 3.1649, loss: 3.1649, grad_norm: 3.9008 2020-09-15 17:07:50,980 - mmaction - INFO - Epoch [6][1300/1320] lr: 2.000e-02, eta: 1 day, 10:57:45, time: 2.081, data_time: 0.006, memory: 10966, top1_acc: 0.2715, top5_acc: 0.5594, loss_cls: 3.1056, loss: 3.1056, grad_norm: 3.7661 2020-09-15 17:08:30,256 - mmaction - INFO - Epoch [6][1320/1320] lr: 2.000e-02, eta: 1 day, 10:56:32, time: 1.962, data_time: 0.005, memory: 10966, top1_acc: 0.2702, top5_acc: 0.5480, loss_cls: 3.0985, loss: 3.0985, grad_norm: 3.8709 2020-09-15 17:08:41,437 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-09-15 17:16:34,845 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-15 17:16:35,370 - mmaction - INFO - top1_acc 0.2105 top5_acc 0.4855 2020-09-15 17:16:35,370 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-15 17:16:35,430 - mmaction - INFO - mean_acc 0.1529 2020-09-15 17:16:35,437 - mmaction - INFO - Epoch(val) [6][1320] top1_acc: 0.2105, top5_acc: 0.4855, mean_class_accuracy: 0.1529 2020-09-15 17:18:49,558 - mmaction - INFO - Epoch [7][20/1320] lr: 2.000e-02, eta: 1 day, 11:06:50, time: 6.694, data_time: 4.852, memory: 10966, top1_acc: 0.2680, top5_acc: 0.5641, loss_cls: 3.0875, loss: 3.0875, grad_norm: 3.7549 2020-09-15 17:19:33,897 - mmaction - INFO - Epoch [7][40/1320] lr: 2.000e-02, eta: 1 day, 11:06:14, time: 2.224, data_time: 0.133, memory: 10966, top1_acc: 0.2863, top5_acc: 0.5566, loss_cls: 3.0685, loss: 3.0685, grad_norm: 3.7667 2020-09-15 17:20:12,290 - mmaction - INFO - Epoch [7][60/1320] lr: 2.000e-02, eta: 1 day, 11:04:53, time: 1.924, data_time: 0.014, memory: 10966, top1_acc: 0.2887, top5_acc: 0.5770, loss_cls: 3.0244, loss: 3.0244, grad_norm: 3.8161 2020-09-15 17:20:56,373 - mmaction - INFO - Epoch [7][80/1320] lr: 2.000e-02, eta: 1 day, 11:04:14, time: 2.204, data_time: 0.030, memory: 10966, top1_acc: 0.2746, top5_acc: 0.5586, loss_cls: 3.0641, loss: 3.0641, grad_norm: 3.8951 2020-09-15 17:21:37,548 - mmaction - INFO - Epoch [7][100/1320] lr: 2.000e-02, eta: 1 day, 11:03:13, time: 2.056, data_time: 0.003, memory: 10966, top1_acc: 0.2902, top5_acc: 0.5680, loss_cls: 3.0382, loss: 3.0382, grad_norm: 3.8645 2020-09-15 17:22:19,939 - mmaction - INFO - Epoch [7][120/1320] lr: 2.000e-02, eta: 1 day, 11:02:21, time: 2.122, data_time: 0.005, memory: 10966, top1_acc: 0.2730, top5_acc: 0.5715, loss_cls: 3.0289, loss: 3.0289, grad_norm: 3.8314 2020-09-15 17:22:59,960 - mmaction - INFO - Epoch [7][140/1320] lr: 2.000e-02, eta: 1 day, 11:01:13, time: 2.002, data_time: 0.003, memory: 10966, top1_acc: 0.2770, top5_acc: 0.5625, loss_cls: 3.0701, loss: 3.0701, grad_norm: 3.8316 2020-09-15 17:23:42,079 - mmaction - INFO - Epoch [7][160/1320] lr: 2.000e-02, eta: 1 day, 11:00:19, time: 2.104, data_time: 0.571, memory: 10966, top1_acc: 0.2758, top5_acc: 0.5594, loss_cls: 3.0831, loss: 3.0831, grad_norm: 3.7757 2020-09-15 17:24:22,201 - mmaction - INFO - Epoch [7][180/1320] lr: 2.000e-02, eta: 1 day, 10:59:11, time: 2.006, data_time: 0.004, memory: 10966, top1_acc: 0.2762, top5_acc: 0.5676, loss_cls: 3.0406, loss: 3.0406, grad_norm: 3.8031 2020-09-15 17:25:04,556 - mmaction - INFO - Epoch [7][200/1320] lr: 2.000e-02, eta: 1 day, 10:58:19, time: 2.117, data_time: 0.059, memory: 10966, top1_acc: 0.2781, top5_acc: 0.5648, loss_cls: 3.0345, loss: 3.0345, grad_norm: 3.8719 2020-09-15 17:25:44,640 - mmaction - INFO - Epoch [7][220/1320] lr: 2.000e-02, eta: 1 day, 10:57:12, time: 2.005, data_time: 0.045, memory: 10966, top1_acc: 0.2934, top5_acc: 0.5699, loss_cls: 3.0025, loss: 3.0025, grad_norm: 3.7890 2020-09-15 17:26:28,887 - mmaction - INFO - Epoch [7][240/1320] lr: 2.000e-02, eta: 1 day, 10:56:33, time: 2.213, data_time: 0.003, memory: 10966, top1_acc: 0.2687, top5_acc: 0.5621, loss_cls: 3.0521, loss: 3.0521, grad_norm: 3.8937 2020-09-15 17:27:09,280 - mmaction - INFO - Epoch [7][260/1320] lr: 2.000e-02, eta: 1 day, 10:55:28, time: 2.018, data_time: 0.003, memory: 10966, top1_acc: 0.2812, top5_acc: 0.5730, loss_cls: 3.0454, loss: 3.0454, grad_norm: 3.8109 2020-09-15 17:27:53,726 - mmaction - INFO - Epoch [7][280/1320] lr: 2.000e-02, eta: 1 day, 10:54:51, time: 2.224, data_time: 0.008, memory: 10966, top1_acc: 0.2727, top5_acc: 0.5652, loss_cls: 3.0405, loss: 3.0405, grad_norm: 3.8845 2020-09-15 17:28:32,674 - mmaction - INFO - Epoch [7][300/1320] lr: 2.000e-02, eta: 1 day, 10:53:36, time: 1.946, data_time: 0.025, memory: 10966, top1_acc: 0.2996, top5_acc: 0.5758, loss_cls: 2.9628, loss: 2.9628, grad_norm: 3.8256 2020-09-15 17:29:15,905 - mmaction - INFO - Epoch [7][320/1320] lr: 2.000e-02, eta: 1 day, 10:52:51, time: 2.163, data_time: 0.196, memory: 10966, top1_acc: 0.2801, top5_acc: 0.5793, loss_cls: 3.0000, loss: 3.0000, grad_norm: 3.9017 2020-09-15 17:29:57,239 - mmaction - INFO - Epoch [7][340/1320] lr: 2.000e-02, eta: 1 day, 10:51:52, time: 2.065, data_time: 0.175, memory: 10966, top1_acc: 0.2859, top5_acc: 0.5625, loss_cls: 3.0385, loss: 3.0385, grad_norm: 3.9433 2020-09-15 17:30:38,720 - mmaction - INFO - Epoch [7][360/1320] lr: 2.000e-02, eta: 1 day, 10:50:55, time: 2.076, data_time: 0.488, memory: 10966, top1_acc: 0.2793, top5_acc: 0.5703, loss_cls: 3.0693, loss: 3.0693, grad_norm: 3.9273 2020-09-15 17:31:20,098 - mmaction - INFO - Epoch [7][380/1320] lr: 2.000e-02, eta: 1 day, 10:49:57, time: 2.067, data_time: 0.087, memory: 10966, top1_acc: 0.2680, top5_acc: 0.5660, loss_cls: 3.0613, loss: 3.0613, grad_norm: 3.8069 2020-09-15 17:32:00,894 - mmaction - INFO - Epoch [7][400/1320] lr: 2.000e-02, eta: 1 day, 10:48:54, time: 2.037, data_time: 0.030, memory: 10966, top1_acc: 0.2797, top5_acc: 0.5656, loss_cls: 3.0925, loss: 3.0925, grad_norm: 3.8703 2020-09-15 17:32:45,236 - mmaction - INFO - Epoch [7][420/1320] lr: 2.000e-02, eta: 1 day, 10:48:17, time: 2.221, data_time: 0.914, memory: 10966, top1_acc: 0.2758, top5_acc: 0.5566, loss_cls: 3.1371, loss: 3.1371, grad_norm: 3.8293 2020-09-15 17:33:25,263 - mmaction - INFO - Epoch [7][440/1320] lr: 2.000e-02, eta: 1 day, 10:47:10, time: 2.001, data_time: 1.267, memory: 10966, top1_acc: 0.2832, top5_acc: 0.5738, loss_cls: 3.0464, loss: 3.0464, grad_norm: 3.8045 2020-09-15 17:34:06,970 - mmaction - INFO - Epoch [7][460/1320] lr: 2.000e-02, eta: 1 day, 10:46:15, time: 2.083, data_time: 1.163, memory: 10966, top1_acc: 0.2879, top5_acc: 0.5660, loss_cls: 3.0568, loss: 3.0568, grad_norm: 3.9235 2020-09-15 17:34:50,434 - mmaction - INFO - Epoch [7][480/1320] lr: 2.000e-02, eta: 1 day, 10:45:31, time: 2.174, data_time: 0.344, memory: 10966, top1_acc: 0.2715, top5_acc: 0.5559, loss_cls: 3.0961, loss: 3.0961, grad_norm: 3.9398 2020-09-15 17:35:30,706 - mmaction - INFO - Epoch [7][500/1320] lr: 2.000e-02, eta: 1 day, 10:44:26, time: 2.014, data_time: 0.226, memory: 10966, top1_acc: 0.2711, top5_acc: 0.5730, loss_cls: 3.0704, loss: 3.0704, grad_norm: 3.8824 2020-09-15 17:36:13,526 - mmaction - INFO - Epoch [7][520/1320] lr: 2.000e-02, eta: 1 day, 10:43:38, time: 2.139, data_time: 1.174, memory: 10966, top1_acc: 0.2730, top5_acc: 0.5566, loss_cls: 3.0917, loss: 3.0917, grad_norm: 3.8455 2020-09-15 17:36:54,873 - mmaction - INFO - Epoch [7][540/1320] lr: 2.000e-02, eta: 1 day, 10:42:41, time: 2.070, data_time: 1.457, memory: 10966, top1_acc: 0.2742, top5_acc: 0.5555, loss_cls: 3.0794, loss: 3.0794, grad_norm: 3.8153 2020-09-15 17:37:34,876 - mmaction - INFO - Epoch [7][560/1320] lr: 2.000e-02, eta: 1 day, 10:41:34, time: 1.999, data_time: 1.194, memory: 10966, top1_acc: 0.2738, top5_acc: 0.5684, loss_cls: 3.0450, loss: 3.0450, grad_norm: 3.7728 2020-09-15 17:38:20,017 - mmaction - INFO - Epoch [7][580/1320] lr: 2.000e-02, eta: 1 day, 10:41:03, time: 2.259, data_time: 0.151, memory: 10966, top1_acc: 0.2781, top5_acc: 0.5574, loss_cls: 3.0392, loss: 3.0392, grad_norm: 3.9552 2020-09-15 17:39:01,129 - mmaction - INFO - Epoch [7][600/1320] lr: 2.000e-02, eta: 1 day, 10:40:03, time: 2.053, data_time: 0.003, memory: 10966, top1_acc: 0.2816, top5_acc: 0.5637, loss_cls: 3.0227, loss: 3.0227, grad_norm: 3.8301 2020-09-15 17:39:40,922 - mmaction - INFO - Epoch [7][620/1320] lr: 2.000e-02, eta: 1 day, 10:38:55, time: 1.989, data_time: 0.005, memory: 10966, top1_acc: 0.2723, top5_acc: 0.5563, loss_cls: 3.0973, loss: 3.0973, grad_norm: 3.8711 2020-09-15 17:40:23,791 - mmaction - INFO - Epoch [7][640/1320] lr: 2.000e-02, eta: 1 day, 10:38:08, time: 2.145, data_time: 0.005, memory: 10966, top1_acc: 0.2918, top5_acc: 0.5648, loss_cls: 3.0578, loss: 3.0578, grad_norm: 3.8009 2020-09-15 17:41:04,161 - mmaction - INFO - Epoch [7][660/1320] lr: 2.000e-02, eta: 1 day, 10:37:05, time: 2.020, data_time: 0.015, memory: 10966, top1_acc: 0.2895, top5_acc: 0.5891, loss_cls: 2.9689, loss: 2.9689, grad_norm: 3.7525 2020-09-15 17:41:44,487 - mmaction - INFO - Epoch [7][680/1320] lr: 2.000e-02, eta: 1 day, 10:36:00, time: 2.009, data_time: 0.243, memory: 10966, top1_acc: 0.2840, top5_acc: 0.5578, loss_cls: 3.0814, loss: 3.0814, grad_norm: 3.8255 2020-09-15 17:42:27,996 - mmaction - INFO - Epoch [7][700/1320] lr: 2.000e-02, eta: 1 day, 10:35:18, time: 2.182, data_time: 0.076, memory: 10966, top1_acc: 0.2766, top5_acc: 0.5816, loss_cls: 3.0173, loss: 3.0173, grad_norm: 3.8080 2020-09-15 17:43:12,458 - mmaction - INFO - Epoch [7][720/1320] lr: 2.000e-02, eta: 1 day, 10:34:41, time: 2.220, data_time: 0.231, memory: 10966, top1_acc: 0.2719, top5_acc: 0.5535, loss_cls: 3.0739, loss: 3.0739, grad_norm: 3.8953 2020-09-15 17:43:52,044 - mmaction - INFO - Epoch [7][740/1320] lr: 2.000e-02, eta: 1 day, 10:33:33, time: 1.980, data_time: 0.012, memory: 10966, top1_acc: 0.2891, top5_acc: 0.5691, loss_cls: 3.0007, loss: 3.0007, grad_norm: 3.8218 2020-09-15 17:44:33,466 - mmaction - INFO - Epoch [7][760/1320] lr: 2.000e-02, eta: 1 day, 10:32:36, time: 2.074, data_time: 0.008, memory: 10966, top1_acc: 0.2742, top5_acc: 0.5707, loss_cls: 3.0565, loss: 3.0565, grad_norm: 3.8991 2020-09-15 17:45:16,080 - mmaction - INFO - Epoch [7][780/1320] lr: 2.000e-02, eta: 1 day, 10:31:48, time: 2.130, data_time: 0.002, memory: 10966, top1_acc: 0.2871, top5_acc: 0.5563, loss_cls: 3.0447, loss: 3.0447, grad_norm: 3.9593 2020-09-15 17:45:55,619 - mmaction - INFO - Epoch [7][800/1320] lr: 2.000e-02, eta: 1 day, 10:30:39, time: 1.976, data_time: 0.104, memory: 10966, top1_acc: 0.2762, top5_acc: 0.5543, loss_cls: 3.1042, loss: 3.1042, grad_norm: 3.9776 2020-09-15 17:46:37,944 - mmaction - INFO - Epoch [7][820/1320] lr: 2.000e-02, eta: 1 day, 10:29:49, time: 2.117, data_time: 0.133, memory: 10966, top1_acc: 0.2793, top5_acc: 0.5613, loss_cls: 3.0573, loss: 3.0573, grad_norm: 3.7804 2020-09-15 17:47:18,644 - mmaction - INFO - Epoch [7][840/1320] lr: 2.000e-02, eta: 1 day, 10:28:48, time: 2.035, data_time: 0.244, memory: 10966, top1_acc: 0.2910, top5_acc: 0.5656, loss_cls: 3.0402, loss: 3.0402, grad_norm: 3.7985 2020-09-15 17:48:00,608 - mmaction - INFO - Epoch [7][860/1320] lr: 2.000e-02, eta: 1 day, 10:27:55, time: 2.097, data_time: 0.115, memory: 10966, top1_acc: 0.2789, top5_acc: 0.5785, loss_cls: 3.0084, loss: 3.0084, grad_norm: 3.8224 2020-09-15 17:48:43,169 - mmaction - INFO - Epoch [7][880/1320] lr: 2.000e-02, eta: 1 day, 10:27:07, time: 2.128, data_time: 0.003, memory: 10966, top1_acc: 0.2809, top5_acc: 0.5754, loss_cls: 3.0017, loss: 3.0017, grad_norm: 3.7789 2020-09-15 17:49:23,981 - mmaction - INFO - Epoch [7][900/1320] lr: 2.000e-02, eta: 1 day, 10:26:07, time: 2.040, data_time: 0.004, memory: 10966, top1_acc: 0.2703, top5_acc: 0.5539, loss_cls: 3.0729, loss: 3.0729, grad_norm: 3.8133 2020-09-15 17:50:04,228 - mmaction - INFO - Epoch [7][920/1320] lr: 2.000e-02, eta: 1 day, 10:25:03, time: 2.013, data_time: 0.055, memory: 10966, top1_acc: 0.2727, top5_acc: 0.5684, loss_cls: 2.9992, loss: 2.9992, grad_norm: 3.7439 2020-09-15 17:50:44,622 - mmaction - INFO - Epoch [7][940/1320] lr: 2.000e-02, eta: 1 day, 10:24:01, time: 2.020, data_time: 0.101, memory: 10966, top1_acc: 0.2785, top5_acc: 0.5563, loss_cls: 3.0236, loss: 3.0236, grad_norm: 3.8436 2020-09-15 17:51:28,714 - mmaction - INFO - Epoch [7][960/1320] lr: 2.000e-02, eta: 1 day, 10:23:05, time: 2.066, data_time: 0.003, memory: 10966, top1_acc: 0.2742, top5_acc: 0.5586, loss_cls: 3.1105, loss: 3.1105, grad_norm: 3.8729 2020-09-15 17:52:08,054 - mmaction - INFO - Epoch [7][980/1320] lr: 2.000e-02, eta: 1 day, 10:22:14, time: 2.106, data_time: 0.201, memory: 10966, top1_acc: 0.2867, top5_acc: 0.5754, loss_cls: 3.0557, loss: 3.0557, grad_norm: 3.9232 2020-09-15 17:52:49,785 - mmaction - INFO - Epoch [7][1000/1320] lr: 2.000e-02, eta: 1 day, 10:21:20, time: 2.086, data_time: 0.460, memory: 10966, top1_acc: 0.2949, top5_acc: 0.5590, loss_cls: 3.0706, loss: 3.0706, grad_norm: 3.8874 2020-09-15 17:53:31,943 - mmaction - INFO - Epoch [7][1020/1320] lr: 2.000e-02, eta: 1 day, 10:20:29, time: 2.105, data_time: 0.183, memory: 10966, top1_acc: 0.2785, top5_acc: 0.5586, loss_cls: 3.0732, loss: 3.0732, grad_norm: 3.9195 2020-09-15 17:54:10,969 - mmaction - INFO - Epoch [7][1040/1320] lr: 2.000e-02, eta: 1 day, 10:19:18, time: 1.954, data_time: 0.277, memory: 10966, top1_acc: 0.2910, top5_acc: 0.5750, loss_cls: 3.0470, loss: 3.0470, grad_norm: 3.8651 2020-09-15 17:54:53,703 - mmaction - INFO - Epoch [7][1060/1320] lr: 2.000e-02, eta: 1 day, 10:18:31, time: 2.136, data_time: 0.079, memory: 10966, top1_acc: 0.2812, top5_acc: 0.5680, loss_cls: 3.0190, loss: 3.0190, grad_norm: 3.8797 2020-09-15 17:55:36,327 - mmaction - INFO - Epoch [7][1080/1320] lr: 2.000e-02, eta: 1 day, 10:17:43, time: 2.130, data_time: 0.005, memory: 10966, top1_acc: 0.2715, top5_acc: 0.5496, loss_cls: 3.1120, loss: 3.1120, grad_norm: 3.8684 2020-09-15 17:56:19,211 - mmaction - INFO - Epoch [7][1100/1320] lr: 2.000e-02, eta: 1 day, 10:16:56, time: 2.137, data_time: 0.003, memory: 10966, top1_acc: 0.2676, top5_acc: 0.5566, loss_cls: 3.1001, loss: 3.1001, grad_norm: 3.8916 2020-09-15 17:56:57,955 - mmaction - INFO - Epoch [7][1120/1320] lr: 2.000e-02, eta: 1 day, 10:15:45, time: 1.946, data_time: 0.135, memory: 10966, top1_acc: 0.2859, top5_acc: 0.5730, loss_cls: 3.0082, loss: 3.0082, grad_norm: 3.8222 2020-09-15 17:57:38,608 - mmaction - INFO - Epoch [7][1140/1320] lr: 2.000e-02, eta: 1 day, 10:14:45, time: 2.032, data_time: 0.004, memory: 10966, top1_acc: 0.2598, top5_acc: 0.5484, loss_cls: 3.1581, loss: 3.1581, grad_norm: 3.8870 2020-09-15 17:58:22,146 - mmaction - INFO - Epoch [7][1160/1320] lr: 2.000e-02, eta: 1 day, 10:14:03, time: 2.177, data_time: 0.098, memory: 10966, top1_acc: 0.2832, top5_acc: 0.5609, loss_cls: 3.0663, loss: 3.0663, grad_norm: 3.7895 2020-09-15 17:59:03,647 - mmaction - INFO - Epoch [7][1180/1320] lr: 2.000e-02, eta: 1 day, 10:13:09, time: 2.077, data_time: 0.007, memory: 10966, top1_acc: 0.2852, top5_acc: 0.5773, loss_cls: 3.0482, loss: 3.0482, grad_norm: 3.7935 2020-09-15 17:59:42,808 - mmaction - INFO - Epoch [7][1200/1320] lr: 2.000e-02, eta: 1 day, 10:12:00, time: 1.958, data_time: 0.002, memory: 10966, top1_acc: 0.2895, top5_acc: 0.5680, loss_cls: 3.0286, loss: 3.0286, grad_norm: 3.8430 2020-09-15 18:00:25,457 - mmaction - INFO - Epoch [7][1220/1320] lr: 2.000e-02, eta: 1 day, 10:11:12, time: 2.131, data_time: 0.002, memory: 10966, top1_acc: 0.2750, top5_acc: 0.5633, loss_cls: 3.0650, loss: 3.0650, grad_norm: 3.8582 2020-09-15 18:01:06,860 - mmaction - INFO - Epoch [7][1240/1320] lr: 2.000e-02, eta: 1 day, 10:10:17, time: 2.070, data_time: 0.022, memory: 10966, top1_acc: 0.2809, top5_acc: 0.5504, loss_cls: 3.0629, loss: 3.0629, grad_norm: 3.8112 2020-09-15 18:01:45,292 - mmaction - INFO - Epoch [7][1260/1320] lr: 2.000e-02, eta: 1 day, 10:09:04, time: 1.921, data_time: 0.244, memory: 10966, top1_acc: 0.2906, top5_acc: 0.5715, loss_cls: 3.0331, loss: 3.0331, grad_norm: 3.7831 2020-09-15 18:02:26,270 - mmaction - INFO - Epoch [7][1280/1320] lr: 2.000e-02, eta: 1 day, 10:08:07, time: 2.050, data_time: 1.054, memory: 10966, top1_acc: 0.2832, top5_acc: 0.5777, loss_cls: 3.0265, loss: 3.0265, grad_norm: 3.8314 2020-09-15 18:03:09,115 - mmaction - INFO - Epoch [7][1300/1320] lr: 2.000e-02, eta: 1 day, 10:07:21, time: 2.141, data_time: 0.002, memory: 10966, top1_acc: 0.2738, top5_acc: 0.5578, loss_cls: 3.0771, loss: 3.0771, grad_norm: 3.8271 2020-09-15 18:03:47,735 - mmaction - INFO - Epoch [7][1320/1320] lr: 2.000e-02, eta: 1 day, 10:06:09, time: 1.931, data_time: 0.014, memory: 10966, top1_acc: 0.2821, top5_acc: 0.5536, loss_cls: 3.0674, loss: 3.0674, grad_norm: 3.8485 2020-09-15 18:03:57,993 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-09-15 18:11:31,743 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-15 18:11:32,091 - mmaction - INFO - top1_acc 0.2248 top5_acc 0.5017 2020-09-15 18:11:32,092 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-15 18:11:32,146 - mmaction - INFO - mean_acc 0.1657 2020-09-15 18:11:32,146 - mmaction - INFO - Now best checkpoint is epoch_7.pth 2020-09-15 18:11:32,156 - mmaction - INFO - Epoch(val) [7][1320] top1_acc: 0.2248, top5_acc: 0.5017, mean_class_accuracy: 0.1657 2020-09-15 18:13:45,467 - mmaction - INFO - Epoch [8][20/1320] lr: 2.000e-02, eta: 1 day, 10:14:37, time: 6.660, data_time: 5.424, memory: 10966, top1_acc: 0.3055, top5_acc: 0.5859, loss_cls: 2.9521, loss: 2.9521, grad_norm: 3.7604 2020-09-15 18:14:30,039 - mmaction - INFO - Epoch [8][40/1320] lr: 2.000e-02, eta: 1 day, 10:14:01, time: 2.232, data_time: 0.564, memory: 10966, top1_acc: 0.2832, top5_acc: 0.5691, loss_cls: 3.0362, loss: 3.0362, grad_norm: 3.9698 2020-09-15 18:15:09,350 - mmaction - INFO - Epoch [8][60/1320] lr: 2.000e-02, eta: 1 day, 10:12:52, time: 1.966, data_time: 0.115, memory: 10966, top1_acc: 0.2992, top5_acc: 0.5828, loss_cls: 2.9382, loss: 2.9382, grad_norm: 3.8296 2020-09-15 18:15:49,538 - mmaction - INFO - Epoch [8][80/1320] lr: 2.000e-02, eta: 1 day, 10:11:49, time: 2.009, data_time: 0.480, memory: 10966, top1_acc: 0.2832, top5_acc: 0.5750, loss_cls: 3.0424, loss: 3.0424, grad_norm: 3.8750 2020-09-15 18:16:31,904 - mmaction - INFO - Epoch [8][100/1320] lr: 2.000e-02, eta: 1 day, 10:10:58, time: 2.116, data_time: 0.497, memory: 10966, top1_acc: 0.2973, top5_acc: 0.5781, loss_cls: 3.0049, loss: 3.0049, grad_norm: 3.8511 2020-09-15 18:17:15,705 - mmaction - INFO - Epoch [8][120/1320] lr: 2.000e-02, eta: 1 day, 10:10:17, time: 2.192, data_time: 1.214, memory: 10966, top1_acc: 0.2781, top5_acc: 0.5648, loss_cls: 3.0317, loss: 3.0317, grad_norm: 3.7964 2020-09-15 18:17:55,977 - mmaction - INFO - Epoch [8][140/1320] lr: 2.000e-02, eta: 1 day, 10:09:14, time: 2.011, data_time: 1.047, memory: 10966, top1_acc: 0.2945, top5_acc: 0.5789, loss_cls: 2.9719, loss: 2.9719, grad_norm: 3.7824 2020-09-15 18:18:37,381 - mmaction - INFO - Epoch [8][160/1320] lr: 2.000e-02, eta: 1 day, 10:08:19, time: 2.073, data_time: 1.310, memory: 10966, top1_acc: 0.2887, top5_acc: 0.5926, loss_cls: 2.9432, loss: 2.9432, grad_norm: 3.9068 2020-09-15 18:19:19,247 - mmaction - INFO - Epoch [8][180/1320] lr: 2.000e-02, eta: 1 day, 10:07:26, time: 2.093, data_time: 0.273, memory: 10966, top1_acc: 0.3066, top5_acc: 0.5781, loss_cls: 2.9614, loss: 2.9614, grad_norm: 3.8799 2020-09-15 18:20:01,279 - mmaction - INFO - Epoch [8][200/1320] lr: 2.000e-02, eta: 1 day, 10:06:33, time: 2.089, data_time: 0.103, memory: 10966, top1_acc: 0.2938, top5_acc: 0.5902, loss_cls: 2.9942, loss: 2.9942, grad_norm: 4.0038 2020-09-15 18:20:41,702 - mmaction - INFO - Epoch [8][220/1320] lr: 2.000e-02, eta: 1 day, 10:05:32, time: 2.025, data_time: 0.998, memory: 10966, top1_acc: 0.2875, top5_acc: 0.5641, loss_cls: 3.0131, loss: 3.0131, grad_norm: 3.8506 2020-09-15 18:21:24,031 - mmaction - INFO - Epoch [8][240/1320] lr: 2.000e-02, eta: 1 day, 10:04:43, time: 2.125, data_time: 0.800, memory: 10966, top1_acc: 0.2938, top5_acc: 0.5809, loss_cls: 2.9610, loss: 2.9610, grad_norm: 3.8908 2020-09-15 18:22:04,556 - mmaction - INFO - Epoch [8][260/1320] lr: 2.000e-02, eta: 1 day, 10:03:43, time: 2.027, data_time: 0.142, memory: 10966, top1_acc: 0.3105, top5_acc: 0.5906, loss_cls: 2.9678, loss: 2.9678, grad_norm: 3.8980 2020-09-15 18:22:45,639 - mmaction - INFO - Epoch [8][280/1320] lr: 2.000e-02, eta: 1 day, 10:02:46, time: 2.054, data_time: 0.272, memory: 10966, top1_acc: 0.2930, top5_acc: 0.5961, loss_cls: 2.9627, loss: 2.9627, grad_norm: 3.9066 2020-09-15 18:23:26,558 - mmaction - INFO - Epoch [8][300/1320] lr: 2.000e-02, eta: 1 day, 10:01:47, time: 2.043, data_time: 0.238, memory: 10966, top1_acc: 0.2988, top5_acc: 0.5840, loss_cls: 2.9842, loss: 2.9842, grad_norm: 3.8817 2020-09-15 18:24:06,776 - mmaction - INFO - Epoch [8][320/1320] lr: 2.000e-02, eta: 1 day, 10:00:45, time: 2.014, data_time: 0.006, memory: 10966, top1_acc: 0.2973, top5_acc: 0.5852, loss_cls: 2.9370, loss: 2.9370, grad_norm: 3.8483 2020-09-15 18:24:48,198 - mmaction - INFO - Epoch [8][340/1320] lr: 2.000e-02, eta: 1 day, 9:59:50, time: 2.068, data_time: 0.002, memory: 10966, top1_acc: 0.2945, top5_acc: 0.5789, loss_cls: 2.9467, loss: 2.9467, grad_norm: 3.8850 2020-09-15 18:25:32,829 - mmaction - INFO - Epoch [8][360/1320] lr: 2.000e-02, eta: 1 day, 9:59:14, time: 2.231, data_time: 0.065, memory: 10966, top1_acc: 0.2801, top5_acc: 0.5754, loss_cls: 3.0329, loss: 3.0329, grad_norm: 3.9107 2020-09-15 18:26:13,121 - mmaction - INFO - Epoch [8][380/1320] lr: 2.000e-02, eta: 1 day, 9:58:12, time: 2.011, data_time: 0.005, memory: 10966, top1_acc: 0.3031, top5_acc: 0.5789, loss_cls: 2.9755, loss: 2.9755, grad_norm: 3.7558 2020-09-15 18:26:52,998 - mmaction - INFO - Epoch [8][400/1320] lr: 2.000e-02, eta: 1 day, 9:57:08, time: 1.996, data_time: 0.458, memory: 10966, top1_acc: 0.2977, top5_acc: 0.5742, loss_cls: 3.0137, loss: 3.0137, grad_norm: 3.8493 2020-09-15 18:27:33,929 - mmaction - INFO - Epoch [8][420/1320] lr: 2.000e-02, eta: 1 day, 9:56:11, time: 2.049, data_time: 1.021, memory: 10966, top1_acc: 0.2988, top5_acc: 0.5965, loss_cls: 2.9712, loss: 2.9712, grad_norm: 3.8169 2020-09-15 18:28:16,023 - mmaction - INFO - Epoch [8][440/1320] lr: 2.000e-02, eta: 1 day, 9:55:20, time: 2.106, data_time: 0.856, memory: 10966, top1_acc: 0.2934, top5_acc: 0.5840, loss_cls: 2.9643, loss: 2.9643, grad_norm: 3.8478 2020-09-15 18:28:57,967 - mmaction - INFO - Epoch [8][460/1320] lr: 2.000e-02, eta: 1 day, 9:54:29, time: 2.097, data_time: 0.543, memory: 10966, top1_acc: 0.2699, top5_acc: 0.5660, loss_cls: 3.0735, loss: 3.0735, grad_norm: 3.8070 2020-09-15 18:29:37,973 - mmaction - INFO - Epoch [8][480/1320] lr: 2.000e-02, eta: 1 day, 9:53:26, time: 2.001, data_time: 0.514, memory: 10966, top1_acc: 0.2984, top5_acc: 0.5809, loss_cls: 2.9256, loss: 2.9256, grad_norm: 3.8014 2020-09-15 18:30:20,097 - mmaction - INFO - Epoch [8][500/1320] lr: 2.000e-02, eta: 1 day, 9:52:35, time: 2.105, data_time: 0.058, memory: 10966, top1_acc: 0.2973, top5_acc: 0.5805, loss_cls: 3.0067, loss: 3.0067, grad_norm: 3.8534 2020-09-15 18:31:00,479 - mmaction - INFO - Epoch [8][520/1320] lr: 2.000e-02, eta: 1 day, 9:51:35, time: 2.019, data_time: 0.007, memory: 10966, top1_acc: 0.2680, top5_acc: 0.5613, loss_cls: 3.0832, loss: 3.0832, grad_norm: 3.9458 2020-09-15 18:31:44,116 - mmaction - INFO - Epoch [8][540/1320] lr: 2.000e-02, eta: 1 day, 9:50:53, time: 2.182, data_time: 0.029, memory: 10966, top1_acc: 0.2867, top5_acc: 0.5777, loss_cls: 2.9847, loss: 2.9847, grad_norm: 3.7977 2020-09-15 18:32:27,052 - mmaction - INFO - Epoch [8][560/1320] lr: 2.000e-02, eta: 1 day, 9:50:08, time: 2.148, data_time: 0.005, memory: 10966, top1_acc: 0.2926, top5_acc: 0.5809, loss_cls: 2.9582, loss: 2.9582, grad_norm: 3.7891 2020-09-15 18:33:07,798 - mmaction - INFO - Epoch [8][580/1320] lr: 2.000e-02, eta: 1 day, 9:49:09, time: 2.033, data_time: 0.228, memory: 10966, top1_acc: 0.2969, top5_acc: 0.5875, loss_cls: 2.9462, loss: 2.9462, grad_norm: 3.8116 2020-09-15 18:33:48,680 - mmaction - INFO - Epoch [8][600/1320] lr: 2.000e-02, eta: 1 day, 9:48:12, time: 2.045, data_time: 0.102, memory: 10966, top1_acc: 0.3164, top5_acc: 0.5945, loss_cls: 2.9112, loss: 2.9112, grad_norm: 3.7889 2020-09-15 18:34:29,910 - mmaction - INFO - Epoch [8][620/1320] lr: 2.000e-02, eta: 1 day, 9:47:17, time: 2.064, data_time: 0.005, memory: 10966, top1_acc: 0.2867, top5_acc: 0.5668, loss_cls: 3.0168, loss: 3.0168, grad_norm: 3.9145 2020-09-15 18:35:12,572 - mmaction - INFO - Epoch [8][640/1320] lr: 2.000e-02, eta: 1 day, 9:46:29, time: 2.131, data_time: 0.010, memory: 10966, top1_acc: 0.3012, top5_acc: 0.5910, loss_cls: 2.9062, loss: 2.9062, grad_norm: 3.9368 2020-09-15 18:35:53,300 - mmaction - INFO - Epoch [8][660/1320] lr: 2.000e-02, eta: 1 day, 9:45:31, time: 2.037, data_time: 0.129, memory: 10966, top1_acc: 0.2914, top5_acc: 0.5754, loss_cls: 2.9855, loss: 2.9855, grad_norm: 3.9283 2020-09-15 18:36:35,739 - mmaction - INFO - Epoch [8][680/1320] lr: 2.000e-02, eta: 1 day, 9:44:43, time: 2.123, data_time: 0.004, memory: 10966, top1_acc: 0.2785, top5_acc: 0.5664, loss_cls: 3.0116, loss: 3.0116, grad_norm: 3.9099 2020-09-15 18:37:16,701 - mmaction - INFO - Epoch [8][700/1320] lr: 2.000e-02, eta: 1 day, 9:43:45, time: 2.038, data_time: 0.393, memory: 10966, top1_acc: 0.3027, top5_acc: 0.5891, loss_cls: 2.9299, loss: 2.9299, grad_norm: 3.8070 2020-09-15 18:37:57,064 - mmaction - INFO - Epoch [8][720/1320] lr: 2.000e-02, eta: 1 day, 9:42:46, time: 2.028, data_time: 1.240, memory: 10966, top1_acc: 0.2824, top5_acc: 0.5883, loss_cls: 2.9913, loss: 2.9913, grad_norm: 3.8442 2020-09-15 18:38:38,992 - mmaction - INFO - Epoch [8][740/1320] lr: 2.000e-02, eta: 1 day, 9:41:55, time: 2.097, data_time: 0.231, memory: 10966, top1_acc: 0.2855, top5_acc: 0.5824, loss_cls: 3.0175, loss: 3.0175, grad_norm: 3.8361 2020-09-15 18:39:17,087 - mmaction - INFO - Epoch [8][760/1320] lr: 2.000e-02, eta: 1 day, 9:40:42, time: 1.898, data_time: 0.148, memory: 10966, top1_acc: 0.2789, top5_acc: 0.5738, loss_cls: 3.0566, loss: 3.0566, grad_norm: 3.9651 2020-09-15 18:39:58,523 - mmaction - INFO - Epoch [8][780/1320] lr: 2.000e-02, eta: 1 day, 9:39:49, time: 2.079, data_time: 0.157, memory: 10966, top1_acc: 0.2879, top5_acc: 0.5859, loss_cls: 2.9768, loss: 2.9768, grad_norm: 3.8333 2020-09-15 18:40:41,714 - mmaction - INFO - Epoch [8][800/1320] lr: 2.000e-02, eta: 1 day, 9:39:05, time: 2.158, data_time: 0.060, memory: 10966, top1_acc: 0.2707, top5_acc: 0.5770, loss_cls: 3.0196, loss: 3.0196, grad_norm: 3.8883 2020-09-15 18:41:23,971 - mmaction - INFO - Epoch [8][820/1320] lr: 2.000e-02, eta: 1 day, 9:38:16, time: 2.113, data_time: 0.205, memory: 10966, top1_acc: 0.2941, top5_acc: 0.5813, loss_cls: 2.9893, loss: 2.9893, grad_norm: 3.8638 2020-09-15 18:42:05,338 - mmaction - INFO - Epoch [8][840/1320] lr: 2.000e-02, eta: 1 day, 9:37:22, time: 2.070, data_time: 0.072, memory: 10966, top1_acc: 0.2992, top5_acc: 0.5875, loss_cls: 2.9693, loss: 2.9693, grad_norm: 3.8001 2020-09-15 18:42:46,990 - mmaction - INFO - Epoch [8][860/1320] lr: 2.000e-02, eta: 1 day, 9:36:29, time: 2.078, data_time: 0.879, memory: 10966, top1_acc: 0.2941, top5_acc: 0.5988, loss_cls: 2.9032, loss: 2.9032, grad_norm: 3.8589 2020-09-15 18:43:27,661 - mmaction - INFO - Epoch [8][880/1320] lr: 2.000e-02, eta: 1 day, 9:35:32, time: 2.035, data_time: 0.182, memory: 10966, top1_acc: 0.2898, top5_acc: 0.5770, loss_cls: 3.0399, loss: 3.0399, grad_norm: 3.7908 2020-09-15 18:44:09,721 - mmaction - INFO - Epoch [8][900/1320] lr: 2.000e-02, eta: 1 day, 9:34:42, time: 2.105, data_time: 0.008, memory: 10966, top1_acc: 0.2988, top5_acc: 0.5777, loss_cls: 2.9578, loss: 2.9578, grad_norm: 3.8013 2020-09-15 18:44:50,540 - mmaction - INFO - Epoch [8][920/1320] lr: 2.000e-02, eta: 1 day, 9:33:45, time: 2.039, data_time: 0.004, memory: 10966, top1_acc: 0.2965, top5_acc: 0.5980, loss_cls: 2.9428, loss: 2.9428, grad_norm: 3.8036 2020-09-15 18:45:29,641 - mmaction - INFO - Epoch [8][940/1320] lr: 2.000e-02, eta: 1 day, 9:32:39, time: 1.958, data_time: 0.760, memory: 10966, top1_acc: 0.2867, top5_acc: 0.5832, loss_cls: 2.9727, loss: 2.9727, grad_norm: 3.9029 2020-09-15 18:46:11,212 - mmaction - INFO - Epoch [8][960/1320] lr: 2.000e-02, eta: 1 day, 9:31:46, time: 2.076, data_time: 1.401, memory: 10966, top1_acc: 0.3051, top5_acc: 0.6000, loss_cls: 2.9319, loss: 2.9319, grad_norm: 3.8068 2020-09-15 18:46:50,938 - mmaction - INFO - Epoch [8][980/1320] lr: 2.000e-02, eta: 1 day, 9:30:44, time: 1.984, data_time: 0.501, memory: 10966, top1_acc: 0.2973, top5_acc: 0.5844, loss_cls: 2.9596, loss: 2.9596, grad_norm: 3.8357 2020-09-15 18:47:33,531 - mmaction - INFO - Epoch [8][1000/1320] lr: 2.000e-02, eta: 1 day, 9:29:57, time: 2.133, data_time: 0.948, memory: 10966, top1_acc: 0.2941, top5_acc: 0.5852, loss_cls: 2.9991, loss: 2.9991, grad_norm: 3.9562 2020-09-15 18:48:16,380 - mmaction - INFO - Epoch [8][1020/1320] lr: 2.000e-02, eta: 1 day, 9:29:11, time: 2.139, data_time: 0.839, memory: 10966, top1_acc: 0.2766, top5_acc: 0.5613, loss_cls: 3.0622, loss: 3.0622, grad_norm: 3.9466 2020-09-15 18:48:57,526 - mmaction - INFO - Epoch [8][1040/1320] lr: 2.000e-02, eta: 1 day, 9:28:17, time: 2.061, data_time: 0.007, memory: 10966, top1_acc: 0.3023, top5_acc: 0.5836, loss_cls: 2.9661, loss: 2.9661, grad_norm: 3.8217 2020-09-15 18:49:39,566 - mmaction - INFO - Epoch [8][1060/1320] lr: 2.000e-02, eta: 1 day, 9:27:27, time: 2.101, data_time: 0.033, memory: 10966, top1_acc: 0.3023, top5_acc: 0.5879, loss_cls: 2.9754, loss: 2.9754, grad_norm: 3.8229 2020-09-15 18:50:22,789 - mmaction - INFO - Epoch [8][1080/1320] lr: 2.000e-02, eta: 1 day, 9:26:44, time: 2.163, data_time: 0.839, memory: 10966, top1_acc: 0.2914, top5_acc: 0.5730, loss_cls: 2.9682, loss: 2.9682, grad_norm: 3.8627 2020-09-15 18:51:00,776 - mmaction - INFO - Epoch [8][1100/1320] lr: 2.000e-02, eta: 1 day, 9:25:32, time: 1.900, data_time: 1.151, memory: 10966, top1_acc: 0.2934, top5_acc: 0.5855, loss_cls: 2.9636, loss: 2.9636, grad_norm: 3.8913 2020-09-15 18:51:44,433 - mmaction - INFO - Epoch [8][1120/1320] lr: 2.000e-02, eta: 1 day, 9:24:51, time: 2.178, data_time: 1.185, memory: 10966, top1_acc: 0.2988, top5_acc: 0.5820, loss_cls: 2.9513, loss: 2.9513, grad_norm: 3.8772 2020-09-15 18:52:26,958 - mmaction - INFO - Epoch [8][1140/1320] lr: 2.000e-02, eta: 1 day, 9:24:04, time: 2.126, data_time: 0.051, memory: 10966, top1_acc: 0.2891, top5_acc: 0.5820, loss_cls: 2.9938, loss: 2.9938, grad_norm: 3.7652 2020-09-15 18:53:09,871 - mmaction - INFO - Epoch [8][1160/1320] lr: 2.000e-02, eta: 1 day, 9:23:19, time: 2.148, data_time: 0.008, memory: 10966, top1_acc: 0.3086, top5_acc: 0.5918, loss_cls: 2.9513, loss: 2.9513, grad_norm: 3.8420 2020-09-15 18:53:48,424 - mmaction - INFO - Epoch [8][1180/1320] lr: 2.000e-02, eta: 1 day, 9:22:11, time: 1.930, data_time: 0.234, memory: 10966, top1_acc: 0.2895, top5_acc: 0.5734, loss_cls: 3.0128, loss: 3.0128, grad_norm: 3.8051 2020-09-15 18:54:30,758 - mmaction - INFO - Epoch [8][1200/1320] lr: 2.000e-02, eta: 1 day, 9:21:23, time: 2.115, data_time: 1.080, memory: 10966, top1_acc: 0.3105, top5_acc: 0.5953, loss_cls: 2.8921, loss: 2.8921, grad_norm: 3.6940 2020-09-15 18:55:13,185 - mmaction - INFO - Epoch [8][1220/1320] lr: 2.000e-02, eta: 1 day, 9:20:35, time: 2.122, data_time: 0.155, memory: 10966, top1_acc: 0.2949, top5_acc: 0.5945, loss_cls: 2.9515, loss: 2.9515, grad_norm: 3.9809 2020-09-15 18:55:54,407 - mmaction - INFO - Epoch [8][1240/1320] lr: 2.000e-02, eta: 1 day, 9:19:42, time: 2.063, data_time: 0.063, memory: 10966, top1_acc: 0.2820, top5_acc: 0.5598, loss_cls: 3.0443, loss: 3.0443, grad_norm: 3.8613 2020-09-15 18:56:34,778 - mmaction - INFO - Epoch [8][1260/1320] lr: 2.000e-02, eta: 1 day, 9:18:43, time: 2.016, data_time: 0.486, memory: 10966, top1_acc: 0.3035, top5_acc: 0.5715, loss_cls: 2.9618, loss: 2.9618, grad_norm: 3.8783 2020-09-15 18:57:16,031 - mmaction - INFO - Epoch [8][1280/1320] lr: 2.000e-02, eta: 1 day, 9:17:48, time: 2.052, data_time: 0.416, memory: 10966, top1_acc: 0.2965, top5_acc: 0.5750, loss_cls: 2.9607, loss: 2.9607, grad_norm: 3.8808 2020-09-15 18:57:57,376 - mmaction - INFO - Epoch [8][1300/1320] lr: 2.000e-02, eta: 1 day, 9:16:56, time: 2.075, data_time: 0.982, memory: 10966, top1_acc: 0.2863, top5_acc: 0.5754, loss_cls: 3.0085, loss: 3.0085, grad_norm: 3.8557 2020-09-15 18:58:35,900 - mmaction - INFO - Epoch [8][1320/1320] lr: 2.000e-02, eta: 1 day, 9:15:49, time: 1.928, data_time: 0.454, memory: 10966, top1_acc: 0.2893, top5_acc: 0.5746, loss_cls: 3.0145, loss: 3.0145, grad_norm: 3.8548 2020-09-15 18:58:48,065 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-09-15 19:06:33,491 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-15 19:06:33,964 - mmaction - INFO - top1_acc 0.2045 top5_acc 0.4973 2020-09-15 19:06:33,964 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-15 19:06:34,023 - mmaction - INFO - mean_acc 0.1622 2020-09-15 19:06:34,047 - mmaction - INFO - Epoch(val) [8][1320] top1_acc: 0.2045, top5_acc: 0.4973, mean_class_accuracy: 0.1622 2020-09-15 19:08:48,991 - mmaction - INFO - Epoch [9][20/1320] lr: 2.000e-02, eta: 1 day, 9:23:05, time: 6.740, data_time: 4.854, memory: 10966, top1_acc: 0.3078, top5_acc: 0.6000, loss_cls: 2.8799, loss: 2.8799, grad_norm: 3.8891 2020-09-15 19:09:30,248 - mmaction - INFO - Epoch [9][40/1320] lr: 2.000e-02, eta: 1 day, 9:22:11, time: 2.066, data_time: 0.166, memory: 10966, top1_acc: 0.3207, top5_acc: 0.6148, loss_cls: 2.7921, loss: 2.7921, grad_norm: 3.9069 2020-09-15 19:10:11,817 - mmaction - INFO - Epoch [9][60/1320] lr: 2.000e-02, eta: 1 day, 9:21:19, time: 2.080, data_time: 0.006, memory: 10966, top1_acc: 0.2973, top5_acc: 0.5844, loss_cls: 2.9937, loss: 2.9937, grad_norm: 3.9175 2020-09-15 19:10:53,427 - mmaction - INFO - Epoch [9][80/1320] lr: 2.000e-02, eta: 1 day, 9:20:26, time: 2.079, data_time: 0.003, memory: 10966, top1_acc: 0.2996, top5_acc: 0.5902, loss_cls: 2.9052, loss: 2.9052, grad_norm: 3.8348 2020-09-15 19:11:33,391 - mmaction - INFO - Epoch [9][100/1320] lr: 2.000e-02, eta: 1 day, 9:19:25, time: 1.998, data_time: 0.072, memory: 10966, top1_acc: 0.3082, top5_acc: 0.5938, loss_cls: 2.8965, loss: 2.8965, grad_norm: 3.9171 2020-09-15 19:12:16,794 - mmaction - INFO - Epoch [9][120/1320] lr: 2.000e-02, eta: 1 day, 9:18:42, time: 2.168, data_time: 0.005, memory: 10966, top1_acc: 0.2945, top5_acc: 0.5773, loss_cls: 2.9717, loss: 2.9717, grad_norm: 3.8947 2020-09-15 19:12:55,472 - mmaction - INFO - Epoch [9][140/1320] lr: 2.000e-02, eta: 1 day, 9:17:34, time: 1.936, data_time: 0.006, memory: 10966, top1_acc: 0.3027, top5_acc: 0.5961, loss_cls: 2.9287, loss: 2.9287, grad_norm: 3.9122 2020-09-15 19:13:40,623 - mmaction - INFO - Epoch [9][160/1320] lr: 2.000e-02, eta: 1 day, 9:17:00, time: 2.257, data_time: 0.145, memory: 10966, top1_acc: 0.3207, top5_acc: 0.6004, loss_cls: 2.8892, loss: 2.8892, grad_norm: 3.8697 2020-09-15 19:14:22,450 - mmaction - INFO - Epoch [9][180/1320] lr: 2.000e-02, eta: 1 day, 9:16:09, time: 2.093, data_time: 0.005, memory: 10966, top1_acc: 0.2820, top5_acc: 0.5770, loss_cls: 2.9832, loss: 2.9832, grad_norm: 3.9130 2020-09-15 19:15:02,648 - mmaction - INFO - Epoch [9][200/1320] lr: 2.000e-02, eta: 1 day, 9:15:10, time: 2.009, data_time: 0.004, memory: 10966, top1_acc: 0.3027, top5_acc: 0.5895, loss_cls: 2.9173, loss: 2.9173, grad_norm: 3.8573 2020-09-15 19:15:45,909 - mmaction - INFO - Epoch [9][220/1320] lr: 2.000e-02, eta: 1 day, 9:14:26, time: 2.163, data_time: 0.004, memory: 10966, top1_acc: 0.3133, top5_acc: 0.5949, loss_cls: 2.9199, loss: 2.9199, grad_norm: 3.8832 2020-09-15 19:16:26,045 - mmaction - INFO - Epoch [9][240/1320] lr: 2.000e-02, eta: 1 day, 9:13:26, time: 2.008, data_time: 0.003, memory: 10966, top1_acc: 0.3035, top5_acc: 0.5949, loss_cls: 2.8696, loss: 2.8696, grad_norm: 3.8426 2020-09-15 19:17:08,731 - mmaction - INFO - Epoch [9][260/1320] lr: 2.000e-02, eta: 1 day, 9:12:39, time: 2.132, data_time: 0.003, memory: 10966, top1_acc: 0.2980, top5_acc: 0.5875, loss_cls: 2.9083, loss: 2.9083, grad_norm: 3.9698 2020-09-15 19:17:49,712 - mmaction - INFO - Epoch [9][280/1320] lr: 2.000e-02, eta: 1 day, 9:11:44, time: 2.051, data_time: 0.154, memory: 10966, top1_acc: 0.2918, top5_acc: 0.5793, loss_cls: 2.9846, loss: 2.9846, grad_norm: 3.8963 2020-09-15 19:18:33,994 - mmaction - INFO - Epoch [9][300/1320] lr: 2.000e-02, eta: 1 day, 9:11:06, time: 2.213, data_time: 0.060, memory: 10966, top1_acc: 0.2980, top5_acc: 0.5852, loss_cls: 2.9421, loss: 2.9421, grad_norm: 3.8449 2020-09-15 19:19:17,092 - mmaction - INFO - Epoch [9][320/1320] lr: 2.000e-02, eta: 1 day, 9:10:21, time: 2.151, data_time: 0.003, memory: 10966, top1_acc: 0.2895, top5_acc: 0.5789, loss_cls: 2.9678, loss: 2.9678, grad_norm: 3.9176 2020-09-15 19:19:58,115 - mmaction - INFO - Epoch [9][340/1320] lr: 2.000e-02, eta: 1 day, 9:09:26, time: 2.056, data_time: 0.010, memory: 10966, top1_acc: 0.3113, top5_acc: 0.5875, loss_cls: 2.9439, loss: 2.9439, grad_norm: 3.8248 2020-09-15 19:20:40,609 - mmaction - INFO - Epoch [9][360/1320] lr: 2.000e-02, eta: 1 day, 9:08:39, time: 2.123, data_time: 0.211, memory: 10966, top1_acc: 0.2941, top5_acc: 0.5852, loss_cls: 2.9580, loss: 2.9580, grad_norm: 3.9370 2020-09-15 19:21:20,568 - mmaction - INFO - Epoch [9][380/1320] lr: 2.000e-02, eta: 1 day, 9:07:38, time: 1.997, data_time: 0.005, memory: 10966, top1_acc: 0.3102, top5_acc: 0.5996, loss_cls: 2.9123, loss: 2.9123, grad_norm: 3.9091 2020-09-15 19:22:03,522 - mmaction - INFO - Epoch [9][400/1320] lr: 2.000e-02, eta: 1 day, 9:06:53, time: 2.150, data_time: 0.005, memory: 10966, top1_acc: 0.3070, top5_acc: 0.6113, loss_cls: 2.8781, loss: 2.8781, grad_norm: 3.8997 2020-09-15 19:22:45,456 - mmaction - INFO - Epoch [9][420/1320] lr: 2.000e-02, eta: 1 day, 9:06:03, time: 2.094, data_time: 0.005, memory: 10966, top1_acc: 0.3164, top5_acc: 0.6129, loss_cls: 2.8701, loss: 2.8701, grad_norm: 3.8463 2020-09-15 19:23:25,757 - mmaction - INFO - Epoch [9][440/1320] lr: 2.000e-02, eta: 1 day, 9:05:05, time: 2.019, data_time: 0.111, memory: 10966, top1_acc: 0.3012, top5_acc: 0.5980, loss_cls: 2.8850, loss: 2.8850, grad_norm: 3.8962 2020-09-15 19:24:06,929 - mmaction - INFO - Epoch [9][460/1320] lr: 2.000e-02, eta: 1 day, 9:04:11, time: 2.058, data_time: 0.001, memory: 10966, top1_acc: 0.2898, top5_acc: 0.5801, loss_cls: 2.9857, loss: 2.9857, grad_norm: 3.9079 2020-09-15 19:24:50,863 - mmaction - INFO - Epoch [9][480/1320] lr: 2.000e-02, eta: 1 day, 9:03:31, time: 2.197, data_time: 0.004, memory: 10966, top1_acc: 0.3047, top5_acc: 0.5910, loss_cls: 2.9279, loss: 2.9279, grad_norm: 3.8997 2020-09-15 19:25:32,232 - mmaction - INFO - Epoch [9][500/1320] lr: 2.000e-02, eta: 1 day, 9:02:38, time: 2.068, data_time: 0.003, memory: 10966, top1_acc: 0.3113, top5_acc: 0.6023, loss_cls: 2.8889, loss: 2.8889, grad_norm: 3.9619 2020-09-15 19:26:13,732 - mmaction - INFO - Epoch [9][520/1320] lr: 2.000e-02, eta: 1 day, 9:01:45, time: 2.074, data_time: 0.004, memory: 10966, top1_acc: 0.2980, top5_acc: 0.5816, loss_cls: 2.9951, loss: 2.9951, grad_norm: 3.9010 2020-09-15 19:26:54,286 - mmaction - INFO - Epoch [9][540/1320] lr: 2.000e-02, eta: 1 day, 9:00:49, time: 2.029, data_time: 0.127, memory: 10966, top1_acc: 0.3125, top5_acc: 0.5789, loss_cls: 2.9764, loss: 2.9764, grad_norm: 4.0211 2020-09-15 19:27:37,471 - mmaction - INFO - Epoch [9][560/1320] lr: 2.000e-02, eta: 1 day, 9:00:05, time: 2.158, data_time: 0.115, memory: 10966, top1_acc: 0.2938, top5_acc: 0.5715, loss_cls: 3.0119, loss: 3.0119, grad_norm: 3.8497 2020-09-15 19:28:20,372 - mmaction - INFO - Epoch [9][580/1320] lr: 2.000e-02, eta: 1 day, 8:59:19, time: 2.143, data_time: 0.332, memory: 10966, top1_acc: 0.3066, top5_acc: 0.5992, loss_cls: 2.8878, loss: 2.8878, grad_norm: 3.8702 2020-09-15 19:29:01,617 - mmaction - INFO - Epoch [9][600/1320] lr: 2.000e-02, eta: 1 day, 8:58:26, time: 2.063, data_time: 0.527, memory: 10966, top1_acc: 0.3246, top5_acc: 0.6047, loss_cls: 2.8379, loss: 2.8379, grad_norm: 3.9000 2020-09-15 19:29:41,951 - mmaction - INFO - Epoch [9][620/1320] lr: 2.000e-02, eta: 1 day, 8:57:28, time: 2.012, data_time: 0.004, memory: 10966, top1_acc: 0.3023, top5_acc: 0.5992, loss_cls: 2.8842, loss: 2.8842, grad_norm: 3.8876 2020-09-15 19:30:24,418 - mmaction - INFO - Epoch [9][640/1320] lr: 2.000e-02, eta: 1 day, 8:56:41, time: 2.127, data_time: 0.008, memory: 10966, top1_acc: 0.2953, top5_acc: 0.5895, loss_cls: 2.9108, loss: 2.9108, grad_norm: 3.8920 2020-09-15 19:31:07,791 - mmaction - INFO - Epoch [9][660/1320] lr: 2.000e-02, eta: 1 day, 8:55:58, time: 2.169, data_time: 0.003, memory: 10966, top1_acc: 0.2906, top5_acc: 0.5801, loss_cls: 2.9805, loss: 2.9805, grad_norm: 3.8612 2020-09-15 19:31:46,752 - mmaction - INFO - Epoch [9][680/1320] lr: 2.000e-02, eta: 1 day, 8:54:54, time: 1.948, data_time: 0.004, memory: 10966, top1_acc: 0.3063, top5_acc: 0.6020, loss_cls: 2.8902, loss: 2.8902, grad_norm: 3.8472 2020-09-15 19:32:29,141 - mmaction - INFO - Epoch [9][700/1320] lr: 2.000e-02, eta: 1 day, 8:54:06, time: 2.120, data_time: 0.003, memory: 10966, top1_acc: 0.3008, top5_acc: 0.5781, loss_cls: 2.9691, loss: 2.9691, grad_norm: 3.8098 2020-09-15 19:33:08,896 - mmaction - INFO - Epoch [9][720/1320] lr: 2.000e-02, eta: 1 day, 8:53:06, time: 1.986, data_time: 0.003, memory: 10966, top1_acc: 0.2977, top5_acc: 0.5945, loss_cls: 2.9249, loss: 2.9249, grad_norm: 3.7898 2020-09-15 19:33:53,563 - mmaction - INFO - Epoch [9][740/1320] lr: 2.000e-02, eta: 1 day, 8:52:29, time: 2.235, data_time: 0.004, memory: 10966, top1_acc: 0.3082, top5_acc: 0.5848, loss_cls: 2.9332, loss: 2.9332, grad_norm: 3.8668 2020-09-15 19:34:32,549 - mmaction - INFO - Epoch [9][760/1320] lr: 2.000e-02, eta: 1 day, 8:51:25, time: 1.949, data_time: 0.005, memory: 10966, top1_acc: 0.2996, top5_acc: 0.5840, loss_cls: 2.9045, loss: 2.9045, grad_norm: 3.8424 2020-09-15 19:35:16,455 - mmaction - INFO - Epoch [9][780/1320] lr: 2.000e-02, eta: 1 day, 8:50:45, time: 2.196, data_time: 0.023, memory: 10966, top1_acc: 0.3039, top5_acc: 0.5793, loss_cls: 2.9216, loss: 2.9216, grad_norm: 3.9116 2020-09-15 19:35:57,162 - mmaction - INFO - Epoch [9][800/1320] lr: 2.000e-02, eta: 1 day, 8:49:49, time: 2.031, data_time: 0.006, memory: 10966, top1_acc: 0.3168, top5_acc: 0.5973, loss_cls: 2.9055, loss: 2.9055, grad_norm: 3.8565 2020-09-15 19:36:38,640 - mmaction - INFO - Epoch [9][820/1320] lr: 2.000e-02, eta: 1 day, 8:48:58, time: 2.079, data_time: 0.353, memory: 10966, top1_acc: 0.3125, top5_acc: 0.6023, loss_cls: 2.8465, loss: 2.8465, grad_norm: 3.8519 2020-09-15 19:37:21,017 - mmaction - INFO - Epoch [9][840/1320] lr: 2.000e-02, eta: 1 day, 8:48:10, time: 2.119, data_time: 1.413, memory: 10966, top1_acc: 0.3000, top5_acc: 0.5910, loss_cls: 2.9540, loss: 2.9540, grad_norm: 3.9428 2020-09-15 19:38:01,325 - mmaction - INFO - Epoch [9][860/1320] lr: 2.000e-02, eta: 1 day, 8:47:13, time: 2.014, data_time: 1.410, memory: 10966, top1_acc: 0.3074, top5_acc: 0.5980, loss_cls: 2.9088, loss: 2.9088, grad_norm: 3.8953 2020-09-15 19:38:42,337 - mmaction - INFO - Epoch [9][880/1320] lr: 2.000e-02, eta: 1 day, 8:46:19, time: 2.050, data_time: 1.374, memory: 10966, top1_acc: 0.3051, top5_acc: 0.6066, loss_cls: 2.8912, loss: 2.8912, grad_norm: 3.8526 2020-09-15 19:39:25,351 - mmaction - INFO - Epoch [9][900/1320] lr: 2.000e-02, eta: 1 day, 8:45:34, time: 2.149, data_time: 1.261, memory: 10966, top1_acc: 0.2906, top5_acc: 0.5852, loss_cls: 3.0105, loss: 3.0105, grad_norm: 3.8627 2020-09-15 19:40:07,291 - mmaction - INFO - Epoch [9][920/1320] lr: 2.000e-02, eta: 1 day, 8:44:44, time: 2.090, data_time: 1.088, memory: 10966, top1_acc: 0.3082, top5_acc: 0.5996, loss_cls: 2.8914, loss: 2.8914, grad_norm: 3.8074 2020-09-15 19:40:49,494 - mmaction - INFO - Epoch [9][940/1320] lr: 2.000e-02, eta: 1 day, 8:43:57, time: 2.121, data_time: 0.144, memory: 10966, top1_acc: 0.3184, top5_acc: 0.5859, loss_cls: 2.9418, loss: 2.9418, grad_norm: 3.9418 2020-09-15 19:41:30,743 - mmaction - INFO - Epoch [9][960/1320] lr: 2.000e-02, eta: 1 day, 8:43:04, time: 2.060, data_time: 1.009, memory: 10966, top1_acc: 0.2996, top5_acc: 0.6031, loss_cls: 2.9001, loss: 2.9001, grad_norm: 3.7639 2020-09-15 19:42:09,865 - mmaction - INFO - Epoch [9][980/1320] lr: 2.000e-02, eta: 1 day, 8:42:01, time: 1.957, data_time: 0.114, memory: 10966, top1_acc: 0.3047, top5_acc: 0.5984, loss_cls: 2.8974, loss: 2.8974, grad_norm: 3.8588 2020-09-15 19:42:50,164 - mmaction - INFO - Epoch [9][1000/1320] lr: 2.000e-02, eta: 1 day, 8:41:04, time: 2.017, data_time: 0.007, memory: 10966, top1_acc: 0.3074, top5_acc: 0.5918, loss_cls: 2.9000, loss: 2.9000, grad_norm: 3.9158 2020-09-15 19:43:31,369 - mmaction - INFO - Epoch [9][1020/1320] lr: 2.000e-02, eta: 1 day, 8:40:12, time: 2.061, data_time: 0.005, memory: 10966, top1_acc: 0.2855, top5_acc: 0.5723, loss_cls: 3.0132, loss: 3.0132, grad_norm: 3.9467 2020-09-15 19:44:13,528 - mmaction - INFO - Epoch [9][1040/1320] lr: 2.000e-02, eta: 1 day, 8:39:23, time: 2.105, data_time: 0.040, memory: 10966, top1_acc: 0.3063, top5_acc: 0.5867, loss_cls: 2.9257, loss: 2.9257, grad_norm: 3.8488 2020-09-15 19:44:56,680 - mmaction - INFO - Epoch [9][1060/1320] lr: 2.000e-02, eta: 1 day, 8:38:40, time: 2.160, data_time: 0.167, memory: 10966, top1_acc: 0.2949, top5_acc: 0.5672, loss_cls: 2.9585, loss: 2.9585, grad_norm: 3.8513 2020-09-15 19:45:38,156 - mmaction - INFO - Epoch [9][1080/1320] lr: 2.000e-02, eta: 1 day, 8:37:49, time: 2.073, data_time: 0.005, memory: 10966, top1_acc: 0.3000, top5_acc: 0.5887, loss_cls: 2.9437, loss: 2.9437, grad_norm: 3.9037 2020-09-15 19:46:18,156 - mmaction - INFO - Epoch [9][1100/1320] lr: 2.000e-02, eta: 1 day, 8:36:50, time: 2.000, data_time: 0.009, memory: 10966, top1_acc: 0.3066, top5_acc: 0.5824, loss_cls: 2.9120, loss: 2.9120, grad_norm: 3.7844 2020-09-15 19:47:01,055 - mmaction - INFO - Epoch [9][1120/1320] lr: 2.000e-02, eta: 1 day, 8:36:06, time: 2.144, data_time: 0.003, memory: 10966, top1_acc: 0.3266, top5_acc: 0.6180, loss_cls: 2.8138, loss: 2.8138, grad_norm: 3.7817 2020-09-15 19:47:39,885 - mmaction - INFO - Epoch [9][1140/1320] lr: 2.000e-02, eta: 1 day, 8:35:02, time: 1.941, data_time: 0.167, memory: 10966, top1_acc: 0.3059, top5_acc: 0.6102, loss_cls: 2.8945, loss: 2.8945, grad_norm: 3.8353 2020-09-15 19:48:20,254 - mmaction - INFO - Epoch [9][1160/1320] lr: 2.000e-02, eta: 1 day, 8:34:06, time: 2.021, data_time: 0.005, memory: 10966, top1_acc: 0.3137, top5_acc: 0.5949, loss_cls: 2.8993, loss: 2.8993, grad_norm: 3.7932 2020-09-15 19:49:02,875 - mmaction - INFO - Epoch [9][1180/1320] lr: 2.000e-02, eta: 1 day, 8:33:20, time: 2.129, data_time: 0.005, memory: 10966, top1_acc: 0.3090, top5_acc: 0.5953, loss_cls: 2.9317, loss: 2.9317, grad_norm: 3.8224 2020-09-15 19:49:44,522 - mmaction - INFO - Epoch [9][1200/1320] lr: 2.000e-02, eta: 1 day, 8:32:29, time: 2.081, data_time: 0.048, memory: 10966, top1_acc: 0.2941, top5_acc: 0.5867, loss_cls: 2.9569, loss: 2.9569, grad_norm: 3.8808 2020-09-15 19:50:27,407 - mmaction - INFO - Epoch [9][1220/1320] lr: 2.000e-02, eta: 1 day, 8:31:45, time: 2.148, data_time: 0.007, memory: 10966, top1_acc: 0.3066, top5_acc: 0.6012, loss_cls: 2.8695, loss: 2.8695, grad_norm: 3.7895 2020-09-15 19:51:07,259 - mmaction - INFO - Epoch [9][1240/1320] lr: 2.000e-02, eta: 1 day, 8:30:46, time: 1.989, data_time: 0.499, memory: 10966, top1_acc: 0.3004, top5_acc: 0.5898, loss_cls: 2.8905, loss: 2.8905, grad_norm: 3.8394 2020-09-15 19:51:49,312 - mmaction - INFO - Epoch [9][1260/1320] lr: 2.000e-02, eta: 1 day, 8:29:58, time: 2.102, data_time: 0.060, memory: 10966, top1_acc: 0.3285, top5_acc: 0.6086, loss_cls: 2.8244, loss: 2.8244, grad_norm: 3.8625 2020-09-15 19:52:32,412 - mmaction - INFO - Epoch [9][1280/1320] lr: 2.000e-02, eta: 1 day, 8:29:14, time: 2.158, data_time: 0.006, memory: 10966, top1_acc: 0.2918, top5_acc: 0.5945, loss_cls: 2.9386, loss: 2.9386, grad_norm: 3.8081 2020-09-15 19:53:13,384 - mmaction - INFO - Epoch [9][1300/1320] lr: 2.000e-02, eta: 1 day, 8:28:21, time: 2.048, data_time: 0.558, memory: 10966, top1_acc: 0.2883, top5_acc: 0.5777, loss_cls: 2.9815, loss: 2.9815, grad_norm: 3.8373 2020-09-15 19:53:51,343 - mmaction - INFO - Epoch [9][1320/1320] lr: 2.000e-02, eta: 1 day, 8:27:14, time: 1.900, data_time: 0.005, memory: 10966, top1_acc: 0.3063, top5_acc: 0.5917, loss_cls: 2.9339, loss: 2.9339, grad_norm: 3.8338 2020-09-15 19:54:02,646 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-09-15 20:01:53,188 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-15 20:01:53,749 - mmaction - INFO - top1_acc 0.2322 top5_acc 0.5250 2020-09-15 20:01:53,755 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-15 20:01:53,834 - mmaction - INFO - mean_acc 0.1729 2020-09-15 20:01:53,835 - mmaction - INFO - Now best checkpoint is epoch_9.pth 2020-09-15 20:01:53,859 - mmaction - INFO - Epoch(val) [9][1320] top1_acc: 0.2322, top5_acc: 0.5250, mean_class_accuracy: 0.1729 2020-09-15 20:04:11,620 - mmaction - INFO - Epoch [10][20/1320] lr: 2.000e-02, eta: 1 day, 8:33:40, time: 6.883, data_time: 5.933, memory: 10966, top1_acc: 0.3125, top5_acc: 0.5914, loss_cls: 2.8788, loss: 2.8788, grad_norm: 3.8432 2020-09-15 20:04:50,918 - mmaction - INFO - Epoch [10][40/1320] lr: 2.000e-02, eta: 1 day, 8:32:39, time: 1.965, data_time: 0.585, memory: 10966, top1_acc: 0.3141, top5_acc: 0.6020, loss_cls: 2.8692, loss: 2.8692, grad_norm: 3.8021 2020-09-15 20:05:33,469 - mmaction - INFO - Epoch [10][60/1320] lr: 2.000e-02, eta: 1 day, 8:31:52, time: 2.130, data_time: 0.005, memory: 10966, top1_acc: 0.3164, top5_acc: 0.6117, loss_cls: 2.8386, loss: 2.8386, grad_norm: 3.9835 2020-09-15 20:06:15,117 - mmaction - INFO - Epoch [10][80/1320] lr: 2.000e-02, eta: 1 day, 8:31:01, time: 2.081, data_time: 0.004, memory: 10966, top1_acc: 0.3207, top5_acc: 0.6094, loss_cls: 2.8055, loss: 2.8055, grad_norm: 3.8808 2020-09-15 20:06:54,780 - mmaction - INFO - Epoch [10][100/1320] lr: 2.000e-02, eta: 1 day, 8:30:02, time: 1.985, data_time: 0.021, memory: 10966, top1_acc: 0.3223, top5_acc: 0.6109, loss_cls: 2.7795, loss: 2.7795, grad_norm: 3.8087 2020-09-15 20:07:37,817 - mmaction - INFO - Epoch [10][120/1320] lr: 2.000e-02, eta: 1 day, 8:29:17, time: 2.149, data_time: 0.160, memory: 10966, top1_acc: 0.3043, top5_acc: 0.6023, loss_cls: 2.8906, loss: 2.8906, grad_norm: 3.9442 2020-09-15 20:08:18,441 - mmaction - INFO - Epoch [10][140/1320] lr: 2.000e-02, eta: 1 day, 8:28:21, time: 2.032, data_time: 0.005, memory: 10966, top1_acc: 0.3121, top5_acc: 0.6109, loss_cls: 2.8387, loss: 2.8387, grad_norm: 3.9140 2020-09-15 20:08:59,774 - mmaction - INFO - Epoch [10][160/1320] lr: 2.000e-02, eta: 1 day, 8:27:29, time: 2.066, data_time: 0.004, memory: 10966, top1_acc: 0.3074, top5_acc: 0.6047, loss_cls: 2.8656, loss: 2.8656, grad_norm: 3.9121 2020-09-15 20:09:40,718 - mmaction - INFO - Epoch [10][180/1320] lr: 2.000e-02, eta: 1 day, 8:26:35, time: 2.049, data_time: 0.434, memory: 10966, top1_acc: 0.3047, top5_acc: 0.5973, loss_cls: 2.9129, loss: 2.9129, grad_norm: 3.9017 2020-09-15 20:10:22,109 - mmaction - INFO - Epoch [10][200/1320] lr: 2.000e-02, eta: 1 day, 8:25:44, time: 2.069, data_time: 1.271, memory: 10966, top1_acc: 0.3211, top5_acc: 0.6066, loss_cls: 2.8499, loss: 2.8499, grad_norm: 3.8589 2020-09-15 20:11:05,223 - mmaction - INFO - Epoch [10][220/1320] lr: 2.000e-02, eta: 1 day, 8:24:59, time: 2.155, data_time: 0.216, memory: 10966, top1_acc: 0.3203, top5_acc: 0.6016, loss_cls: 2.8789, loss: 2.8789, grad_norm: 3.9093 2020-09-15 20:11:45,826 - mmaction - INFO - Epoch [10][240/1320] lr: 2.000e-02, eta: 1 day, 8:24:04, time: 2.030, data_time: 0.038, memory: 10966, top1_acc: 0.3203, top5_acc: 0.6066, loss_cls: 2.8307, loss: 2.8307, grad_norm: 3.8912 2020-09-15 20:12:29,243 - mmaction - INFO - Epoch [10][260/1320] lr: 2.000e-02, eta: 1 day, 8:23:21, time: 2.171, data_time: 0.949, memory: 10966, top1_acc: 0.3187, top5_acc: 0.6020, loss_cls: 2.8494, loss: 2.8494, grad_norm: 3.8327 2020-09-15 20:13:08,565 - mmaction - INFO - Epoch [10][280/1320] lr: 2.000e-02, eta: 1 day, 8:22:20, time: 1.962, data_time: 1.361, memory: 10966, top1_acc: 0.3211, top5_acc: 0.5957, loss_cls: 2.8988, loss: 2.8988, grad_norm: 3.9170 2020-09-15 20:13:51,510 - mmaction - INFO - Epoch [10][300/1320] lr: 2.000e-02, eta: 1 day, 8:21:36, time: 2.151, data_time: 0.141, memory: 10966, top1_acc: 0.3137, top5_acc: 0.6090, loss_cls: 2.8893, loss: 2.8893, grad_norm: 3.9541 2020-09-15 20:14:33,203 - mmaction - INFO - Epoch [10][320/1320] lr: 2.000e-02, eta: 1 day, 8:20:45, time: 2.082, data_time: 0.215, memory: 10966, top1_acc: 0.3281, top5_acc: 0.6164, loss_cls: 2.8436, loss: 2.8436, grad_norm: 3.9366 2020-09-15 20:15:15,026 - mmaction - INFO - Epoch [10][340/1320] lr: 2.000e-02, eta: 1 day, 8:19:56, time: 2.095, data_time: 0.714, memory: 10966, top1_acc: 0.3039, top5_acc: 0.5984, loss_cls: 2.8825, loss: 2.8825, grad_norm: 3.8957 2020-09-15 20:15:57,945 - mmaction - INFO - Epoch [10][360/1320] lr: 2.000e-02, eta: 1 day, 8:19:11, time: 2.146, data_time: 0.361, memory: 10966, top1_acc: 0.3023, top5_acc: 0.5957, loss_cls: 2.9062, loss: 2.9062, grad_norm: 3.8852 2020-09-15 20:16:36,019 - mmaction - INFO - Epoch [10][380/1320] lr: 2.000e-02, eta: 1 day, 8:18:05, time: 1.904, data_time: 0.201, memory: 10966, top1_acc: 0.3148, top5_acc: 0.6055, loss_cls: 2.8895, loss: 2.8895, grad_norm: 3.8769 2020-09-15 20:17:17,733 - mmaction - INFO - Epoch [10][400/1320] lr: 2.000e-02, eta: 1 day, 8:17:14, time: 2.080, data_time: 1.388, memory: 10966, top1_acc: 0.3203, top5_acc: 0.6027, loss_cls: 2.8424, loss: 2.8424, grad_norm: 3.8513 2020-09-15 20:18:03,234 - mmaction - INFO - Epoch [10][420/1320] lr: 2.000e-02, eta: 1 day, 8:16:41, time: 2.279, data_time: 1.340, memory: 10966, top1_acc: 0.3090, top5_acc: 0.5918, loss_cls: 2.8808, loss: 2.8808, grad_norm: 4.0040 2020-09-15 20:18:41,274 - mmaction - INFO - Epoch [10][440/1320] lr: 2.000e-02, eta: 1 day, 8:15:35, time: 1.905, data_time: 1.183, memory: 10966, top1_acc: 0.3145, top5_acc: 0.6066, loss_cls: 2.8134, loss: 2.8134, grad_norm: 3.7921 2020-09-15 20:19:24,027 - mmaction - INFO - Epoch [10][460/1320] lr: 2.000e-02, eta: 1 day, 8:14:49, time: 2.137, data_time: 1.365, memory: 10966, top1_acc: 0.3211, top5_acc: 0.6105, loss_cls: 2.8588, loss: 2.8588, grad_norm: 3.8247 2020-09-15 20:20:07,447 - mmaction - INFO - Epoch [10][480/1320] lr: 2.000e-02, eta: 1 day, 8:14:07, time: 2.170, data_time: 1.542, memory: 10966, top1_acc: 0.2977, top5_acc: 0.5984, loss_cls: 2.9021, loss: 2.9021, grad_norm: 3.8922 2020-09-15 20:20:49,299 - mmaction - INFO - Epoch [10][500/1320] lr: 2.000e-02, eta: 1 day, 8:13:16, time: 2.083, data_time: 1.499, memory: 10966, top1_acc: 0.3184, top5_acc: 0.6086, loss_cls: 2.8482, loss: 2.8482, grad_norm: 3.9396 2020-09-15 20:21:28,985 - mmaction - INFO - Epoch [10][520/1320] lr: 2.000e-02, eta: 1 day, 8:12:18, time: 1.995, data_time: 1.242, memory: 10966, top1_acc: 0.2992, top5_acc: 0.5938, loss_cls: 2.9264, loss: 2.9264, grad_norm: 3.8816 2020-09-15 20:22:08,371 - mmaction - INFO - Epoch [10][540/1320] lr: 2.000e-02, eta: 1 day, 8:11:18, time: 1.969, data_time: 0.822, memory: 10966, top1_acc: 0.3020, top5_acc: 0.5875, loss_cls: 2.9406, loss: 2.9406, grad_norm: 3.8939 2020-09-15 20:22:53,098 - mmaction - INFO - Epoch [10][560/1320] lr: 2.000e-02, eta: 1 day, 8:10:42, time: 2.236, data_time: 1.588, memory: 10966, top1_acc: 0.3184, top5_acc: 0.6129, loss_cls: 2.8100, loss: 2.8100, grad_norm: 3.7927 2020-09-15 20:23:32,592 - mmaction - INFO - Epoch [10][580/1320] lr: 2.000e-02, eta: 1 day, 8:09:42, time: 1.974, data_time: 1.267, memory: 10966, top1_acc: 0.3145, top5_acc: 0.5996, loss_cls: 2.8883, loss: 2.8883, grad_norm: 3.9087 2020-09-15 20:24:17,262 - mmaction - INFO - Epoch [10][600/1320] lr: 2.000e-02, eta: 1 day, 8:09:05, time: 2.235, data_time: 1.458, memory: 10966, top1_acc: 0.3109, top5_acc: 0.6059, loss_cls: 2.8756, loss: 2.8756, grad_norm: 3.8652 2020-09-15 20:24:58,931 - mmaction - INFO - Epoch [10][620/1320] lr: 2.000e-02, eta: 1 day, 8:08:15, time: 2.081, data_time: 1.500, memory: 10966, top1_acc: 0.3254, top5_acc: 0.6148, loss_cls: 2.8059, loss: 2.8059, grad_norm: 3.8739 2020-09-15 20:25:38,987 - mmaction - INFO - Epoch [10][640/1320] lr: 2.000e-02, eta: 1 day, 8:07:18, time: 2.004, data_time: 1.233, memory: 10966, top1_acc: 0.2945, top5_acc: 0.5809, loss_cls: 2.9588, loss: 2.9588, grad_norm: 3.9799 2020-09-15 20:26:21,152 - mmaction - INFO - Epoch [10][660/1320] lr: 2.000e-02, eta: 1 day, 8:06:30, time: 2.107, data_time: 1.145, memory: 10966, top1_acc: 0.3164, top5_acc: 0.6129, loss_cls: 2.8774, loss: 2.8774, grad_norm: 3.8910 2020-09-15 20:27:01,694 - mmaction - INFO - Epoch [10][680/1320] lr: 2.000e-02, eta: 1 day, 8:05:35, time: 2.028, data_time: 1.232, memory: 10966, top1_acc: 0.3070, top5_acc: 0.6094, loss_cls: 2.8832, loss: 2.8832, grad_norm: 3.9027 2020-09-15 20:27:42,434 - mmaction - INFO - Epoch [10][700/1320] lr: 2.000e-02, eta: 1 day, 8:04:41, time: 2.035, data_time: 1.215, memory: 10966, top1_acc: 0.3156, top5_acc: 0.5996, loss_cls: 2.8406, loss: 2.8406, grad_norm: 3.8824 2020-09-15 20:28:24,049 - mmaction - INFO - Epoch [10][720/1320] lr: 2.000e-02, eta: 1 day, 8:03:51, time: 2.084, data_time: 1.040, memory: 10966, top1_acc: 0.3113, top5_acc: 0.6043, loss_cls: 2.8730, loss: 2.8730, grad_norm: 3.8965 2020-09-15 20:29:03,562 - mmaction - INFO - Epoch [10][740/1320] lr: 2.000e-02, eta: 1 day, 8:02:53, time: 1.976, data_time: 0.929, memory: 10966, top1_acc: 0.3145, top5_acc: 0.6148, loss_cls: 2.8155, loss: 2.8155, grad_norm: 3.8428 2020-09-15 20:29:45,995 - mmaction - INFO - Epoch [10][760/1320] lr: 2.000e-02, eta: 1 day, 8:02:06, time: 2.117, data_time: 1.035, memory: 10966, top1_acc: 0.3113, top5_acc: 0.5938, loss_cls: 2.8578, loss: 2.8578, grad_norm: 3.8629 2020-09-15 20:30:27,995 - mmaction - INFO - Epoch [10][780/1320] lr: 2.000e-02, eta: 1 day, 8:01:18, time: 2.105, data_time: 0.247, memory: 10966, top1_acc: 0.3289, top5_acc: 0.6094, loss_cls: 2.8193, loss: 2.8193, grad_norm: 3.9467 2020-09-15 20:31:10,171 - mmaction - INFO - Epoch [10][800/1320] lr: 2.000e-02, eta: 1 day, 8:00:30, time: 2.108, data_time: 1.014, memory: 10966, top1_acc: 0.3312, top5_acc: 0.6137, loss_cls: 2.8012, loss: 2.8012, grad_norm: 3.8292 2020-09-15 20:31:50,697 - mmaction - INFO - Epoch [10][820/1320] lr: 2.000e-02, eta: 1 day, 7:59:35, time: 2.024, data_time: 0.495, memory: 10966, top1_acc: 0.3102, top5_acc: 0.6047, loss_cls: 2.8912, loss: 2.8912, grad_norm: 3.9029 2020-09-15 20:32:33,109 - mmaction - INFO - Epoch [10][840/1320] lr: 2.000e-02, eta: 1 day, 7:58:49, time: 2.122, data_time: 1.128, memory: 10966, top1_acc: 0.3008, top5_acc: 0.5902, loss_cls: 2.9204, loss: 2.9204, grad_norm: 3.9682 2020-09-15 20:33:17,027 - mmaction - INFO - Epoch [10][860/1320] lr: 2.000e-02, eta: 1 day, 7:58:08, time: 2.196, data_time: 0.005, memory: 10966, top1_acc: 0.3145, top5_acc: 0.6008, loss_cls: 2.9051, loss: 2.9051, grad_norm: 3.8484 2020-09-15 20:33:56,568 - mmaction - INFO - Epoch [10][880/1320] lr: 2.000e-02, eta: 1 day, 7:57:10, time: 1.976, data_time: 0.240, memory: 10966, top1_acc: 0.3250, top5_acc: 0.6059, loss_cls: 2.8203, loss: 2.8203, grad_norm: 3.6752 2020-09-15 20:34:39,784 - mmaction - INFO - Epoch [10][900/1320] lr: 2.000e-02, eta: 1 day, 7:56:26, time: 2.158, data_time: 0.356, memory: 10966, top1_acc: 0.3055, top5_acc: 0.5977, loss_cls: 2.9132, loss: 2.9132, grad_norm: 4.0272 2020-09-15 20:35:20,285 - mmaction - INFO - Epoch [10][920/1320] lr: 2.000e-02, eta: 1 day, 7:55:32, time: 2.029, data_time: 0.362, memory: 10966, top1_acc: 0.3121, top5_acc: 0.6090, loss_cls: 2.8113, loss: 2.8113, grad_norm: 3.8760 2020-09-15 20:36:00,020 - mmaction - INFO - Epoch [10][940/1320] lr: 2.000e-02, eta: 1 day, 7:54:34, time: 1.984, data_time: 0.970, memory: 10966, top1_acc: 0.3027, top5_acc: 0.5895, loss_cls: 2.9363, loss: 2.9363, grad_norm: 4.0279 2020-09-15 20:36:42,399 - mmaction - INFO - Epoch [10][960/1320] lr: 2.000e-02, eta: 1 day, 7:53:48, time: 2.120, data_time: 1.145, memory: 10966, top1_acc: 0.3020, top5_acc: 0.6008, loss_cls: 2.9109, loss: 2.9109, grad_norm: 3.8976 2020-09-15 20:37:26,421 - mmaction - INFO - Epoch [10][980/1320] lr: 2.000e-02, eta: 1 day, 7:53:08, time: 2.196, data_time: 1.586, memory: 10966, top1_acc: 0.3051, top5_acc: 0.6055, loss_cls: 2.8444, loss: 2.8444, grad_norm: 3.8906 2020-09-15 20:38:06,562 - mmaction - INFO - Epoch [10][1000/1320] lr: 2.000e-02, eta: 1 day, 7:52:12, time: 2.012, data_time: 1.365, memory: 10966, top1_acc: 0.3070, top5_acc: 0.5910, loss_cls: 2.8907, loss: 2.8907, grad_norm: 3.8655 2020-09-15 20:38:48,755 - mmaction - INFO - Epoch [10][1020/1320] lr: 2.000e-02, eta: 1 day, 7:51:25, time: 2.112, data_time: 1.368, memory: 10966, top1_acc: 0.3156, top5_acc: 0.6191, loss_cls: 2.8377, loss: 2.8377, grad_norm: 3.8488 2020-09-15 20:39:29,111 - mmaction - INFO - Epoch [10][1040/1320] lr: 2.000e-02, eta: 1 day, 7:50:30, time: 2.015, data_time: 0.867, memory: 10966, top1_acc: 0.3180, top5_acc: 0.6012, loss_cls: 2.8743, loss: 2.8743, grad_norm: 3.9420 2020-09-15 20:40:11,330 - mmaction - INFO - Epoch [10][1060/1320] lr: 2.000e-02, eta: 1 day, 7:49:43, time: 2.111, data_time: 1.064, memory: 10966, top1_acc: 0.3242, top5_acc: 0.6008, loss_cls: 2.8494, loss: 2.8494, grad_norm: 3.8358 2020-09-15 20:40:52,386 - mmaction - INFO - Epoch [10][1080/1320] lr: 2.000e-02, eta: 1 day, 7:48:51, time: 2.054, data_time: 1.448, memory: 10966, top1_acc: 0.3055, top5_acc: 0.5863, loss_cls: 2.9192, loss: 2.9192, grad_norm: 3.8872 2020-09-15 20:41:33,943 - mmaction - INFO - Epoch [10][1100/1320] lr: 2.000e-02, eta: 1 day, 7:48:01, time: 2.078, data_time: 1.431, memory: 10966, top1_acc: 0.3187, top5_acc: 0.5984, loss_cls: 2.8869, loss: 2.8869, grad_norm: 3.8800 2020-09-15 20:42:14,767 - mmaction - INFO - Epoch [10][1120/1320] lr: 2.000e-02, eta: 1 day, 7:47:08, time: 2.042, data_time: 0.937, memory: 10966, top1_acc: 0.3109, top5_acc: 0.5910, loss_cls: 2.9104, loss: 2.9104, grad_norm: 3.8871 2020-09-15 20:42:55,619 - mmaction - INFO - Epoch [10][1140/1320] lr: 2.000e-02, eta: 1 day, 7:46:16, time: 2.042, data_time: 0.011, memory: 10966, top1_acc: 0.3168, top5_acc: 0.5969, loss_cls: 2.8818, loss: 2.8818, grad_norm: 3.8830 2020-09-15 20:43:40,058 - mmaction - INFO - Epoch [10][1160/1320] lr: 2.000e-02, eta: 1 day, 7:45:38, time: 2.223, data_time: 0.359, memory: 10966, top1_acc: 0.3164, top5_acc: 0.6098, loss_cls: 2.8702, loss: 2.8702, grad_norm: 3.9493 2020-09-15 20:44:18,820 - mmaction - INFO - Epoch [10][1180/1320] lr: 2.000e-02, eta: 1 day, 7:44:37, time: 1.938, data_time: 0.952, memory: 10966, top1_acc: 0.3168, top5_acc: 0.6105, loss_cls: 2.8626, loss: 2.8626, grad_norm: 3.8843 2020-09-15 20:44:59,727 - mmaction - INFO - Epoch [10][1200/1320] lr: 2.000e-02, eta: 1 day, 7:43:44, time: 2.045, data_time: 1.110, memory: 10966, top1_acc: 0.3035, top5_acc: 0.5930, loss_cls: 2.9098, loss: 2.9098, grad_norm: 3.7969 2020-09-15 20:45:43,741 - mmaction - INFO - Epoch [10][1220/1320] lr: 2.000e-02, eta: 1 day, 7:43:05, time: 2.202, data_time: 1.572, memory: 10966, top1_acc: 0.3129, top5_acc: 0.5922, loss_cls: 2.8475, loss: 2.8475, grad_norm: 3.9248 2020-09-15 20:46:23,550 - mmaction - INFO - Epoch [10][1240/1320] lr: 2.000e-02, eta: 1 day, 7:42:08, time: 1.990, data_time: 1.228, memory: 10966, top1_acc: 0.3043, top5_acc: 0.5945, loss_cls: 2.9150, loss: 2.9150, grad_norm: 4.0141 2020-09-15 20:47:05,455 - mmaction - INFO - Epoch [10][1260/1320] lr: 2.000e-02, eta: 1 day, 7:41:19, time: 2.093, data_time: 0.616, memory: 10966, top1_acc: 0.3129, top5_acc: 0.5953, loss_cls: 2.8353, loss: 2.8353, grad_norm: 3.8429 2020-09-15 20:47:46,170 - mmaction - INFO - Epoch [10][1280/1320] lr: 2.000e-02, eta: 1 day, 7:40:27, time: 2.038, data_time: 0.010, memory: 10966, top1_acc: 0.2887, top5_acc: 0.5934, loss_cls: 2.9295, loss: 2.9295, grad_norm: 3.8149 2020-09-15 20:48:26,561 - mmaction - INFO - Epoch [10][1300/1320] lr: 2.000e-02, eta: 1 day, 7:39:32, time: 2.020, data_time: 0.079, memory: 10966, top1_acc: 0.3211, top5_acc: 0.6164, loss_cls: 2.7952, loss: 2.7952, grad_norm: 3.8225 2020-09-15 20:49:04,312 - mmaction - INFO - Epoch [10][1320/1320] lr: 2.000e-02, eta: 1 day, 7:38:27, time: 1.887, data_time: 0.969, memory: 10966, top1_acc: 0.3020, top5_acc: 0.6103, loss_cls: 2.8626, loss: 2.8626, grad_norm: 3.9019 2020-09-15 20:49:16,878 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-09-15 20:56:57,638 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-15 20:56:57,999 - mmaction - INFO - top1_acc 0.2395 top5_acc 0.5217 2020-09-15 20:56:58,000 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-15 20:56:58,055 - mmaction - INFO - mean_acc 0.1751 2020-09-15 20:56:58,056 - mmaction - INFO - Now best checkpoint is epoch_10.pth 2020-09-15 20:56:58,066 - mmaction - INFO - Epoch(val) [10][1320] top1_acc: 0.2395, top5_acc: 0.5217, mean_class_accuracy: 0.1751 2020-09-15 20:59:14,483 - mmaction - INFO - Epoch [11][20/1320] lr: 2.000e-02, eta: 1 day, 7:43:56, time: 6.814, data_time: 4.724, memory: 10966, top1_acc: 0.3227, top5_acc: 0.6082, loss_cls: 2.8281, loss: 2.8281, grad_norm: 3.9045 2020-09-15 20:59:53,764 - mmaction - INFO - Epoch [11][40/1320] lr: 2.000e-02, eta: 1 day, 7:42:57, time: 1.964, data_time: 0.005, memory: 10966, top1_acc: 0.3402, top5_acc: 0.6375, loss_cls: 2.7151, loss: 2.7151, grad_norm: 3.7779 2020-09-15 21:00:37,433 - mmaction - INFO - Epoch [11][60/1320] lr: 2.000e-02, eta: 1 day, 7:42:15, time: 2.185, data_time: 0.005, memory: 10966, top1_acc: 0.3281, top5_acc: 0.6172, loss_cls: 2.8235, loss: 2.8235, grad_norm: 4.0167 2020-09-15 21:01:18,833 - mmaction - INFO - Epoch [11][80/1320] lr: 2.000e-02, eta: 1 day, 7:41:25, time: 2.071, data_time: 0.092, memory: 10966, top1_acc: 0.3344, top5_acc: 0.6359, loss_cls: 2.7592, loss: 2.7592, grad_norm: 3.8550 2020-09-15 21:02:01,641 - mmaction - INFO - Epoch [11][100/1320] lr: 2.000e-02, eta: 1 day, 7:40:39, time: 2.140, data_time: 1.491, memory: 10966, top1_acc: 0.3063, top5_acc: 0.6164, loss_cls: 2.8062, loss: 2.8062, grad_norm: 4.0215 2020-09-15 21:02:41,514 - mmaction - INFO - Epoch [11][120/1320] lr: 2.000e-02, eta: 1 day, 7:39:42, time: 1.990, data_time: 0.952, memory: 10966, top1_acc: 0.3219, top5_acc: 0.6215, loss_cls: 2.7658, loss: 2.7658, grad_norm: 3.8878 2020-09-15 21:03:23,327 - mmaction - INFO - Epoch [11][140/1320] lr: 2.000e-02, eta: 1 day, 7:38:54, time: 2.095, data_time: 0.256, memory: 10966, top1_acc: 0.3172, top5_acc: 0.6223, loss_cls: 2.8078, loss: 2.8078, grad_norm: 3.9055 2020-09-15 21:04:07,213 - mmaction - INFO - Epoch [11][160/1320] lr: 2.000e-02, eta: 1 day, 7:38:13, time: 2.192, data_time: 0.007, memory: 10966, top1_acc: 0.3277, top5_acc: 0.6160, loss_cls: 2.7505, loss: 2.7505, grad_norm: 3.7664 2020-09-15 21:04:50,426 - mmaction - INFO - Epoch [11][180/1320] lr: 2.000e-02, eta: 1 day, 7:37:29, time: 2.162, data_time: 0.708, memory: 10966, top1_acc: 0.3250, top5_acc: 0.6184, loss_cls: 2.8054, loss: 2.8054, grad_norm: 3.9900 2020-09-15 21:05:29,413 - mmaction - INFO - Epoch [11][200/1320] lr: 2.000e-02, eta: 1 day, 7:36:29, time: 1.947, data_time: 0.677, memory: 10966, top1_acc: 0.3227, top5_acc: 0.6098, loss_cls: 2.8370, loss: 2.8370, grad_norm: 3.9611 2020-09-15 21:06:10,813 - mmaction - INFO - Epoch [11][220/1320] lr: 2.000e-02, eta: 1 day, 7:35:39, time: 2.074, data_time: 1.498, memory: 10966, top1_acc: 0.3187, top5_acc: 0.6129, loss_cls: 2.8633, loss: 2.8633, grad_norm: 3.9642 2020-09-15 21:06:50,906 - mmaction - INFO - Epoch [11][240/1320] lr: 2.000e-02, eta: 1 day, 7:34:43, time: 1.997, data_time: 1.118, memory: 10966, top1_acc: 0.3172, top5_acc: 0.6160, loss_cls: 2.8211, loss: 2.8211, grad_norm: 3.9595 2020-09-15 21:07:31,099 - mmaction - INFO - Epoch [11][260/1320] lr: 2.000e-02, eta: 1 day, 7:33:48, time: 2.017, data_time: 0.066, memory: 10966, top1_acc: 0.3223, top5_acc: 0.6113, loss_cls: 2.7943, loss: 2.7943, grad_norm: 3.9184 2020-09-15 21:08:15,075 - mmaction - INFO - Epoch [11][280/1320] lr: 2.000e-02, eta: 1 day, 7:33:07, time: 2.197, data_time: 0.202, memory: 10966, top1_acc: 0.3219, top5_acc: 0.6254, loss_cls: 2.7857, loss: 2.7857, grad_norm: 3.9817 2020-09-15 21:08:55,541 - mmaction - INFO - Epoch [11][300/1320] lr: 2.000e-02, eta: 1 day, 7:32:13, time: 2.023, data_time: 0.157, memory: 10966, top1_acc: 0.3184, top5_acc: 0.6172, loss_cls: 2.8153, loss: 2.8153, grad_norm: 4.0018 2020-09-15 21:09:37,148 - mmaction - INFO - Epoch [11][320/1320] lr: 2.000e-02, eta: 1 day, 7:31:24, time: 2.081, data_time: 0.003, memory: 10966, top1_acc: 0.3230, top5_acc: 0.6148, loss_cls: 2.8061, loss: 2.8061, grad_norm: 3.8724 2020-09-15 21:10:17,969 - mmaction - INFO - Epoch [11][340/1320] lr: 2.000e-02, eta: 1 day, 7:30:31, time: 2.040, data_time: 0.015, memory: 10966, top1_acc: 0.3070, top5_acc: 0.5992, loss_cls: 2.8913, loss: 2.8913, grad_norm: 3.9227 2020-09-15 21:11:00,152 - mmaction - INFO - Epoch [11][360/1320] lr: 2.000e-02, eta: 1 day, 7:29:44, time: 2.111, data_time: 0.006, memory: 10966, top1_acc: 0.3457, top5_acc: 0.6293, loss_cls: 2.7232, loss: 2.7232, grad_norm: 3.7264 2020-09-15 21:11:42,809 - mmaction - INFO - Epoch [11][380/1320] lr: 2.000e-02, eta: 1 day, 7:28:58, time: 2.133, data_time: 0.004, memory: 10966, top1_acc: 0.3344, top5_acc: 0.6191, loss_cls: 2.7485, loss: 2.7485, grad_norm: 3.8010 2020-09-15 21:12:24,400 - mmaction - INFO - Epoch [11][400/1320] lr: 2.000e-02, eta: 1 day, 7:28:08, time: 2.079, data_time: 0.004, memory: 10966, top1_acc: 0.3191, top5_acc: 0.6148, loss_cls: 2.8048, loss: 2.8048, grad_norm: 3.8379 2020-09-15 21:13:04,091 - mmaction - INFO - Epoch [11][420/1320] lr: 2.000e-02, eta: 1 day, 7:27:11, time: 1.979, data_time: 0.456, memory: 10966, top1_acc: 0.3227, top5_acc: 0.6047, loss_cls: 2.8466, loss: 2.8466, grad_norm: 3.8663 2020-09-15 21:13:46,480 - mmaction - INFO - Epoch [11][440/1320] lr: 2.000e-02, eta: 1 day, 7:26:25, time: 2.125, data_time: 0.009, memory: 10966, top1_acc: 0.3375, top5_acc: 0.6227, loss_cls: 2.7762, loss: 2.7762, grad_norm: 3.8674 2020-09-15 21:14:29,998 - mmaction - INFO - Epoch [11][460/1320] lr: 2.000e-02, eta: 1 day, 7:25:43, time: 2.175, data_time: 0.353, memory: 10966, top1_acc: 0.3063, top5_acc: 0.5953, loss_cls: 2.9128, loss: 2.9128, grad_norm: 3.8510 2020-09-15 21:15:10,431 - mmaction - INFO - Epoch [11][480/1320] lr: 2.000e-02, eta: 1 day, 7:24:49, time: 2.020, data_time: 0.031, memory: 10966, top1_acc: 0.3273, top5_acc: 0.6086, loss_cls: 2.8076, loss: 2.8076, grad_norm: 3.8308 2020-09-15 21:15:51,973 - mmaction - INFO - Epoch [11][500/1320] lr: 2.000e-02, eta: 1 day, 7:23:58, time: 2.066, data_time: 0.039, memory: 10966, top1_acc: 0.3238, top5_acc: 0.6266, loss_cls: 2.7876, loss: 2.7876, grad_norm: 3.8489 2020-09-15 21:16:33,232 - mmaction - INFO - Epoch [11][520/1320] lr: 2.000e-02, eta: 1 day, 7:23:09, time: 2.075, data_time: 0.367, memory: 10966, top1_acc: 0.3184, top5_acc: 0.6168, loss_cls: 2.8061, loss: 2.8061, grad_norm: 3.8797 2020-09-15 21:17:12,014 - mmaction - INFO - Epoch [11][540/1320] lr: 2.000e-02, eta: 1 day, 7:22:08, time: 1.940, data_time: 0.158, memory: 10966, top1_acc: 0.3332, top5_acc: 0.6203, loss_cls: 2.7779, loss: 2.7779, grad_norm: 3.8764 2020-09-15 21:17:56,346 - mmaction - INFO - Epoch [11][560/1320] lr: 2.000e-02, eta: 1 day, 7:21:30, time: 2.218, data_time: 0.004, memory: 10966, top1_acc: 0.3203, top5_acc: 0.6184, loss_cls: 2.8411, loss: 2.8411, grad_norm: 3.8789 2020-09-15 21:18:37,489 - mmaction - INFO - Epoch [11][580/1320] lr: 2.000e-02, eta: 1 day, 7:20:38, time: 2.056, data_time: 0.083, memory: 10966, top1_acc: 0.3414, top5_acc: 0.6277, loss_cls: 2.7751, loss: 2.7751, grad_norm: 3.8704 2020-09-15 21:19:21,058 - mmaction - INFO - Epoch [11][600/1320] lr: 2.000e-02, eta: 1 day, 7:19:57, time: 2.179, data_time: 0.102, memory: 10966, top1_acc: 0.3262, top5_acc: 0.6117, loss_cls: 2.8185, loss: 2.8185, grad_norm: 3.8967 2020-09-15 21:20:04,310 - mmaction - INFO - Epoch [11][620/1320] lr: 2.000e-02, eta: 1 day, 7:19:12, time: 2.148, data_time: 1.451, memory: 10966, top1_acc: 0.3371, top5_acc: 0.6211, loss_cls: 2.8281, loss: 2.8281, grad_norm: 4.0044 2020-09-15 21:20:44,118 - mmaction - INFO - Epoch [11][640/1320] lr: 2.000e-02, eta: 1 day, 7:18:17, time: 2.003, data_time: 1.191, memory: 10966, top1_acc: 0.3266, top5_acc: 0.6090, loss_cls: 2.8244, loss: 2.8244, grad_norm: 3.8553 2020-09-15 21:21:26,428 - mmaction - INFO - Epoch [11][660/1320] lr: 2.000e-02, eta: 1 day, 7:17:31, time: 2.116, data_time: 1.147, memory: 10966, top1_acc: 0.3156, top5_acc: 0.5996, loss_cls: 2.8669, loss: 2.8669, grad_norm: 3.8855 2020-09-15 21:22:08,784 - mmaction - INFO - Epoch [11][680/1320] lr: 2.000e-02, eta: 1 day, 7:16:44, time: 2.114, data_time: 1.501, memory: 10966, top1_acc: 0.3145, top5_acc: 0.6156, loss_cls: 2.8739, loss: 2.8739, grad_norm: 4.0085 2020-09-15 21:22:49,029 - mmaction - INFO - Epoch [11][700/1320] lr: 2.000e-02, eta: 1 day, 7:15:50, time: 2.015, data_time: 0.664, memory: 10966, top1_acc: 0.3293, top5_acc: 0.6223, loss_cls: 2.8218, loss: 2.8218, grad_norm: 3.8980 2020-09-15 21:23:33,432 - mmaction - INFO - Epoch [11][720/1320] lr: 2.000e-02, eta: 1 day, 7:15:11, time: 2.222, data_time: 0.006, memory: 10966, top1_acc: 0.3219, top5_acc: 0.6125, loss_cls: 2.8279, loss: 2.8279, grad_norm: 3.8416 2020-09-15 21:24:14,024 - mmaction - INFO - Epoch [11][740/1320] lr: 2.000e-02, eta: 1 day, 7:14:18, time: 2.029, data_time: 0.047, memory: 10966, top1_acc: 0.3246, top5_acc: 0.6352, loss_cls: 2.7545, loss: 2.7545, grad_norm: 3.8836 2020-09-15 21:24:54,281 - mmaction - INFO - Epoch [11][760/1320] lr: 2.000e-02, eta: 1 day, 7:13:24, time: 2.009, data_time: 0.124, memory: 10966, top1_acc: 0.3207, top5_acc: 0.6188, loss_cls: 2.8127, loss: 2.8127, grad_norm: 3.9366 2020-09-15 21:25:38,211 - mmaction - INFO - Epoch [11][780/1320] lr: 2.000e-02, eta: 1 day, 7:12:43, time: 2.196, data_time: 1.235, memory: 10966, top1_acc: 0.3105, top5_acc: 0.6105, loss_cls: 2.8441, loss: 2.8441, grad_norm: 3.9724 2020-09-15 21:26:16,808 - mmaction - INFO - Epoch [11][800/1320] lr: 2.000e-02, eta: 1 day, 7:11:43, time: 1.935, data_time: 0.590, memory: 10966, top1_acc: 0.3195, top5_acc: 0.6332, loss_cls: 2.7740, loss: 2.7740, grad_norm: 3.9089 2020-09-15 21:26:57,402 - mmaction - INFO - Epoch [11][820/1320] lr: 2.000e-02, eta: 1 day, 7:10:50, time: 2.029, data_time: 0.016, memory: 10966, top1_acc: 0.3246, top5_acc: 0.6215, loss_cls: 2.7626, loss: 2.7626, grad_norm: 3.8511 2020-09-15 21:27:41,354 - mmaction - INFO - Epoch [11][840/1320] lr: 2.000e-02, eta: 1 day, 7:10:10, time: 2.198, data_time: 0.379, memory: 10966, top1_acc: 0.3270, top5_acc: 0.6129, loss_cls: 2.8105, loss: 2.8105, grad_norm: 3.9264 2020-09-15 21:28:20,877 - mmaction - INFO - Epoch [11][860/1320] lr: 2.000e-02, eta: 1 day, 7:09:13, time: 1.975, data_time: 0.572, memory: 10966, top1_acc: 0.3305, top5_acc: 0.6145, loss_cls: 2.8025, loss: 2.8025, grad_norm: 3.8311 2020-09-15 21:29:02,577 - mmaction - INFO - Epoch [11][880/1320] lr: 2.000e-02, eta: 1 day, 7:08:25, time: 2.085, data_time: 0.003, memory: 10966, top1_acc: 0.3254, top5_acc: 0.6098, loss_cls: 2.8682, loss: 2.8682, grad_norm: 3.8494 2020-09-15 21:29:42,317 - mmaction - INFO - Epoch [11][900/1320] lr: 2.000e-02, eta: 1 day, 7:07:29, time: 1.985, data_time: 0.009, memory: 10966, top1_acc: 0.3398, top5_acc: 0.6184, loss_cls: 2.7732, loss: 2.7732, grad_norm: 3.8268 2020-09-15 21:30:26,383 - mmaction - INFO - Epoch [11][920/1320] lr: 2.000e-02, eta: 1 day, 7:06:49, time: 2.206, data_time: 0.007, memory: 10966, top1_acc: 0.3383, top5_acc: 0.6227, loss_cls: 2.7315, loss: 2.7315, grad_norm: 3.7553 2020-09-15 21:31:09,233 - mmaction - INFO - Epoch [11][940/1320] lr: 2.000e-02, eta: 1 day, 7:06:05, time: 2.143, data_time: 0.003, memory: 10966, top1_acc: 0.3137, top5_acc: 0.6016, loss_cls: 2.8567, loss: 2.8567, grad_norm: 3.8720 2020-09-15 21:31:48,252 - mmaction - INFO - Epoch [11][960/1320] lr: 2.000e-02, eta: 1 day, 7:05:06, time: 1.951, data_time: 0.003, memory: 10966, top1_acc: 0.3109, top5_acc: 0.6156, loss_cls: 2.8285, loss: 2.8285, grad_norm: 3.8924 2020-09-15 21:32:31,330 - mmaction - INFO - Epoch [11][980/1320] lr: 2.000e-02, eta: 1 day, 7:04:21, time: 2.134, data_time: 0.025, memory: 10966, top1_acc: 0.3039, top5_acc: 0.5840, loss_cls: 2.8896, loss: 2.8896, grad_norm: 3.8490 2020-09-15 21:33:12,106 - mmaction - INFO - Epoch [11][1000/1320] lr: 2.000e-02, eta: 1 day, 7:03:31, time: 2.058, data_time: 0.022, memory: 10966, top1_acc: 0.3219, top5_acc: 0.6184, loss_cls: 2.8331, loss: 2.8331, grad_norm: 3.9253 2020-09-15 21:33:57,085 - mmaction - INFO - Epoch [11][1020/1320] lr: 2.000e-02, eta: 1 day, 7:02:54, time: 2.249, data_time: 0.129, memory: 10966, top1_acc: 0.3012, top5_acc: 0.6016, loss_cls: 2.8853, loss: 2.8853, grad_norm: 3.9894 2020-09-15 21:34:38,299 - mmaction - INFO - Epoch [11][1040/1320] lr: 2.000e-02, eta: 1 day, 7:02:04, time: 2.058, data_time: 0.674, memory: 10966, top1_acc: 0.3219, top5_acc: 0.6133, loss_cls: 2.8643, loss: 2.8643, grad_norm: 3.9221 2020-09-15 21:35:20,567 - mmaction - INFO - Epoch [11][1060/1320] lr: 2.000e-02, eta: 1 day, 7:01:17, time: 2.117, data_time: 0.010, memory: 10966, top1_acc: 0.3219, top5_acc: 0.6289, loss_cls: 2.8033, loss: 2.8033, grad_norm: 3.9360 2020-09-15 21:36:01,358 - mmaction - INFO - Epoch [11][1080/1320] lr: 2.000e-02, eta: 1 day, 7:00:26, time: 2.038, data_time: 0.003, memory: 10966, top1_acc: 0.3227, top5_acc: 0.6055, loss_cls: 2.8628, loss: 2.8628, grad_norm: 3.8948 2020-09-15 21:36:41,083 - mmaction - INFO - Epoch [11][1100/1320] lr: 2.000e-02, eta: 1 day, 6:59:30, time: 1.987, data_time: 0.002, memory: 10966, top1_acc: 0.3289, top5_acc: 0.6145, loss_cls: 2.8266, loss: 2.8266, grad_norm: 3.8644 2020-09-15 21:37:22,049 - mmaction - INFO - Epoch [11][1120/1320] lr: 2.000e-02, eta: 1 day, 6:58:39, time: 2.045, data_time: 0.003, memory: 10966, top1_acc: 0.3262, top5_acc: 0.6027, loss_cls: 2.8490, loss: 2.8490, grad_norm: 3.8000 2020-09-15 21:38:03,843 - mmaction - INFO - Epoch [11][1140/1320] lr: 2.000e-02, eta: 1 day, 6:57:51, time: 2.092, data_time: 0.042, memory: 10966, top1_acc: 0.3156, top5_acc: 0.5969, loss_cls: 2.8502, loss: 2.8502, grad_norm: 3.8724 2020-09-15 21:38:47,378 - mmaction - INFO - Epoch [11][1160/1320] lr: 2.000e-02, eta: 1 day, 6:57:09, time: 2.178, data_time: 0.006, memory: 10966, top1_acc: 0.3234, top5_acc: 0.6035, loss_cls: 2.8413, loss: 2.8413, grad_norm: 3.9285 2020-09-15 21:39:28,243 - mmaction - INFO - Epoch [11][1180/1320] lr: 2.000e-02, eta: 1 day, 6:56:17, time: 2.037, data_time: 0.003, memory: 10966, top1_acc: 0.3121, top5_acc: 0.6148, loss_cls: 2.8245, loss: 2.8245, grad_norm: 3.9139 2020-09-15 21:40:09,995 - mmaction - INFO - Epoch [11][1200/1320] lr: 2.000e-02, eta: 1 day, 6:55:30, time: 2.094, data_time: 0.093, memory: 10966, top1_acc: 0.3207, top5_acc: 0.5992, loss_cls: 2.8609, loss: 2.8609, grad_norm: 3.8123 2020-09-15 21:40:54,478 - mmaction - INFO - Epoch [11][1220/1320] lr: 2.000e-02, eta: 1 day, 6:54:51, time: 2.219, data_time: 0.173, memory: 10966, top1_acc: 0.3344, top5_acc: 0.6277, loss_cls: 2.7562, loss: 2.7562, grad_norm: 3.8678 2020-09-15 21:41:33,793 - mmaction - INFO - Epoch [11][1240/1320] lr: 2.000e-02, eta: 1 day, 6:53:54, time: 1.970, data_time: 0.009, memory: 10966, top1_acc: 0.3148, top5_acc: 0.6090, loss_cls: 2.8351, loss: 2.8351, grad_norm: 3.9784 2020-09-15 21:42:15,634 - mmaction - INFO - Epoch [11][1260/1320] lr: 2.000e-02, eta: 1 day, 6:53:06, time: 2.093, data_time: 0.002, memory: 10966, top1_acc: 0.3199, top5_acc: 0.6059, loss_cls: 2.8530, loss: 2.8530, grad_norm: 3.8089 2020-09-15 21:42:58,256 - mmaction - INFO - Epoch [11][1280/1320] lr: 2.000e-02, eta: 1 day, 6:52:21, time: 2.130, data_time: 0.003, memory: 10966, top1_acc: 0.3199, top5_acc: 0.6250, loss_cls: 2.8085, loss: 2.8085, grad_norm: 3.8227 2020-09-15 21:43:40,358 - mmaction - INFO - Epoch [11][1300/1320] lr: 2.000e-02, eta: 1 day, 6:51:35, time: 2.106, data_time: 0.179, memory: 10966, top1_acc: 0.3230, top5_acc: 0.6207, loss_cls: 2.8031, loss: 2.8031, grad_norm: 3.7692 2020-09-15 21:44:15,779 - mmaction - INFO - Epoch [11][1320/1320] lr: 2.000e-02, eta: 1 day, 6:50:24, time: 1.770, data_time: 0.004, memory: 10966, top1_acc: 0.3294, top5_acc: 0.6270, loss_cls: 2.7854, loss: 2.7854, grad_norm: 3.8517 2020-09-15 21:44:30,377 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-09-15 21:52:39,080 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-15 21:52:39,455 - mmaction - INFO - top1_acc 0.2383 top5_acc 0.5240 2020-09-15 21:52:39,455 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-15 21:52:39,757 - mmaction - INFO - mean_acc 0.1854 2020-09-15 21:52:39,766 - mmaction - INFO - Epoch(val) [11][1320] top1_acc: 0.2383, top5_acc: 0.5240, mean_class_accuracy: 0.1854 2020-09-15 21:55:09,657 - mmaction - INFO - Epoch [12][20/1320] lr: 2.000e-02, eta: 1 day, 6:55:58, time: 7.483, data_time: 5.503, memory: 10966, top1_acc: 0.3441, top5_acc: 0.6277, loss_cls: 2.7345, loss: 2.7345, grad_norm: 3.8596 2020-09-15 21:55:52,538 - mmaction - INFO - Epoch [12][40/1320] lr: 2.000e-02, eta: 1 day, 6:55:14, time: 2.150, data_time: 0.175, memory: 10966, top1_acc: 0.3332, top5_acc: 0.6297, loss_cls: 2.7435, loss: 2.7435, grad_norm: 3.8935 2020-09-15 21:56:34,427 - mmaction - INFO - Epoch [12][60/1320] lr: 2.000e-02, eta: 1 day, 6:54:25, time: 2.092, data_time: 0.493, memory: 10966, top1_acc: 0.3367, top5_acc: 0.6289, loss_cls: 2.7521, loss: 2.7521, grad_norm: 3.9701 2020-09-15 21:57:14,212 - mmaction - INFO - Epoch [12][80/1320] lr: 2.000e-02, eta: 1 day, 6:53:30, time: 1.990, data_time: 0.265, memory: 10966, top1_acc: 0.3371, top5_acc: 0.6273, loss_cls: 2.7540, loss: 2.7540, grad_norm: 3.9268 2020-09-15 21:57:55,993 - mmaction - INFO - Epoch [12][100/1320] lr: 2.000e-02, eta: 1 day, 6:52:41, time: 2.091, data_time: 0.648, memory: 10966, top1_acc: 0.3234, top5_acc: 0.6277, loss_cls: 2.7566, loss: 2.7566, grad_norm: 3.9463 2020-09-15 21:58:38,081 - mmaction - INFO - Epoch [12][120/1320] lr: 2.000e-02, eta: 1 day, 6:51:54, time: 2.105, data_time: 0.818, memory: 10966, top1_acc: 0.3262, top5_acc: 0.6234, loss_cls: 2.7617, loss: 2.7617, grad_norm: 3.8889 2020-09-15 21:59:17,319 - mmaction - INFO - Epoch [12][140/1320] lr: 2.000e-02, eta: 1 day, 6:50:57, time: 1.961, data_time: 0.003, memory: 10966, top1_acc: 0.3258, top5_acc: 0.6289, loss_cls: 2.7798, loss: 2.7798, grad_norm: 3.9484 2020-09-15 21:59:58,312 - mmaction - INFO - Epoch [12][160/1320] lr: 2.000e-02, eta: 1 day, 6:50:05, time: 2.051, data_time: 0.849, memory: 10966, top1_acc: 0.3328, top5_acc: 0.6281, loss_cls: 2.7308, loss: 2.7308, grad_norm: 3.8748 2020-09-15 22:00:41,073 - mmaction - INFO - Epoch [12][180/1320] lr: 2.000e-02, eta: 1 day, 6:49:20, time: 2.132, data_time: 1.239, memory: 10966, top1_acc: 0.3469, top5_acc: 0.6445, loss_cls: 2.6974, loss: 2.6974, grad_norm: 3.8916 2020-09-15 22:01:22,239 - mmaction - INFO - Epoch [12][200/1320] lr: 2.000e-02, eta: 1 day, 6:48:30, time: 2.063, data_time: 1.430, memory: 10966, top1_acc: 0.3426, top5_acc: 0.6234, loss_cls: 2.7428, loss: 2.7428, grad_norm: 3.9873 2020-09-15 22:02:05,756 - mmaction - INFO - Epoch [12][220/1320] lr: 2.000e-02, eta: 1 day, 6:47:48, time: 2.178, data_time: 1.606, memory: 10966, top1_acc: 0.3164, top5_acc: 0.6160, loss_cls: 2.7946, loss: 2.7946, grad_norm: 4.0450 2020-09-15 22:02:46,017 - mmaction - INFO - Epoch [12][240/1320] lr: 2.000e-02, eta: 1 day, 6:46:54, time: 2.013, data_time: 1.431, memory: 10966, top1_acc: 0.3359, top5_acc: 0.6309, loss_cls: 2.7301, loss: 2.7301, grad_norm: 3.8996 2020-09-15 22:03:28,246 - mmaction - INFO - Epoch [12][260/1320] lr: 2.000e-02, eta: 1 day, 6:46:07, time: 2.111, data_time: 1.513, memory: 10966, top1_acc: 0.3406, top5_acc: 0.6230, loss_cls: 2.7103, loss: 2.7103, grad_norm: 3.8775 2020-09-15 22:04:09,647 - mmaction - INFO - Epoch [12][280/1320] lr: 2.000e-02, eta: 1 day, 6:45:17, time: 2.067, data_time: 1.366, memory: 10966, top1_acc: 0.3324, top5_acc: 0.6172, loss_cls: 2.8047, loss: 2.8047, grad_norm: 3.9815 2020-09-15 22:04:51,208 - mmaction - INFO - Epoch [12][300/1320] lr: 2.000e-02, eta: 1 day, 6:44:28, time: 2.077, data_time: 1.426, memory: 10966, top1_acc: 0.3328, top5_acc: 0.6281, loss_cls: 2.7390, loss: 2.7390, grad_norm: 3.7877 2020-09-15 22:05:32,595 - mmaction - INFO - Epoch [12][320/1320] lr: 2.000e-02, eta: 1 day, 6:43:39, time: 2.074, data_time: 0.625, memory: 10966, top1_acc: 0.3273, top5_acc: 0.6145, loss_cls: 2.8098, loss: 2.8098, grad_norm: 3.9281 2020-09-15 22:06:14,895 - mmaction - INFO - Epoch [12][340/1320] lr: 2.000e-02, eta: 1 day, 6:42:52, time: 2.116, data_time: 0.057, memory: 10966, top1_acc: 0.3414, top5_acc: 0.6121, loss_cls: 2.7994, loss: 2.7994, grad_norm: 3.8621 2020-09-15 22:06:54,551 - mmaction - INFO - Epoch [12][360/1320] lr: 2.000e-02, eta: 1 day, 6:41:57, time: 1.983, data_time: 0.062, memory: 10966, top1_acc: 0.3230, top5_acc: 0.6297, loss_cls: 2.7543, loss: 2.7543, grad_norm: 4.0026 2020-09-15 22:07:35,448 - mmaction - INFO - Epoch [12][380/1320] lr: 2.000e-02, eta: 1 day, 6:41:05, time: 2.041, data_time: 0.008, memory: 10966, top1_acc: 0.3434, top5_acc: 0.6242, loss_cls: 2.7169, loss: 2.7169, grad_norm: 3.8714 2020-09-15 22:08:14,286 - mmaction - INFO - Epoch [12][400/1320] lr: 2.000e-02, eta: 1 day, 6:40:07, time: 1.945, data_time: 0.006, memory: 10966, top1_acc: 0.3484, top5_acc: 0.6344, loss_cls: 2.7533, loss: 2.7533, grad_norm: 3.9906 2020-09-15 22:08:57,086 - mmaction - INFO - Epoch [12][420/1320] lr: 2.000e-02, eta: 1 day, 6:39:22, time: 2.137, data_time: 0.369, memory: 10966, top1_acc: 0.3301, top5_acc: 0.5992, loss_cls: 2.8351, loss: 2.8351, grad_norm: 3.9969 2020-09-15 22:09:39,392 - mmaction - INFO - Epoch [12][440/1320] lr: 2.000e-02, eta: 1 day, 6:38:36, time: 2.120, data_time: 0.025, memory: 10966, top1_acc: 0.3242, top5_acc: 0.6125, loss_cls: 2.8110, loss: 2.8110, grad_norm: 3.9757 2020-09-15 22:10:19,887 - mmaction - INFO - Epoch [12][460/1320] lr: 2.000e-02, eta: 1 day, 6:37:43, time: 2.024, data_time: 0.070, memory: 10966, top1_acc: 0.3176, top5_acc: 0.6145, loss_cls: 2.8282, loss: 2.8282, grad_norm: 3.9422 2020-09-15 22:11:02,966 - mmaction - INFO - Epoch [12][480/1320] lr: 2.000e-02, eta: 1 day, 6:37:00, time: 2.154, data_time: 0.517, memory: 10966, top1_acc: 0.3348, top5_acc: 0.6293, loss_cls: 2.7588, loss: 2.7588, grad_norm: 3.8747 2020-09-15 22:11:46,197 - mmaction - INFO - Epoch [12][500/1320] lr: 2.000e-02, eta: 1 day, 6:36:16, time: 2.158, data_time: 0.082, memory: 10966, top1_acc: 0.3219, top5_acc: 0.6102, loss_cls: 2.8105, loss: 2.8105, grad_norm: 3.8793 2020-09-15 22:12:27,672 - mmaction - INFO - Epoch [12][520/1320] lr: 2.000e-02, eta: 1 day, 6:35:27, time: 2.075, data_time: 0.218, memory: 10966, top1_acc: 0.3387, top5_acc: 0.6242, loss_cls: 2.7380, loss: 2.7380, grad_norm: 3.8550 2020-09-15 22:13:12,287 - mmaction - INFO - Epoch [12][540/1320] lr: 2.000e-02, eta: 1 day, 6:34:49, time: 2.232, data_time: 0.068, memory: 10966, top1_acc: 0.3262, top5_acc: 0.6043, loss_cls: 2.7874, loss: 2.7874, grad_norm: 3.8517 2020-09-15 22:13:55,538 - mmaction - INFO - Epoch [12][560/1320] lr: 2.000e-02, eta: 1 day, 6:34:06, time: 2.160, data_time: 0.004, memory: 10966, top1_acc: 0.3199, top5_acc: 0.6320, loss_cls: 2.7526, loss: 2.7526, grad_norm: 3.9780 2020-09-15 22:14:38,719 - mmaction - INFO - Epoch [12][580/1320] lr: 2.000e-02, eta: 1 day, 6:33:22, time: 2.162, data_time: 0.122, memory: 10966, top1_acc: 0.3395, top5_acc: 0.6270, loss_cls: 2.7488, loss: 2.7488, grad_norm: 3.8870 2020-09-15 22:15:18,652 - mmaction - INFO - Epoch [12][600/1320] lr: 2.000e-02, eta: 1 day, 6:32:28, time: 1.994, data_time: 0.013, memory: 10966, top1_acc: 0.3270, top5_acc: 0.6250, loss_cls: 2.7676, loss: 2.7676, grad_norm: 3.9434 2020-09-15 22:16:00,423 - mmaction - INFO - Epoch [12][620/1320] lr: 2.000e-02, eta: 1 day, 6:31:40, time: 2.084, data_time: 0.026, memory: 10966, top1_acc: 0.3168, top5_acc: 0.6066, loss_cls: 2.8132, loss: 2.8132, grad_norm: 3.9828 2020-09-15 22:16:42,394 - mmaction - INFO - Epoch [12][640/1320] lr: 2.000e-02, eta: 1 day, 6:30:53, time: 2.105, data_time: 0.009, memory: 10966, top1_acc: 0.3418, top5_acc: 0.6379, loss_cls: 2.7077, loss: 2.7077, grad_norm: 3.8612 2020-09-15 22:17:19,840 - mmaction - INFO - Epoch [12][660/1320] lr: 2.000e-02, eta: 1 day, 6:29:50, time: 1.869, data_time: 0.005, memory: 10966, top1_acc: 0.3457, top5_acc: 0.6367, loss_cls: 2.7109, loss: 2.7109, grad_norm: 3.9204 2020-09-15 22:18:04,101 - mmaction - INFO - Epoch [12][680/1320] lr: 2.000e-02, eta: 1 day, 6:29:10, time: 2.213, data_time: 0.132, memory: 10966, top1_acc: 0.3340, top5_acc: 0.6164, loss_cls: 2.7916, loss: 2.7916, grad_norm: 4.0234 2020-09-15 22:18:45,812 - mmaction - INFO - Epoch [12][700/1320] lr: 2.000e-02, eta: 1 day, 6:28:22, time: 2.088, data_time: 0.164, memory: 10966, top1_acc: 0.3398, top5_acc: 0.6215, loss_cls: 2.7400, loss: 2.7400, grad_norm: 3.8020 2020-09-15 22:19:26,485 - mmaction - INFO - Epoch [12][720/1320] lr: 2.000e-02, eta: 1 day, 6:27:31, time: 2.034, data_time: 0.036, memory: 10966, top1_acc: 0.3277, top5_acc: 0.6344, loss_cls: 2.7328, loss: 2.7328, grad_norm: 3.9641 2020-09-15 22:20:09,274 - mmaction - INFO - Epoch [12][740/1320] lr: 2.000e-02, eta: 1 day, 6:26:46, time: 2.139, data_time: 0.516, memory: 10966, top1_acc: 0.3148, top5_acc: 0.6152, loss_cls: 2.8289, loss: 2.8289, grad_norm: 3.9725 2020-09-15 22:20:52,405 - mmaction - INFO - Epoch [12][760/1320] lr: 2.000e-02, eta: 1 day, 6:26:02, time: 2.154, data_time: 1.056, memory: 10966, top1_acc: 0.3094, top5_acc: 0.6266, loss_cls: 2.8347, loss: 2.8347, grad_norm: 3.9372 2020-09-15 22:21:32,201 - mmaction - INFO - Epoch [12][780/1320] lr: 2.000e-02, eta: 1 day, 6:25:08, time: 1.989, data_time: 1.095, memory: 10966, top1_acc: 0.3324, top5_acc: 0.6121, loss_cls: 2.8149, loss: 2.8149, grad_norm: 3.9560 2020-09-15 22:22:11,847 - mmaction - INFO - Epoch [12][800/1320] lr: 2.000e-02, eta: 1 day, 6:24:13, time: 1.980, data_time: 0.094, memory: 10966, top1_acc: 0.3352, top5_acc: 0.6383, loss_cls: 2.7146, loss: 2.7146, grad_norm: 3.6710 2020-09-15 22:22:53,636 - mmaction - INFO - Epoch [12][820/1320] lr: 2.000e-02, eta: 1 day, 6:23:25, time: 2.092, data_time: 0.112, memory: 10966, top1_acc: 0.3316, top5_acc: 0.6172, loss_cls: 2.7843, loss: 2.7843, grad_norm: 3.9960 2020-09-15 22:23:34,689 - mmaction - INFO - Epoch [12][840/1320] lr: 2.000e-02, eta: 1 day, 6:22:35, time: 2.056, data_time: 0.007, memory: 10966, top1_acc: 0.3305, top5_acc: 0.6125, loss_cls: 2.8097, loss: 2.8097, grad_norm: 3.9187 2020-09-15 22:24:15,303 - mmaction - INFO - Epoch [12][860/1320] lr: 2.000e-02, eta: 1 day, 6:21:43, time: 2.029, data_time: 0.004, memory: 10966, top1_acc: 0.3398, top5_acc: 0.6371, loss_cls: 2.7162, loss: 2.7162, grad_norm: 3.9414 2020-09-15 22:24:55,966 - mmaction - INFO - Epoch [12][880/1320] lr: 2.000e-02, eta: 1 day, 6:20:52, time: 2.035, data_time: 0.266, memory: 10966, top1_acc: 0.3289, top5_acc: 0.6121, loss_cls: 2.8297, loss: 2.8297, grad_norm: 3.9924 2020-09-15 22:25:39,033 - mmaction - INFO - Epoch [12][900/1320] lr: 2.000e-02, eta: 1 day, 6:20:08, time: 2.153, data_time: 0.312, memory: 10966, top1_acc: 0.3359, top5_acc: 0.6242, loss_cls: 2.7613, loss: 2.7613, grad_norm: 3.8379 2020-09-15 22:26:19,809 - mmaction - INFO - Epoch [12][920/1320] lr: 2.000e-02, eta: 1 day, 6:19:17, time: 2.039, data_time: 0.111, memory: 10966, top1_acc: 0.3207, top5_acc: 0.6195, loss_cls: 2.7565, loss: 2.7565, grad_norm: 3.9277 2020-09-15 22:27:03,275 - mmaction - INFO - Epoch [12][940/1320] lr: 2.000e-02, eta: 1 day, 6:18:35, time: 2.173, data_time: 0.008, memory: 10966, top1_acc: 0.3379, top5_acc: 0.6188, loss_cls: 2.7534, loss: 2.7534, grad_norm: 3.8799 2020-09-15 22:27:45,277 - mmaction - INFO - Epoch [12][960/1320] lr: 2.000e-02, eta: 1 day, 6:17:48, time: 2.101, data_time: 0.081, memory: 10966, top1_acc: 0.3293, top5_acc: 0.6090, loss_cls: 2.8168, loss: 2.8168, grad_norm: 3.9359 2020-09-15 22:28:28,118 - mmaction - INFO - Epoch [12][980/1320] lr: 2.000e-02, eta: 1 day, 6:17:04, time: 2.141, data_time: 0.064, memory: 10966, top1_acc: 0.3379, top5_acc: 0.6348, loss_cls: 2.7419, loss: 2.7419, grad_norm: 3.8405 2020-09-15 22:29:11,000 - mmaction - INFO - Epoch [12][1000/1320] lr: 2.000e-02, eta: 1 day, 6:16:19, time: 2.144, data_time: 0.163, memory: 10966, top1_acc: 0.3125, top5_acc: 0.5996, loss_cls: 2.8239, loss: 2.8239, grad_norm: 3.8947 2020-09-15 22:29:50,447 - mmaction - INFO - Epoch [12][1020/1320] lr: 2.000e-02, eta: 1 day, 6:15:24, time: 1.971, data_time: 0.031, memory: 10966, top1_acc: 0.3293, top5_acc: 0.6207, loss_cls: 2.8164, loss: 2.8164, grad_norm: 3.9084 2020-09-15 22:30:32,605 - mmaction - INFO - Epoch [12][1040/1320] lr: 2.000e-02, eta: 1 day, 6:14:38, time: 2.108, data_time: 0.008, memory: 10966, top1_acc: 0.3340, top5_acc: 0.6219, loss_cls: 2.7783, loss: 2.7783, grad_norm: 3.9011 2020-09-15 22:31:15,144 - mmaction - INFO - Epoch [12][1060/1320] lr: 2.000e-02, eta: 1 day, 6:13:52, time: 2.128, data_time: 0.005, memory: 10966, top1_acc: 0.3434, top5_acc: 0.6160, loss_cls: 2.7524, loss: 2.7524, grad_norm: 3.7599 2020-09-15 22:31:54,258 - mmaction - INFO - Epoch [12][1080/1320] lr: 2.000e-02, eta: 1 day, 6:12:56, time: 1.956, data_time: 0.005, memory: 10966, top1_acc: 0.3406, top5_acc: 0.6316, loss_cls: 2.7395, loss: 2.7395, grad_norm: 3.8875 2020-09-15 22:32:36,149 - mmaction - INFO - Epoch [12][1100/1320] lr: 2.000e-02, eta: 1 day, 6:12:08, time: 2.077, data_time: 0.004, memory: 10966, top1_acc: 0.3227, top5_acc: 0.6234, loss_cls: 2.7776, loss: 2.7776, grad_norm: 3.8914 2020-09-15 22:33:17,172 - mmaction - INFO - Epoch [12][1120/1320] lr: 2.000e-02, eta: 1 day, 6:11:19, time: 2.069, data_time: 0.021, memory: 10966, top1_acc: 0.3293, top5_acc: 0.6211, loss_cls: 2.7963, loss: 2.7963, grad_norm: 3.9198 2020-09-15 22:33:59,006 - mmaction - INFO - Epoch [12][1140/1320] lr: 2.000e-02, eta: 1 day, 6:10:31, time: 2.090, data_time: 0.011, memory: 10966, top1_acc: 0.3191, top5_acc: 0.6223, loss_cls: 2.8236, loss: 2.8236, grad_norm: 3.8726 2020-09-15 22:34:41,866 - mmaction - INFO - Epoch [12][1160/1320] lr: 2.000e-02, eta: 1 day, 6:09:47, time: 2.141, data_time: 0.158, memory: 10966, top1_acc: 0.3289, top5_acc: 0.6273, loss_cls: 2.7409, loss: 2.7409, grad_norm: 3.8290 2020-09-15 22:35:23,578 - mmaction - INFO - Epoch [12][1180/1320] lr: 2.000e-02, eta: 1 day, 6:08:59, time: 2.087, data_time: 0.067, memory: 10966, top1_acc: 0.3285, top5_acc: 0.6266, loss_cls: 2.7528, loss: 2.7528, grad_norm: 3.8686 2020-09-15 22:36:07,112 - mmaction - INFO - Epoch [12][1200/1320] lr: 2.000e-02, eta: 1 day, 6:08:17, time: 2.165, data_time: 0.004, memory: 10966, top1_acc: 0.3422, top5_acc: 0.6270, loss_cls: 2.7246, loss: 2.7246, grad_norm: 3.8002 2020-09-15 22:36:45,863 - mmaction - INFO - Epoch [12][1220/1320] lr: 2.000e-02, eta: 1 day, 6:07:20, time: 1.950, data_time: 0.017, memory: 10966, top1_acc: 0.3387, top5_acc: 0.6355, loss_cls: 2.7284, loss: 2.7284, grad_norm: 3.7907 2020-09-15 22:37:29,286 - mmaction - INFO - Epoch [12][1240/1320] lr: 2.000e-02, eta: 1 day, 6:06:38, time: 2.169, data_time: 0.736, memory: 10966, top1_acc: 0.3316, top5_acc: 0.6094, loss_cls: 2.8325, loss: 2.8325, grad_norm: 3.8759 2020-09-15 22:38:10,098 - mmaction - INFO - Epoch [12][1260/1320] lr: 2.000e-02, eta: 1 day, 6:05:47, time: 2.041, data_time: 0.555, memory: 10966, top1_acc: 0.3289, top5_acc: 0.6363, loss_cls: 2.7129, loss: 2.7129, grad_norm: 3.8404 2020-09-15 22:38:50,518 - mmaction - INFO - Epoch [12][1280/1320] lr: 2.000e-02, eta: 1 day, 6:04:56, time: 2.024, data_time: 0.431, memory: 10966, top1_acc: 0.3383, top5_acc: 0.6211, loss_cls: 2.7782, loss: 2.7782, grad_norm: 3.9070 2020-09-15 22:39:31,712 - mmaction - INFO - Epoch [12][1300/1320] lr: 2.000e-02, eta: 1 day, 6:04:06, time: 2.058, data_time: 1.319, memory: 10966, top1_acc: 0.3277, top5_acc: 0.6027, loss_cls: 2.8186, loss: 2.8186, grad_norm: 3.9255 2020-09-15 22:40:10,779 - mmaction - INFO - Epoch [12][1320/1320] lr: 2.000e-02, eta: 1 day, 6:03:10, time: 1.953, data_time: 1.264, memory: 10966, top1_acc: 0.3381, top5_acc: 0.6143, loss_cls: 2.7687, loss: 2.7687, grad_norm: 3.8201 2020-09-15 22:40:23,811 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-09-15 22:48:25,301 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-15 22:48:25,846 - mmaction - INFO - top1_acc 0.2464 top5_acc 0.5315 2020-09-15 22:48:25,846 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-15 22:48:25,940 - mmaction - INFO - mean_acc 0.1962 2020-09-15 22:48:25,941 - mmaction - INFO - Now best checkpoint is epoch_12.pth 2020-09-15 22:48:25,953 - mmaction - INFO - Epoch(val) [12][1320] top1_acc: 0.2464, top5_acc: 0.5315, mean_class_accuracy: 0.1962 2020-09-15 22:50:54,442 - mmaction - INFO - Epoch [13][20/1320] lr: 2.000e-02, eta: 1 day, 6:08:00, time: 7.418, data_time: 5.760, memory: 10966, top1_acc: 0.3582, top5_acc: 0.6375, loss_cls: 2.6549, loss: 2.6549, grad_norm: 3.7775 2020-09-15 22:51:36,036 - mmaction - INFO - Epoch [13][40/1320] lr: 2.000e-02, eta: 1 day, 6:07:11, time: 2.083, data_time: 0.009, memory: 10966, top1_acc: 0.3469, top5_acc: 0.6367, loss_cls: 2.6893, loss: 2.6893, grad_norm: 3.8483 2020-09-15 22:52:16,896 - mmaction - INFO - Epoch [13][60/1320] lr: 2.000e-02, eta: 1 day, 6:06:20, time: 2.043, data_time: 0.006, memory: 10966, top1_acc: 0.3410, top5_acc: 0.6426, loss_cls: 2.6722, loss: 2.6722, grad_norm: 3.8482 2020-09-15 22:53:00,164 - mmaction - INFO - Epoch [13][80/1320] lr: 2.000e-02, eta: 1 day, 6:05:37, time: 2.160, data_time: 0.005, memory: 10966, top1_acc: 0.3527, top5_acc: 0.6441, loss_cls: 2.6571, loss: 2.6571, grad_norm: 3.8227 2020-09-15 22:53:39,003 - mmaction - INFO - Epoch [13][100/1320] lr: 2.000e-02, eta: 1 day, 6:04:40, time: 1.943, data_time: 0.006, memory: 10966, top1_acc: 0.3477, top5_acc: 0.6402, loss_cls: 2.6806, loss: 2.6806, grad_norm: 3.9559 2020-09-15 22:54:22,782 - mmaction - INFO - Epoch [13][120/1320] lr: 2.000e-02, eta: 1 day, 6:03:58, time: 2.192, data_time: 0.007, memory: 10966, top1_acc: 0.3293, top5_acc: 0.6293, loss_cls: 2.7358, loss: 2.7358, grad_norm: 3.8824 2020-09-15 22:55:04,305 - mmaction - INFO - Epoch [13][140/1320] lr: 2.000e-02, eta: 1 day, 6:03:10, time: 2.076, data_time: 0.002, memory: 10966, top1_acc: 0.3316, top5_acc: 0.6340, loss_cls: 2.7605, loss: 2.7605, grad_norm: 3.9660 2020-09-15 22:55:45,626 - mmaction - INFO - Epoch [13][160/1320] lr: 2.000e-02, eta: 1 day, 6:02:20, time: 2.066, data_time: 0.005, memory: 10966, top1_acc: 0.3441, top5_acc: 0.6434, loss_cls: 2.7038, loss: 2.7038, grad_norm: 3.9542 2020-09-15 22:56:27,194 - mmaction - INFO - Epoch [13][180/1320] lr: 2.000e-02, eta: 1 day, 6:01:32, time: 2.077, data_time: 0.056, memory: 10966, top1_acc: 0.3379, top5_acc: 0.6375, loss_cls: 2.6873, loss: 2.6873, grad_norm: 3.8867 2020-09-15 22:57:10,393 - mmaction - INFO - Epoch [13][200/1320] lr: 2.000e-02, eta: 1 day, 6:00:48, time: 2.157, data_time: 0.004, memory: 10966, top1_acc: 0.3375, top5_acc: 0.6344, loss_cls: 2.7135, loss: 2.7135, grad_norm: 3.9002 2020-09-15 22:57:53,901 - mmaction - INFO - Epoch [13][220/1320] lr: 2.000e-02, eta: 1 day, 6:00:06, time: 2.177, data_time: 0.008, memory: 10966, top1_acc: 0.3367, top5_acc: 0.6426, loss_cls: 2.6993, loss: 2.6993, grad_norm: 3.9770 2020-09-15 22:58:32,931 - mmaction - INFO - Epoch [13][240/1320] lr: 2.000e-02, eta: 1 day, 5:59:10, time: 1.953, data_time: 0.010, memory: 10966, top1_acc: 0.3391, top5_acc: 0.6219, loss_cls: 2.7376, loss: 2.7376, grad_norm: 3.8768 2020-09-15 22:59:13,748 - mmaction - INFO - Epoch [13][260/1320] lr: 2.000e-02, eta: 1 day, 5:58:19, time: 2.040, data_time: 0.003, memory: 10966, top1_acc: 0.3488, top5_acc: 0.6496, loss_cls: 2.6693, loss: 2.6693, grad_norm: 4.0233 2020-09-15 22:59:59,670 - mmaction - INFO - Epoch [13][280/1320] lr: 2.000e-02, eta: 1 day, 5:57:44, time: 2.296, data_time: 0.005, memory: 10966, top1_acc: 0.3426, top5_acc: 0.6383, loss_cls: 2.7049, loss: 2.7049, grad_norm: 3.9367 2020-09-15 23:00:38,904 - mmaction - INFO - Epoch [13][300/1320] lr: 2.000e-02, eta: 1 day, 5:56:48, time: 1.963, data_time: 0.011, memory: 10966, top1_acc: 0.3336, top5_acc: 0.6492, loss_cls: 2.7354, loss: 2.7354, grad_norm: 3.9763 2020-09-15 23:01:23,320 - mmaction - INFO - Epoch [13][320/1320] lr: 2.000e-02, eta: 1 day, 5:56:08, time: 2.220, data_time: 0.378, memory: 10966, top1_acc: 0.3504, top5_acc: 0.6418, loss_cls: 2.6757, loss: 2.6757, grad_norm: 3.8570 2020-09-15 23:02:03,186 - mmaction - INFO - Epoch [13][340/1320] lr: 2.000e-02, eta: 1 day, 5:55:15, time: 1.991, data_time: 0.003, memory: 10966, top1_acc: 0.3352, top5_acc: 0.6426, loss_cls: 2.7184, loss: 2.7184, grad_norm: 3.9228 2020-09-15 23:02:44,143 - mmaction - INFO - Epoch [13][360/1320] lr: 2.000e-02, eta: 1 day, 5:54:25, time: 2.051, data_time: 0.006, memory: 10966, top1_acc: 0.3379, top5_acc: 0.6414, loss_cls: 2.6853, loss: 2.6853, grad_norm: 3.9203 2020-09-15 23:03:22,518 - mmaction - INFO - Epoch [13][380/1320] lr: 2.000e-02, eta: 1 day, 5:53:26, time: 1.918, data_time: 0.142, memory: 10966, top1_acc: 0.3348, top5_acc: 0.6344, loss_cls: 2.7637, loss: 2.7637, grad_norm: 3.9824 2020-09-15 23:04:07,345 - mmaction - INFO - Epoch [13][400/1320] lr: 2.000e-02, eta: 1 day, 5:52:48, time: 2.242, data_time: 0.054, memory: 10966, top1_acc: 0.3426, top5_acc: 0.6391, loss_cls: 2.7130, loss: 2.7130, grad_norm: 3.9732 2020-09-15 23:04:45,583 - mmaction - INFO - Epoch [13][420/1320] lr: 2.000e-02, eta: 1 day, 5:51:50, time: 1.913, data_time: 0.003, memory: 10966, top1_acc: 0.3332, top5_acc: 0.6227, loss_cls: 2.7609, loss: 2.7609, grad_norm: 3.8645 2020-09-15 23:05:26,830 - mmaction - INFO - Epoch [13][440/1320] lr: 2.000e-02, eta: 1 day, 5:51:00, time: 2.062, data_time: 0.296, memory: 10966, top1_acc: 0.3402, top5_acc: 0.6293, loss_cls: 2.7513, loss: 2.7513, grad_norm: 3.8028 2020-09-15 23:06:09,733 - mmaction - INFO - Epoch [13][460/1320] lr: 2.000e-02, eta: 1 day, 5:50:16, time: 2.146, data_time: 0.004, memory: 10966, top1_acc: 0.3395, top5_acc: 0.6199, loss_cls: 2.7432, loss: 2.7432, grad_norm: 3.8926 2020-09-15 23:06:52,894 - mmaction - INFO - Epoch [13][480/1320] lr: 2.000e-02, eta: 1 day, 5:49:32, time: 2.151, data_time: 0.003, memory: 10966, top1_acc: 0.3332, top5_acc: 0.6297, loss_cls: 2.7317, loss: 2.7317, grad_norm: 3.8520 2020-09-15 23:07:32,073 - mmaction - INFO - Epoch [13][500/1320] lr: 2.000e-02, eta: 1 day, 5:48:37, time: 1.964, data_time: 0.236, memory: 10966, top1_acc: 0.3367, top5_acc: 0.6242, loss_cls: 2.7652, loss: 2.7652, grad_norm: 3.9688 2020-09-15 23:08:16,383 - mmaction - INFO - Epoch [13][520/1320] lr: 2.000e-02, eta: 1 day, 5:47:57, time: 2.217, data_time: 0.004, memory: 10966, top1_acc: 0.3418, top5_acc: 0.6395, loss_cls: 2.7242, loss: 2.7242, grad_norm: 3.8782 2020-09-15 23:08:56,520 - mmaction - INFO - Epoch [13][540/1320] lr: 2.000e-02, eta: 1 day, 5:47:04, time: 2.001, data_time: 0.006, memory: 10966, top1_acc: 0.3508, top5_acc: 0.6395, loss_cls: 2.6494, loss: 2.6494, grad_norm: 3.9106 2020-09-15 23:09:37,381 - mmaction - INFO - Epoch [13][560/1320] lr: 2.000e-02, eta: 1 day, 5:46:14, time: 2.050, data_time: 0.010, memory: 10966, top1_acc: 0.3563, top5_acc: 0.6344, loss_cls: 2.6772, loss: 2.6772, grad_norm: 4.0237 2020-09-15 23:10:16,218 - mmaction - INFO - Epoch [13][580/1320] lr: 2.000e-02, eta: 1 day, 5:45:18, time: 1.942, data_time: 0.003, memory: 10966, top1_acc: 0.3336, top5_acc: 0.6344, loss_cls: 2.7607, loss: 2.7607, grad_norm: 3.9550 2020-09-15 23:10:59,293 - mmaction - INFO - Epoch [13][600/1320] lr: 2.000e-02, eta: 1 day, 5:44:34, time: 2.152, data_time: 0.002, memory: 10966, top1_acc: 0.3531, top5_acc: 0.6324, loss_cls: 2.7054, loss: 2.7054, grad_norm: 3.8967 2020-09-15 23:11:39,383 - mmaction - INFO - Epoch [13][620/1320] lr: 2.000e-02, eta: 1 day, 5:43:41, time: 2.001, data_time: 0.114, memory: 10966, top1_acc: 0.3215, top5_acc: 0.6230, loss_cls: 2.7918, loss: 2.7918, grad_norm: 3.9280 2020-09-15 23:12:21,148 - mmaction - INFO - Epoch [13][640/1320] lr: 2.000e-02, eta: 1 day, 5:42:54, time: 2.092, data_time: 0.158, memory: 10966, top1_acc: 0.3480, top5_acc: 0.6258, loss_cls: 2.7269, loss: 2.7269, grad_norm: 3.9543 2020-09-15 23:13:08,885 - mmaction - INFO - Epoch [13][660/1320] lr: 2.000e-02, eta: 1 day, 5:42:24, time: 2.388, data_time: 0.036, memory: 10966, top1_acc: 0.3398, top5_acc: 0.6375, loss_cls: 2.7356, loss: 2.7356, grad_norm: 3.8947 2020-09-15 23:13:50,063 - mmaction - INFO - Epoch [13][680/1320] lr: 2.000e-02, eta: 1 day, 5:41:35, time: 2.059, data_time: 0.004, memory: 10966, top1_acc: 0.3426, top5_acc: 0.6461, loss_cls: 2.7094, loss: 2.7094, grad_norm: 3.9430 2020-09-15 23:14:33,673 - mmaction - INFO - Epoch [13][700/1320] lr: 2.000e-02, eta: 1 day, 5:40:51, time: 2.152, data_time: 0.042, memory: 10966, top1_acc: 0.3469, top5_acc: 0.6383, loss_cls: 2.6833, loss: 2.6833, grad_norm: 3.9246 2020-09-15 23:15:13,354 - mmaction - INFO - Epoch [13][720/1320] lr: 2.000e-02, eta: 1 day, 5:39:59, time: 2.012, data_time: 0.044, memory: 10966, top1_acc: 0.3508, top5_acc: 0.6406, loss_cls: 2.6975, loss: 2.6975, grad_norm: 3.9443 2020-09-15 23:15:56,317 - mmaction - INFO - Epoch [13][740/1320] lr: 2.000e-02, eta: 1 day, 5:39:15, time: 2.143, data_time: 0.013, memory: 10966, top1_acc: 0.3402, top5_acc: 0.6355, loss_cls: 2.7447, loss: 2.7447, grad_norm: 3.9618 2020-09-15 23:16:34,994 - mmaction - INFO - Epoch [13][760/1320] lr: 2.000e-02, eta: 1 day, 5:38:19, time: 1.935, data_time: 0.008, memory: 10966, top1_acc: 0.3230, top5_acc: 0.6301, loss_cls: 2.7176, loss: 2.7176, grad_norm: 3.9816 2020-09-15 23:17:19,409 - mmaction - INFO - Epoch [13][780/1320] lr: 2.000e-02, eta: 1 day, 5:37:39, time: 2.225, data_time: 0.008, memory: 10966, top1_acc: 0.3340, top5_acc: 0.6270, loss_cls: 2.7735, loss: 2.7735, grad_norm: 3.9469 2020-09-15 23:17:59,837 - mmaction - INFO - Epoch [13][800/1320] lr: 2.000e-02, eta: 1 day, 5:36:48, time: 2.021, data_time: 0.079, memory: 10966, top1_acc: 0.3324, top5_acc: 0.6336, loss_cls: 2.7392, loss: 2.7392, grad_norm: 3.8939 2020-09-15 23:18:43,636 - mmaction - INFO - Epoch [13][820/1320] lr: 2.000e-02, eta: 1 day, 5:36:06, time: 2.188, data_time: 0.004, memory: 10966, top1_acc: 0.3383, top5_acc: 0.6348, loss_cls: 2.7150, loss: 2.7150, grad_norm: 3.9159 2020-09-15 23:19:24,183 - mmaction - INFO - Epoch [13][840/1320] lr: 2.000e-02, eta: 1 day, 5:35:15, time: 2.032, data_time: 0.007, memory: 10966, top1_acc: 0.3328, top5_acc: 0.6184, loss_cls: 2.7736, loss: 2.7736, grad_norm: 3.9985 2020-09-15 23:20:05,609 - mmaction - INFO - Epoch [13][860/1320] lr: 2.000e-02, eta: 1 day, 5:34:27, time: 2.070, data_time: 0.002, memory: 10966, top1_acc: 0.3363, top5_acc: 0.6438, loss_cls: 2.7217, loss: 2.7217, grad_norm: 3.8703 2020-09-15 23:20:45,794 - mmaction - INFO - Epoch [13][880/1320] lr: 2.000e-02, eta: 1 day, 5:33:35, time: 2.010, data_time: 0.004, memory: 10966, top1_acc: 0.3465, top5_acc: 0.6203, loss_cls: 2.7462, loss: 2.7462, grad_norm: 3.9830 2020-09-15 23:21:30,422 - mmaction - INFO - Epoch [13][900/1320] lr: 2.000e-02, eta: 1 day, 5:32:56, time: 2.232, data_time: 0.002, memory: 10966, top1_acc: 0.3277, top5_acc: 0.6035, loss_cls: 2.8322, loss: 2.8322, grad_norm: 4.0324 2020-09-15 23:22:10,360 - mmaction - INFO - Epoch [13][920/1320] lr: 2.000e-02, eta: 1 day, 5:32:03, time: 1.988, data_time: 0.010, memory: 10966, top1_acc: 0.3477, top5_acc: 0.6387, loss_cls: 2.7151, loss: 2.7151, grad_norm: 3.8219 2020-09-15 23:22:53,285 - mmaction - INFO - Epoch [13][940/1320] lr: 2.000e-02, eta: 1 day, 5:31:19, time: 2.152, data_time: 0.040, memory: 10966, top1_acc: 0.3391, top5_acc: 0.6281, loss_cls: 2.7628, loss: 2.7628, grad_norm: 3.9238 2020-09-15 23:23:36,554 - mmaction - INFO - Epoch [13][960/1320] lr: 2.000e-02, eta: 1 day, 5:30:36, time: 2.162, data_time: 0.006, memory: 10966, top1_acc: 0.3238, top5_acc: 0.6027, loss_cls: 2.8113, loss: 2.8113, grad_norm: 3.9234 2020-09-15 23:24:17,765 - mmaction - INFO - Epoch [13][980/1320] lr: 2.000e-02, eta: 1 day, 5:29:47, time: 2.064, data_time: 0.006, memory: 10966, top1_acc: 0.3352, top5_acc: 0.6363, loss_cls: 2.7052, loss: 2.7052, grad_norm: 3.9648 2020-09-15 23:24:57,511 - mmaction - INFO - Epoch [13][1000/1320] lr: 2.000e-02, eta: 1 day, 5:28:54, time: 1.983, data_time: 0.103, memory: 10966, top1_acc: 0.3355, top5_acc: 0.6203, loss_cls: 2.7532, loss: 2.7532, grad_norm: 3.8953 2020-09-15 23:25:37,010 - mmaction - INFO - Epoch [13][1020/1320] lr: 2.000e-02, eta: 1 day, 5:28:00, time: 1.980, data_time: 0.013, memory: 10966, top1_acc: 0.3215, top5_acc: 0.6289, loss_cls: 2.7510, loss: 2.7510, grad_norm: 3.8222 2020-09-15 23:26:20,650 - mmaction - INFO - Epoch [13][1040/1320] lr: 2.000e-02, eta: 1 day, 5:27:18, time: 2.182, data_time: 0.003, memory: 10966, top1_acc: 0.3465, top5_acc: 0.6301, loss_cls: 2.7420, loss: 2.7420, grad_norm: 4.0418 2020-09-15 23:27:01,830 - mmaction - INFO - Epoch [13][1060/1320] lr: 2.000e-02, eta: 1 day, 5:26:29, time: 2.059, data_time: 0.002, memory: 10966, top1_acc: 0.3258, top5_acc: 0.6160, loss_cls: 2.8014, loss: 2.8014, grad_norm: 3.9181 2020-09-15 23:27:41,432 - mmaction - INFO - Epoch [13][1080/1320] lr: 2.000e-02, eta: 1 day, 5:25:36, time: 1.980, data_time: 0.003, memory: 10966, top1_acc: 0.3500, top5_acc: 0.6301, loss_cls: 2.7249, loss: 2.7249, grad_norm: 3.8976 2020-09-15 23:28:24,338 - mmaction - INFO - Epoch [13][1100/1320] lr: 2.000e-02, eta: 1 day, 5:24:52, time: 2.145, data_time: 0.002, memory: 10966, top1_acc: 0.3273, top5_acc: 0.6273, loss_cls: 2.7528, loss: 2.7528, grad_norm: 3.9723 2020-09-15 23:29:05,393 - mmaction - INFO - Epoch [13][1120/1320] lr: 2.000e-02, eta: 1 day, 5:24:03, time: 2.054, data_time: 0.005, memory: 10966, top1_acc: 0.3480, top5_acc: 0.6391, loss_cls: 2.6864, loss: 2.6864, grad_norm: 3.8723 2020-09-15 23:29:44,542 - mmaction - INFO - Epoch [13][1140/1320] lr: 2.000e-02, eta: 1 day, 5:23:08, time: 1.956, data_time: 0.002, memory: 10966, top1_acc: 0.3387, top5_acc: 0.6430, loss_cls: 2.6981, loss: 2.6981, grad_norm: 3.9182 2020-09-15 23:30:27,036 - mmaction - INFO - Epoch [13][1160/1320] lr: 2.000e-02, eta: 1 day, 5:22:23, time: 2.126, data_time: 0.069, memory: 10966, top1_acc: 0.3523, top5_acc: 0.6434, loss_cls: 2.6652, loss: 2.6652, grad_norm: 3.9229 2020-09-15 23:31:07,961 - mmaction - INFO - Epoch [13][1180/1320] lr: 2.000e-02, eta: 1 day, 5:21:33, time: 2.045, data_time: 0.002, memory: 10966, top1_acc: 0.3312, top5_acc: 0.6066, loss_cls: 2.8355, loss: 2.8355, grad_norm: 3.9438 2020-09-15 23:31:50,704 - mmaction - INFO - Epoch [13][1200/1320] lr: 2.000e-02, eta: 1 day, 5:20:49, time: 2.138, data_time: 0.004, memory: 10966, top1_acc: 0.3371, top5_acc: 0.6270, loss_cls: 2.7209, loss: 2.7209, grad_norm: 3.8573 2020-09-15 23:32:31,421 - mmaction - INFO - Epoch [13][1220/1320] lr: 2.000e-02, eta: 1 day, 5:19:58, time: 2.030, data_time: 0.002, memory: 10966, top1_acc: 0.3301, top5_acc: 0.6320, loss_cls: 2.7574, loss: 2.7574, grad_norm: 3.9453 2020-09-15 23:33:12,691 - mmaction - INFO - Epoch [13][1240/1320] lr: 2.000e-02, eta: 1 day, 5:19:10, time: 2.069, data_time: 0.007, memory: 10966, top1_acc: 0.3203, top5_acc: 0.6254, loss_cls: 2.7974, loss: 2.7974, grad_norm: 4.0271 2020-09-15 23:33:53,139 - mmaction - INFO - Epoch [13][1260/1320] lr: 2.000e-02, eta: 1 day, 5:18:19, time: 2.017, data_time: 0.001, memory: 10966, top1_acc: 0.3449, top5_acc: 0.6301, loss_cls: 2.7332, loss: 2.7332, grad_norm: 3.9164 2020-09-15 23:34:36,036 - mmaction - INFO - Epoch [13][1280/1320] lr: 2.000e-02, eta: 1 day, 5:17:35, time: 2.148, data_time: 0.007, memory: 10966, top1_acc: 0.3336, top5_acc: 0.6250, loss_cls: 2.7162, loss: 2.7162, grad_norm: 3.9459 2020-09-15 23:35:18,951 - mmaction - INFO - Epoch [13][1300/1320] lr: 2.000e-02, eta: 1 day, 5:16:52, time: 2.148, data_time: 0.003, memory: 10966, top1_acc: 0.3273, top5_acc: 0.6336, loss_cls: 2.7491, loss: 2.7491, grad_norm: 3.8446 2020-09-15 23:35:54,983 - mmaction - INFO - Epoch [13][1320/1320] lr: 2.000e-02, eta: 1 day, 5:15:48, time: 1.794, data_time: 0.002, memory: 10966, top1_acc: 0.3377, top5_acc: 0.6226, loss_cls: 2.7624, loss: 2.7624, grad_norm: 3.8867 2020-09-15 23:36:06,768 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-09-15 23:43:38,640 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-15 23:43:39,005 - mmaction - INFO - top1_acc 0.2417 top5_acc 0.5283 2020-09-15 23:43:39,005 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-15 23:43:39,061 - mmaction - INFO - mean_acc 0.1763 2020-09-15 23:43:39,067 - mmaction - INFO - Epoch(val) [13][1320] top1_acc: 0.2417, top5_acc: 0.5283, mean_class_accuracy: 0.1763 2020-09-15 23:45:42,216 - mmaction - INFO - Epoch [14][20/1320] lr: 2.000e-02, eta: 1 day, 5:18:52, time: 6.154, data_time: 4.201, memory: 10966, top1_acc: 0.3523, top5_acc: 0.6520, loss_cls: 2.6307, loss: 2.6307, grad_norm: 3.8414 2020-09-15 23:46:22,562 - mmaction - INFO - Epoch [14][40/1320] lr: 2.000e-02, eta: 1 day, 5:18:00, time: 2.015, data_time: 0.468, memory: 10966, top1_acc: 0.3570, top5_acc: 0.6512, loss_cls: 2.6548, loss: 2.6548, grad_norm: 3.8855 2020-09-15 23:47:04,498 - mmaction - INFO - Epoch [14][60/1320] lr: 2.000e-02, eta: 1 day, 5:17:14, time: 2.101, data_time: 0.136, memory: 10966, top1_acc: 0.3336, top5_acc: 0.6461, loss_cls: 2.7192, loss: 2.7192, grad_norm: 4.0152 2020-09-15 23:47:45,117 - mmaction - INFO - Epoch [14][80/1320] lr: 2.000e-02, eta: 1 day, 5:16:23, time: 2.031, data_time: 0.003, memory: 10966, top1_acc: 0.3449, top5_acc: 0.6430, loss_cls: 2.6496, loss: 2.6496, grad_norm: 3.9472 2020-09-15 23:48:24,556 - mmaction - INFO - Epoch [14][100/1320] lr: 2.000e-02, eta: 1 day, 5:15:29, time: 1.973, data_time: 0.069, memory: 10966, top1_acc: 0.3441, top5_acc: 0.6449, loss_cls: 2.6537, loss: 2.6537, grad_norm: 4.0020 2020-09-15 23:49:04,940 - mmaction - INFO - Epoch [14][120/1320] lr: 2.000e-02, eta: 1 day, 5:14:38, time: 2.015, data_time: 0.233, memory: 10966, top1_acc: 0.3531, top5_acc: 0.6445, loss_cls: 2.6278, loss: 2.6278, grad_norm: 3.9685 2020-09-15 23:49:46,612 - mmaction - INFO - Epoch [14][140/1320] lr: 2.000e-02, eta: 1 day, 5:13:50, time: 2.086, data_time: 0.403, memory: 10966, top1_acc: 0.3547, top5_acc: 0.6418, loss_cls: 2.7043, loss: 2.7043, grad_norm: 3.9989 2020-09-15 23:50:27,570 - mmaction - INFO - Epoch [14][160/1320] lr: 2.000e-02, eta: 1 day, 5:13:01, time: 2.048, data_time: 0.128, memory: 10966, top1_acc: 0.3453, top5_acc: 0.6324, loss_cls: 2.6945, loss: 2.6945, grad_norm: 3.8783 2020-09-15 23:51:10,925 - mmaction - INFO - Epoch [14][180/1320] lr: 2.000e-02, eta: 1 day, 5:12:18, time: 2.168, data_time: 0.080, memory: 10966, top1_acc: 0.3566, top5_acc: 0.6336, loss_cls: 2.6557, loss: 2.6557, grad_norm: 3.9271 2020-09-15 23:51:51,043 - mmaction - INFO - Epoch [14][200/1320] lr: 2.000e-02, eta: 1 day, 5:11:26, time: 2.005, data_time: 0.019, memory: 10966, top1_acc: 0.3586, top5_acc: 0.6559, loss_cls: 2.6127, loss: 2.6127, grad_norm: 3.9880 2020-09-15 23:52:31,305 - mmaction - INFO - Epoch [14][220/1320] lr: 2.000e-02, eta: 1 day, 5:10:34, time: 2.007, data_time: 0.462, memory: 10966, top1_acc: 0.3426, top5_acc: 0.6422, loss_cls: 2.7121, loss: 2.7121, grad_norm: 4.0775 2020-09-15 23:53:12,514 - mmaction - INFO - Epoch [14][240/1320] lr: 2.000e-02, eta: 1 day, 5:09:46, time: 2.068, data_time: 1.286, memory: 10966, top1_acc: 0.3559, top5_acc: 0.6266, loss_cls: 2.7254, loss: 2.7254, grad_norm: 3.9920 2020-09-15 23:53:55,597 - mmaction - INFO - Epoch [14][260/1320] lr: 2.000e-02, eta: 1 day, 5:09:02, time: 2.152, data_time: 0.109, memory: 10966, top1_acc: 0.3383, top5_acc: 0.6438, loss_cls: 2.7215, loss: 2.7215, grad_norm: 3.9800 2020-09-15 23:54:36,354 - mmaction - INFO - Epoch [14][280/1320] lr: 2.000e-02, eta: 1 day, 5:08:12, time: 2.039, data_time: 0.062, memory: 10966, top1_acc: 0.3500, top5_acc: 0.6488, loss_cls: 2.6312, loss: 2.6312, grad_norm: 3.8245 2020-09-15 23:55:16,454 - mmaction - INFO - Epoch [14][300/1320] lr: 2.000e-02, eta: 1 day, 5:07:20, time: 2.006, data_time: 0.311, memory: 10966, top1_acc: 0.3563, top5_acc: 0.6641, loss_cls: 2.6313, loss: 2.6313, grad_norm: 3.9070 2020-09-15 23:55:58,930 - mmaction - INFO - Epoch [14][320/1320] lr: 2.000e-02, eta: 1 day, 5:06:35, time: 2.123, data_time: 1.442, memory: 10966, top1_acc: 0.3383, top5_acc: 0.6434, loss_cls: 2.6677, loss: 2.6677, grad_norm: 4.0004 2020-09-15 23:56:41,462 - mmaction - INFO - Epoch [14][340/1320] lr: 2.000e-02, eta: 1 day, 5:05:50, time: 2.127, data_time: 1.245, memory: 10966, top1_acc: 0.3430, top5_acc: 0.6496, loss_cls: 2.6527, loss: 2.6527, grad_norm: 4.0249 2020-09-15 23:57:21,548 - mmaction - INFO - Epoch [14][360/1320] lr: 2.000e-02, eta: 1 day, 5:04:58, time: 2.001, data_time: 1.096, memory: 10966, top1_acc: 0.3637, top5_acc: 0.6418, loss_cls: 2.6522, loss: 2.6522, grad_norm: 4.0787 2020-09-15 23:58:02,869 - mmaction - INFO - Epoch [14][380/1320] lr: 2.000e-02, eta: 1 day, 5:04:10, time: 2.069, data_time: 0.449, memory: 10966, top1_acc: 0.3398, top5_acc: 0.6258, loss_cls: 2.7445, loss: 2.7445, grad_norm: 3.8569 2020-09-15 23:58:43,027 - mmaction - INFO - Epoch [14][400/1320] lr: 2.000e-02, eta: 1 day, 5:03:18, time: 2.009, data_time: 0.099, memory: 10966, top1_acc: 0.3363, top5_acc: 0.6363, loss_cls: 2.7344, loss: 2.7344, grad_norm: 3.9261 2020-09-15 23:59:29,025 - mmaction - INFO - Epoch [14][420/1320] lr: 2.000e-02, eta: 1 day, 5:02:43, time: 2.295, data_time: 0.703, memory: 10966, top1_acc: 0.3504, top5_acc: 0.6414, loss_cls: 2.6742, loss: 2.6742, grad_norm: 3.9032 2020-09-16 00:00:07,769 - mmaction - INFO - Epoch [14][440/1320] lr: 2.000e-02, eta: 1 day, 5:01:47, time: 1.936, data_time: 0.076, memory: 10966, top1_acc: 0.3559, top5_acc: 0.6383, loss_cls: 2.7038, loss: 2.7038, grad_norm: 4.0352 2020-09-16 00:00:53,054 - mmaction - INFO - Epoch [14][460/1320] lr: 2.000e-02, eta: 1 day, 5:01:10, time: 2.267, data_time: 1.059, memory: 10966, top1_acc: 0.3551, top5_acc: 0.6293, loss_cls: 2.7310, loss: 2.7310, grad_norm: 3.9727 2020-09-16 00:01:34,014 - mmaction - INFO - Epoch [14][480/1320] lr: 2.000e-02, eta: 1 day, 5:00:21, time: 2.050, data_time: 0.960, memory: 10966, top1_acc: 0.3410, top5_acc: 0.6461, loss_cls: 2.6739, loss: 2.6739, grad_norm: 3.9012 2020-09-16 00:02:17,447 - mmaction - INFO - Epoch [14][500/1320] lr: 2.000e-02, eta: 1 day, 4:59:38, time: 2.174, data_time: 0.308, memory: 10966, top1_acc: 0.3379, top5_acc: 0.6262, loss_cls: 2.7485, loss: 2.7485, grad_norm: 3.9852 2020-09-16 00:02:59,272 - mmaction - INFO - Epoch [14][520/1320] lr: 2.000e-02, eta: 1 day, 4:58:52, time: 2.092, data_time: 0.078, memory: 10966, top1_acc: 0.3578, top5_acc: 0.6469, loss_cls: 2.6520, loss: 2.6520, grad_norm: 3.9360 2020-09-16 00:03:41,622 - mmaction - INFO - Epoch [14][540/1320] lr: 2.000e-02, eta: 1 day, 4:58:06, time: 2.117, data_time: 0.001, memory: 10966, top1_acc: 0.3355, top5_acc: 0.6266, loss_cls: 2.7543, loss: 2.7543, grad_norm: 4.0462 2020-09-16 00:04:21,342 - mmaction - INFO - Epoch [14][560/1320] lr: 2.000e-02, eta: 1 day, 4:57:13, time: 1.986, data_time: 0.003, memory: 10966, top1_acc: 0.3375, top5_acc: 0.6441, loss_cls: 2.6877, loss: 2.6877, grad_norm: 3.9301 2020-09-16 00:05:03,531 - mmaction - INFO - Epoch [14][580/1320] lr: 2.000e-02, eta: 1 day, 4:56:28, time: 2.110, data_time: 0.004, memory: 10966, top1_acc: 0.3582, top5_acc: 0.6418, loss_cls: 2.6945, loss: 2.6945, grad_norm: 3.9671 2020-09-16 00:05:46,124 - mmaction - INFO - Epoch [14][600/1320] lr: 2.000e-02, eta: 1 day, 4:55:43, time: 2.126, data_time: 0.004, memory: 10966, top1_acc: 0.3273, top5_acc: 0.6309, loss_cls: 2.7572, loss: 2.7572, grad_norm: 4.0148 2020-09-16 00:06:25,360 - mmaction - INFO - Epoch [14][620/1320] lr: 2.000e-02, eta: 1 day, 4:54:49, time: 1.963, data_time: 0.010, memory: 10966, top1_acc: 0.3504, top5_acc: 0.6441, loss_cls: 2.6855, loss: 2.6855, grad_norm: 3.9545 2020-09-16 00:07:11,385 - mmaction - INFO - Epoch [14][640/1320] lr: 2.000e-02, eta: 1 day, 4:54:13, time: 2.299, data_time: 0.006, memory: 10966, top1_acc: 0.3602, top5_acc: 0.6418, loss_cls: 2.6764, loss: 2.6764, grad_norm: 3.9534 2020-09-16 00:07:51,237 - mmaction - INFO - Epoch [14][660/1320] lr: 2.000e-02, eta: 1 day, 4:53:21, time: 1.994, data_time: 0.025, memory: 10966, top1_acc: 0.3418, top5_acc: 0.6379, loss_cls: 2.6950, loss: 2.6950, grad_norm: 4.0094 2020-09-16 00:08:32,072 - mmaction - INFO - Epoch [14][680/1320] lr: 2.000e-02, eta: 1 day, 4:52:32, time: 2.040, data_time: 0.082, memory: 10966, top1_acc: 0.3438, top5_acc: 0.6297, loss_cls: 2.7275, loss: 2.7275, grad_norm: 3.9248 2020-09-16 00:09:12,305 - mmaction - INFO - Epoch [14][700/1320] lr: 2.000e-02, eta: 1 day, 4:51:41, time: 2.014, data_time: 0.161, memory: 10966, top1_acc: 0.3520, top5_acc: 0.6578, loss_cls: 2.6410, loss: 2.6410, grad_norm: 3.9846 2020-09-16 00:09:50,668 - mmaction - INFO - Epoch [14][720/1320] lr: 2.000e-02, eta: 1 day, 4:50:44, time: 1.917, data_time: 0.097, memory: 10966, top1_acc: 0.3488, top5_acc: 0.6469, loss_cls: 2.6877, loss: 2.6877, grad_norm: 4.0423 2020-09-16 00:10:33,763 - mmaction - INFO - Epoch [14][740/1320] lr: 2.000e-02, eta: 1 day, 4:50:01, time: 2.158, data_time: 0.978, memory: 10966, top1_acc: 0.3363, top5_acc: 0.6348, loss_cls: 2.7334, loss: 2.7334, grad_norm: 3.9699 2020-09-16 00:11:15,834 - mmaction - INFO - Epoch [14][760/1320] lr: 2.000e-02, eta: 1 day, 4:49:15, time: 2.104, data_time: 0.215, memory: 10966, top1_acc: 0.3371, top5_acc: 0.6293, loss_cls: 2.7404, loss: 2.7404, grad_norm: 3.9361 2020-09-16 00:11:59,055 - mmaction - INFO - Epoch [14][780/1320] lr: 2.000e-02, eta: 1 day, 4:48:32, time: 2.159, data_time: 0.003, memory: 10966, top1_acc: 0.3422, top5_acc: 0.6316, loss_cls: 2.7173, loss: 2.7173, grad_norm: 3.9786 2020-09-16 00:12:39,864 - mmaction - INFO - Epoch [14][800/1320] lr: 2.000e-02, eta: 1 day, 4:47:43, time: 2.040, data_time: 0.107, memory: 10966, top1_acc: 0.3426, top5_acc: 0.6469, loss_cls: 2.6809, loss: 2.6809, grad_norm: 4.0101 2020-09-16 00:13:21,062 - mmaction - INFO - Epoch [14][820/1320] lr: 2.000e-02, eta: 1 day, 4:46:54, time: 2.062, data_time: 0.351, memory: 10966, top1_acc: 0.3387, top5_acc: 0.6379, loss_cls: 2.7270, loss: 2.7270, grad_norm: 3.9924 2020-09-16 00:13:59,679 - mmaction - INFO - Epoch [14][840/1320] lr: 2.000e-02, eta: 1 day, 4:45:59, time: 1.927, data_time: 0.468, memory: 10966, top1_acc: 0.3395, top5_acc: 0.6387, loss_cls: 2.7186, loss: 2.7186, grad_norm: 3.9998 2020-09-16 00:14:42,457 - mmaction - INFO - Epoch [14][860/1320] lr: 2.000e-02, eta: 1 day, 4:45:15, time: 2.142, data_time: 0.641, memory: 10966, top1_acc: 0.3563, top5_acc: 0.6441, loss_cls: 2.6695, loss: 2.6695, grad_norm: 3.9260 2020-09-16 00:15:23,814 - mmaction - INFO - Epoch [14][880/1320] lr: 2.000e-02, eta: 1 day, 4:44:27, time: 2.069, data_time: 0.004, memory: 10966, top1_acc: 0.3457, top5_acc: 0.6441, loss_cls: 2.6914, loss: 2.6914, grad_norm: 3.8550 2020-09-16 00:16:06,687 - mmaction - INFO - Epoch [14][900/1320] lr: 2.000e-02, eta: 1 day, 4:43:43, time: 2.143, data_time: 0.002, memory: 10966, top1_acc: 0.3559, top5_acc: 0.6438, loss_cls: 2.6548, loss: 2.6548, grad_norm: 3.9087 2020-09-16 00:16:43,462 - mmaction - INFO - Epoch [14][920/1320] lr: 2.000e-02, eta: 1 day, 4:42:43, time: 1.837, data_time: 0.207, memory: 10966, top1_acc: 0.3312, top5_acc: 0.6344, loss_cls: 2.7483, loss: 2.7483, grad_norm: 3.9551 2020-09-16 00:17:27,214 - mmaction - INFO - Epoch [14][940/1320] lr: 2.000e-02, eta: 1 day, 4:42:02, time: 2.187, data_time: 0.079, memory: 10966, top1_acc: 0.3555, top5_acc: 0.6375, loss_cls: 2.6773, loss: 2.6773, grad_norm: 3.8921 2020-09-16 00:18:07,994 - mmaction - INFO - Epoch [14][960/1320] lr: 2.000e-02, eta: 1 day, 4:41:12, time: 2.039, data_time: 0.005, memory: 10966, top1_acc: 0.3414, top5_acc: 0.6406, loss_cls: 2.6955, loss: 2.6955, grad_norm: 3.9839 2020-09-16 00:18:51,158 - mmaction - INFO - Epoch [14][980/1320] lr: 2.000e-02, eta: 1 day, 4:40:29, time: 2.160, data_time: 0.004, memory: 10966, top1_acc: 0.3336, top5_acc: 0.6336, loss_cls: 2.7488, loss: 2.7488, grad_norm: 3.9394 2020-09-16 00:19:31,434 - mmaction - INFO - Epoch [14][1000/1320] lr: 2.000e-02, eta: 1 day, 4:39:38, time: 2.012, data_time: 0.016, memory: 10966, top1_acc: 0.3359, top5_acc: 0.6324, loss_cls: 2.7275, loss: 2.7275, grad_norm: 3.8927 2020-09-16 00:20:12,463 - mmaction - INFO - Epoch [14][1020/1320] lr: 2.000e-02, eta: 1 day, 4:38:50, time: 2.052, data_time: 0.077, memory: 10966, top1_acc: 0.3414, top5_acc: 0.6352, loss_cls: 2.7254, loss: 2.7254, grad_norm: 3.9286 2020-09-16 00:20:53,795 - mmaction - INFO - Epoch [14][1040/1320] lr: 2.000e-02, eta: 1 day, 4:38:02, time: 2.066, data_time: 0.035, memory: 10966, top1_acc: 0.3441, top5_acc: 0.6230, loss_cls: 2.7548, loss: 2.7548, grad_norm: 3.9826 2020-09-16 00:21:35,434 - mmaction - INFO - Epoch [14][1060/1320] lr: 2.000e-02, eta: 1 day, 4:37:15, time: 2.084, data_time: 0.003, memory: 10966, top1_acc: 0.3438, top5_acc: 0.6516, loss_cls: 2.6881, loss: 2.6881, grad_norm: 3.8601 2020-09-16 00:22:13,532 - mmaction - INFO - Epoch [14][1080/1320] lr: 2.000e-02, eta: 1 day, 4:36:19, time: 1.904, data_time: 0.136, memory: 10966, top1_acc: 0.3488, top5_acc: 0.6539, loss_cls: 2.6732, loss: 2.6732, grad_norm: 3.9642 2020-09-16 00:22:55,944 - mmaction - INFO - Epoch [14][1100/1320] lr: 2.000e-02, eta: 1 day, 4:35:33, time: 2.117, data_time: 0.475, memory: 10966, top1_acc: 0.3340, top5_acc: 0.6273, loss_cls: 2.7513, loss: 2.7513, grad_norm: 4.0322 2020-09-16 00:23:47,637 - mmaction - INFO - Epoch [14][1120/1320] lr: 2.000e-02, eta: 1 day, 4:35:13, time: 2.587, data_time: 0.007, memory: 10966, top1_acc: 0.3430, top5_acc: 0.6324, loss_cls: 2.7163, loss: 2.7163, grad_norm: 3.9356 2020-09-16 00:24:28,755 - mmaction - INFO - Epoch [14][1140/1320] lr: 2.000e-02, eta: 1 day, 4:34:24, time: 2.056, data_time: 0.003, memory: 10966, top1_acc: 0.3559, top5_acc: 0.6371, loss_cls: 2.6921, loss: 2.6921, grad_norm: 3.8272 2020-09-16 00:25:10,378 - mmaction - INFO - Epoch [14][1160/1320] lr: 2.000e-02, eta: 1 day, 4:33:37, time: 2.081, data_time: 0.003, memory: 10966, top1_acc: 0.3523, top5_acc: 0.6375, loss_cls: 2.6638, loss: 2.6638, grad_norm: 3.7700 2020-09-16 00:25:52,759 - mmaction - INFO - Epoch [14][1180/1320] lr: 2.000e-02, eta: 1 day, 4:32:52, time: 2.119, data_time: 0.172, memory: 10966, top1_acc: 0.3430, top5_acc: 0.6445, loss_cls: 2.6769, loss: 2.6769, grad_norm: 3.8926 2020-09-16 00:26:31,564 - mmaction - INFO - Epoch [14][1200/1320] lr: 2.000e-02, eta: 1 day, 4:31:58, time: 1.940, data_time: 0.167, memory: 10966, top1_acc: 0.3445, top5_acc: 0.6488, loss_cls: 2.6701, loss: 2.6701, grad_norm: 3.9420 2020-09-16 00:27:14,559 - mmaction - INFO - Epoch [14][1220/1320] lr: 2.000e-02, eta: 1 day, 4:31:15, time: 2.152, data_time: 0.344, memory: 10966, top1_acc: 0.3551, top5_acc: 0.6410, loss_cls: 2.6513, loss: 2.6513, grad_norm: 3.9497 2020-09-16 00:27:55,122 - mmaction - INFO - Epoch [14][1240/1320] lr: 2.000e-02, eta: 1 day, 4:30:25, time: 2.028, data_time: 0.322, memory: 10966, top1_acc: 0.3422, top5_acc: 0.6352, loss_cls: 2.7022, loss: 2.7022, grad_norm: 3.9390 2020-09-16 00:28:38,641 - mmaction - INFO - Epoch [14][1260/1320] lr: 2.000e-02, eta: 1 day, 4:29:43, time: 2.174, data_time: 0.600, memory: 10966, top1_acc: 0.3430, top5_acc: 0.6344, loss_cls: 2.7064, loss: 2.7064, grad_norm: 3.9537 2020-09-16 00:29:18,923 - mmaction - INFO - Epoch [14][1280/1320] lr: 2.000e-02, eta: 1 day, 4:28:52, time: 2.016, data_time: 0.004, memory: 10966, top1_acc: 0.3457, top5_acc: 0.6492, loss_cls: 2.6883, loss: 2.6883, grad_norm: 3.9165 2020-09-16 00:30:01,590 - mmaction - INFO - Epoch [14][1300/1320] lr: 2.000e-02, eta: 1 day, 4:28:08, time: 2.133, data_time: 0.001, memory: 10966, top1_acc: 0.3492, top5_acc: 0.6516, loss_cls: 2.6183, loss: 2.6183, grad_norm: 3.8668 2020-09-16 00:30:36,947 - mmaction - INFO - Epoch [14][1320/1320] lr: 2.000e-02, eta: 1 day, 4:27:05, time: 1.767, data_time: 0.004, memory: 10966, top1_acc: 0.3417, top5_acc: 0.6361, loss_cls: 2.7131, loss: 2.7131, grad_norm: 4.0789 2020-09-16 00:30:48,813 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-09-16 00:38:22,080 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 00:38:22,437 - mmaction - INFO - top1_acc 0.2495 top5_acc 0.5464 2020-09-16 00:38:22,438 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 00:38:22,521 - mmaction - INFO - mean_acc 0.1957 2020-09-16 00:38:22,521 - mmaction - INFO - Now best checkpoint is epoch_14.pth 2020-09-16 00:38:22,530 - mmaction - INFO - Epoch(val) [14][1320] top1_acc: 0.2495, top5_acc: 0.5464, mean_class_accuracy: 0.1957 2020-09-16 00:40:31,537 - mmaction - INFO - Epoch [15][20/1320] lr: 2.000e-02, eta: 1 day, 4:30:02, time: 6.439, data_time: 4.423, memory: 10966, top1_acc: 0.3566, top5_acc: 0.6500, loss_cls: 2.6669, loss: 2.6669, grad_norm: 3.9386 2020-09-16 00:41:13,067 - mmaction - INFO - Epoch [15][40/1320] lr: 2.000e-02, eta: 1 day, 4:29:15, time: 2.087, data_time: 0.303, memory: 10966, top1_acc: 0.3473, top5_acc: 0.6648, loss_cls: 2.6013, loss: 2.6013, grad_norm: 3.8908 2020-09-16 00:41:55,544 - mmaction - INFO - Epoch [15][60/1320] lr: 2.000e-02, eta: 1 day, 4:28:30, time: 2.119, data_time: 0.154, memory: 10966, top1_acc: 0.3609, top5_acc: 0.6520, loss_cls: 2.6221, loss: 2.6221, grad_norm: 3.9581 2020-09-16 00:42:34,064 - mmaction - INFO - Epoch [15][80/1320] lr: 2.000e-02, eta: 1 day, 4:27:35, time: 1.929, data_time: 0.041, memory: 10966, top1_acc: 0.3504, top5_acc: 0.6578, loss_cls: 2.6277, loss: 2.6277, grad_norm: 3.9769 2020-09-16 00:43:20,251 - mmaction - INFO - Epoch [15][100/1320] lr: 2.000e-02, eta: 1 day, 4:26:59, time: 2.311, data_time: 0.094, memory: 10966, top1_acc: 0.3402, top5_acc: 0.6336, loss_cls: 2.6795, loss: 2.6795, grad_norm: 3.9578 2020-09-16 00:44:01,485 - mmaction - INFO - Epoch [15][120/1320] lr: 2.000e-02, eta: 1 day, 4:26:11, time: 2.059, data_time: 0.003, memory: 10966, top1_acc: 0.3609, top5_acc: 0.6531, loss_cls: 2.6155, loss: 2.6155, grad_norm: 3.9047 2020-09-16 00:44:41,216 - mmaction - INFO - Epoch [15][140/1320] lr: 2.000e-02, eta: 1 day, 4:25:18, time: 1.979, data_time: 0.014, memory: 10966, top1_acc: 0.3727, top5_acc: 0.6578, loss_cls: 2.5884, loss: 2.5884, grad_norm: 3.8634 2020-09-16 00:45:23,025 - mmaction - INFO - Epoch [15][160/1320] lr: 2.000e-02, eta: 1 day, 4:24:32, time: 2.101, data_time: 0.061, memory: 10966, top1_acc: 0.3570, top5_acc: 0.6441, loss_cls: 2.6488, loss: 2.6488, grad_norm: 3.9118 2020-09-16 00:46:05,496 - mmaction - INFO - Epoch [15][180/1320] lr: 2.000e-02, eta: 1 day, 4:23:47, time: 2.122, data_time: 0.004, memory: 10966, top1_acc: 0.3547, top5_acc: 0.6332, loss_cls: 2.7021, loss: 2.7021, grad_norm: 3.9382 2020-09-16 00:46:45,011 - mmaction - INFO - Epoch [15][200/1320] lr: 2.000e-02, eta: 1 day, 4:22:55, time: 1.976, data_time: 0.004, memory: 10966, top1_acc: 0.3539, top5_acc: 0.6406, loss_cls: 2.6588, loss: 2.6588, grad_norm: 3.8643 2020-09-16 00:47:26,201 - mmaction - INFO - Epoch [15][220/1320] lr: 2.000e-02, eta: 1 day, 4:22:06, time: 2.059, data_time: 0.004, memory: 10966, top1_acc: 0.3480, top5_acc: 0.6426, loss_cls: 2.6869, loss: 2.6869, grad_norm: 3.9210 2020-09-16 00:48:09,305 - mmaction - INFO - Epoch [15][240/1320] lr: 2.000e-02, eta: 1 day, 4:21:23, time: 2.156, data_time: 0.007, memory: 10966, top1_acc: 0.3348, top5_acc: 0.6395, loss_cls: 2.6993, loss: 2.6993, grad_norm: 4.1118 2020-09-16 00:48:49,300 - mmaction - INFO - Epoch [15][260/1320] lr: 2.000e-02, eta: 1 day, 4:20:32, time: 1.999, data_time: 0.003, memory: 10966, top1_acc: 0.3480, top5_acc: 0.6574, loss_cls: 2.6331, loss: 2.6331, grad_norm: 3.8980 2020-09-16 00:49:30,228 - mmaction - INFO - Epoch [15][280/1320] lr: 2.000e-02, eta: 1 day, 4:19:43, time: 2.045, data_time: 0.006, memory: 10966, top1_acc: 0.3359, top5_acc: 0.6402, loss_cls: 2.6925, loss: 2.6925, grad_norm: 4.0432 2020-09-16 00:50:14,031 - mmaction - INFO - Epoch [15][300/1320] lr: 2.000e-02, eta: 1 day, 4:19:01, time: 2.192, data_time: 0.006, memory: 10966, top1_acc: 0.3559, top5_acc: 0.6602, loss_cls: 2.6173, loss: 2.6173, grad_norm: 3.9227 2020-09-16 00:50:54,074 - mmaction - INFO - Epoch [15][320/1320] lr: 2.000e-02, eta: 1 day, 4:18:10, time: 2.000, data_time: 0.084, memory: 10966, top1_acc: 0.3605, top5_acc: 0.6512, loss_cls: 2.5985, loss: 2.5985, grad_norm: 3.8461 2020-09-16 00:51:35,095 - mmaction - INFO - Epoch [15][340/1320] lr: 2.000e-02, eta: 1 day, 4:17:21, time: 2.047, data_time: 0.021, memory: 10966, top1_acc: 0.3672, top5_acc: 0.6395, loss_cls: 2.6743, loss: 2.6743, grad_norm: 3.9538 2020-09-16 00:52:17,455 - mmaction - INFO - Epoch [15][360/1320] lr: 2.000e-02, eta: 1 day, 4:16:36, time: 2.124, data_time: 0.013, memory: 10966, top1_acc: 0.3520, top5_acc: 0.6594, loss_cls: 2.5895, loss: 2.5895, grad_norm: 4.0042 2020-09-16 00:52:56,959 - mmaction - INFO - Epoch [15][380/1320] lr: 2.000e-02, eta: 1 day, 4:15:44, time: 1.977, data_time: 0.006, memory: 10966, top1_acc: 0.3449, top5_acc: 0.6395, loss_cls: 2.6583, loss: 2.6583, grad_norm: 3.9870 2020-09-16 00:53:39,223 - mmaction - INFO - Epoch [15][400/1320] lr: 2.000e-02, eta: 1 day, 4:14:59, time: 2.113, data_time: 0.128, memory: 10966, top1_acc: 0.3547, top5_acc: 0.6578, loss_cls: 2.6259, loss: 2.6259, grad_norm: 3.9702 2020-09-16 00:54:20,873 - mmaction - INFO - Epoch [15][420/1320] lr: 2.000e-02, eta: 1 day, 4:14:12, time: 2.078, data_time: 0.025, memory: 10966, top1_acc: 0.3508, top5_acc: 0.6477, loss_cls: 2.6639, loss: 2.6639, grad_norm: 4.0662 2020-09-16 00:55:01,081 - mmaction - INFO - Epoch [15][440/1320] lr: 2.000e-02, eta: 1 day, 4:13:21, time: 2.015, data_time: 0.006, memory: 10966, top1_acc: 0.3602, top5_acc: 0.6547, loss_cls: 2.6026, loss: 2.6026, grad_norm: 3.9309 2020-09-16 00:55:44,139 - mmaction - INFO - Epoch [15][460/1320] lr: 2.000e-02, eta: 1 day, 4:12:38, time: 2.149, data_time: 0.048, memory: 10966, top1_acc: 0.3715, top5_acc: 0.6461, loss_cls: 2.6301, loss: 2.6301, grad_norm: 3.9871 2020-09-16 00:56:25,951 - mmaction - INFO - Epoch [15][480/1320] lr: 2.000e-02, eta: 1 day, 4:11:51, time: 2.094, data_time: 0.014, memory: 10966, top1_acc: 0.3613, top5_acc: 0.6469, loss_cls: 2.6402, loss: 2.6402, grad_norm: 3.9136 2020-09-16 00:57:05,943 - mmaction - INFO - Epoch [15][500/1320] lr: 2.000e-02, eta: 1 day, 4:11:00, time: 1.997, data_time: 0.293, memory: 10966, top1_acc: 0.3508, top5_acc: 0.6297, loss_cls: 2.7112, loss: 2.7112, grad_norm: 4.0182 2020-09-16 00:57:48,078 - mmaction - INFO - Epoch [15][520/1320] lr: 2.000e-02, eta: 1 day, 4:10:14, time: 2.104, data_time: 0.006, memory: 10966, top1_acc: 0.3309, top5_acc: 0.6277, loss_cls: 2.7482, loss: 2.7482, grad_norm: 3.9357 2020-09-16 00:58:31,866 - mmaction - INFO - Epoch [15][540/1320] lr: 2.000e-02, eta: 1 day, 4:09:33, time: 2.192, data_time: 0.011, memory: 10966, top1_acc: 0.3387, top5_acc: 0.6312, loss_cls: 2.6956, loss: 2.6956, grad_norm: 3.9704 2020-09-16 00:59:10,985 - mmaction - INFO - Epoch [15][560/1320] lr: 2.000e-02, eta: 1 day, 4:08:40, time: 1.959, data_time: 0.008, memory: 10966, top1_acc: 0.3363, top5_acc: 0.6422, loss_cls: 2.7332, loss: 2.7332, grad_norm: 3.9731 2020-09-16 00:59:52,094 - mmaction - INFO - Epoch [15][580/1320] lr: 2.000e-02, eta: 1 day, 4:07:52, time: 2.055, data_time: 0.005, memory: 10966, top1_acc: 0.3500, top5_acc: 0.6496, loss_cls: 2.6635, loss: 2.6635, grad_norm: 3.9571 2020-09-16 01:00:32,745 - mmaction - INFO - Epoch [15][600/1320] lr: 2.000e-02, eta: 1 day, 4:07:03, time: 2.034, data_time: 0.121, memory: 10966, top1_acc: 0.3531, top5_acc: 0.6562, loss_cls: 2.6712, loss: 2.6712, grad_norm: 4.0001 2020-09-16 01:01:14,004 - mmaction - INFO - Epoch [15][620/1320] lr: 2.000e-02, eta: 1 day, 4:06:15, time: 2.063, data_time: 0.003, memory: 10966, top1_acc: 0.3641, top5_acc: 0.6605, loss_cls: 2.5990, loss: 2.5990, grad_norm: 3.9530 2020-09-16 01:01:55,600 - mmaction - INFO - Epoch [15][640/1320] lr: 2.000e-02, eta: 1 day, 4:05:28, time: 2.079, data_time: 0.003, memory: 10966, top1_acc: 0.3426, top5_acc: 0.6480, loss_cls: 2.6720, loss: 2.6720, grad_norm: 3.9515 2020-09-16 01:02:36,566 - mmaction - INFO - Epoch [15][660/1320] lr: 2.000e-02, eta: 1 day, 4:04:39, time: 2.046, data_time: 0.002, memory: 10966, top1_acc: 0.3598, top5_acc: 0.6461, loss_cls: 2.6484, loss: 2.6484, grad_norm: 3.9594 2020-09-16 01:03:19,174 - mmaction - INFO - Epoch [15][680/1320] lr: 2.000e-02, eta: 1 day, 4:03:55, time: 2.133, data_time: 0.042, memory: 10966, top1_acc: 0.3469, top5_acc: 0.6414, loss_cls: 2.6672, loss: 2.6672, grad_norm: 3.9210 2020-09-16 01:04:01,233 - mmaction - INFO - Epoch [15][700/1320] lr: 2.000e-02, eta: 1 day, 4:03:09, time: 2.102, data_time: 0.028, memory: 10966, top1_acc: 0.3531, top5_acc: 0.6324, loss_cls: 2.7064, loss: 2.7064, grad_norm: 3.9450 2020-09-16 01:04:42,360 - mmaction - INFO - Epoch [15][720/1320] lr: 2.000e-02, eta: 1 day, 4:02:21, time: 2.057, data_time: 0.003, memory: 10966, top1_acc: 0.3422, top5_acc: 0.6469, loss_cls: 2.6636, loss: 2.6636, grad_norm: 3.9494 2020-09-16 01:05:21,906 - mmaction - INFO - Epoch [15][740/1320] lr: 2.000e-02, eta: 1 day, 4:01:29, time: 1.978, data_time: 0.002, memory: 10966, top1_acc: 0.3375, top5_acc: 0.6352, loss_cls: 2.7070, loss: 2.7070, grad_norm: 4.1207 2020-09-16 01:06:07,503 - mmaction - INFO - Epoch [15][760/1320] lr: 2.000e-02, eta: 1 day, 4:00:52, time: 2.279, data_time: 0.035, memory: 10966, top1_acc: 0.3512, top5_acc: 0.6297, loss_cls: 2.7132, loss: 2.7132, grad_norm: 3.8727 2020-09-16 01:06:44,961 - mmaction - INFO - Epoch [15][780/1320] lr: 2.000e-02, eta: 1 day, 3:59:55, time: 1.873, data_time: 0.060, memory: 10966, top1_acc: 0.3574, top5_acc: 0.6496, loss_cls: 2.6224, loss: 2.6224, grad_norm: 3.8945 2020-09-16 01:07:29,310 - mmaction - INFO - Epoch [15][800/1320] lr: 2.000e-02, eta: 1 day, 3:59:15, time: 2.215, data_time: 0.095, memory: 10966, top1_acc: 0.3578, top5_acc: 0.6562, loss_cls: 2.6168, loss: 2.6168, grad_norm: 3.8742 2020-09-16 01:08:09,911 - mmaction - INFO - Epoch [15][820/1320] lr: 2.000e-02, eta: 1 day, 3:58:26, time: 2.033, data_time: 0.005, memory: 10966, top1_acc: 0.3641, top5_acc: 0.6547, loss_cls: 2.6266, loss: 2.6266, grad_norm: 3.8772 2020-09-16 01:08:50,929 - mmaction - INFO - Epoch [15][840/1320] lr: 2.000e-02, eta: 1 day, 3:57:37, time: 2.049, data_time: 0.002, memory: 10966, top1_acc: 0.3477, top5_acc: 0.6395, loss_cls: 2.6782, loss: 2.6782, grad_norm: 3.9906 2020-09-16 01:09:31,798 - mmaction - INFO - Epoch [15][860/1320] lr: 2.000e-02, eta: 1 day, 3:56:49, time: 2.043, data_time: 0.004, memory: 10966, top1_acc: 0.3547, top5_acc: 0.6406, loss_cls: 2.6494, loss: 2.6494, grad_norm: 3.9220 2020-09-16 01:10:13,494 - mmaction - INFO - Epoch [15][880/1320] lr: 2.000e-02, eta: 1 day, 3:56:02, time: 2.086, data_time: 0.004, memory: 10966, top1_acc: 0.3559, top5_acc: 0.6527, loss_cls: 2.6435, loss: 2.6435, grad_norm: 4.0056 2020-09-16 01:10:52,471 - mmaction - INFO - Epoch [15][900/1320] lr: 2.000e-02, eta: 1 day, 3:55:09, time: 1.949, data_time: 0.009, memory: 10966, top1_acc: 0.3457, top5_acc: 0.6477, loss_cls: 2.6654, loss: 2.6654, grad_norm: 4.0473 2020-09-16 01:11:33,002 - mmaction - INFO - Epoch [15][920/1320] lr: 2.000e-02, eta: 1 day, 3:54:20, time: 2.026, data_time: 0.560, memory: 10966, top1_acc: 0.3484, top5_acc: 0.6480, loss_cls: 2.6725, loss: 2.6725, grad_norm: 3.9300 2020-09-16 01:12:16,833 - mmaction - INFO - Epoch [15][940/1320] lr: 2.000e-02, eta: 1 day, 3:53:38, time: 2.185, data_time: 0.042, memory: 10966, top1_acc: 0.3797, top5_acc: 0.6602, loss_cls: 2.5784, loss: 2.5784, grad_norm: 3.9336 2020-09-16 01:12:56,692 - mmaction - INFO - Epoch [15][960/1320] lr: 2.000e-02, eta: 1 day, 3:52:48, time: 2.000, data_time: 0.010, memory: 10966, top1_acc: 0.3465, top5_acc: 0.6227, loss_cls: 2.6982, loss: 2.6982, grad_norm: 4.0548 2020-09-16 01:13:37,635 - mmaction - INFO - Epoch [15][980/1320] lr: 2.000e-02, eta: 1 day, 3:51:59, time: 2.045, data_time: 0.002, memory: 10966, top1_acc: 0.3602, top5_acc: 0.6438, loss_cls: 2.6507, loss: 2.6507, grad_norm: 4.0141 2020-09-16 01:14:19,306 - mmaction - INFO - Epoch [15][1000/1320] lr: 2.000e-02, eta: 1 day, 3:51:13, time: 2.086, data_time: 0.004, memory: 10966, top1_acc: 0.3293, top5_acc: 0.6359, loss_cls: 2.7128, loss: 2.7128, grad_norm: 3.9450 2020-09-16 01:15:00,507 - mmaction - INFO - Epoch [15][1020/1320] lr: 2.000e-02, eta: 1 day, 3:50:25, time: 2.061, data_time: 0.036, memory: 10966, top1_acc: 0.3305, top5_acc: 0.6293, loss_cls: 2.7375, loss: 2.7375, grad_norm: 4.0284 2020-09-16 01:15:43,028 - mmaction - INFO - Epoch [15][1040/1320] lr: 2.000e-02, eta: 1 day, 3:49:40, time: 2.121, data_time: 0.002, memory: 10966, top1_acc: 0.3418, top5_acc: 0.6461, loss_cls: 2.6532, loss: 2.6532, grad_norm: 3.8927 2020-09-16 01:16:24,351 - mmaction - INFO - Epoch [15][1060/1320] lr: 2.000e-02, eta: 1 day, 3:48:53, time: 2.069, data_time: 0.013, memory: 10966, top1_acc: 0.3582, top5_acc: 0.6629, loss_cls: 2.5838, loss: 2.5838, grad_norm: 3.8900 2020-09-16 01:17:02,744 - mmaction - INFO - Epoch [15][1080/1320] lr: 2.000e-02, eta: 1 day, 3:47:59, time: 1.921, data_time: 0.004, memory: 10966, top1_acc: 0.3457, top5_acc: 0.6301, loss_cls: 2.6704, loss: 2.6704, grad_norm: 3.9033 2020-09-16 01:17:45,411 - mmaction - INFO - Epoch [15][1100/1320] lr: 2.000e-02, eta: 1 day, 3:47:15, time: 2.134, data_time: 0.002, memory: 10966, top1_acc: 0.3395, top5_acc: 0.6352, loss_cls: 2.6983, loss: 2.6983, grad_norm: 3.9602 2020-09-16 01:18:26,314 - mmaction - INFO - Epoch [15][1120/1320] lr: 2.000e-02, eta: 1 day, 3:46:26, time: 2.043, data_time: 0.015, memory: 10966, top1_acc: 0.3582, top5_acc: 0.6445, loss_cls: 2.6660, loss: 2.6660, grad_norm: 3.9963 2020-09-16 01:19:10,648 - mmaction - INFO - Epoch [15][1140/1320] lr: 2.000e-02, eta: 1 day, 3:45:46, time: 2.218, data_time: 0.006, memory: 10966, top1_acc: 0.3500, top5_acc: 0.6445, loss_cls: 2.6431, loss: 2.6431, grad_norm: 3.8987 2020-09-16 01:19:50,982 - mmaction - INFO - Epoch [15][1160/1320] lr: 2.000e-02, eta: 1 day, 3:44:57, time: 2.016, data_time: 0.003, memory: 10966, top1_acc: 0.3477, top5_acc: 0.6441, loss_cls: 2.6562, loss: 2.6562, grad_norm: 3.9248 2020-09-16 01:20:33,656 - mmaction - INFO - Epoch [15][1180/1320] lr: 2.000e-02, eta: 1 day, 3:44:13, time: 2.134, data_time: 0.066, memory: 10966, top1_acc: 0.3516, top5_acc: 0.6516, loss_cls: 2.6352, loss: 2.6352, grad_norm: 4.0136 2020-09-16 01:21:11,282 - mmaction - INFO - Epoch [15][1200/1320] lr: 2.000e-02, eta: 1 day, 3:43:17, time: 1.882, data_time: 0.005, memory: 10966, top1_acc: 0.3410, top5_acc: 0.6395, loss_cls: 2.6991, loss: 2.6991, grad_norm: 3.9893 2020-09-16 01:21:53,439 - mmaction - INFO - Epoch [15][1220/1320] lr: 2.000e-02, eta: 1 day, 3:42:31, time: 2.108, data_time: 0.001, memory: 10966, top1_acc: 0.3504, top5_acc: 0.6566, loss_cls: 2.6381, loss: 2.6381, grad_norm: 3.9321 2020-09-16 01:22:36,530 - mmaction - INFO - Epoch [15][1240/1320] lr: 2.000e-02, eta: 1 day, 3:41:48, time: 2.155, data_time: 0.001, memory: 10966, top1_acc: 0.3355, top5_acc: 0.6297, loss_cls: 2.7141, loss: 2.7141, grad_norm: 3.9980 2020-09-16 01:23:19,202 - mmaction - INFO - Epoch [15][1260/1320] lr: 2.000e-02, eta: 1 day, 3:41:04, time: 2.131, data_time: 0.001, memory: 10966, top1_acc: 0.3617, top5_acc: 0.6410, loss_cls: 2.6572, loss: 2.6572, grad_norm: 4.0776 2020-09-16 01:23:59,641 - mmaction - INFO - Epoch [15][1280/1320] lr: 2.000e-02, eta: 1 day, 3:40:15, time: 2.024, data_time: 0.005, memory: 10966, top1_acc: 0.3582, top5_acc: 0.6492, loss_cls: 2.6560, loss: 2.6560, grad_norm: 3.8829 2020-09-16 01:24:40,520 - mmaction - INFO - Epoch [15][1300/1320] lr: 2.000e-02, eta: 1 day, 3:39:27, time: 2.044, data_time: 0.008, memory: 10966, top1_acc: 0.3535, top5_acc: 0.6410, loss_cls: 2.6836, loss: 2.6836, grad_norm: 4.0281 2020-09-16 01:25:17,976 - mmaction - INFO - Epoch [15][1320/1320] lr: 2.000e-02, eta: 1 day, 3:38:30, time: 1.873, data_time: 0.002, memory: 10966, top1_acc: 0.3460, top5_acc: 0.6401, loss_cls: 2.6587, loss: 2.6587, grad_norm: 3.8452 2020-09-16 01:25:28,452 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-09-16 01:33:12,251 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 01:33:12,619 - mmaction - INFO - top1_acc 0.2556 top5_acc 0.5534 2020-09-16 01:33:12,619 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 01:33:12,672 - mmaction - INFO - mean_acc 0.1919 2020-09-16 01:33:12,674 - mmaction - INFO - Now best checkpoint is epoch_15.pth 2020-09-16 01:33:12,684 - mmaction - INFO - Epoch(val) [15][1320] top1_acc: 0.2556, top5_acc: 0.5534, mean_class_accuracy: 0.1919 2020-09-16 01:35:31,323 - mmaction - INFO - Epoch [16][20/1320] lr: 2.000e-02, eta: 1 day, 3:41:30, time: 6.927, data_time: 4.921, memory: 10966, top1_acc: 0.3527, top5_acc: 0.6496, loss_cls: 2.6702, loss: 2.6702, grad_norm: 3.9431 2020-09-16 01:36:12,337 - mmaction - INFO - Epoch [16][40/1320] lr: 2.000e-02, eta: 1 day, 3:40:42, time: 2.053, data_time: 0.009, memory: 10966, top1_acc: 0.3660, top5_acc: 0.6516, loss_cls: 2.6168, loss: 2.6168, grad_norm: 4.0195 2020-09-16 01:36:53,249 - mmaction - INFO - Epoch [16][60/1320] lr: 2.000e-02, eta: 1 day, 3:39:53, time: 2.046, data_time: 0.004, memory: 10966, top1_acc: 0.3563, top5_acc: 0.6516, loss_cls: 2.6180, loss: 2.6180, grad_norm: 4.0520 2020-09-16 01:37:33,626 - mmaction - INFO - Epoch [16][80/1320] lr: 2.000e-02, eta: 1 day, 3:39:04, time: 2.019, data_time: 0.002, memory: 10966, top1_acc: 0.3500, top5_acc: 0.6566, loss_cls: 2.6202, loss: 2.6202, grad_norm: 3.9931 2020-09-16 01:38:16,235 - mmaction - INFO - Epoch [16][100/1320] lr: 2.000e-02, eta: 1 day, 3:38:19, time: 2.129, data_time: 0.003, memory: 10966, top1_acc: 0.3641, top5_acc: 0.6582, loss_cls: 2.6454, loss: 2.6454, grad_norm: 3.9986 2020-09-16 01:38:56,221 - mmaction - INFO - Epoch [16][120/1320] lr: 2.000e-02, eta: 1 day, 3:37:28, time: 1.998, data_time: 0.006, memory: 10966, top1_acc: 0.3625, top5_acc: 0.6547, loss_cls: 2.6315, loss: 2.6315, grad_norm: 3.8758 2020-09-16 01:39:38,541 - mmaction - INFO - Epoch [16][140/1320] lr: 2.000e-02, eta: 1 day, 3:36:43, time: 2.118, data_time: 0.006, memory: 10966, top1_acc: 0.3738, top5_acc: 0.6770, loss_cls: 2.5426, loss: 2.5426, grad_norm: 3.9011 2020-09-16 01:40:19,219 - mmaction - INFO - Epoch [16][160/1320] lr: 2.000e-02, eta: 1 day, 3:35:55, time: 2.033, data_time: 0.007, memory: 10966, top1_acc: 0.3574, top5_acc: 0.6652, loss_cls: 2.6114, loss: 2.6114, grad_norm: 3.9587 2020-09-16 01:41:01,995 - mmaction - INFO - Epoch [16][180/1320] lr: 2.000e-02, eta: 1 day, 3:35:11, time: 2.139, data_time: 0.003, memory: 10966, top1_acc: 0.3566, top5_acc: 0.6512, loss_cls: 2.6012, loss: 2.6012, grad_norm: 3.9191 2020-09-16 01:41:41,496 - mmaction - INFO - Epoch [16][200/1320] lr: 2.000e-02, eta: 1 day, 3:34:19, time: 1.975, data_time: 0.007, memory: 10966, top1_acc: 0.3656, top5_acc: 0.6512, loss_cls: 2.6452, loss: 2.6452, grad_norm: 3.9099 2020-09-16 01:42:22,055 - mmaction - INFO - Epoch [16][220/1320] lr: 2.000e-02, eta: 1 day, 3:33:30, time: 2.029, data_time: 0.036, memory: 10966, top1_acc: 0.3676, top5_acc: 0.6504, loss_cls: 2.5985, loss: 2.5985, grad_norm: 3.9275 2020-09-16 01:43:04,501 - mmaction - INFO - Epoch [16][240/1320] lr: 2.000e-02, eta: 1 day, 3:32:45, time: 2.123, data_time: 0.004, memory: 10966, top1_acc: 0.3652, top5_acc: 0.6570, loss_cls: 2.5907, loss: 2.5907, grad_norm: 3.9910 2020-09-16 01:43:45,075 - mmaction - INFO - Epoch [16][260/1320] lr: 2.000e-02, eta: 1 day, 3:31:56, time: 2.027, data_time: 0.152, memory: 10966, top1_acc: 0.3586, top5_acc: 0.6656, loss_cls: 2.6019, loss: 2.6019, grad_norm: 3.9448 2020-09-16 01:44:28,484 - mmaction - INFO - Epoch [16][280/1320] lr: 2.000e-02, eta: 1 day, 3:31:13, time: 2.172, data_time: 0.162, memory: 10966, top1_acc: 0.3641, top5_acc: 0.6641, loss_cls: 2.5673, loss: 2.5673, grad_norm: 3.8282 2020-09-16 01:45:08,585 - mmaction - INFO - Epoch [16][300/1320] lr: 2.000e-02, eta: 1 day, 3:30:23, time: 2.005, data_time: 0.024, memory: 10966, top1_acc: 0.3703, top5_acc: 0.6543, loss_cls: 2.5930, loss: 2.5930, grad_norm: 3.9260 2020-09-16 01:45:47,980 - mmaction - INFO - Epoch [16][320/1320] lr: 2.000e-02, eta: 1 day, 3:29:32, time: 1.969, data_time: 0.003, memory: 10966, top1_acc: 0.3566, top5_acc: 0.6613, loss_cls: 2.5983, loss: 2.5983, grad_norm: 4.0286 2020-09-16 01:46:29,785 - mmaction - INFO - Epoch [16][340/1320] lr: 2.000e-02, eta: 1 day, 3:28:45, time: 2.091, data_time: 0.005, memory: 10966, top1_acc: 0.3484, top5_acc: 0.6305, loss_cls: 2.6776, loss: 2.6776, grad_norm: 3.9399 2020-09-16 01:47:12,357 - mmaction - INFO - Epoch [16][360/1320] lr: 2.000e-02, eta: 1 day, 3:28:01, time: 2.129, data_time: 0.003, memory: 10966, top1_acc: 0.3457, top5_acc: 0.6586, loss_cls: 2.5876, loss: 2.5876, grad_norm: 3.9771 2020-09-16 01:47:53,910 - mmaction - INFO - Epoch [16][380/1320] lr: 2.000e-02, eta: 1 day, 3:27:14, time: 2.076, data_time: 0.159, memory: 10966, top1_acc: 0.3602, top5_acc: 0.6527, loss_cls: 2.6398, loss: 2.6398, grad_norm: 4.0476 2020-09-16 01:48:36,507 - mmaction - INFO - Epoch [16][400/1320] lr: 2.000e-02, eta: 1 day, 3:26:30, time: 2.131, data_time: 0.055, memory: 10966, top1_acc: 0.3621, top5_acc: 0.6496, loss_cls: 2.6551, loss: 2.6551, grad_norm: 4.0052 2020-09-16 01:49:16,946 - mmaction - INFO - Epoch [16][420/1320] lr: 2.000e-02, eta: 1 day, 3:25:41, time: 2.021, data_time: 0.020, memory: 10966, top1_acc: 0.3418, top5_acc: 0.6469, loss_cls: 2.6670, loss: 2.6670, grad_norm: 4.0546 2020-09-16 01:49:59,284 - mmaction - INFO - Epoch [16][440/1320] lr: 2.000e-02, eta: 1 day, 3:24:56, time: 2.115, data_time: 0.004, memory: 10966, top1_acc: 0.3746, top5_acc: 0.6645, loss_cls: 2.5815, loss: 2.5815, grad_norm: 3.8355 2020-09-16 01:50:40,343 - mmaction - INFO - Epoch [16][460/1320] lr: 2.000e-02, eta: 1 day, 3:24:08, time: 2.053, data_time: 0.004, memory: 10966, top1_acc: 0.3523, top5_acc: 0.6406, loss_cls: 2.6572, loss: 2.6572, grad_norm: 3.9579 2020-09-16 01:51:19,972 - mmaction - INFO - Epoch [16][480/1320] lr: 2.000e-02, eta: 1 day, 3:23:17, time: 1.984, data_time: 0.004, memory: 10966, top1_acc: 0.3563, top5_acc: 0.6398, loss_cls: 2.6319, loss: 2.6319, grad_norm: 3.8948 2020-09-16 01:52:01,547 - mmaction - INFO - Epoch [16][500/1320] lr: 2.000e-02, eta: 1 day, 3:22:30, time: 2.076, data_time: 0.002, memory: 10966, top1_acc: 0.3699, top5_acc: 0.6520, loss_cls: 2.6174, loss: 2.6174, grad_norm: 4.0959 2020-09-16 01:52:40,812 - mmaction - INFO - Epoch [16][520/1320] lr: 2.000e-02, eta: 1 day, 3:21:38, time: 1.966, data_time: 0.005, memory: 10966, top1_acc: 0.3578, top5_acc: 0.6473, loss_cls: 2.6462, loss: 2.6462, grad_norm: 3.9519 2020-09-16 01:53:23,094 - mmaction - INFO - Epoch [16][540/1320] lr: 2.000e-02, eta: 1 day, 3:20:53, time: 2.114, data_time: 0.002, memory: 10966, top1_acc: 0.3660, top5_acc: 0.6484, loss_cls: 2.6151, loss: 2.6151, grad_norm: 3.8853 2020-09-16 01:54:03,555 - mmaction - INFO - Epoch [16][560/1320] lr: 2.000e-02, eta: 1 day, 3:20:04, time: 2.023, data_time: 0.010, memory: 10966, top1_acc: 0.3684, top5_acc: 0.6461, loss_cls: 2.5610, loss: 2.5610, grad_norm: 3.9073 2020-09-16 01:54:46,270 - mmaction - INFO - Epoch [16][580/1320] lr: 2.000e-02, eta: 1 day, 3:19:20, time: 2.134, data_time: 0.046, memory: 10966, top1_acc: 0.3715, top5_acc: 0.6672, loss_cls: 2.5706, loss: 2.5706, grad_norm: 3.9165 2020-09-16 01:55:27,344 - mmaction - INFO - Epoch [16][600/1320] lr: 2.000e-02, eta: 1 day, 3:18:32, time: 2.048, data_time: 0.604, memory: 10966, top1_acc: 0.3672, top5_acc: 0.6480, loss_cls: 2.5889, loss: 2.5889, grad_norm: 4.0057 2020-09-16 01:56:07,686 - mmaction - INFO - Epoch [16][620/1320] lr: 2.000e-02, eta: 1 day, 3:17:43, time: 2.025, data_time: 0.100, memory: 10966, top1_acc: 0.3516, top5_acc: 0.6371, loss_cls: 2.6607, loss: 2.6607, grad_norm: 4.0442 2020-09-16 01:56:49,274 - mmaction - INFO - Epoch [16][640/1320] lr: 2.000e-02, eta: 1 day, 3:16:57, time: 2.079, data_time: 0.213, memory: 10966, top1_acc: 0.3543, top5_acc: 0.6363, loss_cls: 2.6626, loss: 2.6626, grad_norm: 3.9867 2020-09-16 01:57:30,867 - mmaction - INFO - Epoch [16][660/1320] lr: 2.000e-02, eta: 1 day, 3:16:10, time: 2.078, data_time: 0.519, memory: 10966, top1_acc: 0.3719, top5_acc: 0.6652, loss_cls: 2.5625, loss: 2.5625, grad_norm: 3.9221 2020-09-16 01:58:13,046 - mmaction - INFO - Epoch [16][680/1320] lr: 2.000e-02, eta: 1 day, 3:15:25, time: 2.109, data_time: 0.066, memory: 10966, top1_acc: 0.3512, top5_acc: 0.6480, loss_cls: 2.6363, loss: 2.6363, grad_norm: 3.9509 2020-09-16 01:58:54,715 - mmaction - INFO - Epoch [16][700/1320] lr: 2.000e-02, eta: 1 day, 3:14:38, time: 2.078, data_time: 0.004, memory: 10966, top1_acc: 0.3465, top5_acc: 0.6480, loss_cls: 2.6273, loss: 2.6273, grad_norm: 3.9289 2020-09-16 01:59:32,572 - mmaction - INFO - Epoch [16][720/1320] lr: 2.000e-02, eta: 1 day, 3:13:44, time: 1.900, data_time: 0.008, memory: 10966, top1_acc: 0.3688, top5_acc: 0.6555, loss_cls: 2.5762, loss: 2.5762, grad_norm: 3.9595 2020-09-16 02:00:14,569 - mmaction - INFO - Epoch [16][740/1320] lr: 2.000e-02, eta: 1 day, 3:12:58, time: 2.097, data_time: 0.010, memory: 10966, top1_acc: 0.3504, top5_acc: 0.6414, loss_cls: 2.6924, loss: 2.6924, grad_norm: 4.0819 2020-09-16 02:00:54,199 - mmaction - INFO - Epoch [16][760/1320] lr: 2.000e-02, eta: 1 day, 3:12:08, time: 1.984, data_time: 0.621, memory: 10966, top1_acc: 0.3543, top5_acc: 0.6512, loss_cls: 2.6418, loss: 2.6418, grad_norm: 3.9743 2020-09-16 02:01:35,521 - mmaction - INFO - Epoch [16][780/1320] lr: 2.000e-02, eta: 1 day, 3:11:21, time: 2.067, data_time: 0.151, memory: 10966, top1_acc: 0.3645, top5_acc: 0.6566, loss_cls: 2.5983, loss: 2.5983, grad_norm: 4.0414 2020-09-16 02:02:17,194 - mmaction - INFO - Epoch [16][800/1320] lr: 2.000e-02, eta: 1 day, 3:10:34, time: 2.080, data_time: 0.801, memory: 10966, top1_acc: 0.3543, top5_acc: 0.6562, loss_cls: 2.6210, loss: 2.6210, grad_norm: 4.0689 2020-09-16 02:02:56,210 - mmaction - INFO - Epoch [16][820/1320] lr: 2.000e-02, eta: 1 day, 3:09:42, time: 1.950, data_time: 1.343, memory: 10966, top1_acc: 0.3602, top5_acc: 0.6598, loss_cls: 2.6077, loss: 2.6077, grad_norm: 4.0376 2020-09-16 02:03:39,517 - mmaction - INFO - Epoch [16][840/1320] lr: 2.000e-02, eta: 1 day, 3:09:00, time: 2.169, data_time: 0.372, memory: 10966, top1_acc: 0.3547, top5_acc: 0.6574, loss_cls: 2.6312, loss: 2.6312, grad_norm: 4.1192 2020-09-16 02:04:19,299 - mmaction - INFO - Epoch [16][860/1320] lr: 2.000e-02, eta: 1 day, 3:08:09, time: 1.986, data_time: 0.277, memory: 10966, top1_acc: 0.3473, top5_acc: 0.6273, loss_cls: 2.6681, loss: 2.6681, grad_norm: 4.0528 2020-09-16 02:05:03,184 - mmaction - INFO - Epoch [16][880/1320] lr: 2.000e-02, eta: 1 day, 3:07:28, time: 2.195, data_time: 0.169, memory: 10966, top1_acc: 0.3598, top5_acc: 0.6496, loss_cls: 2.6083, loss: 2.6083, grad_norm: 3.8356 2020-09-16 02:05:44,969 - mmaction - INFO - Epoch [16][900/1320] lr: 2.000e-02, eta: 1 day, 3:06:42, time: 2.092, data_time: 0.005, memory: 10966, top1_acc: 0.3461, top5_acc: 0.6539, loss_cls: 2.6500, loss: 2.6500, grad_norm: 3.9827 2020-09-16 02:06:24,179 - mmaction - INFO - Epoch [16][920/1320] lr: 2.000e-02, eta: 1 day, 3:05:50, time: 1.959, data_time: 0.257, memory: 10966, top1_acc: 0.3563, top5_acc: 0.6523, loss_cls: 2.5906, loss: 2.5906, grad_norm: 3.9734 2020-09-16 02:07:05,056 - mmaction - INFO - Epoch [16][940/1320] lr: 2.000e-02, eta: 1 day, 3:05:02, time: 2.045, data_time: 0.117, memory: 10966, top1_acc: 0.3539, top5_acc: 0.6477, loss_cls: 2.6474, loss: 2.6474, grad_norm: 3.9818 2020-09-16 02:07:46,771 - mmaction - INFO - Epoch [16][960/1320] lr: 2.000e-02, eta: 1 day, 3:04:16, time: 2.086, data_time: 0.003, memory: 10966, top1_acc: 0.3598, top5_acc: 0.6621, loss_cls: 2.5876, loss: 2.5876, grad_norm: 3.9551 2020-09-16 02:08:26,767 - mmaction - INFO - Epoch [16][980/1320] lr: 2.000e-02, eta: 1 day, 3:03:27, time: 2.000, data_time: 0.003, memory: 10966, top1_acc: 0.3648, top5_acc: 0.6531, loss_cls: 2.5928, loss: 2.5928, grad_norm: 4.0377 2020-09-16 02:09:08,714 - mmaction - INFO - Epoch [16][1000/1320] lr: 2.000e-02, eta: 1 day, 3:02:41, time: 2.090, data_time: 0.192, memory: 10966, top1_acc: 0.3598, top5_acc: 0.6469, loss_cls: 2.6487, loss: 2.6487, grad_norm: 3.9501 2020-09-16 02:09:49,074 - mmaction - INFO - Epoch [16][1020/1320] lr: 2.000e-02, eta: 1 day, 3:01:52, time: 2.021, data_time: 0.011, memory: 10966, top1_acc: 0.3457, top5_acc: 0.6449, loss_cls: 2.6839, loss: 2.6839, grad_norm: 4.0244 2020-09-16 02:10:30,400 - mmaction - INFO - Epoch [16][1040/1320] lr: 2.000e-02, eta: 1 day, 3:01:05, time: 2.071, data_time: 0.007, memory: 10966, top1_acc: 0.3633, top5_acc: 0.6586, loss_cls: 2.5774, loss: 2.5774, grad_norm: 3.9682 2020-09-16 02:11:13,718 - mmaction - INFO - Epoch [16][1060/1320] lr: 2.000e-02, eta: 1 day, 3:00:23, time: 2.164, data_time: 0.031, memory: 10966, top1_acc: 0.3512, top5_acc: 0.6422, loss_cls: 2.6858, loss: 2.6858, grad_norm: 3.9764 2020-09-16 02:11:55,078 - mmaction - INFO - Epoch [16][1080/1320] lr: 2.000e-02, eta: 1 day, 2:59:36, time: 2.069, data_time: 0.304, memory: 10966, top1_acc: 0.3488, top5_acc: 0.6516, loss_cls: 2.6074, loss: 2.6074, grad_norm: 3.9841 2020-09-16 02:12:39,599 - mmaction - INFO - Epoch [16][1100/1320] lr: 2.000e-02, eta: 1 day, 2:58:56, time: 2.226, data_time: 0.151, memory: 10966, top1_acc: 0.3516, top5_acc: 0.6266, loss_cls: 2.7006, loss: 2.7006, grad_norm: 4.0263 2020-09-16 02:13:17,225 - mmaction - INFO - Epoch [16][1120/1320] lr: 2.000e-02, eta: 1 day, 2:58:01, time: 1.877, data_time: 0.499, memory: 10966, top1_acc: 0.3441, top5_acc: 0.6426, loss_cls: 2.6535, loss: 2.6535, grad_norm: 3.9388 2020-09-16 02:13:57,299 - mmaction - INFO - Epoch [16][1140/1320] lr: 2.000e-02, eta: 1 day, 2:57:12, time: 2.008, data_time: 0.516, memory: 10966, top1_acc: 0.3551, top5_acc: 0.6570, loss_cls: 2.6424, loss: 2.6424, grad_norm: 3.9700 2020-09-16 02:14:38,897 - mmaction - INFO - Epoch [16][1160/1320] lr: 2.000e-02, eta: 1 day, 2:56:25, time: 2.076, data_time: 0.009, memory: 10966, top1_acc: 0.3629, top5_acc: 0.6508, loss_cls: 2.6133, loss: 2.6133, grad_norm: 3.8655 2020-09-16 02:15:20,303 - mmaction - INFO - Epoch [16][1180/1320] lr: 2.000e-02, eta: 1 day, 2:55:39, time: 2.072, data_time: 0.006, memory: 10966, top1_acc: 0.3648, top5_acc: 0.6637, loss_cls: 2.5910, loss: 2.5910, grad_norm: 3.8546 2020-09-16 02:16:01,361 - mmaction - INFO - Epoch [16][1200/1320] lr: 2.000e-02, eta: 1 day, 2:54:51, time: 2.054, data_time: 0.004, memory: 10966, top1_acc: 0.3633, top5_acc: 0.6414, loss_cls: 2.6336, loss: 2.6336, grad_norm: 3.9431 2020-09-16 02:16:42,430 - mmaction - INFO - Epoch [16][1220/1320] lr: 2.000e-02, eta: 1 day, 2:54:04, time: 2.055, data_time: 0.005, memory: 10966, top1_acc: 0.3484, top5_acc: 0.6594, loss_cls: 2.6286, loss: 2.6286, grad_norm: 3.9955 2020-09-16 02:17:25,430 - mmaction - INFO - Epoch [16][1240/1320] lr: 2.000e-02, eta: 1 day, 2:53:21, time: 2.149, data_time: 0.269, memory: 10966, top1_acc: 0.3500, top5_acc: 0.6426, loss_cls: 2.6748, loss: 2.6748, grad_norm: 4.0578 2020-09-16 02:18:05,755 - mmaction - INFO - Epoch [16][1260/1320] lr: 2.000e-02, eta: 1 day, 2:52:32, time: 2.014, data_time: 1.103, memory: 10966, top1_acc: 0.3563, top5_acc: 0.6473, loss_cls: 2.6296, loss: 2.6296, grad_norm: 3.9789 2020-09-16 02:18:47,770 - mmaction - INFO - Epoch [16][1280/1320] lr: 2.000e-02, eta: 1 day, 2:51:47, time: 2.104, data_time: 0.961, memory: 10966, top1_acc: 0.3473, top5_acc: 0.6395, loss_cls: 2.6773, loss: 2.6773, grad_norm: 3.9531 2020-09-16 02:19:27,803 - mmaction - INFO - Epoch [16][1300/1320] lr: 2.000e-02, eta: 1 day, 2:50:57, time: 2.002, data_time: 0.974, memory: 10966, top1_acc: 0.3527, top5_acc: 0.6469, loss_cls: 2.6564, loss: 2.6564, grad_norm: 4.0553 2020-09-16 02:20:06,285 - mmaction - INFO - Epoch [16][1320/1320] lr: 2.000e-02, eta: 1 day, 2:50:04, time: 1.921, data_time: 0.035, memory: 10966, top1_acc: 0.3587, top5_acc: 0.6560, loss_cls: 2.6089, loss: 2.6089, grad_norm: 3.8987 2020-09-16 02:20:17,032 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-09-16 02:27:47,481 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 02:27:47,841 - mmaction - INFO - top1_acc 0.2659 top5_acc 0.5602 2020-09-16 02:27:47,842 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 02:27:47,893 - mmaction - INFO - mean_acc 0.2005 2020-09-16 02:27:47,893 - mmaction - INFO - Now best checkpoint is epoch_16.pth 2020-09-16 02:27:47,901 - mmaction - INFO - Epoch(val) [16][1320] top1_acc: 0.2659, top5_acc: 0.5602, mean_class_accuracy: 0.2005 2020-09-16 02:30:03,423 - mmaction - INFO - Epoch [17][20/1320] lr: 2.000e-02, eta: 1 day, 2:52:37, time: 6.770, data_time: 4.670, memory: 10966, top1_acc: 0.3699, top5_acc: 0.6656, loss_cls: 2.5294, loss: 2.5294, grad_norm: 3.8705 2020-09-16 02:30:44,528 - mmaction - INFO - Epoch [17][40/1320] lr: 2.000e-02, eta: 1 day, 2:51:50, time: 2.056, data_time: 0.026, memory: 10966, top1_acc: 0.3680, top5_acc: 0.6699, loss_cls: 2.5172, loss: 2.5172, grad_norm: 3.9791 2020-09-16 02:31:27,163 - mmaction - INFO - Epoch [17][60/1320] lr: 2.000e-02, eta: 1 day, 2:51:06, time: 2.134, data_time: 1.128, memory: 10966, top1_acc: 0.3824, top5_acc: 0.6684, loss_cls: 2.5317, loss: 2.5317, grad_norm: 3.9190 2020-09-16 02:32:09,562 - mmaction - INFO - Epoch [17][80/1320] lr: 2.000e-02, eta: 1 day, 2:50:21, time: 2.117, data_time: 0.803, memory: 10966, top1_acc: 0.3828, top5_acc: 0.6758, loss_cls: 2.5108, loss: 2.5108, grad_norm: 4.0026 2020-09-16 02:32:49,434 - mmaction - INFO - Epoch [17][100/1320] lr: 2.000e-02, eta: 1 day, 2:49:31, time: 1.998, data_time: 0.117, memory: 10966, top1_acc: 0.3621, top5_acc: 0.6668, loss_cls: 2.5713, loss: 2.5713, grad_norm: 4.0358 2020-09-16 02:33:31,200 - mmaction - INFO - Epoch [17][120/1320] lr: 2.000e-02, eta: 1 day, 2:48:45, time: 2.089, data_time: 0.023, memory: 10966, top1_acc: 0.3715, top5_acc: 0.6770, loss_cls: 2.5035, loss: 2.5035, grad_norm: 3.8993 2020-09-16 02:34:12,422 - mmaction - INFO - Epoch [17][140/1320] lr: 2.000e-02, eta: 1 day, 2:47:58, time: 2.060, data_time: 0.005, memory: 10966, top1_acc: 0.3695, top5_acc: 0.6598, loss_cls: 2.5717, loss: 2.5717, grad_norm: 4.0820 2020-09-16 02:34:55,826 - mmaction - INFO - Epoch [17][160/1320] lr: 2.000e-02, eta: 1 day, 2:47:15, time: 2.171, data_time: 0.093, memory: 10966, top1_acc: 0.3758, top5_acc: 0.6875, loss_cls: 2.4816, loss: 2.4816, grad_norm: 3.9244 2020-09-16 02:35:35,589 - mmaction - INFO - Epoch [17][180/1320] lr: 2.000e-02, eta: 1 day, 2:46:25, time: 1.989, data_time: 0.028, memory: 10966, top1_acc: 0.3785, top5_acc: 0.6750, loss_cls: 2.5136, loss: 2.5136, grad_norm: 3.8938 2020-09-16 02:36:17,825 - mmaction - INFO - Epoch [17][200/1320] lr: 2.000e-02, eta: 1 day, 2:45:40, time: 2.108, data_time: 0.429, memory: 10966, top1_acc: 0.3742, top5_acc: 0.6637, loss_cls: 2.5383, loss: 2.5383, grad_norm: 3.8900 2020-09-16 02:36:59,230 - mmaction - INFO - Epoch [17][220/1320] lr: 2.000e-02, eta: 1 day, 2:44:53, time: 2.073, data_time: 0.040, memory: 10966, top1_acc: 0.3816, top5_acc: 0.6680, loss_cls: 2.5346, loss: 2.5346, grad_norm: 3.9719 2020-09-16 02:37:40,502 - mmaction - INFO - Epoch [17][240/1320] lr: 2.000e-02, eta: 1 day, 2:44:06, time: 2.062, data_time: 0.519, memory: 10966, top1_acc: 0.3520, top5_acc: 0.6629, loss_cls: 2.5737, loss: 2.5737, grad_norm: 3.9778 2020-09-16 02:38:22,091 - mmaction - INFO - Epoch [17][260/1320] lr: 2.000e-02, eta: 1 day, 2:43:20, time: 2.081, data_time: 0.005, memory: 10966, top1_acc: 0.3684, top5_acc: 0.6527, loss_cls: 2.6206, loss: 2.6206, grad_norm: 4.0554 2020-09-16 02:39:03,903 - mmaction - INFO - Epoch [17][280/1320] lr: 2.000e-02, eta: 1 day, 2:42:34, time: 2.089, data_time: 0.021, memory: 10966, top1_acc: 0.3680, top5_acc: 0.6602, loss_cls: 2.5858, loss: 2.5858, grad_norm: 3.9678 2020-09-16 02:39:44,302 - mmaction - INFO - Epoch [17][300/1320] lr: 2.000e-02, eta: 1 day, 2:41:45, time: 2.021, data_time: 0.004, memory: 10966, top1_acc: 0.3680, top5_acc: 0.6633, loss_cls: 2.5798, loss: 2.5798, grad_norm: 4.1394 2020-09-16 02:40:27,163 - mmaction - INFO - Epoch [17][320/1320] lr: 2.000e-02, eta: 1 day, 2:41:02, time: 2.144, data_time: 0.110, memory: 10966, top1_acc: 0.3477, top5_acc: 0.6453, loss_cls: 2.6491, loss: 2.6491, grad_norm: 4.0586 2020-09-16 02:41:07,810 - mmaction - INFO - Epoch [17][340/1320] lr: 2.000e-02, eta: 1 day, 2:40:13, time: 2.031, data_time: 0.002, memory: 10966, top1_acc: 0.3539, top5_acc: 0.6551, loss_cls: 2.6395, loss: 2.6395, grad_norm: 4.0179 2020-09-16 02:41:48,892 - mmaction - INFO - Epoch [17][360/1320] lr: 2.000e-02, eta: 1 day, 2:39:26, time: 2.053, data_time: 0.023, memory: 10966, top1_acc: 0.3656, top5_acc: 0.6566, loss_cls: 2.5771, loss: 2.5771, grad_norm: 3.8729 2020-09-16 02:42:32,484 - mmaction - INFO - Epoch [17][380/1320] lr: 2.000e-02, eta: 1 day, 2:38:44, time: 2.175, data_time: 0.136, memory: 10966, top1_acc: 0.3488, top5_acc: 0.6531, loss_cls: 2.6295, loss: 2.6295, grad_norm: 4.0394 2020-09-16 02:43:15,431 - mmaction - INFO - Epoch [17][400/1320] lr: 2.000e-02, eta: 1 day, 2:38:01, time: 2.153, data_time: 0.012, memory: 10966, top1_acc: 0.3758, top5_acc: 0.6758, loss_cls: 2.5300, loss: 2.5300, grad_norm: 3.9474 2020-09-16 02:43:55,169 - mmaction - INFO - Epoch [17][420/1320] lr: 2.000e-02, eta: 1 day, 2:37:10, time: 1.983, data_time: 0.002, memory: 10966, top1_acc: 0.3465, top5_acc: 0.6359, loss_cls: 2.6305, loss: 2.6305, grad_norm: 4.1535 2020-09-16 02:44:37,323 - mmaction - INFO - Epoch [17][440/1320] lr: 2.000e-02, eta: 1 day, 2:36:25, time: 2.097, data_time: 0.006, memory: 10966, top1_acc: 0.3633, top5_acc: 0.6656, loss_cls: 2.5539, loss: 2.5539, grad_norm: 4.0041 2020-09-16 02:45:16,444 - mmaction - INFO - Epoch [17][460/1320] lr: 2.000e-02, eta: 1 day, 2:35:34, time: 1.970, data_time: 0.019, memory: 10966, top1_acc: 0.3656, top5_acc: 0.6406, loss_cls: 2.6304, loss: 2.6304, grad_norm: 4.0313 2020-09-16 02:45:56,181 - mmaction - INFO - Epoch [17][480/1320] lr: 2.000e-02, eta: 1 day, 2:34:44, time: 1.983, data_time: 0.003, memory: 10966, top1_acc: 0.3746, top5_acc: 0.6496, loss_cls: 2.5947, loss: 2.5947, grad_norm: 3.9648 2020-09-16 02:46:35,601 - mmaction - INFO - Epoch [17][500/1320] lr: 2.000e-02, eta: 1 day, 2:33:53, time: 1.973, data_time: 0.005, memory: 10966, top1_acc: 0.3660, top5_acc: 0.6617, loss_cls: 2.6135, loss: 2.6135, grad_norm: 4.0450 2020-09-16 02:47:19,458 - mmaction - INFO - Epoch [17][520/1320] lr: 2.000e-02, eta: 1 day, 2:33:12, time: 2.191, data_time: 0.009, memory: 10966, top1_acc: 0.3676, top5_acc: 0.6566, loss_cls: 2.6255, loss: 2.6255, grad_norm: 4.0332 2020-09-16 02:48:00,910 - mmaction - INFO - Epoch [17][540/1320] lr: 2.000e-02, eta: 1 day, 2:32:25, time: 2.076, data_time: 0.005, memory: 10966, top1_acc: 0.3656, top5_acc: 0.6668, loss_cls: 2.5791, loss: 2.5791, grad_norm: 4.0015 2020-09-16 02:48:42,840 - mmaction - INFO - Epoch [17][560/1320] lr: 2.000e-02, eta: 1 day, 2:31:40, time: 2.097, data_time: 0.007, memory: 10966, top1_acc: 0.3699, top5_acc: 0.6629, loss_cls: 2.5699, loss: 2.5699, grad_norm: 4.0092 2020-09-16 02:49:23,725 - mmaction - INFO - Epoch [17][580/1320] lr: 2.000e-02, eta: 1 day, 2:30:52, time: 2.039, data_time: 0.008, memory: 10966, top1_acc: 0.3676, top5_acc: 0.6582, loss_cls: 2.5989, loss: 2.5989, grad_norm: 3.9588 2020-09-16 02:50:02,155 - mmaction - INFO - Epoch [17][600/1320] lr: 2.000e-02, eta: 1 day, 2:30:00, time: 1.927, data_time: 0.101, memory: 10966, top1_acc: 0.3766, top5_acc: 0.6621, loss_cls: 2.5499, loss: 2.5499, grad_norm: 3.9768 2020-09-16 02:50:44,362 - mmaction - INFO - Epoch [17][620/1320] lr: 2.000e-02, eta: 1 day, 2:29:15, time: 2.108, data_time: 0.113, memory: 10966, top1_acc: 0.3551, top5_acc: 0.6496, loss_cls: 2.6209, loss: 2.6209, grad_norm: 4.0515 2020-09-16 02:51:24,614 - mmaction - INFO - Epoch [17][640/1320] lr: 2.000e-02, eta: 1 day, 2:28:26, time: 2.014, data_time: 0.005, memory: 10966, top1_acc: 0.3344, top5_acc: 0.6496, loss_cls: 2.6743, loss: 2.6743, grad_norm: 3.9567 2020-09-16 02:52:06,269 - mmaction - INFO - Epoch [17][660/1320] lr: 2.000e-02, eta: 1 day, 2:27:40, time: 2.080, data_time: 0.002, memory: 10966, top1_acc: 0.3730, top5_acc: 0.6602, loss_cls: 2.6037, loss: 2.6037, grad_norm: 4.0509 2020-09-16 02:52:47,618 - mmaction - INFO - Epoch [17][680/1320] lr: 2.000e-02, eta: 1 day, 2:26:53, time: 2.067, data_time: 0.005, memory: 10966, top1_acc: 0.3641, top5_acc: 0.6492, loss_cls: 2.6253, loss: 2.6253, grad_norm: 3.9834 2020-09-16 02:53:29,422 - mmaction - INFO - Epoch [17][700/1320] lr: 2.000e-02, eta: 1 day, 2:26:08, time: 2.093, data_time: 0.154, memory: 10966, top1_acc: 0.3438, top5_acc: 0.6555, loss_cls: 2.6010, loss: 2.6010, grad_norm: 3.9146 2020-09-16 02:54:11,143 - mmaction - INFO - Epoch [17][720/1320] lr: 2.000e-02, eta: 1 day, 2:25:22, time: 2.084, data_time: 0.005, memory: 10966, top1_acc: 0.3715, top5_acc: 0.6652, loss_cls: 2.5552, loss: 2.5552, grad_norm: 3.9813 2020-09-16 02:54:52,426 - mmaction - INFO - Epoch [17][740/1320] lr: 2.000e-02, eta: 1 day, 2:24:35, time: 2.064, data_time: 0.436, memory: 10966, top1_acc: 0.3535, top5_acc: 0.6461, loss_cls: 2.6388, loss: 2.6388, grad_norm: 4.0797 2020-09-16 02:55:29,898 - mmaction - INFO - Epoch [17][760/1320] lr: 2.000e-02, eta: 1 day, 2:23:41, time: 1.874, data_time: 0.004, memory: 10966, top1_acc: 0.3602, top5_acc: 0.6477, loss_cls: 2.6253, loss: 2.6253, grad_norm: 4.0332 2020-09-16 02:56:13,900 - mmaction - INFO - Epoch [17][780/1320] lr: 2.000e-02, eta: 1 day, 2:23:00, time: 2.201, data_time: 0.109, memory: 10966, top1_acc: 0.3672, top5_acc: 0.6645, loss_cls: 2.5708, loss: 2.5708, grad_norm: 4.0668 2020-09-16 02:56:55,706 - mmaction - INFO - Epoch [17][800/1320] lr: 2.000e-02, eta: 1 day, 2:22:14, time: 2.090, data_time: 0.004, memory: 10966, top1_acc: 0.3789, top5_acc: 0.6723, loss_cls: 2.5248, loss: 2.5248, grad_norm: 4.0698 2020-09-16 02:57:38,253 - mmaction - INFO - Epoch [17][820/1320] lr: 2.000e-02, eta: 1 day, 2:21:30, time: 2.128, data_time: 0.002, memory: 10966, top1_acc: 0.3727, top5_acc: 0.6574, loss_cls: 2.5923, loss: 2.5923, grad_norm: 4.0044 2020-09-16 02:58:18,421 - mmaction - INFO - Epoch [17][840/1320] lr: 2.000e-02, eta: 1 day, 2:20:41, time: 2.007, data_time: 0.005, memory: 10966, top1_acc: 0.3559, top5_acc: 0.6441, loss_cls: 2.6415, loss: 2.6415, grad_norm: 4.0286 2020-09-16 02:59:00,941 - mmaction - INFO - Epoch [17][860/1320] lr: 2.000e-02, eta: 1 day, 2:19:57, time: 2.127, data_time: 0.004, memory: 10966, top1_acc: 0.3602, top5_acc: 0.6629, loss_cls: 2.6411, loss: 2.6411, grad_norm: 4.0431 2020-09-16 02:59:40,875 - mmaction - INFO - Epoch [17][880/1320] lr: 2.000e-02, eta: 1 day, 2:19:07, time: 1.997, data_time: 0.004, memory: 10966, top1_acc: 0.3629, top5_acc: 0.6500, loss_cls: 2.6294, loss: 2.6294, grad_norm: 3.8772 2020-09-16 03:00:22,733 - mmaction - INFO - Epoch [17][900/1320] lr: 2.000e-02, eta: 1 day, 2:18:22, time: 2.090, data_time: 0.612, memory: 10966, top1_acc: 0.3730, top5_acc: 0.6562, loss_cls: 2.5971, loss: 2.5971, grad_norm: 3.9630 2020-09-16 03:01:04,266 - mmaction - INFO - Epoch [17][920/1320] lr: 2.000e-02, eta: 1 day, 2:17:36, time: 2.079, data_time: 0.063, memory: 10966, top1_acc: 0.3645, top5_acc: 0.6609, loss_cls: 2.5914, loss: 2.5914, grad_norm: 3.9721 2020-09-16 03:01:43,188 - mmaction - INFO - Epoch [17][940/1320] lr: 2.000e-02, eta: 1 day, 2:16:45, time: 1.948, data_time: 0.016, memory: 10966, top1_acc: 0.3672, top5_acc: 0.6465, loss_cls: 2.6048, loss: 2.6048, grad_norm: 4.1040 2020-09-16 03:02:25,632 - mmaction - INFO - Epoch [17][960/1320] lr: 2.000e-02, eta: 1 day, 2:16:00, time: 2.106, data_time: 0.005, memory: 10966, top1_acc: 0.3492, top5_acc: 0.6469, loss_cls: 2.6408, loss: 2.6408, grad_norm: 4.0455 2020-09-16 03:03:06,835 - mmaction - INFO - Epoch [17][980/1320] lr: 2.000e-02, eta: 1 day, 2:15:13, time: 2.074, data_time: 0.035, memory: 10966, top1_acc: 0.3719, top5_acc: 0.6578, loss_cls: 2.6052, loss: 2.6052, grad_norm: 4.0086 2020-09-16 03:03:49,296 - mmaction - INFO - Epoch [17][1000/1320] lr: 2.000e-02, eta: 1 day, 2:14:29, time: 2.119, data_time: 0.022, memory: 10966, top1_acc: 0.3523, top5_acc: 0.6473, loss_cls: 2.6574, loss: 2.6574, grad_norm: 4.0387 2020-09-16 03:04:30,885 - mmaction - INFO - Epoch [17][1020/1320] lr: 2.000e-02, eta: 1 day, 2:13:43, time: 2.081, data_time: 0.007, memory: 10966, top1_acc: 0.3590, top5_acc: 0.6594, loss_cls: 2.6164, loss: 2.6164, grad_norm: 3.9087 2020-09-16 03:05:14,041 - mmaction - INFO - Epoch [17][1040/1320] lr: 2.000e-02, eta: 1 day, 2:13:00, time: 2.159, data_time: 0.060, memory: 10966, top1_acc: 0.3563, top5_acc: 0.6551, loss_cls: 2.6030, loss: 2.6030, grad_norm: 3.9203 2020-09-16 03:05:54,135 - mmaction - INFO - Epoch [17][1060/1320] lr: 2.000e-02, eta: 1 day, 2:12:11, time: 2.006, data_time: 0.005, memory: 10966, top1_acc: 0.3637, top5_acc: 0.6590, loss_cls: 2.5907, loss: 2.5907, grad_norm: 3.9627 2020-09-16 03:06:34,586 - mmaction - INFO - Epoch [17][1080/1320] lr: 2.000e-02, eta: 1 day, 2:11:23, time: 2.023, data_time: 0.109, memory: 10966, top1_acc: 0.3641, top5_acc: 0.6586, loss_cls: 2.6084, loss: 2.6084, grad_norm: 4.0271 2020-09-16 03:07:16,926 - mmaction - INFO - Epoch [17][1100/1320] lr: 2.000e-02, eta: 1 day, 2:10:39, time: 2.115, data_time: 0.004, memory: 10966, top1_acc: 0.3707, top5_acc: 0.6707, loss_cls: 2.5666, loss: 2.5666, grad_norm: 3.9814 2020-09-16 03:07:58,836 - mmaction - INFO - Epoch [17][1120/1320] lr: 2.000e-02, eta: 1 day, 2:09:54, time: 2.098, data_time: 0.006, memory: 10966, top1_acc: 0.3527, top5_acc: 0.6441, loss_cls: 2.6632, loss: 2.6632, grad_norm: 4.1413 2020-09-16 03:08:38,706 - mmaction - INFO - Epoch [17][1140/1320] lr: 2.000e-02, eta: 1 day, 2:09:04, time: 1.992, data_time: 0.002, memory: 10966, top1_acc: 0.3469, top5_acc: 0.6418, loss_cls: 2.6691, loss: 2.6691, grad_norm: 3.9204 2020-09-16 03:09:20,984 - mmaction - INFO - Epoch [17][1160/1320] lr: 2.000e-02, eta: 1 day, 2:08:20, time: 2.113, data_time: 0.003, memory: 10966, top1_acc: 0.3836, top5_acc: 0.6629, loss_cls: 2.6083, loss: 2.6083, grad_norm: 3.9839 2020-09-16 03:10:01,987 - mmaction - INFO - Epoch [17][1180/1320] lr: 2.000e-02, eta: 1 day, 2:07:32, time: 2.045, data_time: 0.003, memory: 10966, top1_acc: 0.3594, top5_acc: 0.6609, loss_cls: 2.5701, loss: 2.5701, grad_norm: 3.8760 2020-09-16 03:10:44,163 - mmaction - INFO - Epoch [17][1200/1320] lr: 2.000e-02, eta: 1 day, 2:06:48, time: 2.113, data_time: 0.010, memory: 10966, top1_acc: 0.3555, top5_acc: 0.6543, loss_cls: 2.5698, loss: 2.5698, grad_norm: 3.9469 2020-09-16 03:11:23,991 - mmaction - INFO - Epoch [17][1220/1320] lr: 2.000e-02, eta: 1 day, 2:05:59, time: 1.993, data_time: 0.004, memory: 10966, top1_acc: 0.3660, top5_acc: 0.6613, loss_cls: 2.5857, loss: 2.5857, grad_norm: 3.9555 2020-09-16 03:12:05,270 - mmaction - INFO - Epoch [17][1240/1320] lr: 2.000e-02, eta: 1 day, 2:05:12, time: 2.064, data_time: 0.004, memory: 10966, top1_acc: 0.3707, top5_acc: 0.6617, loss_cls: 2.5946, loss: 2.5946, grad_norm: 4.0246 2020-09-16 03:12:46,532 - mmaction - INFO - Epoch [17][1260/1320] lr: 2.000e-02, eta: 1 day, 2:04:25, time: 2.059, data_time: 0.003, memory: 10966, top1_acc: 0.3648, top5_acc: 0.6410, loss_cls: 2.6414, loss: 2.6414, grad_norm: 3.8769 2020-09-16 03:13:28,397 - mmaction - INFO - Epoch [17][1280/1320] lr: 2.000e-02, eta: 1 day, 2:03:40, time: 2.095, data_time: 0.008, memory: 10966, top1_acc: 0.3578, top5_acc: 0.6574, loss_cls: 2.6304, loss: 2.6304, grad_norm: 4.0235 2020-09-16 03:14:11,804 - mmaction - INFO - Epoch [17][1300/1320] lr: 2.000e-02, eta: 1 day, 2:02:58, time: 2.172, data_time: 0.025, memory: 10966, top1_acc: 0.3695, top5_acc: 0.6680, loss_cls: 2.5766, loss: 2.5766, grad_norm: 3.9938 2020-09-16 03:14:49,445 - mmaction - INFO - Epoch [17][1320/1320] lr: 2.000e-02, eta: 1 day, 2:02:04, time: 1.882, data_time: 0.004, memory: 10966, top1_acc: 0.3734, top5_acc: 0.6794, loss_cls: 2.4897, loss: 2.4897, grad_norm: 3.9955 2020-09-16 03:14:59,542 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-09-16 03:22:37,828 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 03:22:38,170 - mmaction - INFO - top1_acc 0.2533 top5_acc 0.5509 2020-09-16 03:22:38,171 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 03:22:38,237 - mmaction - INFO - mean_acc 0.1982 2020-09-16 03:22:38,243 - mmaction - INFO - Epoch(val) [17][1320] top1_acc: 0.2533, top5_acc: 0.5509, mean_class_accuracy: 0.1982 2020-09-16 03:24:47,050 - mmaction - INFO - Epoch [18][20/1320] lr: 2.000e-02, eta: 1 day, 2:04:08, time: 6.438, data_time: 4.605, memory: 10966, top1_acc: 0.3766, top5_acc: 0.6746, loss_cls: 2.4991, loss: 2.4991, grad_norm: 3.9180 2020-09-16 03:25:27,137 - mmaction - INFO - Epoch [18][40/1320] lr: 2.000e-02, eta: 1 day, 2:03:18, time: 2.001, data_time: 0.115, memory: 10966, top1_acc: 0.3996, top5_acc: 0.6879, loss_cls: 2.4432, loss: 2.4432, grad_norm: 3.9573 2020-09-16 03:26:07,504 - mmaction - INFO - Epoch [18][60/1320] lr: 2.000e-02, eta: 1 day, 2:02:30, time: 2.023, data_time: 0.007, memory: 10966, top1_acc: 0.3781, top5_acc: 0.6625, loss_cls: 2.5756, loss: 2.5756, grad_norm: 3.9668 2020-09-16 03:26:50,125 - mmaction - INFO - Epoch [18][80/1320] lr: 2.000e-02, eta: 1 day, 2:01:46, time: 2.126, data_time: 0.003, memory: 10966, top1_acc: 0.3871, top5_acc: 0.6824, loss_cls: 2.4690, loss: 2.4690, grad_norm: 3.9468 2020-09-16 03:27:29,225 - mmaction - INFO - Epoch [18][100/1320] lr: 2.000e-02, eta: 1 day, 2:00:55, time: 1.961, data_time: 0.178, memory: 10966, top1_acc: 0.3789, top5_acc: 0.6813, loss_cls: 2.5226, loss: 2.5226, grad_norm: 4.0575 2020-09-16 03:28:08,783 - mmaction - INFO - Epoch [18][120/1320] lr: 2.000e-02, eta: 1 day, 2:00:05, time: 1.977, data_time: 0.280, memory: 10966, top1_acc: 0.3891, top5_acc: 0.6789, loss_cls: 2.4797, loss: 2.4797, grad_norm: 3.9297 2020-09-16 03:28:51,140 - mmaction - INFO - Epoch [18][140/1320] lr: 2.000e-02, eta: 1 day, 1:59:21, time: 2.118, data_time: 0.164, memory: 10966, top1_acc: 0.3797, top5_acc: 0.6687, loss_cls: 2.5100, loss: 2.5100, grad_norm: 3.9446 2020-09-16 03:29:31,957 - mmaction - INFO - Epoch [18][160/1320] lr: 2.000e-02, eta: 1 day, 1:58:33, time: 2.041, data_time: 0.074, memory: 10966, top1_acc: 0.3926, top5_acc: 0.6766, loss_cls: 2.4717, loss: 2.4717, grad_norm: 3.8851 2020-09-16 03:30:12,936 - mmaction - INFO - Epoch [18][180/1320] lr: 2.000e-02, eta: 1 day, 1:57:46, time: 2.051, data_time: 0.006, memory: 10966, top1_acc: 0.3922, top5_acc: 0.6625, loss_cls: 2.5017, loss: 2.5017, grad_norm: 4.0228 2020-09-16 03:30:55,213 - mmaction - INFO - Epoch [18][200/1320] lr: 2.000e-02, eta: 1 day, 1:57:02, time: 2.111, data_time: 0.003, memory: 10966, top1_acc: 0.3652, top5_acc: 0.6672, loss_cls: 2.5555, loss: 2.5555, grad_norm: 3.9923 2020-09-16 03:31:35,415 - mmaction - INFO - Epoch [18][220/1320] lr: 2.000e-02, eta: 1 day, 1:56:13, time: 2.012, data_time: 0.133, memory: 10966, top1_acc: 0.3777, top5_acc: 0.6727, loss_cls: 2.5353, loss: 2.5353, grad_norm: 4.0643 2020-09-16 03:32:16,062 - mmaction - INFO - Epoch [18][240/1320] lr: 2.000e-02, eta: 1 day, 1:55:25, time: 2.029, data_time: 0.002, memory: 10966, top1_acc: 0.3914, top5_acc: 0.6840, loss_cls: 2.5227, loss: 2.5227, grad_norm: 4.0567 2020-09-16 03:32:57,384 - mmaction - INFO - Epoch [18][260/1320] lr: 2.000e-02, eta: 1 day, 1:54:39, time: 2.065, data_time: 0.005, memory: 10966, top1_acc: 0.3766, top5_acc: 0.6676, loss_cls: 2.5619, loss: 2.5619, grad_norm: 4.0116 2020-09-16 03:33:38,301 - mmaction - INFO - Epoch [18][280/1320] lr: 2.000e-02, eta: 1 day, 1:53:52, time: 2.050, data_time: 0.018, memory: 10966, top1_acc: 0.3773, top5_acc: 0.6789, loss_cls: 2.4996, loss: 2.4996, grad_norm: 3.9911 2020-09-16 03:34:18,923 - mmaction - INFO - Epoch [18][300/1320] lr: 2.000e-02, eta: 1 day, 1:53:04, time: 2.031, data_time: 0.179, memory: 10966, top1_acc: 0.3937, top5_acc: 0.6723, loss_cls: 2.4786, loss: 2.4786, grad_norm: 4.0264 2020-09-16 03:35:01,823 - mmaction - INFO - Epoch [18][320/1320] lr: 2.000e-02, eta: 1 day, 1:52:20, time: 2.144, data_time: 0.106, memory: 10966, top1_acc: 0.3613, top5_acc: 0.6504, loss_cls: 2.6181, loss: 2.6181, grad_norm: 4.0477 2020-09-16 03:35:41,594 - mmaction - INFO - Epoch [18][340/1320] lr: 2.000e-02, eta: 1 day, 1:51:31, time: 1.989, data_time: 0.005, memory: 10966, top1_acc: 0.3773, top5_acc: 0.6621, loss_cls: 2.5337, loss: 2.5337, grad_norm: 3.9949 2020-09-16 03:36:22,546 - mmaction - INFO - Epoch [18][360/1320] lr: 2.000e-02, eta: 1 day, 1:50:44, time: 2.048, data_time: 0.340, memory: 10966, top1_acc: 0.3590, top5_acc: 0.6496, loss_cls: 2.6025, loss: 2.6025, grad_norm: 4.1164 2020-09-16 03:37:03,253 - mmaction - INFO - Epoch [18][380/1320] lr: 2.000e-02, eta: 1 day, 1:49:56, time: 2.025, data_time: 0.493, memory: 10966, top1_acc: 0.3734, top5_acc: 0.6773, loss_cls: 2.4988, loss: 2.4988, grad_norm: 3.9590 2020-09-16 03:37:44,710 - mmaction - INFO - Epoch [18][400/1320] lr: 2.000e-02, eta: 1 day, 1:49:10, time: 2.081, data_time: 0.287, memory: 10966, top1_acc: 0.3762, top5_acc: 0.6754, loss_cls: 2.5256, loss: 2.5256, grad_norm: 4.0005 2020-09-16 03:38:24,698 - mmaction - INFO - Epoch [18][420/1320] lr: 2.000e-02, eta: 1 day, 1:48:21, time: 1.998, data_time: 0.098, memory: 10966, top1_acc: 0.3828, top5_acc: 0.6523, loss_cls: 2.5918, loss: 2.5918, grad_norm: 4.1145 2020-09-16 03:39:09,113 - mmaction - INFO - Epoch [18][440/1320] lr: 2.000e-02, eta: 1 day, 1:47:41, time: 2.224, data_time: 0.290, memory: 10966, top1_acc: 0.3539, top5_acc: 0.6488, loss_cls: 2.6281, loss: 2.6281, grad_norm: 4.0521 2020-09-16 03:39:47,692 - mmaction - INFO - Epoch [18][460/1320] lr: 2.000e-02, eta: 1 day, 1:46:49, time: 1.930, data_time: 0.018, memory: 10966, top1_acc: 0.3633, top5_acc: 0.6508, loss_cls: 2.5871, loss: 2.5871, grad_norm: 4.0440 2020-09-16 03:40:31,243 - mmaction - INFO - Epoch [18][480/1320] lr: 2.000e-02, eta: 1 day, 1:46:07, time: 2.178, data_time: 0.005, memory: 10966, top1_acc: 0.3672, top5_acc: 0.6609, loss_cls: 2.5712, loss: 2.5712, grad_norm: 3.9816 2020-09-16 03:41:11,459 - mmaction - INFO - Epoch [18][500/1320] lr: 2.000e-02, eta: 1 day, 1:45:19, time: 2.009, data_time: 0.003, memory: 10966, top1_acc: 0.3781, top5_acc: 0.6742, loss_cls: 2.5225, loss: 2.5225, grad_norm: 3.9212 2020-09-16 03:41:53,727 - mmaction - INFO - Epoch [18][520/1320] lr: 2.000e-02, eta: 1 day, 1:44:34, time: 2.115, data_time: 0.006, memory: 10966, top1_acc: 0.3688, top5_acc: 0.6590, loss_cls: 2.5628, loss: 2.5628, grad_norm: 3.9852 2020-09-16 03:42:34,465 - mmaction - INFO - Epoch [18][540/1320] lr: 2.000e-02, eta: 1 day, 1:43:47, time: 2.037, data_time: 0.006, memory: 10966, top1_acc: 0.3625, top5_acc: 0.6566, loss_cls: 2.5979, loss: 2.5979, grad_norm: 4.1054 2020-09-16 03:43:16,168 - mmaction - INFO - Epoch [18][560/1320] lr: 2.000e-02, eta: 1 day, 1:43:01, time: 2.085, data_time: 0.004, memory: 10966, top1_acc: 0.3738, top5_acc: 0.6680, loss_cls: 2.5724, loss: 2.5724, grad_norm: 4.1807 2020-09-16 03:43:58,452 - mmaction - INFO - Epoch [18][580/1320] lr: 2.000e-02, eta: 1 day, 1:42:17, time: 2.114, data_time: 0.004, memory: 10966, top1_acc: 0.3672, top5_acc: 0.6687, loss_cls: 2.5713, loss: 2.5713, grad_norm: 4.0313 2020-09-16 03:44:38,155 - mmaction - INFO - Epoch [18][600/1320] lr: 2.000e-02, eta: 1 day, 1:41:27, time: 1.985, data_time: 0.229, memory: 10966, top1_acc: 0.3703, top5_acc: 0.6621, loss_cls: 2.5987, loss: 2.5987, grad_norm: 4.0048 2020-09-16 03:45:19,081 - mmaction - INFO - Epoch [18][620/1320] lr: 2.000e-02, eta: 1 day, 1:40:40, time: 2.043, data_time: 0.002, memory: 10966, top1_acc: 0.3680, top5_acc: 0.6738, loss_cls: 2.5301, loss: 2.5301, grad_norm: 4.0331 2020-09-16 03:45:58,429 - mmaction - INFO - Epoch [18][640/1320] lr: 2.000e-02, eta: 1 day, 1:39:50, time: 1.970, data_time: 0.711, memory: 10966, top1_acc: 0.3641, top5_acc: 0.6508, loss_cls: 2.5859, loss: 2.5859, grad_norm: 3.9573 2020-09-16 03:46:39,299 - mmaction - INFO - Epoch [18][660/1320] lr: 2.000e-02, eta: 1 day, 1:39:03, time: 2.042, data_time: 0.558, memory: 10966, top1_acc: 0.3738, top5_acc: 0.6742, loss_cls: 2.5004, loss: 2.5004, grad_norm: 3.8661 2020-09-16 03:47:20,300 - mmaction - INFO - Epoch [18][680/1320] lr: 2.000e-02, eta: 1 day, 1:38:16, time: 2.052, data_time: 0.017, memory: 10966, top1_acc: 0.3758, top5_acc: 0.6703, loss_cls: 2.5659, loss: 2.5659, grad_norm: 4.0006 2020-09-16 03:48:01,409 - mmaction - INFO - Epoch [18][700/1320] lr: 2.000e-02, eta: 1 day, 1:37:30, time: 2.055, data_time: 0.063, memory: 10966, top1_acc: 0.3746, top5_acc: 0.6645, loss_cls: 2.5597, loss: 2.5597, grad_norm: 4.0239 2020-09-16 03:48:44,936 - mmaction - INFO - Epoch [18][720/1320] lr: 2.000e-02, eta: 1 day, 1:36:48, time: 2.178, data_time: 0.005, memory: 10966, top1_acc: 0.3691, top5_acc: 0.6633, loss_cls: 2.5642, loss: 2.5642, grad_norm: 4.1839 2020-09-16 03:49:24,717 - mmaction - INFO - Epoch [18][740/1320] lr: 2.000e-02, eta: 1 day, 1:35:58, time: 1.986, data_time: 0.048, memory: 10966, top1_acc: 0.3672, top5_acc: 0.6586, loss_cls: 2.5880, loss: 2.5880, grad_norm: 4.0576 2020-09-16 03:50:06,778 - mmaction - INFO - Epoch [18][760/1320] lr: 2.000e-02, eta: 1 day, 1:35:14, time: 2.105, data_time: 0.054, memory: 10966, top1_acc: 0.3746, top5_acc: 0.6738, loss_cls: 2.5298, loss: 2.5298, grad_norm: 4.0873 2020-09-16 03:50:50,106 - mmaction - INFO - Epoch [18][780/1320] lr: 2.000e-02, eta: 1 day, 1:34:31, time: 2.166, data_time: 0.004, memory: 10966, top1_acc: 0.3578, top5_acc: 0.6652, loss_cls: 2.5680, loss: 2.5680, grad_norm: 4.0548 2020-09-16 03:51:28,057 - mmaction - INFO - Epoch [18][800/1320] lr: 2.000e-02, eta: 1 day, 1:33:39, time: 1.898, data_time: 0.003, memory: 10966, top1_acc: 0.3477, top5_acc: 0.6480, loss_cls: 2.6361, loss: 2.6361, grad_norm: 4.1283 2020-09-16 03:52:10,183 - mmaction - INFO - Epoch [18][820/1320] lr: 2.000e-02, eta: 1 day, 1:32:54, time: 2.104, data_time: 0.004, memory: 10966, top1_acc: 0.3617, top5_acc: 0.6582, loss_cls: 2.6047, loss: 2.6047, grad_norm: 4.0084 2020-09-16 03:52:48,786 - mmaction - INFO - Epoch [18][840/1320] lr: 2.000e-02, eta: 1 day, 1:32:03, time: 1.932, data_time: 0.040, memory: 10966, top1_acc: 0.3645, top5_acc: 0.6684, loss_cls: 2.5440, loss: 2.5440, grad_norm: 3.9240 2020-09-16 03:53:31,496 - mmaction - INFO - Epoch [18][860/1320] lr: 2.000e-02, eta: 1 day, 1:31:19, time: 2.135, data_time: 0.003, memory: 10966, top1_acc: 0.3629, top5_acc: 0.6629, loss_cls: 2.5822, loss: 2.5822, grad_norm: 4.0660 2020-09-16 03:54:12,887 - mmaction - INFO - Epoch [18][880/1320] lr: 2.000e-02, eta: 1 day, 1:30:33, time: 2.070, data_time: 0.006, memory: 10966, top1_acc: 0.3711, top5_acc: 0.6668, loss_cls: 2.5316, loss: 2.5316, grad_norm: 3.9156 2020-09-16 03:54:53,215 - mmaction - INFO - Epoch [18][900/1320] lr: 2.000e-02, eta: 1 day, 1:29:45, time: 2.016, data_time: 0.008, memory: 10966, top1_acc: 0.3746, top5_acc: 0.6582, loss_cls: 2.5751, loss: 2.5751, grad_norm: 4.1052 2020-09-16 03:55:34,428 - mmaction - INFO - Epoch [18][920/1320] lr: 2.000e-02, eta: 1 day, 1:28:59, time: 2.061, data_time: 0.005, memory: 10966, top1_acc: 0.3738, top5_acc: 0.6691, loss_cls: 2.5382, loss: 2.5382, grad_norm: 4.0402 2020-09-16 03:56:16,721 - mmaction - INFO - Epoch [18][940/1320] lr: 2.000e-02, eta: 1 day, 1:28:14, time: 2.115, data_time: 0.004, memory: 10966, top1_acc: 0.3469, top5_acc: 0.6543, loss_cls: 2.6526, loss: 2.6526, grad_norm: 4.2030 2020-09-16 03:56:55,287 - mmaction - INFO - Epoch [18][960/1320] lr: 2.000e-02, eta: 1 day, 1:27:23, time: 1.928, data_time: 0.456, memory: 10966, top1_acc: 0.3727, top5_acc: 0.6605, loss_cls: 2.5479, loss: 2.5479, grad_norm: 4.1189 2020-09-16 03:57:36,321 - mmaction - INFO - Epoch [18][980/1320] lr: 2.000e-02, eta: 1 day, 1:26:37, time: 2.051, data_time: 1.244, memory: 10966, top1_acc: 0.3758, top5_acc: 0.6594, loss_cls: 2.5792, loss: 2.5792, grad_norm: 4.0218 2020-09-16 03:58:18,101 - mmaction - INFO - Epoch [18][1000/1320] lr: 2.000e-02, eta: 1 day, 1:25:51, time: 2.091, data_time: 1.187, memory: 10966, top1_acc: 0.3645, top5_acc: 0.6707, loss_cls: 2.5534, loss: 2.5534, grad_norm: 4.0073 2020-09-16 03:58:58,249 - mmaction - INFO - Epoch [18][1020/1320] lr: 2.000e-02, eta: 1 day, 1:25:03, time: 2.007, data_time: 0.737, memory: 10966, top1_acc: 0.3715, top5_acc: 0.6508, loss_cls: 2.5698, loss: 2.5698, grad_norm: 3.9938 2020-09-16 03:59:40,269 - mmaction - INFO - Epoch [18][1040/1320] lr: 2.000e-02, eta: 1 day, 1:24:18, time: 2.100, data_time: 0.002, memory: 10966, top1_acc: 0.3613, top5_acc: 0.6594, loss_cls: 2.5833, loss: 2.5833, grad_norm: 3.9473 2020-09-16 04:00:22,309 - mmaction - INFO - Epoch [18][1060/1320] lr: 2.000e-02, eta: 1 day, 1:23:33, time: 2.095, data_time: 0.004, memory: 10966, top1_acc: 0.3770, top5_acc: 0.6438, loss_cls: 2.6620, loss: 2.6620, grad_norm: 3.9753 2020-09-16 04:01:02,217 - mmaction - INFO - Epoch [18][1080/1320] lr: 2.000e-02, eta: 1 day, 1:22:45, time: 2.002, data_time: 0.259, memory: 10966, top1_acc: 0.3680, top5_acc: 0.6590, loss_cls: 2.6209, loss: 2.6209, grad_norm: 4.1083 2020-09-16 04:01:43,942 - mmaction - INFO - Epoch [18][1100/1320] lr: 2.000e-02, eta: 1 day, 1:21:59, time: 2.088, data_time: 0.530, memory: 10966, top1_acc: 0.3613, top5_acc: 0.6430, loss_cls: 2.6331, loss: 2.6331, grad_norm: 3.9899 2020-09-16 04:02:24,609 - mmaction - INFO - Epoch [18][1120/1320] lr: 2.000e-02, eta: 1 day, 1:21:12, time: 2.032, data_time: 0.326, memory: 10966, top1_acc: 0.3715, top5_acc: 0.6676, loss_cls: 2.5901, loss: 2.5901, grad_norm: 3.9259 2020-09-16 04:03:04,038 - mmaction - INFO - Epoch [18][1140/1320] lr: 2.000e-02, eta: 1 day, 1:20:23, time: 1.969, data_time: 0.006, memory: 10966, top1_acc: 0.3750, top5_acc: 0.6625, loss_cls: 2.5636, loss: 2.5636, grad_norm: 4.0444 2020-09-16 04:03:47,606 - mmaction - INFO - Epoch [18][1160/1320] lr: 2.000e-02, eta: 1 day, 1:19:41, time: 2.182, data_time: 0.005, memory: 10966, top1_acc: 0.3801, top5_acc: 0.6684, loss_cls: 2.5288, loss: 2.5288, grad_norm: 3.8933 2020-09-16 04:04:29,036 - mmaction - INFO - Epoch [18][1180/1320] lr: 2.000e-02, eta: 1 day, 1:18:55, time: 2.068, data_time: 0.109, memory: 10966, top1_acc: 0.3688, top5_acc: 0.6426, loss_cls: 2.6026, loss: 2.6026, grad_norm: 4.0223 2020-09-16 04:05:09,476 - mmaction - INFO - Epoch [18][1200/1320] lr: 2.000e-02, eta: 1 day, 1:18:07, time: 2.020, data_time: 0.005, memory: 10966, top1_acc: 0.3672, top5_acc: 0.6512, loss_cls: 2.5861, loss: 2.5861, grad_norm: 3.9324 2020-09-16 04:05:49,629 - mmaction - INFO - Epoch [18][1220/1320] lr: 2.000e-02, eta: 1 day, 1:17:19, time: 2.012, data_time: 0.074, memory: 10966, top1_acc: 0.3883, top5_acc: 0.6680, loss_cls: 2.5280, loss: 2.5280, grad_norm: 3.9314 2020-09-16 04:06:30,618 - mmaction - INFO - Epoch [18][1240/1320] lr: 2.000e-02, eta: 1 day, 1:16:33, time: 2.050, data_time: 0.004, memory: 10966, top1_acc: 0.3383, top5_acc: 0.6391, loss_cls: 2.6949, loss: 2.6949, grad_norm: 4.0091 2020-09-16 04:07:11,606 - mmaction - INFO - Epoch [18][1260/1320] lr: 2.000e-02, eta: 1 day, 1:15:46, time: 2.050, data_time: 0.002, memory: 10966, top1_acc: 0.3746, top5_acc: 0.6625, loss_cls: 2.5426, loss: 2.5426, grad_norm: 3.8966 2020-09-16 04:07:55,438 - mmaction - INFO - Epoch [18][1280/1320] lr: 2.000e-02, eta: 1 day, 1:15:04, time: 2.191, data_time: 0.001, memory: 10966, top1_acc: 0.3719, top5_acc: 0.6754, loss_cls: 2.5568, loss: 2.5568, grad_norm: 3.9413 2020-09-16 04:08:34,991 - mmaction - INFO - Epoch [18][1300/1320] lr: 2.000e-02, eta: 1 day, 1:14:15, time: 1.978, data_time: 0.003, memory: 10966, top1_acc: 0.3750, top5_acc: 0.6664, loss_cls: 2.5641, loss: 2.5641, grad_norm: 4.0338 2020-09-16 04:09:11,534 - mmaction - INFO - Epoch [18][1320/1320] lr: 2.000e-02, eta: 1 day, 1:13:21, time: 1.825, data_time: 0.125, memory: 10966, top1_acc: 0.3714, top5_acc: 0.6563, loss_cls: 2.6178, loss: 2.6178, grad_norm: 4.1026 2020-09-16 04:09:21,648 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-09-16 04:16:57,478 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 04:16:57,816 - mmaction - INFO - top1_acc 0.2531 top5_acc 0.5390 2020-09-16 04:16:57,816 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 04:16:57,866 - mmaction - INFO - mean_acc 0.1909 2020-09-16 04:16:57,873 - mmaction - INFO - Epoch(val) [18][1320] top1_acc: 0.2531, top5_acc: 0.5390, mean_class_accuracy: 0.1909 2020-09-16 04:19:08,471 - mmaction - INFO - Epoch [19][20/1320] lr: 2.000e-02, eta: 1 day, 1:15:13, time: 6.526, data_time: 4.998, memory: 10966, top1_acc: 0.3898, top5_acc: 0.6777, loss_cls: 2.4837, loss: 2.4837, grad_norm: 3.8475 2020-09-16 04:19:51,361 - mmaction - INFO - Epoch [19][40/1320] lr: 2.000e-02, eta: 1 day, 1:14:30, time: 2.144, data_time: 0.179, memory: 10966, top1_acc: 0.3793, top5_acc: 0.6723, loss_cls: 2.5288, loss: 2.5288, grad_norm: 4.0896 2020-09-16 04:20:32,305 - mmaction - INFO - Epoch [19][60/1320] lr: 2.000e-02, eta: 1 day, 1:13:43, time: 2.044, data_time: 0.007, memory: 10966, top1_acc: 0.3785, top5_acc: 0.6535, loss_cls: 2.5687, loss: 2.5687, grad_norm: 4.0820 2020-09-16 04:21:14,024 - mmaction - INFO - Epoch [19][80/1320] lr: 2.000e-02, eta: 1 day, 1:12:57, time: 2.088, data_time: 0.008, memory: 10966, top1_acc: 0.3727, top5_acc: 0.6711, loss_cls: 2.5100, loss: 2.5100, grad_norm: 4.0354 2020-09-16 04:21:57,096 - mmaction - INFO - Epoch [19][100/1320] lr: 2.000e-02, eta: 1 day, 1:12:14, time: 2.154, data_time: 0.150, memory: 10966, top1_acc: 0.3621, top5_acc: 0.6691, loss_cls: 2.5754, loss: 2.5754, grad_norm: 4.0679 2020-09-16 04:22:36,709 - mmaction - INFO - Epoch [19][120/1320] lr: 2.000e-02, eta: 1 day, 1:11:25, time: 1.983, data_time: 0.037, memory: 10966, top1_acc: 0.3984, top5_acc: 0.6738, loss_cls: 2.4852, loss: 2.4852, grad_norm: 3.9856 2020-09-16 04:23:17,617 - mmaction - INFO - Epoch [19][140/1320] lr: 2.000e-02, eta: 1 day, 1:10:39, time: 2.046, data_time: 0.115, memory: 10966, top1_acc: 0.4023, top5_acc: 0.6813, loss_cls: 2.4493, loss: 2.4493, grad_norm: 3.9343 2020-09-16 04:23:58,124 - mmaction - INFO - Epoch [19][160/1320] lr: 2.000e-02, eta: 1 day, 1:09:51, time: 2.024, data_time: 0.008, memory: 10966, top1_acc: 0.3891, top5_acc: 0.6898, loss_cls: 2.4365, loss: 2.4365, grad_norm: 4.0022 2020-09-16 04:24:39,340 - mmaction - INFO - Epoch [19][180/1320] lr: 2.000e-02, eta: 1 day, 1:09:05, time: 2.061, data_time: 0.092, memory: 10966, top1_acc: 0.3738, top5_acc: 0.6684, loss_cls: 2.5188, loss: 2.5188, grad_norm: 4.0197 2020-09-16 04:25:21,790 - mmaction - INFO - Epoch [19][200/1320] lr: 2.000e-02, eta: 1 day, 1:08:21, time: 2.123, data_time: 0.005, memory: 10966, top1_acc: 0.3895, top5_acc: 0.6773, loss_cls: 2.5046, loss: 2.5046, grad_norm: 3.9104 2020-09-16 04:26:01,962 - mmaction - INFO - Epoch [19][220/1320] lr: 2.000e-02, eta: 1 day, 1:07:32, time: 2.010, data_time: 0.005, memory: 10966, top1_acc: 0.3551, top5_acc: 0.6664, loss_cls: 2.5704, loss: 2.5704, grad_norm: 4.0639 2020-09-16 04:26:42,004 - mmaction - INFO - Epoch [19][240/1320] lr: 2.000e-02, eta: 1 day, 1:06:44, time: 2.002, data_time: 0.005, memory: 10966, top1_acc: 0.3809, top5_acc: 0.6695, loss_cls: 2.4973, loss: 2.4973, grad_norm: 4.0193 2020-09-16 04:27:23,961 - mmaction - INFO - Epoch [19][260/1320] lr: 2.000e-02, eta: 1 day, 1:05:59, time: 2.098, data_time: 0.007, memory: 10966, top1_acc: 0.3715, top5_acc: 0.6609, loss_cls: 2.5691, loss: 2.5691, grad_norm: 4.1245 2020-09-16 04:28:05,696 - mmaction - INFO - Epoch [19][280/1320] lr: 2.000e-02, eta: 1 day, 1:05:14, time: 2.084, data_time: 0.002, memory: 10966, top1_acc: 0.3750, top5_acc: 0.6680, loss_cls: 2.5429, loss: 2.5429, grad_norm: 4.0430 2020-09-16 04:28:47,522 - mmaction - INFO - Epoch [19][300/1320] lr: 2.000e-02, eta: 1 day, 1:04:29, time: 2.093, data_time: 0.126, memory: 10966, top1_acc: 0.3637, top5_acc: 0.6723, loss_cls: 2.5689, loss: 2.5689, grad_norm: 4.0896 2020-09-16 04:29:25,627 - mmaction - INFO - Epoch [19][320/1320] lr: 2.000e-02, eta: 1 day, 1:03:37, time: 1.904, data_time: 0.480, memory: 10966, top1_acc: 0.3957, top5_acc: 0.6684, loss_cls: 2.5150, loss: 2.5150, grad_norm: 3.9289 2020-09-16 04:30:08,277 - mmaction - INFO - Epoch [19][340/1320] lr: 2.000e-02, eta: 1 day, 1:02:53, time: 2.129, data_time: 0.127, memory: 10966, top1_acc: 0.3801, top5_acc: 0.6801, loss_cls: 2.4701, loss: 2.4701, grad_norm: 4.0200 2020-09-16 04:30:47,578 - mmaction - INFO - Epoch [19][360/1320] lr: 2.000e-02, eta: 1 day, 1:02:04, time: 1.968, data_time: 0.009, memory: 10966, top1_acc: 0.3668, top5_acc: 0.6438, loss_cls: 2.6126, loss: 2.6126, grad_norm: 4.1294 2020-09-16 04:31:27,361 - mmaction - INFO - Epoch [19][380/1320] lr: 2.000e-02, eta: 1 day, 1:01:15, time: 1.989, data_time: 0.004, memory: 10966, top1_acc: 0.3652, top5_acc: 0.6520, loss_cls: 2.5733, loss: 2.5733, grad_norm: 4.0973 2020-09-16 04:32:10,594 - mmaction - INFO - Epoch [19][400/1320] lr: 2.000e-02, eta: 1 day, 1:00:32, time: 2.160, data_time: 0.006, memory: 10966, top1_acc: 0.3762, top5_acc: 0.6719, loss_cls: 2.5295, loss: 2.5295, grad_norm: 4.0005 2020-09-16 04:32:53,408 - mmaction - INFO - Epoch [19][420/1320] lr: 2.000e-02, eta: 1 day, 0:59:49, time: 2.143, data_time: 0.007, memory: 10966, top1_acc: 0.3590, top5_acc: 0.6629, loss_cls: 2.5605, loss: 2.5605, grad_norm: 3.9966 2020-09-16 04:33:34,791 - mmaction - INFO - Epoch [19][440/1320] lr: 2.000e-02, eta: 1 day, 0:59:03, time: 2.068, data_time: 0.004, memory: 10966, top1_acc: 0.3633, top5_acc: 0.6621, loss_cls: 2.5491, loss: 2.5491, grad_norm: 3.9781 2020-09-16 04:34:15,824 - mmaction - INFO - Epoch [19][460/1320] lr: 2.000e-02, eta: 1 day, 0:58:17, time: 2.051, data_time: 0.006, memory: 10966, top1_acc: 0.3762, top5_acc: 0.6605, loss_cls: 2.5185, loss: 2.5185, grad_norm: 4.0491 2020-09-16 04:34:55,136 - mmaction - INFO - Epoch [19][480/1320] lr: 2.000e-02, eta: 1 day, 0:57:27, time: 1.967, data_time: 0.004, memory: 10966, top1_acc: 0.3785, top5_acc: 0.6781, loss_cls: 2.5105, loss: 2.5105, grad_norm: 4.0245 2020-09-16 04:35:35,190 - mmaction - INFO - Epoch [19][500/1320] lr: 2.000e-02, eta: 1 day, 0:56:39, time: 2.002, data_time: 0.004, memory: 10966, top1_acc: 0.3738, top5_acc: 0.6793, loss_cls: 2.5005, loss: 2.5005, grad_norm: 4.1374 2020-09-16 04:36:17,924 - mmaction - INFO - Epoch [19][520/1320] lr: 2.000e-02, eta: 1 day, 0:55:55, time: 2.137, data_time: 0.003, memory: 10966, top1_acc: 0.3746, top5_acc: 0.6613, loss_cls: 2.5454, loss: 2.5454, grad_norm: 4.0664 2020-09-16 04:36:55,581 - mmaction - INFO - Epoch [19][540/1320] lr: 2.000e-02, eta: 1 day, 0:55:03, time: 1.880, data_time: 0.004, memory: 10966, top1_acc: 0.3863, top5_acc: 0.6738, loss_cls: 2.4872, loss: 2.4872, grad_norm: 3.9625 2020-09-16 04:37:37,166 - mmaction - INFO - Epoch [19][560/1320] lr: 2.000e-02, eta: 1 day, 0:54:18, time: 2.083, data_time: 0.008, memory: 10966, top1_acc: 0.3809, top5_acc: 0.6758, loss_cls: 2.5123, loss: 2.5123, grad_norm: 3.9464 2020-09-16 04:38:17,465 - mmaction - INFO - Epoch [19][580/1320] lr: 2.000e-02, eta: 1 day, 0:53:30, time: 2.015, data_time: 0.003, memory: 10966, top1_acc: 0.3867, top5_acc: 0.6668, loss_cls: 2.5169, loss: 2.5169, grad_norm: 3.9595 2020-09-16 04:38:58,598 - mmaction - INFO - Epoch [19][600/1320] lr: 2.000e-02, eta: 1 day, 0:52:44, time: 2.055, data_time: 0.003, memory: 10966, top1_acc: 0.3789, top5_acc: 0.6598, loss_cls: 2.5607, loss: 2.5607, grad_norm: 4.1774 2020-09-16 04:39:38,544 - mmaction - INFO - Epoch [19][620/1320] lr: 2.000e-02, eta: 1 day, 0:51:56, time: 2.000, data_time: 0.011, memory: 10966, top1_acc: 0.3512, top5_acc: 0.6547, loss_cls: 2.6078, loss: 2.6078, grad_norm: 4.0325 2020-09-16 04:40:19,360 - mmaction - INFO - Epoch [19][640/1320] lr: 2.000e-02, eta: 1 day, 0:51:09, time: 2.033, data_time: 0.002, memory: 10966, top1_acc: 0.3789, top5_acc: 0.6578, loss_cls: 2.5714, loss: 2.5714, grad_norm: 4.0496 2020-09-16 04:41:00,200 - mmaction - INFO - Epoch [19][660/1320] lr: 2.000e-02, eta: 1 day, 0:50:22, time: 2.048, data_time: 0.021, memory: 10966, top1_acc: 0.3773, top5_acc: 0.6602, loss_cls: 2.5697, loss: 2.5697, grad_norm: 4.0417 2020-09-16 04:41:42,444 - mmaction - INFO - Epoch [19][680/1320] lr: 2.000e-02, eta: 1 day, 0:49:38, time: 2.109, data_time: 0.003, memory: 10966, top1_acc: 0.3578, top5_acc: 0.6727, loss_cls: 2.5399, loss: 2.5399, grad_norm: 4.0778 2020-09-16 04:42:23,271 - mmaction - INFO - Epoch [19][700/1320] lr: 2.000e-02, eta: 1 day, 0:48:51, time: 2.032, data_time: 0.036, memory: 10966, top1_acc: 0.3727, top5_acc: 0.6652, loss_cls: 2.5566, loss: 2.5566, grad_norm: 4.0312 2020-09-16 04:43:04,672 - mmaction - INFO - Epoch [19][720/1320] lr: 2.000e-02, eta: 1 day, 0:48:05, time: 2.080, data_time: 0.245, memory: 10966, top1_acc: 0.3781, top5_acc: 0.6594, loss_cls: 2.5691, loss: 2.5691, grad_norm: 3.9801 2020-09-16 04:43:45,566 - mmaction - INFO - Epoch [19][740/1320] lr: 2.000e-02, eta: 1 day, 0:47:19, time: 2.048, data_time: 0.166, memory: 10966, top1_acc: 0.3645, top5_acc: 0.6652, loss_cls: 2.5490, loss: 2.5490, grad_norm: 4.0444 2020-09-16 04:44:27,989 - mmaction - INFO - Epoch [19][760/1320] lr: 2.000e-02, eta: 1 day, 0:46:35, time: 2.122, data_time: 0.499, memory: 10966, top1_acc: 0.3777, top5_acc: 0.6797, loss_cls: 2.5252, loss: 2.5252, grad_norm: 3.9713 2020-09-16 04:45:06,685 - mmaction - INFO - Epoch [19][780/1320] lr: 2.000e-02, eta: 1 day, 0:45:44, time: 1.932, data_time: 0.272, memory: 10966, top1_acc: 0.3953, top5_acc: 0.6742, loss_cls: 2.5184, loss: 2.5184, grad_norm: 4.0566 2020-09-16 04:45:48,719 - mmaction - INFO - Epoch [19][800/1320] lr: 2.000e-02, eta: 1 day, 0:45:00, time: 2.101, data_time: 0.060, memory: 10966, top1_acc: 0.3949, top5_acc: 0.6789, loss_cls: 2.4779, loss: 2.4779, grad_norm: 4.0374 2020-09-16 04:46:30,980 - mmaction - INFO - Epoch [19][820/1320] lr: 2.000e-02, eta: 1 day, 0:44:15, time: 2.116, data_time: 0.005, memory: 10966, top1_acc: 0.3738, top5_acc: 0.6629, loss_cls: 2.5562, loss: 2.5562, grad_norm: 4.0161 2020-09-16 04:47:11,579 - mmaction - INFO - Epoch [19][840/1320] lr: 2.000e-02, eta: 1 day, 0:43:28, time: 2.029, data_time: 0.003, memory: 10966, top1_acc: 0.3770, top5_acc: 0.6754, loss_cls: 2.5241, loss: 2.5241, grad_norm: 3.9393 2020-09-16 04:47:54,387 - mmaction - INFO - Epoch [19][860/1320] lr: 2.000e-02, eta: 1 day, 0:42:45, time: 2.139, data_time: 0.183, memory: 10966, top1_acc: 0.3844, top5_acc: 0.6762, loss_cls: 2.5250, loss: 2.5250, grad_norm: 4.0804 2020-09-16 04:48:35,147 - mmaction - INFO - Epoch [19][880/1320] lr: 2.000e-02, eta: 1 day, 0:41:58, time: 2.040, data_time: 0.046, memory: 10966, top1_acc: 0.3617, top5_acc: 0.6602, loss_cls: 2.5740, loss: 2.5740, grad_norm: 4.0620 2020-09-16 04:49:14,153 - mmaction - INFO - Epoch [19][900/1320] lr: 2.000e-02, eta: 1 day, 0:41:09, time: 1.949, data_time: 0.016, memory: 10966, top1_acc: 0.3773, top5_acc: 0.6539, loss_cls: 2.5991, loss: 2.5991, grad_norm: 4.0489 2020-09-16 04:49:56,517 - mmaction - INFO - Epoch [19][920/1320] lr: 2.000e-02, eta: 1 day, 0:40:25, time: 2.120, data_time: 0.004, memory: 10966, top1_acc: 0.3746, top5_acc: 0.6680, loss_cls: 2.5541, loss: 2.5541, grad_norm: 3.9771 2020-09-16 04:50:34,532 - mmaction - INFO - Epoch [19][940/1320] lr: 2.000e-02, eta: 1 day, 0:39:33, time: 1.899, data_time: 0.042, memory: 10966, top1_acc: 0.3816, top5_acc: 0.6758, loss_cls: 2.5095, loss: 2.5095, grad_norm: 4.0011 2020-09-16 04:51:17,069 - mmaction - INFO - Epoch [19][960/1320] lr: 2.000e-02, eta: 1 day, 0:38:50, time: 2.128, data_time: 0.228, memory: 10966, top1_acc: 0.3762, top5_acc: 0.6711, loss_cls: 2.5310, loss: 2.5310, grad_norm: 4.0412 2020-09-16 04:51:56,095 - mmaction - INFO - Epoch [19][980/1320] lr: 2.000e-02, eta: 1 day, 0:38:00, time: 1.951, data_time: 0.004, memory: 10966, top1_acc: 0.3660, top5_acc: 0.6723, loss_cls: 2.5257, loss: 2.5257, grad_norm: 4.0575 2020-09-16 04:52:38,521 - mmaction - INFO - Epoch [19][1000/1320] lr: 2.000e-02, eta: 1 day, 0:37:16, time: 2.120, data_time: 0.002, memory: 10966, top1_acc: 0.3848, top5_acc: 0.6672, loss_cls: 2.5210, loss: 2.5210, grad_norm: 3.9006 2020-09-16 04:53:21,180 - mmaction - INFO - Epoch [19][1020/1320] lr: 2.000e-02, eta: 1 day, 0:36:32, time: 2.133, data_time: 0.005, memory: 10966, top1_acc: 0.3965, top5_acc: 0.6820, loss_cls: 2.4959, loss: 2.4959, grad_norm: 3.9844 2020-09-16 04:54:01,247 - mmaction - INFO - Epoch [19][1040/1320] lr: 2.000e-02, eta: 1 day, 0:35:45, time: 2.004, data_time: 0.005, memory: 10966, top1_acc: 0.3805, top5_acc: 0.6457, loss_cls: 2.5960, loss: 2.5960, grad_norm: 4.0187 2020-09-16 04:54:44,114 - mmaction - INFO - Epoch [19][1060/1320] lr: 2.000e-02, eta: 1 day, 0:35:01, time: 2.142, data_time: 0.002, memory: 10966, top1_acc: 0.3762, top5_acc: 0.6676, loss_cls: 2.5062, loss: 2.5062, grad_norm: 4.0197 2020-09-16 04:55:26,170 - mmaction - INFO - Epoch [19][1080/1320] lr: 2.000e-02, eta: 1 day, 0:34:17, time: 2.100, data_time: 0.003, memory: 10966, top1_acc: 0.3793, top5_acc: 0.6777, loss_cls: 2.5064, loss: 2.5064, grad_norm: 4.0278 2020-09-16 04:56:07,874 - mmaction - INFO - Epoch [19][1100/1320] lr: 2.000e-02, eta: 1 day, 0:33:32, time: 2.088, data_time: 0.007, memory: 10966, top1_acc: 0.3629, top5_acc: 0.6637, loss_cls: 2.5622, loss: 2.5622, grad_norm: 4.0137 2020-09-16 04:56:48,560 - mmaction - INFO - Epoch [19][1120/1320] lr: 2.000e-02, eta: 1 day, 0:32:45, time: 2.036, data_time: 0.006, memory: 10966, top1_acc: 0.3762, top5_acc: 0.6695, loss_cls: 2.5607, loss: 2.5607, grad_norm: 4.0373 2020-09-16 04:57:27,993 - mmaction - INFO - Epoch [19][1140/1320] lr: 2.000e-02, eta: 1 day, 0:31:56, time: 1.971, data_time: 0.005, memory: 10966, top1_acc: 0.3789, top5_acc: 0.6770, loss_cls: 2.5040, loss: 2.5040, grad_norm: 4.0633 2020-09-16 04:58:08,802 - mmaction - INFO - Epoch [19][1160/1320] lr: 2.000e-02, eta: 1 day, 0:31:10, time: 2.041, data_time: 0.199, memory: 10966, top1_acc: 0.3531, top5_acc: 0.6625, loss_cls: 2.5657, loss: 2.5657, grad_norm: 4.0751 2020-09-16 04:58:50,887 - mmaction - INFO - Epoch [19][1180/1320] lr: 2.000e-02, eta: 1 day, 0:30:25, time: 2.101, data_time: 0.003, memory: 10966, top1_acc: 0.3598, top5_acc: 0.6609, loss_cls: 2.5759, loss: 2.5759, grad_norm: 3.9585 2020-09-16 04:59:30,486 - mmaction - INFO - Epoch [19][1200/1320] lr: 2.000e-02, eta: 1 day, 0:29:37, time: 1.984, data_time: 0.078, memory: 10966, top1_acc: 0.3863, top5_acc: 0.6633, loss_cls: 2.5547, loss: 2.5547, grad_norm: 4.0717 2020-09-16 05:00:13,360 - mmaction - INFO - Epoch [19][1220/1320] lr: 2.000e-02, eta: 1 day, 0:28:54, time: 2.142, data_time: 0.001, memory: 10966, top1_acc: 0.3820, top5_acc: 0.6840, loss_cls: 2.4705, loss: 2.4705, grad_norm: 3.9615 2020-09-16 05:00:52,977 - mmaction - INFO - Epoch [19][1240/1320] lr: 2.000e-02, eta: 1 day, 0:28:05, time: 1.983, data_time: 0.005, memory: 10966, top1_acc: 0.3594, top5_acc: 0.6570, loss_cls: 2.6037, loss: 2.6037, grad_norm: 4.1573 2020-09-16 05:01:34,835 - mmaction - INFO - Epoch [19][1260/1320] lr: 2.000e-02, eta: 1 day, 0:27:20, time: 2.092, data_time: 0.003, memory: 10966, top1_acc: 0.3762, top5_acc: 0.6562, loss_cls: 2.5685, loss: 2.5685, grad_norm: 4.0881 2020-09-16 05:02:16,362 - mmaction - INFO - Epoch [19][1280/1320] lr: 2.000e-02, eta: 1 day, 0:26:34, time: 2.056, data_time: 0.025, memory: 10966, top1_acc: 0.3809, top5_acc: 0.6867, loss_cls: 2.4761, loss: 2.4761, grad_norm: 3.9594 2020-09-16 05:02:57,069 - mmaction - INFO - Epoch [19][1300/1320] lr: 2.000e-02, eta: 1 day, 0:25:48, time: 2.053, data_time: 0.679, memory: 10966, top1_acc: 0.3820, top5_acc: 0.6687, loss_cls: 2.5429, loss: 2.5429, grad_norm: 3.9422 2020-09-16 05:03:34,250 - mmaction - INFO - Epoch [19][1320/1320] lr: 2.000e-02, eta: 1 day, 0:24:56, time: 1.858, data_time: 0.573, memory: 10966, top1_acc: 0.3810, top5_acc: 0.6619, loss_cls: 2.5273, loss: 2.5273, grad_norm: 3.9316 2020-09-16 05:03:44,086 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-09-16 05:11:15,061 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 05:11:15,412 - mmaction - INFO - top1_acc 0.2559 top5_acc 0.5527 2020-09-16 05:11:15,412 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 05:11:15,511 - mmaction - INFO - mean_acc 0.2021 2020-09-16 05:11:15,517 - mmaction - INFO - Epoch(val) [19][1320] top1_acc: 0.2559, top5_acc: 0.5527, mean_class_accuracy: 0.2021 2020-09-16 05:13:22,709 - mmaction - INFO - Epoch [20][20/1320] lr: 2.000e-02, eta: 1 day, 0:26:30, time: 6.357, data_time: 4.842, memory: 10966, top1_acc: 0.4004, top5_acc: 0.6887, loss_cls: 2.4274, loss: 2.4274, grad_norm: 3.9504 2020-09-16 05:14:06,380 - mmaction - INFO - Epoch [20][40/1320] lr: 2.000e-02, eta: 1 day, 0:25:48, time: 2.185, data_time: 0.105, memory: 10966, top1_acc: 0.3949, top5_acc: 0.6871, loss_cls: 2.4209, loss: 2.4209, grad_norm: 3.9205 2020-09-16 05:14:44,941 - mmaction - INFO - Epoch [20][60/1320] lr: 2.000e-02, eta: 1 day, 0:24:58, time: 1.929, data_time: 0.497, memory: 10966, top1_acc: 0.3879, top5_acc: 0.6809, loss_cls: 2.4756, loss: 2.4756, grad_norm: 4.0918 2020-09-16 05:15:27,869 - mmaction - INFO - Epoch [20][80/1320] lr: 2.000e-02, eta: 1 day, 0:24:15, time: 2.146, data_time: 1.554, memory: 10966, top1_acc: 0.3902, top5_acc: 0.6766, loss_cls: 2.4735, loss: 2.4735, grad_norm: 4.0627 2020-09-16 05:16:08,274 - mmaction - INFO - Epoch [20][100/1320] lr: 2.000e-02, eta: 1 day, 0:23:27, time: 2.016, data_time: 1.302, memory: 10966, top1_acc: 0.3883, top5_acc: 0.6848, loss_cls: 2.4731, loss: 2.4731, grad_norm: 4.0992 2020-09-16 05:16:49,638 - mmaction - INFO - Epoch [20][120/1320] lr: 2.000e-02, eta: 1 day, 0:22:42, time: 2.072, data_time: 0.383, memory: 10966, top1_acc: 0.3891, top5_acc: 0.6805, loss_cls: 2.5052, loss: 2.5052, grad_norm: 4.2067 2020-09-16 05:17:28,870 - mmaction - INFO - Epoch [20][140/1320] lr: 2.000e-02, eta: 1 day, 0:21:53, time: 1.961, data_time: 0.224, memory: 10966, top1_acc: 0.3629, top5_acc: 0.6512, loss_cls: 2.5951, loss: 2.5951, grad_norm: 4.1752 2020-09-16 05:18:09,038 - mmaction - INFO - Epoch [20][160/1320] lr: 2.000e-02, eta: 1 day, 0:21:05, time: 2.005, data_time: 1.127, memory: 10966, top1_acc: 0.3891, top5_acc: 0.6766, loss_cls: 2.5111, loss: 2.5111, grad_norm: 4.1052 2020-09-16 05:18:53,769 - mmaction - INFO - Epoch [20][180/1320] lr: 2.000e-02, eta: 1 day, 0:20:25, time: 2.240, data_time: 0.351, memory: 10966, top1_acc: 0.3828, top5_acc: 0.6758, loss_cls: 2.5242, loss: 2.5242, grad_norm: 4.0434 2020-09-16 05:19:34,713 - mmaction - INFO - Epoch [20][200/1320] lr: 2.000e-02, eta: 1 day, 0:19:38, time: 2.045, data_time: 0.316, memory: 10966, top1_acc: 0.3859, top5_acc: 0.6801, loss_cls: 2.4610, loss: 2.4610, grad_norm: 4.1024 2020-09-16 05:20:13,148 - mmaction - INFO - Epoch [20][220/1320] lr: 2.000e-02, eta: 1 day, 0:18:48, time: 1.919, data_time: 0.116, memory: 10966, top1_acc: 0.3672, top5_acc: 0.6773, loss_cls: 2.4816, loss: 2.4816, grad_norm: 4.0407 2020-09-16 05:20:58,640 - mmaction - INFO - Epoch [20][240/1320] lr: 2.000e-02, eta: 1 day, 0:18:09, time: 2.276, data_time: 0.007, memory: 10966, top1_acc: 0.3723, top5_acc: 0.6828, loss_cls: 2.4801, loss: 2.4801, grad_norm: 4.0543 2020-09-16 05:21:39,222 - mmaction - INFO - Epoch [20][260/1320] lr: 2.000e-02, eta: 1 day, 0:17:22, time: 2.032, data_time: 0.010, memory: 10966, top1_acc: 0.3848, top5_acc: 0.6809, loss_cls: 2.4797, loss: 2.4797, grad_norm: 4.0618 2020-09-16 05:22:18,703 - mmaction - INFO - Epoch [20][280/1320] lr: 2.000e-02, eta: 1 day, 0:16:33, time: 1.974, data_time: 0.808, memory: 10966, top1_acc: 0.3777, top5_acc: 0.6684, loss_cls: 2.5425, loss: 2.5425, grad_norm: 4.0298 2020-09-16 05:23:01,300 - mmaction - INFO - Epoch [20][300/1320] lr: 2.000e-02, eta: 1 day, 0:15:49, time: 2.124, data_time: 0.074, memory: 10966, top1_acc: 0.3707, top5_acc: 0.6770, loss_cls: 2.5122, loss: 2.5122, grad_norm: 3.9692 2020-09-16 05:23:39,288 - mmaction - INFO - Epoch [20][320/1320] lr: 2.000e-02, eta: 1 day, 0:14:59, time: 1.906, data_time: 0.267, memory: 10966, top1_acc: 0.3836, top5_acc: 0.6742, loss_cls: 2.4724, loss: 2.4724, grad_norm: 4.0201 2020-09-16 05:24:23,426 - mmaction - INFO - Epoch [20][340/1320] lr: 2.000e-02, eta: 1 day, 0:14:17, time: 2.202, data_time: 0.177, memory: 10966, top1_acc: 0.3773, top5_acc: 0.6641, loss_cls: 2.5478, loss: 2.5478, grad_norm: 4.0661 2020-09-16 05:25:00,713 - mmaction - INFO - Epoch [20][360/1320] lr: 2.000e-02, eta: 1 day, 0:13:25, time: 1.868, data_time: 0.012, memory: 10966, top1_acc: 0.3926, top5_acc: 0.6859, loss_cls: 2.4988, loss: 2.4988, grad_norm: 4.0739 2020-09-16 05:25:43,688 - mmaction - INFO - Epoch [20][380/1320] lr: 2.000e-02, eta: 1 day, 0:12:42, time: 2.147, data_time: 0.326, memory: 10966, top1_acc: 0.3941, top5_acc: 0.6922, loss_cls: 2.4728, loss: 2.4728, grad_norm: 4.1693 2020-09-16 05:26:25,058 - mmaction - INFO - Epoch [20][400/1320] lr: 2.000e-02, eta: 1 day, 0:11:56, time: 2.064, data_time: 0.504, memory: 10966, top1_acc: 0.3961, top5_acc: 0.6754, loss_cls: 2.5045, loss: 2.5045, grad_norm: 4.0524 2020-09-16 05:27:03,345 - mmaction - INFO - Epoch [20][420/1320] lr: 2.000e-02, eta: 1 day, 0:11:06, time: 1.921, data_time: 0.009, memory: 10966, top1_acc: 0.4008, top5_acc: 0.6871, loss_cls: 2.4247, loss: 2.4247, grad_norm: 4.0914 2020-09-16 05:27:46,492 - mmaction - INFO - Epoch [20][440/1320] lr: 2.000e-02, eta: 1 day, 0:10:23, time: 2.153, data_time: 0.045, memory: 10966, top1_acc: 0.3676, top5_acc: 0.6687, loss_cls: 2.5550, loss: 2.5550, grad_norm: 4.1007 2020-09-16 05:28:25,007 - mmaction - INFO - Epoch [20][460/1320] lr: 2.000e-02, eta: 1 day, 0:09:33, time: 1.930, data_time: 0.152, memory: 10966, top1_acc: 0.3828, top5_acc: 0.6762, loss_cls: 2.5183, loss: 2.5183, grad_norm: 4.0497 2020-09-16 05:29:06,191 - mmaction - INFO - Epoch [20][480/1320] lr: 2.000e-02, eta: 1 day, 0:08:47, time: 2.059, data_time: 0.073, memory: 10966, top1_acc: 0.3855, top5_acc: 0.6820, loss_cls: 2.4793, loss: 2.4793, grad_norm: 4.0148 2020-09-16 05:29:50,266 - mmaction - INFO - Epoch [20][500/1320] lr: 2.000e-02, eta: 1 day, 0:08:06, time: 2.205, data_time: 0.030, memory: 10966, top1_acc: 0.3773, top5_acc: 0.6699, loss_cls: 2.5160, loss: 2.5160, grad_norm: 4.1392 2020-09-16 05:30:29,442 - mmaction - INFO - Epoch [20][520/1320] lr: 2.000e-02, eta: 1 day, 0:07:17, time: 1.958, data_time: 0.303, memory: 10966, top1_acc: 0.3773, top5_acc: 0.6836, loss_cls: 2.4560, loss: 2.4560, grad_norm: 4.0970 2020-09-16 05:31:08,817 - mmaction - INFO - Epoch [20][540/1320] lr: 2.000e-02, eta: 1 day, 0:06:28, time: 1.963, data_time: 0.322, memory: 10966, top1_acc: 0.3762, top5_acc: 0.6742, loss_cls: 2.4859, loss: 2.4859, grad_norm: 4.1184 2020-09-16 05:31:51,246 - mmaction - INFO - Epoch [20][560/1320] lr: 2.000e-02, eta: 1 day, 0:05:45, time: 2.124, data_time: 1.286, memory: 10966, top1_acc: 0.3805, top5_acc: 0.6766, loss_cls: 2.5104, loss: 2.5104, grad_norm: 4.0809 2020-09-16 05:32:33,056 - mmaction - INFO - Epoch [20][580/1320] lr: 2.000e-02, eta: 1 day, 0:05:00, time: 2.094, data_time: 1.336, memory: 10966, top1_acc: 0.3840, top5_acc: 0.6758, loss_cls: 2.5121, loss: 2.5121, grad_norm: 4.0226 2020-09-16 05:33:12,236 - mmaction - INFO - Epoch [20][600/1320] lr: 2.000e-02, eta: 1 day, 0:04:11, time: 1.959, data_time: 1.307, memory: 10966, top1_acc: 0.3824, top5_acc: 0.6871, loss_cls: 2.4614, loss: 2.4614, grad_norm: 4.1394 2020-09-16 05:33:54,391 - mmaction - INFO - Epoch [20][620/1320] lr: 2.000e-02, eta: 1 day, 0:03:26, time: 2.106, data_time: 0.920, memory: 10966, top1_acc: 0.3754, top5_acc: 0.6746, loss_cls: 2.5065, loss: 2.5065, grad_norm: 4.0662 2020-09-16 05:34:33,570 - mmaction - INFO - Epoch [20][640/1320] lr: 2.000e-02, eta: 1 day, 0:02:38, time: 1.960, data_time: 0.347, memory: 10966, top1_acc: 0.3902, top5_acc: 0.6766, loss_cls: 2.4747, loss: 2.4747, grad_norm: 3.9645 2020-09-16 05:35:14,370 - mmaction - INFO - Epoch [20][660/1320] lr: 2.000e-02, eta: 1 day, 0:01:51, time: 2.039, data_time: 0.365, memory: 10966, top1_acc: 0.3699, top5_acc: 0.6680, loss_cls: 2.5605, loss: 2.5605, grad_norm: 4.1128 2020-09-16 05:35:56,660 - mmaction - INFO - Epoch [20][680/1320] lr: 2.000e-02, eta: 1 day, 0:01:07, time: 2.116, data_time: 0.356, memory: 10966, top1_acc: 0.3719, top5_acc: 0.6703, loss_cls: 2.5780, loss: 2.5780, grad_norm: 4.1737 2020-09-16 05:36:38,170 - mmaction - INFO - Epoch [20][700/1320] lr: 2.000e-02, eta: 1 day, 0:00:22, time: 2.076, data_time: 0.220, memory: 10966, top1_acc: 0.3785, top5_acc: 0.6727, loss_cls: 2.5167, loss: 2.5167, grad_norm: 4.0631 2020-09-16 05:37:21,498 - mmaction - INFO - Epoch [20][720/1320] lr: 2.000e-02, eta: 23:59:39, time: 2.164, data_time: 0.167, memory: 10966, top1_acc: 0.3754, top5_acc: 0.6754, loss_cls: 2.5335, loss: 2.5335, grad_norm: 4.0857 2020-09-16 05:38:01,298 - mmaction - INFO - Epoch [20][740/1320] lr: 2.000e-02, eta: 23:58:52, time: 1.992, data_time: 0.033, memory: 10966, top1_acc: 0.3648, top5_acc: 0.6523, loss_cls: 2.5489, loss: 2.5489, grad_norm: 4.1803 2020-09-16 05:38:43,150 - mmaction - INFO - Epoch [20][760/1320] lr: 2.000e-02, eta: 23:58:07, time: 2.092, data_time: 0.053, memory: 10966, top1_acc: 0.3750, top5_acc: 0.6672, loss_cls: 2.5304, loss: 2.5304, grad_norm: 4.0134 2020-09-16 05:39:23,571 - mmaction - INFO - Epoch [20][780/1320] lr: 2.000e-02, eta: 23:57:20, time: 2.018, data_time: 0.310, memory: 10966, top1_acc: 0.3543, top5_acc: 0.6594, loss_cls: 2.5668, loss: 2.5668, grad_norm: 4.0849 2020-09-16 05:40:04,405 - mmaction - INFO - Epoch [20][800/1320] lr: 2.000e-02, eta: 23:56:34, time: 2.044, data_time: 0.563, memory: 10966, top1_acc: 0.3906, top5_acc: 0.6789, loss_cls: 2.5147, loss: 2.5147, grad_norm: 3.9071 2020-09-16 05:40:46,261 - mmaction - INFO - Epoch [20][820/1320] lr: 2.000e-02, eta: 23:55:49, time: 2.092, data_time: 0.004, memory: 10966, top1_acc: 0.3812, top5_acc: 0.6809, loss_cls: 2.4911, loss: 2.4911, grad_norm: 3.9535 2020-09-16 05:41:24,292 - mmaction - INFO - Epoch [20][840/1320] lr: 2.000e-02, eta: 23:54:58, time: 1.898, data_time: 0.216, memory: 10966, top1_acc: 0.3785, top5_acc: 0.6691, loss_cls: 2.5326, loss: 2.5326, grad_norm: 4.1170 2020-09-16 05:42:08,113 - mmaction - INFO - Epoch [20][860/1320] lr: 2.000e-02, eta: 23:54:17, time: 2.196, data_time: 0.688, memory: 10966, top1_acc: 0.3742, top5_acc: 0.6754, loss_cls: 2.5294, loss: 2.5294, grad_norm: 4.0753 2020-09-16 05:42:48,597 - mmaction - INFO - Epoch [20][880/1320] lr: 2.000e-02, eta: 23:53:30, time: 2.022, data_time: 0.006, memory: 10966, top1_acc: 0.3863, top5_acc: 0.6660, loss_cls: 2.4999, loss: 2.4999, grad_norm: 4.0329 2020-09-16 05:43:29,264 - mmaction - INFO - Epoch [20][900/1320] lr: 2.000e-02, eta: 23:52:43, time: 2.035, data_time: 0.005, memory: 10966, top1_acc: 0.3852, top5_acc: 0.6746, loss_cls: 2.5217, loss: 2.5217, grad_norm: 4.0158 2020-09-16 05:44:09,898 - mmaction - INFO - Epoch [20][920/1320] lr: 2.000e-02, eta: 23:51:57, time: 2.030, data_time: 0.006, memory: 10966, top1_acc: 0.3801, top5_acc: 0.6750, loss_cls: 2.5073, loss: 2.5073, grad_norm: 3.9491 2020-09-16 05:44:52,990 - mmaction - INFO - Epoch [20][940/1320] lr: 2.000e-02, eta: 23:51:14, time: 2.153, data_time: 0.006, memory: 10966, top1_acc: 0.3840, top5_acc: 0.6805, loss_cls: 2.4679, loss: 2.4679, grad_norm: 4.0414 2020-09-16 05:45:32,582 - mmaction - INFO - Epoch [20][960/1320] lr: 2.000e-02, eta: 23:50:26, time: 1.984, data_time: 0.007, memory: 10966, top1_acc: 0.3676, top5_acc: 0.6641, loss_cls: 2.5605, loss: 2.5605, grad_norm: 4.1781 2020-09-16 05:46:12,451 - mmaction - INFO - Epoch [20][980/1320] lr: 2.000e-02, eta: 23:49:38, time: 1.994, data_time: 0.003, memory: 10966, top1_acc: 0.3711, top5_acc: 0.6613, loss_cls: 2.5780, loss: 2.5780, grad_norm: 4.1080 2020-09-16 05:46:52,578 - mmaction - INFO - Epoch [20][1000/1320] lr: 2.000e-02, eta: 23:48:51, time: 2.003, data_time: 0.007, memory: 10966, top1_acc: 0.3781, top5_acc: 0.6680, loss_cls: 2.5359, loss: 2.5359, grad_norm: 4.1285 2020-09-16 05:47:35,370 - mmaction - INFO - Epoch [20][1020/1320] lr: 2.000e-02, eta: 23:48:08, time: 2.143, data_time: 0.006, memory: 10966, top1_acc: 0.3555, top5_acc: 0.6551, loss_cls: 2.5940, loss: 2.5940, grad_norm: 4.1364 2020-09-16 05:48:16,296 - mmaction - INFO - Epoch [20][1040/1320] lr: 2.000e-02, eta: 23:47:22, time: 2.047, data_time: 0.002, memory: 10966, top1_acc: 0.3855, top5_acc: 0.6699, loss_cls: 2.5258, loss: 2.5258, grad_norm: 3.9392 2020-09-16 05:48:56,056 - mmaction - INFO - Epoch [20][1060/1320] lr: 2.000e-02, eta: 23:46:34, time: 1.985, data_time: 0.003, memory: 10966, top1_acc: 0.3773, top5_acc: 0.6832, loss_cls: 2.4797, loss: 2.4797, grad_norm: 4.0107 2020-09-16 05:49:38,447 - mmaction - INFO - Epoch [20][1080/1320] lr: 2.000e-02, eta: 23:45:50, time: 2.122, data_time: 0.148, memory: 10966, top1_acc: 0.3691, top5_acc: 0.6656, loss_cls: 2.5071, loss: 2.5071, grad_norm: 4.0909 2020-09-16 05:50:20,248 - mmaction - INFO - Epoch [20][1100/1320] lr: 2.000e-02, eta: 23:45:06, time: 2.089, data_time: 0.792, memory: 10966, top1_acc: 0.3863, top5_acc: 0.6754, loss_cls: 2.4477, loss: 2.4477, grad_norm: 3.9408 2020-09-16 05:50:59,295 - mmaction - INFO - Epoch [20][1120/1320] lr: 2.000e-02, eta: 23:44:17, time: 1.953, data_time: 0.234, memory: 10966, top1_acc: 0.3766, top5_acc: 0.6785, loss_cls: 2.5162, loss: 2.5162, grad_norm: 4.0975 2020-09-16 05:51:43,060 - mmaction - INFO - Epoch [20][1140/1320] lr: 2.000e-02, eta: 23:43:35, time: 2.188, data_time: 0.182, memory: 10966, top1_acc: 0.3762, top5_acc: 0.6602, loss_cls: 2.5636, loss: 2.5636, grad_norm: 4.0574 2020-09-16 05:52:23,920 - mmaction - INFO - Epoch [20][1160/1320] lr: 2.000e-02, eta: 23:42:49, time: 2.043, data_time: 0.003, memory: 10966, top1_acc: 0.3641, top5_acc: 0.6641, loss_cls: 2.5597, loss: 2.5597, grad_norm: 4.0773 2020-09-16 05:53:04,831 - mmaction - INFO - Epoch [20][1180/1320] lr: 2.000e-02, eta: 23:42:03, time: 2.044, data_time: 0.018, memory: 10966, top1_acc: 0.3852, top5_acc: 0.6785, loss_cls: 2.5182, loss: 2.5182, grad_norm: 3.9712 2020-09-16 05:53:47,682 - mmaction - INFO - Epoch [20][1200/1320] lr: 2.000e-02, eta: 23:41:20, time: 2.136, data_time: 0.004, memory: 10966, top1_acc: 0.3844, top5_acc: 0.6852, loss_cls: 2.4564, loss: 2.4564, grad_norm: 3.9445 2020-09-16 05:54:28,194 - mmaction - INFO - Epoch [20][1220/1320] lr: 2.000e-02, eta: 23:40:33, time: 2.033, data_time: 0.022, memory: 10966, top1_acc: 0.3688, top5_acc: 0.6723, loss_cls: 2.5254, loss: 2.5254, grad_norm: 4.0618 2020-09-16 05:55:09,824 - mmaction - INFO - Epoch [20][1240/1320] lr: 2.000e-02, eta: 23:39:48, time: 2.082, data_time: 0.851, memory: 10966, top1_acc: 0.3773, top5_acc: 0.6727, loss_cls: 2.5397, loss: 2.5397, grad_norm: 4.1052 2020-09-16 05:55:51,698 - mmaction - INFO - Epoch [20][1260/1320] lr: 2.000e-02, eta: 23:39:04, time: 2.094, data_time: 0.004, memory: 10966, top1_acc: 0.3715, top5_acc: 0.6559, loss_cls: 2.5876, loss: 2.5876, grad_norm: 4.1155 2020-09-16 05:56:32,216 - mmaction - INFO - Epoch [20][1280/1320] lr: 2.000e-02, eta: 23:38:17, time: 2.026, data_time: 0.040, memory: 10966, top1_acc: 0.3816, top5_acc: 0.6703, loss_cls: 2.5083, loss: 2.5083, grad_norm: 3.9786 2020-09-16 05:57:13,096 - mmaction - INFO - Epoch [20][1300/1320] lr: 2.000e-02, eta: 23:37:31, time: 2.045, data_time: 0.004, memory: 10966, top1_acc: 0.3766, top5_acc: 0.6609, loss_cls: 2.5709, loss: 2.5709, grad_norm: 3.9978 2020-09-16 05:57:47,898 - mmaction - INFO - Epoch [20][1320/1320] lr: 2.000e-02, eta: 23:36:36, time: 1.739, data_time: 0.015, memory: 10966, top1_acc: 0.3794, top5_acc: 0.6893, loss_cls: 2.4789, loss: 2.4789, grad_norm: 4.0134 2020-09-16 05:57:57,611 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-09-16 06:05:37,032 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 06:05:37,423 - mmaction - INFO - top1_acc 0.2626 top5_acc 0.5504 2020-09-16 06:05:37,423 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 06:05:37,498 - mmaction - INFO - mean_acc 0.2055 2020-09-16 06:05:37,506 - mmaction - INFO - Epoch(val) [20][1320] top1_acc: 0.2626, top5_acc: 0.5504, mean_class_accuracy: 0.2055 2020-09-16 06:07:48,511 - mmaction - INFO - Epoch [21][20/1320] lr: 2.000e-03, eta: 23:38:05, time: 6.542, data_time: 4.926, memory: 10966, top1_acc: 0.3867, top5_acc: 0.6813, loss_cls: 2.4831, loss: 2.4831, grad_norm: 3.8935 2020-09-16 06:08:30,258 - mmaction - INFO - Epoch [21][40/1320] lr: 2.000e-03, eta: 23:37:20, time: 2.090, data_time: 0.108, memory: 10966, top1_acc: 0.4098, top5_acc: 0.6965, loss_cls: 2.3769, loss: 2.3769, grad_norm: 3.7999 2020-09-16 06:09:08,538 - mmaction - INFO - Epoch [21][60/1320] lr: 2.000e-03, eta: 23:36:30, time: 1.916, data_time: 0.254, memory: 10966, top1_acc: 0.4051, top5_acc: 0.6992, loss_cls: 2.3591, loss: 2.3591, grad_norm: 3.8144 2020-09-16 06:09:47,784 - mmaction - INFO - Epoch [21][80/1320] lr: 2.000e-03, eta: 23:35:41, time: 1.963, data_time: 0.009, memory: 10966, top1_acc: 0.4273, top5_acc: 0.7109, loss_cls: 2.2765, loss: 2.2765, grad_norm: 3.7000 2020-09-16 06:10:28,501 - mmaction - INFO - Epoch [21][100/1320] lr: 2.000e-03, eta: 23:34:55, time: 2.036, data_time: 0.174, memory: 10966, top1_acc: 0.4191, top5_acc: 0.7219, loss_cls: 2.2465, loss: 2.2465, grad_norm: 3.7068 2020-09-16 06:11:12,169 - mmaction - INFO - Epoch [21][120/1320] lr: 2.000e-03, eta: 23:34:13, time: 2.183, data_time: 0.002, memory: 10966, top1_acc: 0.4039, top5_acc: 0.6992, loss_cls: 2.3572, loss: 2.3572, grad_norm: 3.6475 2020-09-16 06:11:52,361 - mmaction - INFO - Epoch [21][140/1320] lr: 2.000e-03, eta: 23:33:26, time: 2.005, data_time: 0.007, memory: 10966, top1_acc: 0.4254, top5_acc: 0.7211, loss_cls: 2.2484, loss: 2.2484, grad_norm: 3.6368 2020-09-16 06:12:33,958 - mmaction - INFO - Epoch [21][160/1320] lr: 2.000e-03, eta: 23:32:41, time: 2.084, data_time: 0.190, memory: 10966, top1_acc: 0.4242, top5_acc: 0.7199, loss_cls: 2.2339, loss: 2.2339, grad_norm: 3.6662 2020-09-16 06:13:16,099 - mmaction - INFO - Epoch [21][180/1320] lr: 2.000e-03, eta: 23:31:56, time: 2.102, data_time: 0.195, memory: 10966, top1_acc: 0.4379, top5_acc: 0.7191, loss_cls: 2.2672, loss: 2.2672, grad_norm: 3.8071 2020-09-16 06:13:54,500 - mmaction - INFO - Epoch [21][200/1320] lr: 2.000e-03, eta: 23:31:07, time: 1.927, data_time: 0.438, memory: 10966, top1_acc: 0.4250, top5_acc: 0.7219, loss_cls: 2.2460, loss: 2.2460, grad_norm: 3.7326 2020-09-16 06:14:34,299 - mmaction - INFO - Epoch [21][220/1320] lr: 2.000e-03, eta: 23:30:19, time: 1.988, data_time: 0.070, memory: 10966, top1_acc: 0.4199, top5_acc: 0.7270, loss_cls: 2.2555, loss: 2.2555, grad_norm: 3.7380 2020-09-16 06:15:15,746 - mmaction - INFO - Epoch [21][240/1320] lr: 2.000e-03, eta: 23:29:34, time: 2.073, data_time: 0.008, memory: 10966, top1_acc: 0.4484, top5_acc: 0.7281, loss_cls: 2.2013, loss: 2.2013, grad_norm: 3.7157 2020-09-16 06:15:55,916 - mmaction - INFO - Epoch [21][260/1320] lr: 2.000e-03, eta: 23:28:47, time: 2.006, data_time: 0.004, memory: 10966, top1_acc: 0.4250, top5_acc: 0.7289, loss_cls: 2.2336, loss: 2.2336, grad_norm: 3.7392 2020-09-16 06:16:37,649 - mmaction - INFO - Epoch [21][280/1320] lr: 2.000e-03, eta: 23:28:02, time: 2.090, data_time: 0.007, memory: 10966, top1_acc: 0.4281, top5_acc: 0.7227, loss_cls: 2.2222, loss: 2.2222, grad_norm: 3.7373 2020-09-16 06:17:18,719 - mmaction - INFO - Epoch [21][300/1320] lr: 2.000e-03, eta: 23:27:16, time: 2.053, data_time: 0.007, memory: 10966, top1_acc: 0.4402, top5_acc: 0.7273, loss_cls: 2.1974, loss: 2.1974, grad_norm: 3.7457 2020-09-16 06:17:59,219 - mmaction - INFO - Epoch [21][320/1320] lr: 2.000e-03, eta: 23:26:30, time: 2.024, data_time: 0.036, memory: 10966, top1_acc: 0.4406, top5_acc: 0.7430, loss_cls: 2.1957, loss: 2.1957, grad_norm: 3.7087 2020-09-16 06:18:40,128 - mmaction - INFO - Epoch [21][340/1320] lr: 2.000e-03, eta: 23:25:44, time: 2.046, data_time: 0.003, memory: 10966, top1_acc: 0.4277, top5_acc: 0.7191, loss_cls: 2.2206, loss: 2.2206, grad_norm: 3.7399 2020-09-16 06:19:21,106 - mmaction - INFO - Epoch [21][360/1320] lr: 2.000e-03, eta: 23:24:58, time: 2.046, data_time: 0.169, memory: 10966, top1_acc: 0.4570, top5_acc: 0.7316, loss_cls: 2.1740, loss: 2.1740, grad_norm: 3.7134 2020-09-16 06:20:01,898 - mmaction - INFO - Epoch [21][380/1320] lr: 2.000e-03, eta: 23:24:12, time: 2.043, data_time: 0.095, memory: 10966, top1_acc: 0.4516, top5_acc: 0.7402, loss_cls: 2.1628, loss: 2.1628, grad_norm: 3.6766 2020-09-16 06:20:42,980 - mmaction - INFO - Epoch [21][400/1320] lr: 2.000e-03, eta: 23:23:26, time: 2.048, data_time: 0.004, memory: 10966, top1_acc: 0.4445, top5_acc: 0.7367, loss_cls: 2.1798, loss: 2.1798, grad_norm: 3.8130 2020-09-16 06:21:25,626 - mmaction - INFO - Epoch [21][420/1320] lr: 2.000e-03, eta: 23:22:43, time: 2.137, data_time: 1.126, memory: 10966, top1_acc: 0.4395, top5_acc: 0.7285, loss_cls: 2.1757, loss: 2.1757, grad_norm: 3.8054 2020-09-16 06:22:05,081 - mmaction - INFO - Epoch [21][440/1320] lr: 2.000e-03, eta: 23:21:54, time: 1.973, data_time: 0.963, memory: 10966, top1_acc: 0.4426, top5_acc: 0.7215, loss_cls: 2.2191, loss: 2.2191, grad_norm: 3.7237 2020-09-16 06:22:45,300 - mmaction - INFO - Epoch [21][460/1320] lr: 2.000e-03, eta: 23:21:08, time: 2.012, data_time: 1.325, memory: 10966, top1_acc: 0.4547, top5_acc: 0.7336, loss_cls: 2.1861, loss: 2.1861, grad_norm: 3.7643 2020-09-16 06:23:26,715 - mmaction - INFO - Epoch [21][480/1320] lr: 2.000e-03, eta: 23:20:22, time: 2.071, data_time: 0.006, memory: 10966, top1_acc: 0.4461, top5_acc: 0.7371, loss_cls: 2.1754, loss: 2.1754, grad_norm: 3.7167 2020-09-16 06:24:07,189 - mmaction - INFO - Epoch [21][500/1320] lr: 2.000e-03, eta: 23:19:36, time: 2.023, data_time: 0.802, memory: 10966, top1_acc: 0.4570, top5_acc: 0.7422, loss_cls: 2.1400, loss: 2.1400, grad_norm: 3.7806 2020-09-16 06:24:47,676 - mmaction - INFO - Epoch [21][520/1320] lr: 2.000e-03, eta: 23:18:49, time: 2.024, data_time: 0.002, memory: 10966, top1_acc: 0.4414, top5_acc: 0.7352, loss_cls: 2.1841, loss: 2.1841, grad_norm: 3.7987 2020-09-16 06:25:27,092 - mmaction - INFO - Epoch [21][540/1320] lr: 2.000e-03, eta: 23:18:01, time: 1.970, data_time: 0.267, memory: 10966, top1_acc: 0.4574, top5_acc: 0.7465, loss_cls: 2.1254, loss: 2.1254, grad_norm: 3.6893 2020-09-16 06:26:08,707 - mmaction - INFO - Epoch [21][560/1320] lr: 2.000e-03, eta: 23:17:16, time: 2.082, data_time: 1.416, memory: 10966, top1_acc: 0.4277, top5_acc: 0.7355, loss_cls: 2.1985, loss: 2.1985, grad_norm: 3.8330 2020-09-16 06:26:48,419 - mmaction - INFO - Epoch [21][580/1320] lr: 2.000e-03, eta: 23:16:29, time: 1.985, data_time: 0.803, memory: 10966, top1_acc: 0.4441, top5_acc: 0.7410, loss_cls: 2.1547, loss: 2.1547, grad_norm: 3.8093 2020-09-16 06:27:32,736 - mmaction - INFO - Epoch [21][600/1320] lr: 2.000e-03, eta: 23:15:48, time: 2.217, data_time: 0.003, memory: 10966, top1_acc: 0.4480, top5_acc: 0.7336, loss_cls: 2.1733, loss: 2.1733, grad_norm: 3.8076 2020-09-16 06:28:11,929 - mmaction - INFO - Epoch [21][620/1320] lr: 2.000e-03, eta: 23:14:59, time: 1.958, data_time: 0.145, memory: 10966, top1_acc: 0.4520, top5_acc: 0.7418, loss_cls: 2.1706, loss: 2.1706, grad_norm: 3.8703 2020-09-16 06:28:52,860 - mmaction - INFO - Epoch [21][640/1320] lr: 2.000e-03, eta: 23:14:13, time: 2.048, data_time: 0.041, memory: 10966, top1_acc: 0.4406, top5_acc: 0.7293, loss_cls: 2.1865, loss: 2.1865, grad_norm: 3.8526 2020-09-16 06:29:34,958 - mmaction - INFO - Epoch [21][660/1320] lr: 2.000e-03, eta: 23:13:29, time: 2.105, data_time: 0.054, memory: 10966, top1_acc: 0.4379, top5_acc: 0.7270, loss_cls: 2.1864, loss: 2.1864, grad_norm: 3.8393 2020-09-16 06:30:15,344 - mmaction - INFO - Epoch [21][680/1320] lr: 2.000e-03, eta: 23:12:43, time: 2.019, data_time: 0.002, memory: 10966, top1_acc: 0.4699, top5_acc: 0.7445, loss_cls: 2.1007, loss: 2.1007, grad_norm: 3.7373 2020-09-16 06:30:54,287 - mmaction - INFO - Epoch [21][700/1320] lr: 2.000e-03, eta: 23:11:54, time: 1.948, data_time: 0.003, memory: 10966, top1_acc: 0.4602, top5_acc: 0.7578, loss_cls: 2.1216, loss: 2.1216, grad_norm: 3.7424 2020-09-16 06:31:38,233 - mmaction - INFO - Epoch [21][720/1320] lr: 2.000e-03, eta: 23:11:12, time: 2.194, data_time: 0.003, memory: 10966, top1_acc: 0.4699, top5_acc: 0.7441, loss_cls: 2.1224, loss: 2.1224, grad_norm: 3.8077 2020-09-16 06:32:18,259 - mmaction - INFO - Epoch [21][740/1320] lr: 2.000e-03, eta: 23:10:25, time: 2.003, data_time: 0.015, memory: 10966, top1_acc: 0.4617, top5_acc: 0.7461, loss_cls: 2.1144, loss: 2.1144, grad_norm: 3.8452 2020-09-16 06:32:59,672 - mmaction - INFO - Epoch [21][760/1320] lr: 2.000e-03, eta: 23:09:40, time: 2.070, data_time: 0.002, memory: 10966, top1_acc: 0.4590, top5_acc: 0.7469, loss_cls: 2.1126, loss: 2.1126, grad_norm: 3.8606 2020-09-16 06:33:39,234 - mmaction - INFO - Epoch [21][780/1320] lr: 2.000e-03, eta: 23:08:52, time: 1.978, data_time: 0.003, memory: 10966, top1_acc: 0.4605, top5_acc: 0.7367, loss_cls: 2.1583, loss: 2.1583, grad_norm: 3.8245 2020-09-16 06:34:20,453 - mmaction - INFO - Epoch [21][800/1320] lr: 2.000e-03, eta: 23:08:07, time: 2.061, data_time: 0.310, memory: 10966, top1_acc: 0.4387, top5_acc: 0.7352, loss_cls: 2.1672, loss: 2.1672, grad_norm: 3.8509 2020-09-16 06:35:02,905 - mmaction - INFO - Epoch [21][820/1320] lr: 2.000e-03, eta: 23:07:23, time: 2.119, data_time: 0.011, memory: 10966, top1_acc: 0.4582, top5_acc: 0.7328, loss_cls: 2.1813, loss: 2.1813, grad_norm: 3.8867 2020-09-16 06:35:43,576 - mmaction - INFO - Epoch [21][840/1320] lr: 2.000e-03, eta: 23:06:37, time: 2.038, data_time: 0.236, memory: 10966, top1_acc: 0.4664, top5_acc: 0.7484, loss_cls: 2.1052, loss: 2.1052, grad_norm: 3.7684 2020-09-16 06:36:26,392 - mmaction - INFO - Epoch [21][860/1320] lr: 2.000e-03, eta: 23:05:54, time: 2.139, data_time: 0.001, memory: 10966, top1_acc: 0.4633, top5_acc: 0.7441, loss_cls: 2.1017, loss: 2.1017, grad_norm: 3.8428 2020-09-16 06:37:07,108 - mmaction - INFO - Epoch [21][880/1320] lr: 2.000e-03, eta: 23:05:08, time: 2.035, data_time: 0.008, memory: 10966, top1_acc: 0.4426, top5_acc: 0.7441, loss_cls: 2.1546, loss: 2.1546, grad_norm: 3.8720 2020-09-16 06:37:48,300 - mmaction - INFO - Epoch [21][900/1320] lr: 2.000e-03, eta: 23:04:23, time: 2.062, data_time: 0.010, memory: 10966, top1_acc: 0.4578, top5_acc: 0.7402, loss_cls: 2.1425, loss: 2.1425, grad_norm: 3.8870 2020-09-16 06:38:30,937 - mmaction - INFO - Epoch [21][920/1320] lr: 2.000e-03, eta: 23:03:39, time: 2.131, data_time: 0.003, memory: 10966, top1_acc: 0.4551, top5_acc: 0.7434, loss_cls: 2.1352, loss: 2.1352, grad_norm: 3.8811 2020-09-16 06:39:11,588 - mmaction - INFO - Epoch [21][940/1320] lr: 2.000e-03, eta: 23:02:53, time: 2.032, data_time: 0.095, memory: 10966, top1_acc: 0.4500, top5_acc: 0.7395, loss_cls: 2.1325, loss: 2.1325, grad_norm: 3.7736 2020-09-16 06:39:51,999 - mmaction - INFO - Epoch [21][960/1320] lr: 2.000e-03, eta: 23:02:07, time: 2.021, data_time: 0.005, memory: 10966, top1_acc: 0.4383, top5_acc: 0.7398, loss_cls: 2.1697, loss: 2.1697, grad_norm: 3.9456 2020-09-16 06:40:31,608 - mmaction - INFO - Epoch [21][980/1320] lr: 2.000e-03, eta: 23:01:19, time: 1.981, data_time: 0.002, memory: 10966, top1_acc: 0.4496, top5_acc: 0.7449, loss_cls: 2.1451, loss: 2.1451, grad_norm: 3.8992 2020-09-16 06:41:11,628 - mmaction - INFO - Epoch [21][1000/1320] lr: 2.000e-03, eta: 23:00:32, time: 2.002, data_time: 0.003, memory: 10966, top1_acc: 0.4754, top5_acc: 0.7520, loss_cls: 2.0935, loss: 2.0935, grad_norm: 3.8598 2020-09-16 06:41:52,760 - mmaction - INFO - Epoch [21][1020/1320] lr: 2.000e-03, eta: 22:59:47, time: 2.054, data_time: 0.003, memory: 10966, top1_acc: 0.4504, top5_acc: 0.7387, loss_cls: 2.1537, loss: 2.1537, grad_norm: 3.9130 2020-09-16 06:42:34,973 - mmaction - INFO - Epoch [21][1040/1320] lr: 2.000e-03, eta: 22:59:03, time: 2.112, data_time: 0.016, memory: 10966, top1_acc: 0.4609, top5_acc: 0.7492, loss_cls: 2.1263, loss: 2.1263, grad_norm: 3.9118 2020-09-16 06:43:14,007 - mmaction - INFO - Epoch [21][1060/1320] lr: 2.000e-03, eta: 22:58:14, time: 1.951, data_time: 0.030, memory: 10966, top1_acc: 0.4594, top5_acc: 0.7434, loss_cls: 2.1403, loss: 2.1403, grad_norm: 3.9163 2020-09-16 06:43:54,965 - mmaction - INFO - Epoch [21][1080/1320] lr: 2.000e-03, eta: 22:57:29, time: 2.047, data_time: 0.005, memory: 10966, top1_acc: 0.4594, top5_acc: 0.7426, loss_cls: 2.1284, loss: 2.1284, grad_norm: 3.9938 2020-09-16 06:44:36,511 - mmaction - INFO - Epoch [21][1100/1320] lr: 2.000e-03, eta: 22:56:44, time: 2.080, data_time: 0.085, memory: 10966, top1_acc: 0.4406, top5_acc: 0.7449, loss_cls: 2.1250, loss: 2.1250, grad_norm: 3.9030 2020-09-16 06:45:15,189 - mmaction - INFO - Epoch [21][1120/1320] lr: 2.000e-03, eta: 22:55:55, time: 1.933, data_time: 0.452, memory: 10966, top1_acc: 0.4582, top5_acc: 0.7371, loss_cls: 2.1381, loss: 2.1381, grad_norm: 3.9858 2020-09-16 06:45:56,034 - mmaction - INFO - Epoch [21][1140/1320] lr: 2.000e-03, eta: 22:55:09, time: 2.042, data_time: 0.863, memory: 10966, top1_acc: 0.4625, top5_acc: 0.7406, loss_cls: 2.1020, loss: 2.1020, grad_norm: 3.8875 2020-09-16 06:46:36,968 - mmaction - INFO - Epoch [21][1160/1320] lr: 2.000e-03, eta: 22:54:24, time: 2.047, data_time: 0.084, memory: 10966, top1_acc: 0.4590, top5_acc: 0.7406, loss_cls: 2.1120, loss: 2.1120, grad_norm: 3.9223 2020-09-16 06:47:18,453 - mmaction - INFO - Epoch [21][1180/1320] lr: 2.000e-03, eta: 22:53:39, time: 2.075, data_time: 0.014, memory: 10966, top1_acc: 0.4527, top5_acc: 0.7477, loss_cls: 2.1178, loss: 2.1178, grad_norm: 3.9695 2020-09-16 06:47:59,206 - mmaction - INFO - Epoch [21][1200/1320] lr: 2.000e-03, eta: 22:52:53, time: 2.040, data_time: 0.006, memory: 10966, top1_acc: 0.4688, top5_acc: 0.7715, loss_cls: 2.0025, loss: 2.0025, grad_norm: 3.7881 2020-09-16 06:48:41,383 - mmaction - INFO - Epoch [21][1220/1320] lr: 2.000e-03, eta: 22:52:09, time: 2.108, data_time: 0.003, memory: 10966, top1_acc: 0.4516, top5_acc: 0.7488, loss_cls: 2.1169, loss: 2.1169, grad_norm: 4.0084 2020-09-16 06:49:22,339 - mmaction - INFO - Epoch [21][1240/1320] lr: 2.000e-03, eta: 22:51:23, time: 2.048, data_time: 0.009, memory: 10966, top1_acc: 0.4523, top5_acc: 0.7449, loss_cls: 2.1238, loss: 2.1238, grad_norm: 3.9630 2020-09-16 06:50:03,224 - mmaction - INFO - Epoch [21][1260/1320] lr: 2.000e-03, eta: 22:50:38, time: 2.042, data_time: 0.003, memory: 10966, top1_acc: 0.4480, top5_acc: 0.7480, loss_cls: 2.0937, loss: 2.0937, grad_norm: 3.9037 2020-09-16 06:50:44,571 - mmaction - INFO - Epoch [21][1280/1320] lr: 2.000e-03, eta: 22:49:53, time: 2.069, data_time: 0.006, memory: 10966, top1_acc: 0.4574, top5_acc: 0.7527, loss_cls: 2.1002, loss: 2.1002, grad_norm: 3.9020 2020-09-16 06:51:25,870 - mmaction - INFO - Epoch [21][1300/1320] lr: 2.000e-03, eta: 22:49:08, time: 2.063, data_time: 0.651, memory: 10966, top1_acc: 0.4730, top5_acc: 0.7531, loss_cls: 2.0612, loss: 2.0612, grad_norm: 3.9072 2020-09-16 06:52:03,079 - mmaction - INFO - Epoch [21][1320/1320] lr: 2.000e-03, eta: 22:48:17, time: 1.862, data_time: 0.826, memory: 10966, top1_acc: 0.4639, top5_acc: 0.7357, loss_cls: 2.1204, loss: 2.1204, grad_norm: 3.9398 2020-09-16 06:52:13,860 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-09-16 06:59:39,342 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 06:59:39,708 - mmaction - INFO - top1_acc 0.3088 top5_acc 0.6135 2020-09-16 06:59:39,708 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 06:59:39,760 - mmaction - INFO - mean_acc 0.2443 2020-09-16 06:59:39,760 - mmaction - INFO - Now best checkpoint is epoch_21.pth 2020-09-16 06:59:39,768 - mmaction - INFO - Epoch(val) [21][1320] top1_acc: 0.3088, top5_acc: 0.6135, mean_class_accuracy: 0.2443 2020-09-16 07:01:42,234 - mmaction - INFO - Epoch [22][20/1320] lr: 2.000e-03, eta: 22:49:23, time: 6.116, data_time: 4.322, memory: 10966, top1_acc: 0.4695, top5_acc: 0.7508, loss_cls: 2.0537, loss: 2.0537, grad_norm: 3.8929 2020-09-16 07:02:22,116 - mmaction - INFO - Epoch [22][40/1320] lr: 2.000e-03, eta: 22:48:36, time: 2.000, data_time: 0.021, memory: 10966, top1_acc: 0.4664, top5_acc: 0.7699, loss_cls: 2.0244, loss: 2.0244, grad_norm: 3.9245 2020-09-16 07:03:02,719 - mmaction - INFO - Epoch [22][60/1320] lr: 2.000e-03, eta: 22:47:50, time: 2.027, data_time: 0.005, memory: 10966, top1_acc: 0.4410, top5_acc: 0.7492, loss_cls: 2.1107, loss: 2.1107, grad_norm: 3.9325 2020-09-16 07:03:45,236 - mmaction - INFO - Epoch [22][80/1320] lr: 2.000e-03, eta: 22:47:07, time: 2.129, data_time: 0.006, memory: 10966, top1_acc: 0.4754, top5_acc: 0.7547, loss_cls: 2.0534, loss: 2.0534, grad_norm: 3.8575 2020-09-16 07:04:25,922 - mmaction - INFO - Epoch [22][100/1320] lr: 2.000e-03, eta: 22:46:21, time: 2.033, data_time: 0.002, memory: 10966, top1_acc: 0.4625, top5_acc: 0.7578, loss_cls: 2.0644, loss: 2.0644, grad_norm: 3.8473 2020-09-16 07:05:07,404 - mmaction - INFO - Epoch [22][120/1320] lr: 2.000e-03, eta: 22:45:36, time: 2.076, data_time: 0.703, memory: 10966, top1_acc: 0.4641, top5_acc: 0.7527, loss_cls: 2.0780, loss: 2.0780, grad_norm: 3.9494 2020-09-16 07:05:48,395 - mmaction - INFO - Epoch [22][140/1320] lr: 2.000e-03, eta: 22:44:50, time: 2.050, data_time: 0.228, memory: 10966, top1_acc: 0.4559, top5_acc: 0.7398, loss_cls: 2.1057, loss: 2.1057, grad_norm: 3.9637 2020-09-16 07:06:26,327 - mmaction - INFO - Epoch [22][160/1320] lr: 2.000e-03, eta: 22:44:00, time: 1.895, data_time: 0.519, memory: 10966, top1_acc: 0.4781, top5_acc: 0.7570, loss_cls: 2.0624, loss: 2.0624, grad_norm: 3.9387 2020-09-16 07:07:08,022 - mmaction - INFO - Epoch [22][180/1320] lr: 2.000e-03, eta: 22:43:16, time: 2.086, data_time: 0.017, memory: 10966, top1_acc: 0.4699, top5_acc: 0.7523, loss_cls: 2.0870, loss: 2.0870, grad_norm: 3.9896 2020-09-16 07:07:50,055 - mmaction - INFO - Epoch [22][200/1320] lr: 2.000e-03, eta: 22:42:32, time: 2.102, data_time: 0.219, memory: 10966, top1_acc: 0.4746, top5_acc: 0.7523, loss_cls: 2.0581, loss: 2.0581, grad_norm: 3.9126 2020-09-16 07:08:29,877 - mmaction - INFO - Epoch [22][220/1320] lr: 2.000e-03, eta: 22:41:44, time: 1.991, data_time: 0.041, memory: 10966, top1_acc: 0.4629, top5_acc: 0.7566, loss_cls: 2.0544, loss: 2.0544, grad_norm: 3.9149 2020-09-16 07:09:11,600 - mmaction - INFO - Epoch [22][240/1320] lr: 2.000e-03, eta: 22:41:00, time: 2.086, data_time: 0.002, memory: 10966, top1_acc: 0.4535, top5_acc: 0.7504, loss_cls: 2.1137, loss: 2.1137, grad_norm: 3.9585 2020-09-16 07:09:52,261 - mmaction - INFO - Epoch [22][260/1320] lr: 2.000e-03, eta: 22:40:14, time: 2.030, data_time: 0.001, memory: 10966, top1_acc: 0.4727, top5_acc: 0.7574, loss_cls: 2.0692, loss: 2.0692, grad_norm: 3.9317 2020-09-16 07:10:34,234 - mmaction - INFO - Epoch [22][280/1320] lr: 2.000e-03, eta: 22:39:29, time: 2.100, data_time: 0.005, memory: 10966, top1_acc: 0.4723, top5_acc: 0.7527, loss_cls: 2.0708, loss: 2.0708, grad_norm: 3.9956 2020-09-16 07:11:15,872 - mmaction - INFO - Epoch [22][300/1320] lr: 2.000e-03, eta: 22:38:45, time: 2.081, data_time: 0.003, memory: 10966, top1_acc: 0.4617, top5_acc: 0.7395, loss_cls: 2.1139, loss: 2.1139, grad_norm: 4.0183 2020-09-16 07:11:56,164 - mmaction - INFO - Epoch [22][320/1320] lr: 2.000e-03, eta: 22:37:58, time: 2.016, data_time: 0.025, memory: 10966, top1_acc: 0.4750, top5_acc: 0.7613, loss_cls: 2.0410, loss: 2.0410, grad_norm: 3.9717 2020-09-16 07:12:37,406 - mmaction - INFO - Epoch [22][340/1320] lr: 2.000e-03, eta: 22:37:13, time: 2.063, data_time: 0.004, memory: 10966, top1_acc: 0.4574, top5_acc: 0.7488, loss_cls: 2.0916, loss: 2.0916, grad_norm: 4.0444 2020-09-16 07:13:18,179 - mmaction - INFO - Epoch [22][360/1320] lr: 2.000e-03, eta: 22:36:27, time: 2.039, data_time: 0.089, memory: 10966, top1_acc: 0.4621, top5_acc: 0.7371, loss_cls: 2.1220, loss: 2.1220, grad_norm: 4.0389 2020-09-16 07:14:01,165 - mmaction - INFO - Epoch [22][380/1320] lr: 2.000e-03, eta: 22:35:44, time: 2.148, data_time: 1.477, memory: 10966, top1_acc: 0.4492, top5_acc: 0.7523, loss_cls: 2.0809, loss: 2.0809, grad_norm: 3.9828 2020-09-16 07:14:40,101 - mmaction - INFO - Epoch [22][400/1320] lr: 2.000e-03, eta: 22:34:56, time: 1.948, data_time: 1.241, memory: 10966, top1_acc: 0.4426, top5_acc: 0.7461, loss_cls: 2.1175, loss: 2.1175, grad_norm: 4.0132 2020-09-16 07:15:21,450 - mmaction - INFO - Epoch [22][420/1320] lr: 2.000e-03, eta: 22:34:11, time: 2.068, data_time: 0.011, memory: 10966, top1_acc: 0.4566, top5_acc: 0.7578, loss_cls: 2.0941, loss: 2.0941, grad_norm: 4.0219 2020-09-16 07:16:01,692 - mmaction - INFO - Epoch [22][440/1320] lr: 2.000e-03, eta: 22:33:25, time: 2.012, data_time: 0.042, memory: 10966, top1_acc: 0.4605, top5_acc: 0.7434, loss_cls: 2.1110, loss: 2.1110, grad_norm: 3.9423 2020-09-16 07:16:43,845 - mmaction - INFO - Epoch [22][460/1320] lr: 2.000e-03, eta: 22:32:41, time: 2.106, data_time: 0.192, memory: 10966, top1_acc: 0.4555, top5_acc: 0.7461, loss_cls: 2.1130, loss: 2.1130, grad_norm: 4.0712 2020-09-16 07:17:24,697 - mmaction - INFO - Epoch [22][480/1320] lr: 2.000e-03, eta: 22:31:55, time: 2.042, data_time: 0.003, memory: 10966, top1_acc: 0.4750, top5_acc: 0.7730, loss_cls: 1.9901, loss: 1.9901, grad_norm: 3.8882 2020-09-16 07:18:03,996 - mmaction - INFO - Epoch [22][500/1320] lr: 2.000e-03, eta: 22:31:07, time: 1.967, data_time: 0.085, memory: 10966, top1_acc: 0.4707, top5_acc: 0.7582, loss_cls: 2.0564, loss: 2.0564, grad_norm: 3.9425 2020-09-16 07:18:46,308 - mmaction - INFO - Epoch [22][520/1320] lr: 2.000e-03, eta: 22:30:23, time: 2.115, data_time: 0.002, memory: 10966, top1_acc: 0.4633, top5_acc: 0.7473, loss_cls: 2.0872, loss: 2.0872, grad_norm: 4.0200 2020-09-16 07:19:26,859 - mmaction - INFO - Epoch [22][540/1320] lr: 2.000e-03, eta: 22:29:37, time: 2.025, data_time: 0.064, memory: 10966, top1_acc: 0.4648, top5_acc: 0.7520, loss_cls: 2.0423, loss: 2.0423, grad_norm: 3.9987 2020-09-16 07:20:08,901 - mmaction - INFO - Epoch [22][560/1320] lr: 2.000e-03, eta: 22:28:53, time: 2.102, data_time: 0.217, memory: 10966, top1_acc: 0.4711, top5_acc: 0.7406, loss_cls: 2.1046, loss: 2.1046, grad_norm: 3.9518 2020-09-16 07:20:47,608 - mmaction - INFO - Epoch [22][580/1320] lr: 2.000e-03, eta: 22:28:05, time: 1.939, data_time: 0.005, memory: 10966, top1_acc: 0.4758, top5_acc: 0.7508, loss_cls: 2.0594, loss: 2.0594, grad_norm: 3.9254 2020-09-16 07:21:29,268 - mmaction - INFO - Epoch [22][600/1320] lr: 2.000e-03, eta: 22:27:20, time: 2.083, data_time: 0.003, memory: 10966, top1_acc: 0.4559, top5_acc: 0.7547, loss_cls: 2.0483, loss: 2.0483, grad_norm: 3.9718 2020-09-16 07:22:09,882 - mmaction - INFO - Epoch [22][620/1320] lr: 2.000e-03, eta: 22:26:34, time: 2.029, data_time: 0.002, memory: 10966, top1_acc: 0.4801, top5_acc: 0.7641, loss_cls: 2.0500, loss: 2.0500, grad_norm: 3.9888 2020-09-16 07:22:49,792 - mmaction - INFO - Epoch [22][640/1320] lr: 2.000e-03, eta: 22:25:47, time: 1.998, data_time: 0.117, memory: 10966, top1_acc: 0.4848, top5_acc: 0.7617, loss_cls: 2.0630, loss: 2.0630, grad_norm: 3.9667 2020-09-16 07:23:32,476 - mmaction - INFO - Epoch [22][660/1320] lr: 2.000e-03, eta: 22:25:04, time: 2.131, data_time: 0.036, memory: 10966, top1_acc: 0.4832, top5_acc: 0.7434, loss_cls: 2.0490, loss: 2.0490, grad_norm: 3.9201 2020-09-16 07:24:13,241 - mmaction - INFO - Epoch [22][680/1320] lr: 2.000e-03, eta: 22:24:18, time: 2.039, data_time: 0.005, memory: 10966, top1_acc: 0.4676, top5_acc: 0.7527, loss_cls: 2.0672, loss: 2.0672, grad_norm: 4.0259 2020-09-16 07:24:54,378 - mmaction - INFO - Epoch [22][700/1320] lr: 2.000e-03, eta: 22:23:33, time: 2.059, data_time: 0.005, memory: 10966, top1_acc: 0.4809, top5_acc: 0.7422, loss_cls: 2.0755, loss: 2.0755, grad_norm: 3.9865 2020-09-16 07:25:35,430 - mmaction - INFO - Epoch [22][720/1320] lr: 2.000e-03, eta: 22:22:48, time: 2.053, data_time: 0.002, memory: 10966, top1_acc: 0.4793, top5_acc: 0.7570, loss_cls: 2.0550, loss: 2.0550, grad_norm: 4.0282 2020-09-16 07:26:15,910 - mmaction - INFO - Epoch [22][740/1320] lr: 2.000e-03, eta: 22:22:02, time: 2.024, data_time: 0.038, memory: 10966, top1_acc: 0.4730, top5_acc: 0.7574, loss_cls: 2.0362, loss: 2.0362, grad_norm: 3.9973 2020-09-16 07:26:56,676 - mmaction - INFO - Epoch [22][760/1320] lr: 2.000e-03, eta: 22:21:16, time: 2.039, data_time: 0.006, memory: 10966, top1_acc: 0.4758, top5_acc: 0.7570, loss_cls: 2.0379, loss: 2.0379, grad_norm: 4.0236 2020-09-16 07:27:38,690 - mmaction - INFO - Epoch [22][780/1320] lr: 2.000e-03, eta: 22:20:32, time: 2.100, data_time: 0.002, memory: 10966, top1_acc: 0.4609, top5_acc: 0.7785, loss_cls: 1.9880, loss: 1.9880, grad_norm: 4.0448 2020-09-16 07:28:17,802 - mmaction - INFO - Epoch [22][800/1320] lr: 2.000e-03, eta: 22:19:44, time: 1.954, data_time: 0.002, memory: 10966, top1_acc: 0.4758, top5_acc: 0.7492, loss_cls: 2.0550, loss: 2.0550, grad_norm: 3.9833 2020-09-16 07:28:58,606 - mmaction - INFO - Epoch [22][820/1320] lr: 2.000e-03, eta: 22:18:58, time: 2.042, data_time: 0.005, memory: 10966, top1_acc: 0.4750, top5_acc: 0.7641, loss_cls: 2.0124, loss: 2.0124, grad_norm: 3.9598 2020-09-16 07:29:40,190 - mmaction - INFO - Epoch [22][840/1320] lr: 2.000e-03, eta: 22:18:14, time: 2.078, data_time: 0.003, memory: 10966, top1_acc: 0.4820, top5_acc: 0.7672, loss_cls: 1.9980, loss: 1.9980, grad_norm: 4.0053 2020-09-16 07:30:20,010 - mmaction - INFO - Epoch [22][860/1320] lr: 2.000e-03, eta: 22:17:27, time: 1.993, data_time: 0.631, memory: 10966, top1_acc: 0.4586, top5_acc: 0.7512, loss_cls: 2.0864, loss: 2.0864, grad_norm: 4.0576 2020-09-16 07:31:00,017 - mmaction - INFO - Epoch [22][880/1320] lr: 2.000e-03, eta: 22:16:40, time: 1.997, data_time: 0.362, memory: 10966, top1_acc: 0.4730, top5_acc: 0.7547, loss_cls: 2.0615, loss: 2.0615, grad_norm: 4.0711 2020-09-16 07:31:39,320 - mmaction - INFO - Epoch [22][900/1320] lr: 2.000e-03, eta: 22:15:53, time: 1.966, data_time: 0.068, memory: 10966, top1_acc: 0.4465, top5_acc: 0.7543, loss_cls: 2.0770, loss: 2.0770, grad_norm: 4.1367 2020-09-16 07:32:21,125 - mmaction - INFO - Epoch [22][920/1320] lr: 2.000e-03, eta: 22:15:08, time: 2.092, data_time: 0.009, memory: 10966, top1_acc: 0.4832, top5_acc: 0.7664, loss_cls: 2.0102, loss: 2.0102, grad_norm: 4.0347 2020-09-16 07:33:01,435 - mmaction - INFO - Epoch [22][940/1320] lr: 2.000e-03, eta: 22:14:22, time: 2.015, data_time: 0.085, memory: 10966, top1_acc: 0.4762, top5_acc: 0.7453, loss_cls: 2.0597, loss: 2.0597, grad_norm: 4.0229 2020-09-16 07:33:43,069 - mmaction - INFO - Epoch [22][960/1320] lr: 2.000e-03, eta: 22:13:38, time: 2.082, data_time: 0.316, memory: 10966, top1_acc: 0.4555, top5_acc: 0.7574, loss_cls: 2.0793, loss: 2.0793, grad_norm: 4.1105 2020-09-16 07:34:25,355 - mmaction - INFO - Epoch [22][980/1320] lr: 2.000e-03, eta: 22:12:54, time: 2.115, data_time: 0.002, memory: 10966, top1_acc: 0.4551, top5_acc: 0.7406, loss_cls: 2.1385, loss: 2.1385, grad_norm: 4.1691 2020-09-16 07:35:04,888 - mmaction - INFO - Epoch [22][1000/1320] lr: 2.000e-03, eta: 22:12:07, time: 1.976, data_time: 0.002, memory: 10966, top1_acc: 0.4699, top5_acc: 0.7602, loss_cls: 2.0290, loss: 2.0290, grad_norm: 4.0434 2020-09-16 07:35:46,833 - mmaction - INFO - Epoch [22][1020/1320] lr: 2.000e-03, eta: 22:11:23, time: 2.097, data_time: 0.002, memory: 10966, top1_acc: 0.4727, top5_acc: 0.7586, loss_cls: 2.0486, loss: 2.0486, grad_norm: 3.9893 2020-09-16 07:36:28,220 - mmaction - INFO - Epoch [22][1040/1320] lr: 2.000e-03, eta: 22:10:38, time: 2.069, data_time: 0.003, memory: 10966, top1_acc: 0.4637, top5_acc: 0.7516, loss_cls: 2.0749, loss: 2.0749, grad_norm: 4.0842 2020-09-16 07:37:07,749 - mmaction - INFO - Epoch [22][1060/1320] lr: 2.000e-03, eta: 22:09:51, time: 1.977, data_time: 0.015, memory: 10966, top1_acc: 0.4754, top5_acc: 0.7605, loss_cls: 2.0545, loss: 2.0545, grad_norm: 4.0913 2020-09-16 07:37:48,176 - mmaction - INFO - Epoch [22][1080/1320] lr: 2.000e-03, eta: 22:09:05, time: 2.020, data_time: 0.003, memory: 10966, top1_acc: 0.4559, top5_acc: 0.7453, loss_cls: 2.1194, loss: 2.1194, grad_norm: 4.1570 2020-09-16 07:38:32,687 - mmaction - INFO - Epoch [22][1100/1320] lr: 2.000e-03, eta: 22:08:24, time: 2.225, data_time: 0.003, memory: 10966, top1_acc: 0.4730, top5_acc: 0.7738, loss_cls: 2.0062, loss: 2.0062, grad_norm: 4.1160 2020-09-16 07:39:13,347 - mmaction - INFO - Epoch [22][1120/1320] lr: 2.000e-03, eta: 22:07:38, time: 2.035, data_time: 0.005, memory: 10966, top1_acc: 0.4727, top5_acc: 0.7566, loss_cls: 2.0897, loss: 2.0897, grad_norm: 4.2000 2020-09-16 07:39:52,213 - mmaction - INFO - Epoch [22][1140/1320] lr: 2.000e-03, eta: 22:06:50, time: 1.942, data_time: 0.061, memory: 10966, top1_acc: 0.4594, top5_acc: 0.7516, loss_cls: 2.0938, loss: 2.0938, grad_norm: 4.0974 2020-09-16 07:40:34,755 - mmaction - INFO - Epoch [22][1160/1320] lr: 2.000e-03, eta: 22:06:07, time: 2.129, data_time: 0.003, memory: 10966, top1_acc: 0.4582, top5_acc: 0.7410, loss_cls: 2.1054, loss: 2.1054, grad_norm: 4.1489 2020-09-16 07:41:17,515 - mmaction - INFO - Epoch [22][1180/1320] lr: 2.000e-03, eta: 22:05:24, time: 2.136, data_time: 0.001, memory: 10966, top1_acc: 0.4715, top5_acc: 0.7512, loss_cls: 2.0597, loss: 2.0597, grad_norm: 4.1330 2020-09-16 07:41:57,049 - mmaction - INFO - Epoch [22][1200/1320] lr: 2.000e-03, eta: 22:04:37, time: 1.974, data_time: 0.004, memory: 10966, top1_acc: 0.4742, top5_acc: 0.7785, loss_cls: 1.9844, loss: 1.9844, grad_norm: 4.1092 2020-09-16 07:42:37,581 - mmaction - INFO - Epoch [22][1220/1320] lr: 2.000e-03, eta: 22:03:51, time: 2.030, data_time: 0.009, memory: 10966, top1_acc: 0.4875, top5_acc: 0.7672, loss_cls: 1.9987, loss: 1.9987, grad_norm: 4.0976 2020-09-16 07:43:19,492 - mmaction - INFO - Epoch [22][1240/1320] lr: 2.000e-03, eta: 22:03:07, time: 2.095, data_time: 0.006, memory: 10966, top1_acc: 0.4457, top5_acc: 0.7535, loss_cls: 2.0649, loss: 2.0649, grad_norm: 4.0618 2020-09-16 07:43:59,869 - mmaction - INFO - Epoch [22][1260/1320] lr: 2.000e-03, eta: 22:02:21, time: 2.020, data_time: 0.003, memory: 10966, top1_acc: 0.4727, top5_acc: 0.7746, loss_cls: 2.0123, loss: 2.0123, grad_norm: 4.0835 2020-09-16 07:44:36,615 - mmaction - INFO - Epoch [22][1280/1320] lr: 2.000e-03, eta: 22:01:30, time: 1.837, data_time: 0.094, memory: 10966, top1_acc: 0.4613, top5_acc: 0.7516, loss_cls: 2.0806, loss: 2.0806, grad_norm: 4.1734 2020-09-16 07:45:18,671 - mmaction - INFO - Epoch [22][1300/1320] lr: 2.000e-03, eta: 22:00:46, time: 2.103, data_time: 0.084, memory: 10966, top1_acc: 0.4699, top5_acc: 0.7586, loss_cls: 2.0425, loss: 2.0425, grad_norm: 4.1506 2020-09-16 07:45:55,157 - mmaction - INFO - Epoch [22][1320/1320] lr: 2.000e-03, eta: 21:59:55, time: 1.825, data_time: 0.005, memory: 10966, top1_acc: 0.4754, top5_acc: 0.7496, loss_cls: 2.0655, loss: 2.0655, grad_norm: 4.1284 2020-09-16 07:46:05,397 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-09-16 07:53:26,316 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 07:53:26,656 - mmaction - INFO - top1_acc 0.3136 top5_acc 0.6205 2020-09-16 07:53:26,657 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 07:53:26,713 - mmaction - INFO - mean_acc 0.2464 2020-09-16 07:53:26,714 - mmaction - INFO - Now best checkpoint is epoch_22.pth 2020-09-16 07:53:26,722 - mmaction - INFO - Epoch(val) [22][1320] top1_acc: 0.3136, top5_acc: 0.6205, mean_class_accuracy: 0.2464 2020-09-16 07:55:34,798 - mmaction - INFO - Epoch [23][20/1320] lr: 2.000e-03, eta: 22:01:01, time: 6.399, data_time: 4.412, memory: 10966, top1_acc: 0.4695, top5_acc: 0.7582, loss_cls: 2.0402, loss: 2.0402, grad_norm: 4.0384 2020-09-16 07:56:15,926 - mmaction - INFO - Epoch [23][40/1320] lr: 2.000e-03, eta: 22:00:15, time: 2.058, data_time: 0.005, memory: 10966, top1_acc: 0.4949, top5_acc: 0.7703, loss_cls: 1.9844, loss: 1.9844, grad_norm: 4.0434 2020-09-16 07:56:56,525 - mmaction - INFO - Epoch [23][60/1320] lr: 2.000e-03, eta: 21:59:29, time: 2.021, data_time: 0.855, memory: 10966, top1_acc: 0.4836, top5_acc: 0.7625, loss_cls: 2.0047, loss: 2.0047, grad_norm: 3.9754 2020-09-16 07:57:36,848 - mmaction - INFO - Epoch [23][80/1320] lr: 2.000e-03, eta: 21:58:43, time: 2.027, data_time: 0.026, memory: 10966, top1_acc: 0.4746, top5_acc: 0.7715, loss_cls: 1.9928, loss: 1.9928, grad_norm: 4.0925 2020-09-16 07:58:18,215 - mmaction - INFO - Epoch [23][100/1320] lr: 2.000e-03, eta: 21:57:58, time: 2.066, data_time: 0.002, memory: 10966, top1_acc: 0.4727, top5_acc: 0.7656, loss_cls: 2.0316, loss: 2.0316, grad_norm: 4.1460 2020-09-16 07:58:58,214 - mmaction - INFO - Epoch [23][120/1320] lr: 2.000e-03, eta: 21:57:12, time: 2.000, data_time: 0.003, memory: 10966, top1_acc: 0.4961, top5_acc: 0.7625, loss_cls: 1.9927, loss: 1.9927, grad_norm: 4.0753 2020-09-16 07:59:39,574 - mmaction - INFO - Epoch [23][140/1320] lr: 2.000e-03, eta: 21:56:27, time: 2.069, data_time: 0.003, memory: 10966, top1_acc: 0.4691, top5_acc: 0.7488, loss_cls: 2.0602, loss: 2.0602, grad_norm: 4.1084 2020-09-16 08:00:20,322 - mmaction - INFO - Epoch [23][160/1320] lr: 2.000e-03, eta: 21:55:41, time: 2.038, data_time: 0.004, memory: 10966, top1_acc: 0.4852, top5_acc: 0.7746, loss_cls: 1.9482, loss: 1.9482, grad_norm: 4.0581 2020-09-16 08:01:03,832 - mmaction - INFO - Epoch [23][180/1320] lr: 2.000e-03, eta: 21:54:59, time: 2.175, data_time: 0.039, memory: 10966, top1_acc: 0.4641, top5_acc: 0.7523, loss_cls: 2.0527, loss: 2.0527, grad_norm: 4.0937 2020-09-16 08:01:44,975 - mmaction - INFO - Epoch [23][200/1320] lr: 2.000e-03, eta: 21:54:14, time: 2.056, data_time: 0.002, memory: 10966, top1_acc: 0.4832, top5_acc: 0.7746, loss_cls: 2.0000, loss: 2.0000, grad_norm: 4.1292 2020-09-16 08:02:23,126 - mmaction - INFO - Epoch [23][220/1320] lr: 2.000e-03, eta: 21:53:25, time: 1.909, data_time: 0.004, memory: 10966, top1_acc: 0.4773, top5_acc: 0.7520, loss_cls: 2.0456, loss: 2.0456, grad_norm: 4.1445 2020-09-16 08:03:05,557 - mmaction - INFO - Epoch [23][240/1320] lr: 2.000e-03, eta: 21:52:42, time: 2.117, data_time: 0.464, memory: 10966, top1_acc: 0.4781, top5_acc: 0.7543, loss_cls: 2.0337, loss: 2.0337, grad_norm: 4.1011 2020-09-16 08:03:46,698 - mmaction - INFO - Epoch [23][260/1320] lr: 2.000e-03, eta: 21:51:57, time: 2.061, data_time: 0.510, memory: 10966, top1_acc: 0.4418, top5_acc: 0.7570, loss_cls: 2.0818, loss: 2.0818, grad_norm: 4.1728 2020-09-16 08:04:26,381 - mmaction - INFO - Epoch [23][280/1320] lr: 2.000e-03, eta: 21:51:10, time: 1.978, data_time: 0.022, memory: 10966, top1_acc: 0.4633, top5_acc: 0.7594, loss_cls: 2.0211, loss: 2.0211, grad_norm: 4.1540 2020-09-16 08:05:07,505 - mmaction - INFO - Epoch [23][300/1320] lr: 2.000e-03, eta: 21:50:25, time: 2.061, data_time: 0.975, memory: 10966, top1_acc: 0.4555, top5_acc: 0.7590, loss_cls: 2.0542, loss: 2.0542, grad_norm: 4.1628 2020-09-16 08:05:48,779 - mmaction - INFO - Epoch [23][320/1320] lr: 2.000e-03, eta: 21:49:40, time: 2.063, data_time: 0.076, memory: 10966, top1_acc: 0.4801, top5_acc: 0.7609, loss_cls: 2.0291, loss: 2.0291, grad_norm: 4.1726 2020-09-16 08:06:29,890 - mmaction - INFO - Epoch [23][340/1320] lr: 2.000e-03, eta: 21:48:55, time: 2.055, data_time: 0.003, memory: 10966, top1_acc: 0.4688, top5_acc: 0.7625, loss_cls: 2.0241, loss: 2.0241, grad_norm: 4.1545 2020-09-16 08:07:09,667 - mmaction - INFO - Epoch [23][360/1320] lr: 2.000e-03, eta: 21:48:08, time: 1.989, data_time: 0.004, memory: 10966, top1_acc: 0.4844, top5_acc: 0.7555, loss_cls: 2.0126, loss: 2.0126, grad_norm: 4.0446 2020-09-16 08:07:52,582 - mmaction - INFO - Epoch [23][380/1320] lr: 2.000e-03, eta: 21:47:25, time: 2.146, data_time: 0.004, memory: 10966, top1_acc: 0.4844, top5_acc: 0.7680, loss_cls: 2.0172, loss: 2.0172, grad_norm: 4.1930 2020-09-16 08:08:33,443 - mmaction - INFO - Epoch [23][400/1320] lr: 2.000e-03, eta: 21:46:40, time: 2.044, data_time: 0.004, memory: 10966, top1_acc: 0.4668, top5_acc: 0.7691, loss_cls: 2.0313, loss: 2.0313, grad_norm: 4.1140 2020-09-16 08:09:14,397 - mmaction - INFO - Epoch [23][420/1320] lr: 2.000e-03, eta: 21:45:54, time: 2.042, data_time: 0.159, memory: 10966, top1_acc: 0.4977, top5_acc: 0.7676, loss_cls: 1.9749, loss: 1.9749, grad_norm: 4.0991 2020-09-16 08:09:55,021 - mmaction - INFO - Epoch [23][440/1320] lr: 2.000e-03, eta: 21:45:09, time: 2.035, data_time: 0.007, memory: 10966, top1_acc: 0.4648, top5_acc: 0.7672, loss_cls: 2.0379, loss: 2.0379, grad_norm: 4.1567 2020-09-16 08:10:38,469 - mmaction - INFO - Epoch [23][460/1320] lr: 2.000e-03, eta: 21:44:26, time: 2.173, data_time: 0.030, memory: 10966, top1_acc: 0.4520, top5_acc: 0.7527, loss_cls: 2.0859, loss: 2.0859, grad_norm: 4.2438 2020-09-16 08:11:17,903 - mmaction - INFO - Epoch [23][480/1320] lr: 2.000e-03, eta: 21:43:39, time: 1.971, data_time: 0.006, memory: 10966, top1_acc: 0.4699, top5_acc: 0.7707, loss_cls: 1.9982, loss: 1.9982, grad_norm: 4.1114 2020-09-16 08:11:59,403 - mmaction - INFO - Epoch [23][500/1320] lr: 2.000e-03, eta: 21:42:55, time: 2.071, data_time: 0.002, memory: 10966, top1_acc: 0.4746, top5_acc: 0.7598, loss_cls: 2.0374, loss: 2.0374, grad_norm: 4.2066 2020-09-16 08:12:40,071 - mmaction - INFO - Epoch [23][520/1320] lr: 2.000e-03, eta: 21:42:09, time: 2.037, data_time: 0.026, memory: 10966, top1_acc: 0.4824, top5_acc: 0.7547, loss_cls: 2.0415, loss: 2.0415, grad_norm: 4.1992 2020-09-16 08:13:21,199 - mmaction - INFO - Epoch [23][540/1320] lr: 2.000e-03, eta: 21:41:24, time: 2.056, data_time: 0.002, memory: 10966, top1_acc: 0.4879, top5_acc: 0.7613, loss_cls: 2.0218, loss: 2.0218, grad_norm: 4.1225 2020-09-16 08:14:03,978 - mmaction - INFO - Epoch [23][560/1320] lr: 2.000e-03, eta: 21:40:41, time: 2.139, data_time: 0.034, memory: 10966, top1_acc: 0.4875, top5_acc: 0.7535, loss_cls: 2.0319, loss: 2.0319, grad_norm: 4.1490 2020-09-16 08:14:43,230 - mmaction - INFO - Epoch [23][580/1320] lr: 2.000e-03, eta: 21:39:54, time: 1.963, data_time: 0.003, memory: 10966, top1_acc: 0.4699, top5_acc: 0.7574, loss_cls: 2.0257, loss: 2.0257, grad_norm: 4.2344 2020-09-16 08:15:24,702 - mmaction - INFO - Epoch [23][600/1320] lr: 2.000e-03, eta: 21:39:09, time: 2.072, data_time: 0.078, memory: 10966, top1_acc: 0.4832, top5_acc: 0.7594, loss_cls: 1.9899, loss: 1.9899, grad_norm: 4.1589 2020-09-16 08:16:04,190 - mmaction - INFO - Epoch [23][620/1320] lr: 2.000e-03, eta: 21:38:22, time: 1.977, data_time: 0.006, memory: 10966, top1_acc: 0.4730, top5_acc: 0.7465, loss_cls: 2.0604, loss: 2.0604, grad_norm: 4.2084 2020-09-16 08:16:45,211 - mmaction - INFO - Epoch [23][640/1320] lr: 2.000e-03, eta: 21:37:37, time: 2.051, data_time: 0.072, memory: 10966, top1_acc: 0.4621, top5_acc: 0.7594, loss_cls: 2.0427, loss: 2.0427, grad_norm: 4.1395 2020-09-16 08:17:26,355 - mmaction - INFO - Epoch [23][660/1320] lr: 2.000e-03, eta: 21:36:52, time: 2.058, data_time: 0.547, memory: 10966, top1_acc: 0.4785, top5_acc: 0.7719, loss_cls: 1.9836, loss: 1.9836, grad_norm: 4.2062 2020-09-16 08:18:07,138 - mmaction - INFO - Epoch [23][680/1320] lr: 2.000e-03, eta: 21:36:07, time: 2.038, data_time: 0.003, memory: 10966, top1_acc: 0.4820, top5_acc: 0.7703, loss_cls: 2.0147, loss: 2.0147, grad_norm: 4.2996 2020-09-16 08:18:46,276 - mmaction - INFO - Epoch [23][700/1320] lr: 2.000e-03, eta: 21:35:19, time: 1.953, data_time: 0.008, memory: 10966, top1_acc: 0.4766, top5_acc: 0.7562, loss_cls: 2.0246, loss: 2.0246, grad_norm: 4.1733 2020-09-16 08:19:28,162 - mmaction - INFO - Epoch [23][720/1320] lr: 2.000e-03, eta: 21:34:35, time: 2.096, data_time: 0.410, memory: 10966, top1_acc: 0.4891, top5_acc: 0.7754, loss_cls: 1.9781, loss: 1.9781, grad_norm: 4.1402 2020-09-16 08:20:07,460 - mmaction - INFO - Epoch [23][740/1320] lr: 2.000e-03, eta: 21:33:48, time: 1.963, data_time: 0.299, memory: 10966, top1_acc: 0.4570, top5_acc: 0.7562, loss_cls: 2.0654, loss: 2.0654, grad_norm: 4.3028 2020-09-16 08:20:48,283 - mmaction - INFO - Epoch [23][760/1320] lr: 2.000e-03, eta: 21:33:02, time: 2.044, data_time: 0.006, memory: 10966, top1_acc: 0.4840, top5_acc: 0.7574, loss_cls: 1.9862, loss: 1.9862, grad_norm: 4.1859 2020-09-16 08:21:30,536 - mmaction - INFO - Epoch [23][780/1320] lr: 2.000e-03, eta: 21:32:18, time: 2.087, data_time: 0.027, memory: 10966, top1_acc: 0.4871, top5_acc: 0.7742, loss_cls: 1.9865, loss: 1.9865, grad_norm: 4.1704 2020-09-16 08:22:11,182 - mmaction - INFO - Epoch [23][800/1320] lr: 2.000e-03, eta: 21:31:33, time: 2.054, data_time: 0.030, memory: 10966, top1_acc: 0.4738, top5_acc: 0.7602, loss_cls: 2.0305, loss: 2.0305, grad_norm: 4.2453 2020-09-16 08:22:53,661 - mmaction - INFO - Epoch [23][820/1320] lr: 2.000e-03, eta: 21:30:50, time: 2.129, data_time: 0.008, memory: 10966, top1_acc: 0.4867, top5_acc: 0.7688, loss_cls: 1.9724, loss: 1.9724, grad_norm: 4.1662 2020-09-16 08:23:31,761 - mmaction - INFO - Epoch [23][840/1320] lr: 2.000e-03, eta: 21:30:01, time: 1.905, data_time: 0.020, memory: 10966, top1_acc: 0.4520, top5_acc: 0.7570, loss_cls: 2.0586, loss: 2.0586, grad_norm: 4.2712 2020-09-16 08:24:12,100 - mmaction - INFO - Epoch [23][860/1320] lr: 2.000e-03, eta: 21:29:15, time: 2.018, data_time: 0.070, memory: 10966, top1_acc: 0.4809, top5_acc: 0.7723, loss_cls: 1.9538, loss: 1.9538, grad_norm: 4.1167 2020-09-16 08:24:53,666 - mmaction - INFO - Epoch [23][880/1320] lr: 2.000e-03, eta: 21:28:31, time: 2.078, data_time: 0.003, memory: 10966, top1_acc: 0.4672, top5_acc: 0.7598, loss_cls: 2.0518, loss: 2.0518, grad_norm: 4.3302 2020-09-16 08:25:33,516 - mmaction - INFO - Epoch [23][900/1320] lr: 2.000e-03, eta: 21:27:45, time: 1.991, data_time: 0.101, memory: 10966, top1_acc: 0.4934, top5_acc: 0.7773, loss_cls: 1.9907, loss: 1.9907, grad_norm: 4.1529 2020-09-16 08:26:13,807 - mmaction - INFO - Epoch [23][920/1320] lr: 2.000e-03, eta: 21:26:59, time: 2.016, data_time: 0.003, memory: 10966, top1_acc: 0.4523, top5_acc: 0.7613, loss_cls: 2.0636, loss: 2.0636, grad_norm: 4.3199 2020-09-16 08:26:55,907 - mmaction - INFO - Epoch [23][940/1320] lr: 2.000e-03, eta: 21:26:15, time: 2.104, data_time: 0.003, memory: 10966, top1_acc: 0.4820, top5_acc: 0.7590, loss_cls: 2.0224, loss: 2.0224, grad_norm: 4.3018 2020-09-16 08:27:35,604 - mmaction - INFO - Epoch [23][960/1320] lr: 2.000e-03, eta: 21:25:28, time: 1.986, data_time: 0.011, memory: 10966, top1_acc: 0.4621, top5_acc: 0.7516, loss_cls: 2.0836, loss: 2.0836, grad_norm: 4.2666 2020-09-16 08:28:18,188 - mmaction - INFO - Epoch [23][980/1320] lr: 2.000e-03, eta: 21:24:45, time: 2.127, data_time: 0.194, memory: 10966, top1_acc: 0.4742, top5_acc: 0.7668, loss_cls: 2.0324, loss: 2.0324, grad_norm: 4.2392 2020-09-16 08:28:58,415 - mmaction - INFO - Epoch [23][1000/1320] lr: 2.000e-03, eta: 21:23:59, time: 2.013, data_time: 0.004, memory: 10966, top1_acc: 0.4727, top5_acc: 0.7613, loss_cls: 2.0052, loss: 2.0052, grad_norm: 4.1487 2020-09-16 08:29:40,567 - mmaction - INFO - Epoch [23][1020/1320] lr: 2.000e-03, eta: 21:23:15, time: 2.106, data_time: 0.004, memory: 10966, top1_acc: 0.4773, top5_acc: 0.7566, loss_cls: 2.0340, loss: 2.0340, grad_norm: 4.2853 2020-09-16 08:30:22,507 - mmaction - INFO - Epoch [23][1040/1320] lr: 2.000e-03, eta: 21:22:31, time: 2.098, data_time: 0.006, memory: 10966, top1_acc: 0.4832, top5_acc: 0.7660, loss_cls: 1.9896, loss: 1.9896, grad_norm: 4.1236 2020-09-16 08:31:01,239 - mmaction - INFO - Epoch [23][1060/1320] lr: 2.000e-03, eta: 21:21:44, time: 1.935, data_time: 0.036, memory: 10966, top1_acc: 0.4781, top5_acc: 0.7723, loss_cls: 2.0063, loss: 2.0063, grad_norm: 4.2286 2020-09-16 08:31:40,604 - mmaction - INFO - Epoch [23][1080/1320] lr: 2.000e-03, eta: 21:20:57, time: 1.969, data_time: 0.017, memory: 10966, top1_acc: 0.4707, top5_acc: 0.7645, loss_cls: 2.0083, loss: 2.0083, grad_norm: 4.2613 2020-09-16 08:32:21,709 - mmaction - INFO - Epoch [23][1100/1320] lr: 2.000e-03, eta: 21:20:12, time: 2.056, data_time: 0.004, memory: 10966, top1_acc: 0.4695, top5_acc: 0.7777, loss_cls: 2.0083, loss: 2.0083, grad_norm: 4.2338 2020-09-16 08:33:04,803 - mmaction - INFO - Epoch [23][1120/1320] lr: 2.000e-03, eta: 21:19:29, time: 2.156, data_time: 0.006, memory: 10966, top1_acc: 0.4781, top5_acc: 0.7719, loss_cls: 2.0034, loss: 2.0034, grad_norm: 4.1835 2020-09-16 08:33:47,513 - mmaction - INFO - Epoch [23][1140/1320] lr: 2.000e-03, eta: 21:18:46, time: 2.133, data_time: 0.004, memory: 10966, top1_acc: 0.4941, top5_acc: 0.7680, loss_cls: 1.9538, loss: 1.9538, grad_norm: 4.1542 2020-09-16 08:34:30,709 - mmaction - INFO - Epoch [23][1160/1320] lr: 2.000e-03, eta: 21:18:04, time: 2.164, data_time: 0.005, memory: 10966, top1_acc: 0.4527, top5_acc: 0.7559, loss_cls: 2.0624, loss: 2.0624, grad_norm: 4.2200 2020-09-16 08:35:10,452 - mmaction - INFO - Epoch [23][1180/1320] lr: 2.000e-03, eta: 21:17:17, time: 1.982, data_time: 0.002, memory: 10966, top1_acc: 0.4965, top5_acc: 0.7719, loss_cls: 1.9641, loss: 1.9641, grad_norm: 4.2001 2020-09-16 08:35:51,733 - mmaction - INFO - Epoch [23][1200/1320] lr: 2.000e-03, eta: 21:16:33, time: 2.069, data_time: 0.007, memory: 10966, top1_acc: 0.4910, top5_acc: 0.7766, loss_cls: 1.9500, loss: 1.9500, grad_norm: 4.2626 2020-09-16 08:36:31,098 - mmaction - INFO - Epoch [23][1220/1320] lr: 2.000e-03, eta: 21:15:46, time: 1.967, data_time: 0.002, memory: 10966, top1_acc: 0.4805, top5_acc: 0.7547, loss_cls: 2.0419, loss: 2.0419, grad_norm: 4.2281 2020-09-16 08:37:14,727 - mmaction - INFO - Epoch [23][1240/1320] lr: 2.000e-03, eta: 21:15:04, time: 2.182, data_time: 0.039, memory: 10966, top1_acc: 0.4891, top5_acc: 0.7684, loss_cls: 2.0111, loss: 2.0111, grad_norm: 4.2389 2020-09-16 08:37:52,444 - mmaction - INFO - Epoch [23][1260/1320] lr: 2.000e-03, eta: 21:14:15, time: 1.886, data_time: 0.020, memory: 10966, top1_acc: 0.4758, top5_acc: 0.7652, loss_cls: 1.9823, loss: 1.9823, grad_norm: 4.1965 2020-09-16 08:38:34,646 - mmaction - INFO - Epoch [23][1280/1320] lr: 2.000e-03, eta: 21:13:31, time: 2.111, data_time: 0.014, memory: 10966, top1_acc: 0.4855, top5_acc: 0.7754, loss_cls: 1.9618, loss: 1.9618, grad_norm: 4.2005 2020-09-16 08:39:18,109 - mmaction - INFO - Epoch [23][1300/1320] lr: 2.000e-03, eta: 21:12:49, time: 2.171, data_time: 0.047, memory: 10966, top1_acc: 0.4758, top5_acc: 0.7664, loss_cls: 2.0200, loss: 2.0200, grad_norm: 4.2896 2020-09-16 08:39:52,057 - mmaction - INFO - Epoch [23][1320/1320] lr: 2.000e-03, eta: 21:11:56, time: 1.698, data_time: 0.004, memory: 10966, top1_acc: 0.4968, top5_acc: 0.7619, loss_cls: 1.9811, loss: 1.9811, grad_norm: 4.1737 2020-09-16 08:40:01,588 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-09-16 08:47:28,427 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 08:47:28,763 - mmaction - INFO - top1_acc 0.3167 top5_acc 0.6248 2020-09-16 08:47:28,763 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 08:47:28,811 - mmaction - INFO - mean_acc 0.2513 2020-09-16 08:47:28,812 - mmaction - INFO - Now best checkpoint is epoch_23.pth 2020-09-16 08:47:28,819 - mmaction - INFO - Epoch(val) [23][1320] top1_acc: 0.3167, top5_acc: 0.6248, mean_class_accuracy: 0.2513 2020-09-16 08:49:33,396 - mmaction - INFO - Epoch [24][20/1320] lr: 2.000e-03, eta: 21:12:49, time: 6.226, data_time: 5.482, memory: 10966, top1_acc: 0.4789, top5_acc: 0.7582, loss_cls: 2.0223, loss: 2.0223, grad_norm: 4.2639 2020-09-16 08:50:15,094 - mmaction - INFO - Epoch [24][40/1320] lr: 2.000e-03, eta: 21:12:05, time: 2.082, data_time: 0.303, memory: 10966, top1_acc: 0.4922, top5_acc: 0.7742, loss_cls: 1.9285, loss: 1.9285, grad_norm: 4.1738 2020-09-16 08:50:53,905 - mmaction - INFO - Epoch [24][60/1320] lr: 2.000e-03, eta: 21:11:17, time: 1.942, data_time: 0.046, memory: 10966, top1_acc: 0.4809, top5_acc: 0.7598, loss_cls: 2.0103, loss: 2.0103, grad_norm: 4.1278 2020-09-16 08:51:35,806 - mmaction - INFO - Epoch [24][80/1320] lr: 2.000e-03, eta: 21:10:33, time: 2.097, data_time: 0.188, memory: 10966, top1_acc: 0.4676, top5_acc: 0.7691, loss_cls: 1.9958, loss: 1.9958, grad_norm: 4.2439 2020-09-16 08:52:20,889 - mmaction - INFO - Epoch [24][100/1320] lr: 2.000e-03, eta: 21:09:53, time: 2.255, data_time: 0.186, memory: 10966, top1_acc: 0.4730, top5_acc: 0.7727, loss_cls: 1.9796, loss: 1.9796, grad_norm: 4.2592 2020-09-16 08:53:00,191 - mmaction - INFO - Epoch [24][120/1320] lr: 2.000e-03, eta: 21:09:06, time: 1.964, data_time: 0.198, memory: 10966, top1_acc: 0.4773, top5_acc: 0.7812, loss_cls: 1.9410, loss: 1.9410, grad_norm: 4.2925 2020-09-16 08:53:40,510 - mmaction - INFO - Epoch [24][140/1320] lr: 2.000e-03, eta: 21:08:20, time: 2.019, data_time: 0.586, memory: 10966, top1_acc: 0.4824, top5_acc: 0.7797, loss_cls: 1.9140, loss: 1.9140, grad_norm: 4.1696 2020-09-16 08:54:21,125 - mmaction - INFO - Epoch [24][160/1320] lr: 2.000e-03, eta: 21:07:34, time: 2.031, data_time: 1.009, memory: 10966, top1_acc: 0.4902, top5_acc: 0.7719, loss_cls: 1.9432, loss: 1.9432, grad_norm: 4.2146 2020-09-16 08:55:01,546 - mmaction - INFO - Epoch [24][180/1320] lr: 2.000e-03, eta: 21:06:49, time: 2.020, data_time: 0.051, memory: 10966, top1_acc: 0.4773, top5_acc: 0.7598, loss_cls: 1.9948, loss: 1.9948, grad_norm: 4.2296 2020-09-16 08:55:40,414 - mmaction - INFO - Epoch [24][200/1320] lr: 2.000e-03, eta: 21:06:01, time: 1.943, data_time: 0.253, memory: 10966, top1_acc: 0.4789, top5_acc: 0.7668, loss_cls: 1.9756, loss: 1.9756, grad_norm: 4.2864 2020-09-16 08:56:21,177 - mmaction - INFO - Epoch [24][220/1320] lr: 2.000e-03, eta: 21:05:16, time: 2.039, data_time: 0.280, memory: 10966, top1_acc: 0.4863, top5_acc: 0.7781, loss_cls: 1.9476, loss: 1.9476, grad_norm: 4.2730 2020-09-16 08:57:01,777 - mmaction - INFO - Epoch [24][240/1320] lr: 2.000e-03, eta: 21:04:30, time: 2.030, data_time: 0.074, memory: 10966, top1_acc: 0.4789, top5_acc: 0.7668, loss_cls: 1.9931, loss: 1.9931, grad_norm: 4.2474 2020-09-16 08:57:43,814 - mmaction - INFO - Epoch [24][260/1320] lr: 2.000e-03, eta: 21:03:47, time: 2.102, data_time: 0.003, memory: 10966, top1_acc: 0.4688, top5_acc: 0.7703, loss_cls: 2.0078, loss: 2.0078, grad_norm: 4.3122 2020-09-16 08:58:25,388 - mmaction - INFO - Epoch [24][280/1320] lr: 2.000e-03, eta: 21:03:02, time: 2.077, data_time: 0.005, memory: 10966, top1_acc: 0.4777, top5_acc: 0.7586, loss_cls: 2.0204, loss: 2.0204, grad_norm: 4.3093 2020-09-16 08:59:04,986 - mmaction - INFO - Epoch [24][300/1320] lr: 2.000e-03, eta: 21:02:16, time: 1.982, data_time: 0.007, memory: 10966, top1_acc: 0.4828, top5_acc: 0.7504, loss_cls: 2.0504, loss: 2.0504, grad_norm: 4.4230 2020-09-16 08:59:46,838 - mmaction - INFO - Epoch [24][320/1320] lr: 2.000e-03, eta: 21:01:32, time: 2.091, data_time: 0.001, memory: 10966, top1_acc: 0.4883, top5_acc: 0.7715, loss_cls: 1.9805, loss: 1.9805, grad_norm: 4.2198 2020-09-16 09:00:29,210 - mmaction - INFO - Epoch [24][340/1320] lr: 2.000e-03, eta: 21:00:48, time: 2.119, data_time: 0.003, memory: 10966, top1_acc: 0.4754, top5_acc: 0.7656, loss_cls: 1.9894, loss: 1.9894, grad_norm: 4.2637 2020-09-16 09:01:11,557 - mmaction - INFO - Epoch [24][360/1320] lr: 2.000e-03, eta: 21:00:05, time: 2.117, data_time: 0.004, memory: 10966, top1_acc: 0.4773, top5_acc: 0.7504, loss_cls: 2.0315, loss: 2.0315, grad_norm: 4.2851 2020-09-16 09:01:49,655 - mmaction - INFO - Epoch [24][380/1320] lr: 2.000e-03, eta: 20:59:16, time: 1.905, data_time: 0.602, memory: 10966, top1_acc: 0.4836, top5_acc: 0.7680, loss_cls: 1.9940, loss: 1.9940, grad_norm: 4.3089 2020-09-16 09:02:31,786 - mmaction - INFO - Epoch [24][400/1320] lr: 2.000e-03, eta: 20:58:33, time: 2.107, data_time: 0.793, memory: 10966, top1_acc: 0.4738, top5_acc: 0.7617, loss_cls: 2.0136, loss: 2.0136, grad_norm: 4.3253 2020-09-16 09:03:13,988 - mmaction - INFO - Epoch [24][420/1320] lr: 2.000e-03, eta: 20:57:49, time: 2.110, data_time: 0.121, memory: 10966, top1_acc: 0.4762, top5_acc: 0.7660, loss_cls: 2.0216, loss: 2.0216, grad_norm: 4.4237 2020-09-16 09:03:54,268 - mmaction - INFO - Epoch [24][440/1320] lr: 2.000e-03, eta: 20:57:03, time: 2.014, data_time: 0.003, memory: 10966, top1_acc: 0.4781, top5_acc: 0.7570, loss_cls: 1.9973, loss: 1.9973, grad_norm: 4.2954 2020-09-16 09:04:33,469 - mmaction - INFO - Epoch [24][460/1320] lr: 2.000e-03, eta: 20:56:16, time: 1.959, data_time: 0.144, memory: 10966, top1_acc: 0.4562, top5_acc: 0.7566, loss_cls: 2.0464, loss: 2.0464, grad_norm: 4.4191 2020-09-16 09:05:15,350 - mmaction - INFO - Epoch [24][480/1320] lr: 2.000e-03, eta: 20:55:32, time: 2.090, data_time: 0.705, memory: 10966, top1_acc: 0.4820, top5_acc: 0.7734, loss_cls: 1.9785, loss: 1.9785, grad_norm: 4.2932 2020-09-16 09:05:54,903 - mmaction - INFO - Epoch [24][500/1320] lr: 2.000e-03, eta: 20:54:46, time: 1.978, data_time: 0.652, memory: 10966, top1_acc: 0.4820, top5_acc: 0.7684, loss_cls: 1.9857, loss: 1.9857, grad_norm: 4.2746 2020-09-16 09:06:37,533 - mmaction - INFO - Epoch [24][520/1320] lr: 2.000e-03, eta: 20:54:03, time: 2.137, data_time: 0.067, memory: 10966, top1_acc: 0.5156, top5_acc: 0.7887, loss_cls: 1.9028, loss: 1.9028, grad_norm: 4.2396 2020-09-16 09:07:18,908 - mmaction - INFO - Epoch [24][540/1320] lr: 2.000e-03, eta: 20:53:18, time: 2.066, data_time: 0.001, memory: 10966, top1_acc: 0.4797, top5_acc: 0.7758, loss_cls: 1.9576, loss: 1.9576, grad_norm: 4.3049 2020-09-16 09:07:57,554 - mmaction - INFO - Epoch [24][560/1320] lr: 2.000e-03, eta: 20:52:30, time: 1.933, data_time: 0.005, memory: 10966, top1_acc: 0.5031, top5_acc: 0.7754, loss_cls: 1.9380, loss: 1.9380, grad_norm: 4.3032 2020-09-16 09:08:37,199 - mmaction - INFO - Epoch [24][580/1320] lr: 2.000e-03, eta: 20:51:44, time: 1.981, data_time: 0.163, memory: 10966, top1_acc: 0.4781, top5_acc: 0.7730, loss_cls: 1.9653, loss: 1.9653, grad_norm: 4.3030 2020-09-16 09:09:20,568 - mmaction - INFO - Epoch [24][600/1320] lr: 2.000e-03, eta: 20:51:02, time: 2.169, data_time: 0.226, memory: 10966, top1_acc: 0.4750, top5_acc: 0.7559, loss_cls: 2.0123, loss: 2.0123, grad_norm: 4.3636 2020-09-16 09:10:00,621 - mmaction - INFO - Epoch [24][620/1320] lr: 2.000e-03, eta: 20:50:16, time: 2.002, data_time: 0.014, memory: 10966, top1_acc: 0.4918, top5_acc: 0.7656, loss_cls: 1.9900, loss: 1.9900, grad_norm: 4.2715 2020-09-16 09:10:40,962 - mmaction - INFO - Epoch [24][640/1320] lr: 2.000e-03, eta: 20:49:30, time: 2.019, data_time: 0.004, memory: 10966, top1_acc: 0.4695, top5_acc: 0.7746, loss_cls: 1.9917, loss: 1.9917, grad_norm: 4.3195 2020-09-16 09:11:19,246 - mmaction - INFO - Epoch [24][660/1320] lr: 2.000e-03, eta: 20:48:42, time: 1.913, data_time: 0.625, memory: 10966, top1_acc: 0.4863, top5_acc: 0.7723, loss_cls: 1.9733, loss: 1.9733, grad_norm: 4.2509 2020-09-16 09:12:02,003 - mmaction - INFO - Epoch [24][680/1320] lr: 2.000e-03, eta: 20:47:59, time: 2.139, data_time: 0.251, memory: 10966, top1_acc: 0.4996, top5_acc: 0.7832, loss_cls: 1.9214, loss: 1.9214, grad_norm: 4.1055 2020-09-16 09:12:43,854 - mmaction - INFO - Epoch [24][700/1320] lr: 2.000e-03, eta: 20:47:15, time: 2.093, data_time: 0.002, memory: 10966, top1_acc: 0.4836, top5_acc: 0.7625, loss_cls: 1.9984, loss: 1.9984, grad_norm: 4.3328 2020-09-16 09:13:23,357 - mmaction - INFO - Epoch [24][720/1320] lr: 2.000e-03, eta: 20:46:29, time: 1.973, data_time: 0.066, memory: 10966, top1_acc: 0.4805, top5_acc: 0.7672, loss_cls: 1.9909, loss: 1.9909, grad_norm: 4.2941 2020-09-16 09:14:07,654 - mmaction - INFO - Epoch [24][740/1320] lr: 2.000e-03, eta: 20:45:47, time: 2.214, data_time: 0.139, memory: 10966, top1_acc: 0.4727, top5_acc: 0.7625, loss_cls: 2.0008, loss: 2.0008, grad_norm: 4.3064 2020-09-16 09:14:47,544 - mmaction - INFO - Epoch [24][760/1320] lr: 2.000e-03, eta: 20:45:01, time: 1.995, data_time: 0.006, memory: 10966, top1_acc: 0.4906, top5_acc: 0.7645, loss_cls: 1.9695, loss: 1.9695, grad_norm: 4.3269 2020-09-16 09:15:30,210 - mmaction - INFO - Epoch [24][780/1320] lr: 2.000e-03, eta: 20:44:18, time: 2.134, data_time: 0.757, memory: 10966, top1_acc: 0.4848, top5_acc: 0.7766, loss_cls: 1.9308, loss: 1.9308, grad_norm: 4.2554 2020-09-16 09:16:09,832 - mmaction - INFO - Epoch [24][800/1320] lr: 2.000e-03, eta: 20:43:32, time: 1.982, data_time: 0.246, memory: 10966, top1_acc: 0.4762, top5_acc: 0.7625, loss_cls: 1.9999, loss: 1.9999, grad_norm: 4.3780 2020-09-16 09:16:49,385 - mmaction - INFO - Epoch [24][820/1320] lr: 2.000e-03, eta: 20:42:45, time: 1.978, data_time: 0.040, memory: 10966, top1_acc: 0.4750, top5_acc: 0.7695, loss_cls: 1.9971, loss: 1.9971, grad_norm: 4.3437 2020-09-16 09:17:32,697 - mmaction - INFO - Epoch [24][840/1320] lr: 2.000e-03, eta: 20:42:03, time: 2.165, data_time: 0.003, memory: 10966, top1_acc: 0.4844, top5_acc: 0.7676, loss_cls: 1.9819, loss: 1.9819, grad_norm: 4.3261 2020-09-16 09:18:11,476 - mmaction - INFO - Epoch [24][860/1320] lr: 2.000e-03, eta: 20:41:16, time: 1.939, data_time: 0.005, memory: 10966, top1_acc: 0.4848, top5_acc: 0.7723, loss_cls: 1.9799, loss: 1.9799, grad_norm: 4.3139 2020-09-16 09:18:54,879 - mmaction - INFO - Epoch [24][880/1320] lr: 2.000e-03, eta: 20:40:34, time: 2.169, data_time: 0.002, memory: 10966, top1_acc: 0.4688, top5_acc: 0.7605, loss_cls: 2.0487, loss: 2.0487, grad_norm: 4.4801 2020-09-16 09:19:35,790 - mmaction - INFO - Epoch [24][900/1320] lr: 2.000e-03, eta: 20:39:49, time: 2.046, data_time: 0.029, memory: 10966, top1_acc: 0.4887, top5_acc: 0.7742, loss_cls: 1.9551, loss: 1.9551, grad_norm: 4.3039 2020-09-16 09:20:16,877 - mmaction - INFO - Epoch [24][920/1320] lr: 2.000e-03, eta: 20:39:04, time: 2.053, data_time: 0.212, memory: 10966, top1_acc: 0.4746, top5_acc: 0.7691, loss_cls: 1.9755, loss: 1.9755, grad_norm: 4.3018 2020-09-16 09:21:00,995 - mmaction - INFO - Epoch [24][940/1320] lr: 2.000e-03, eta: 20:38:22, time: 2.207, data_time: 0.142, memory: 10966, top1_acc: 0.4977, top5_acc: 0.7859, loss_cls: 1.9395, loss: 1.9395, grad_norm: 4.3199 2020-09-16 09:21:39,796 - mmaction - INFO - Epoch [24][960/1320] lr: 2.000e-03, eta: 20:37:35, time: 1.939, data_time: 0.173, memory: 10966, top1_acc: 0.4863, top5_acc: 0.7664, loss_cls: 1.9822, loss: 1.9822, grad_norm: 4.2374 2020-09-16 09:22:20,928 - mmaction - INFO - Epoch [24][980/1320] lr: 2.000e-03, eta: 20:36:50, time: 2.059, data_time: 0.004, memory: 10966, top1_acc: 0.4652, top5_acc: 0.7543, loss_cls: 2.0524, loss: 2.0524, grad_norm: 4.3623 2020-09-16 09:22:59,854 - mmaction - INFO - Epoch [24][1000/1320] lr: 2.000e-03, eta: 20:36:03, time: 1.945, data_time: 0.196, memory: 10966, top1_acc: 0.4770, top5_acc: 0.7723, loss_cls: 1.9749, loss: 1.9749, grad_norm: 4.3821 2020-09-16 09:23:43,851 - mmaction - INFO - Epoch [24][1020/1320] lr: 2.000e-03, eta: 20:35:22, time: 2.201, data_time: 0.003, memory: 10966, top1_acc: 0.4949, top5_acc: 0.7828, loss_cls: 1.9427, loss: 1.9427, grad_norm: 4.2389 2020-09-16 09:24:22,682 - mmaction - INFO - Epoch [24][1040/1320] lr: 2.000e-03, eta: 20:34:35, time: 1.941, data_time: 0.020, memory: 10966, top1_acc: 0.4953, top5_acc: 0.7777, loss_cls: 1.9283, loss: 1.9283, grad_norm: 4.3156 2020-09-16 09:25:05,474 - mmaction - INFO - Epoch [24][1060/1320] lr: 2.000e-03, eta: 20:33:52, time: 2.139, data_time: 0.002, memory: 10966, top1_acc: 0.4855, top5_acc: 0.7715, loss_cls: 1.9596, loss: 1.9596, grad_norm: 4.3417 2020-09-16 09:25:49,298 - mmaction - INFO - Epoch [24][1080/1320] lr: 2.000e-03, eta: 20:33:10, time: 2.191, data_time: 0.005, memory: 10966, top1_acc: 0.4875, top5_acc: 0.7664, loss_cls: 1.9785, loss: 1.9785, grad_norm: 4.3684 2020-09-16 09:26:28,560 - mmaction - INFO - Epoch [24][1100/1320] lr: 2.000e-03, eta: 20:32:23, time: 1.964, data_time: 0.087, memory: 10966, top1_acc: 0.4879, top5_acc: 0.7789, loss_cls: 1.9528, loss: 1.9528, grad_norm: 4.3205 2020-09-16 09:27:06,777 - mmaction - INFO - Epoch [24][1120/1320] lr: 2.000e-03, eta: 20:31:35, time: 1.907, data_time: 0.034, memory: 10966, top1_acc: 0.4840, top5_acc: 0.7707, loss_cls: 1.9508, loss: 1.9508, grad_norm: 4.3883 2020-09-16 09:27:49,720 - mmaction - INFO - Epoch [24][1140/1320] lr: 2.000e-03, eta: 20:30:53, time: 2.149, data_time: 0.223, memory: 10966, top1_acc: 0.4793, top5_acc: 0.7551, loss_cls: 2.0464, loss: 2.0464, grad_norm: 4.3463 2020-09-16 09:28:30,181 - mmaction - INFO - Epoch [24][1160/1320] lr: 2.000e-03, eta: 20:30:07, time: 2.019, data_time: 0.004, memory: 10966, top1_acc: 0.5000, top5_acc: 0.7699, loss_cls: 1.9514, loss: 1.9514, grad_norm: 4.3148 2020-09-16 09:29:11,010 - mmaction - INFO - Epoch [24][1180/1320] lr: 2.000e-03, eta: 20:29:22, time: 2.048, data_time: 0.009, memory: 10966, top1_acc: 0.4898, top5_acc: 0.7625, loss_cls: 1.9687, loss: 1.9687, grad_norm: 4.3696 2020-09-16 09:29:55,339 - mmaction - INFO - Epoch [24][1200/1320] lr: 2.000e-03, eta: 20:28:41, time: 2.216, data_time: 0.003, memory: 10966, top1_acc: 0.4773, top5_acc: 0.7781, loss_cls: 1.9630, loss: 1.9630, grad_norm: 4.3636 2020-09-16 09:30:35,510 - mmaction - INFO - Epoch [24][1220/1320] lr: 2.000e-03, eta: 20:27:56, time: 2.008, data_time: 0.002, memory: 10966, top1_acc: 0.4871, top5_acc: 0.7617, loss_cls: 1.9619, loss: 1.9619, grad_norm: 4.3121 2020-09-16 09:31:17,013 - mmaction - INFO - Epoch [24][1240/1320] lr: 2.000e-03, eta: 20:27:11, time: 2.076, data_time: 0.222, memory: 10966, top1_acc: 0.4824, top5_acc: 0.7609, loss_cls: 1.9945, loss: 1.9945, grad_norm: 4.5141 2020-09-16 09:31:57,158 - mmaction - INFO - Epoch [24][1260/1320] lr: 2.000e-03, eta: 20:26:26, time: 2.005, data_time: 0.020, memory: 10966, top1_acc: 0.4875, top5_acc: 0.7766, loss_cls: 1.9683, loss: 1.9683, grad_norm: 4.3229 2020-09-16 09:32:38,009 - mmaction - INFO - Epoch [24][1280/1320] lr: 2.000e-03, eta: 20:25:41, time: 2.041, data_time: 0.003, memory: 10966, top1_acc: 0.4879, top5_acc: 0.7777, loss_cls: 1.9563, loss: 1.9563, grad_norm: 4.3107 2020-09-16 09:33:19,745 - mmaction - INFO - Epoch [24][1300/1320] lr: 2.000e-03, eta: 20:24:57, time: 2.087, data_time: 1.032, memory: 10966, top1_acc: 0.4785, top5_acc: 0.7688, loss_cls: 1.9781, loss: 1.9781, grad_norm: 4.3962 2020-09-16 09:33:54,915 - mmaction - INFO - Epoch [24][1320/1320] lr: 2.000e-03, eta: 20:24:06, time: 1.761, data_time: 1.241, memory: 10966, top1_acc: 0.4758, top5_acc: 0.7579, loss_cls: 2.0414, loss: 2.0414, grad_norm: 4.4448 2020-09-16 09:34:05,747 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-09-16 09:41:37,768 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 09:41:38,193 - mmaction - INFO - top1_acc 0.3148 top5_acc 0.6211 2020-09-16 09:41:38,193 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 09:41:38,253 - mmaction - INFO - mean_acc 0.2478 2020-09-16 09:41:38,259 - mmaction - INFO - Epoch(val) [24][1320] top1_acc: 0.3148, top5_acc: 0.6211, mean_class_accuracy: 0.2478 2020-09-16 09:43:48,530 - mmaction - INFO - Epoch [25][20/1320] lr: 2.000e-03, eta: 20:24:57, time: 6.510, data_time: 4.462, memory: 10966, top1_acc: 0.5027, top5_acc: 0.7801, loss_cls: 1.9204, loss: 1.9204, grad_norm: 4.2963 2020-09-16 09:44:29,544 - mmaction - INFO - Epoch [25][40/1320] lr: 2.000e-03, eta: 20:24:13, time: 2.054, data_time: 0.009, memory: 10966, top1_acc: 0.4914, top5_acc: 0.7691, loss_cls: 1.9917, loss: 1.9917, grad_norm: 4.3879 2020-09-16 09:45:11,317 - mmaction - INFO - Epoch [25][60/1320] lr: 2.000e-03, eta: 20:23:29, time: 2.088, data_time: 0.017, memory: 10966, top1_acc: 0.4938, top5_acc: 0.7762, loss_cls: 1.9275, loss: 1.9275, grad_norm: 4.2942 2020-09-16 09:45:52,144 - mmaction - INFO - Epoch [25][80/1320] lr: 2.000e-03, eta: 20:22:44, time: 2.038, data_time: 0.027, memory: 10966, top1_acc: 0.4875, top5_acc: 0.7793, loss_cls: 1.9462, loss: 1.9462, grad_norm: 4.2666 2020-09-16 09:46:32,286 - mmaction - INFO - Epoch [25][100/1320] lr: 2.000e-03, eta: 20:21:58, time: 2.010, data_time: 0.005, memory: 10966, top1_acc: 0.4859, top5_acc: 0.7598, loss_cls: 1.9908, loss: 1.9908, grad_norm: 4.4140 2020-09-16 09:47:16,373 - mmaction - INFO - Epoch [25][120/1320] lr: 2.000e-03, eta: 20:21:16, time: 2.205, data_time: 0.002, memory: 10966, top1_acc: 0.4984, top5_acc: 0.7867, loss_cls: 1.9125, loss: 1.9125, grad_norm: 4.3105 2020-09-16 09:47:54,579 - mmaction - INFO - Epoch [25][140/1320] lr: 2.000e-03, eta: 20:20:28, time: 1.910, data_time: 0.189, memory: 10966, top1_acc: 0.4891, top5_acc: 0.7750, loss_cls: 1.9353, loss: 1.9353, grad_norm: 4.4752 2020-09-16 09:48:36,372 - mmaction - INFO - Epoch [25][160/1320] lr: 2.000e-03, eta: 20:19:44, time: 2.086, data_time: 0.835, memory: 10966, top1_acc: 0.4961, top5_acc: 0.7816, loss_cls: 1.9097, loss: 1.9097, grad_norm: 4.3314 2020-09-16 09:49:17,526 - mmaction - INFO - Epoch [25][180/1320] lr: 2.000e-03, eta: 20:19:00, time: 2.058, data_time: 0.477, memory: 10966, top1_acc: 0.4918, top5_acc: 0.7871, loss_cls: 1.9110, loss: 1.9110, grad_norm: 4.3224 2020-09-16 09:49:58,851 - mmaction - INFO - Epoch [25][200/1320] lr: 2.000e-03, eta: 20:18:15, time: 2.065, data_time: 0.370, memory: 10966, top1_acc: 0.4848, top5_acc: 0.7820, loss_cls: 1.9148, loss: 1.9148, grad_norm: 4.3830 2020-09-16 09:50:39,225 - mmaction - INFO - Epoch [25][220/1320] lr: 2.000e-03, eta: 20:17:30, time: 2.022, data_time: 1.131, memory: 10966, top1_acc: 0.4887, top5_acc: 0.7754, loss_cls: 1.9566, loss: 1.9566, grad_norm: 4.3432 2020-09-16 09:51:21,136 - mmaction - INFO - Epoch [25][240/1320] lr: 2.000e-03, eta: 20:16:46, time: 2.074, data_time: 0.087, memory: 10966, top1_acc: 0.4938, top5_acc: 0.7824, loss_cls: 1.9177, loss: 1.9177, grad_norm: 4.3132 2020-09-16 09:52:00,708 - mmaction - INFO - Epoch [25][260/1320] lr: 2.000e-03, eta: 20:16:00, time: 1.999, data_time: 0.341, memory: 10966, top1_acc: 0.4934, top5_acc: 0.7781, loss_cls: 1.9113, loss: 1.9113, grad_norm: 4.2999 2020-09-16 09:52:42,175 - mmaction - INFO - Epoch [25][280/1320] lr: 2.000e-03, eta: 20:15:15, time: 2.075, data_time: 0.039, memory: 10966, top1_acc: 0.4824, top5_acc: 0.7758, loss_cls: 1.9685, loss: 1.9685, grad_norm: 4.3808 2020-09-16 09:53:23,364 - mmaction - INFO - Epoch [25][300/1320] lr: 2.000e-03, eta: 20:14:31, time: 2.059, data_time: 0.206, memory: 10966, top1_acc: 0.5012, top5_acc: 0.7801, loss_cls: 1.9256, loss: 1.9256, grad_norm: 4.3179 2020-09-16 09:54:03,867 - mmaction - INFO - Epoch [25][320/1320] lr: 2.000e-03, eta: 20:13:45, time: 2.026, data_time: 1.094, memory: 10966, top1_acc: 0.4895, top5_acc: 0.7801, loss_cls: 1.9108, loss: 1.9108, grad_norm: 4.3518 2020-09-16 09:54:47,377 - mmaction - INFO - Epoch [25][340/1320] lr: 2.000e-03, eta: 20:13:03, time: 2.168, data_time: 0.258, memory: 10966, top1_acc: 0.4883, top5_acc: 0.7770, loss_cls: 1.9217, loss: 1.9217, grad_norm: 4.3538 2020-09-16 09:55:28,635 - mmaction - INFO - Epoch [25][360/1320] lr: 2.000e-03, eta: 20:12:19, time: 2.070, data_time: 0.560, memory: 10966, top1_acc: 0.4801, top5_acc: 0.7738, loss_cls: 1.9633, loss: 1.9633, grad_norm: 4.4230 2020-09-16 09:56:07,304 - mmaction - INFO - Epoch [25][380/1320] lr: 2.000e-03, eta: 20:11:32, time: 1.933, data_time: 1.143, memory: 10966, top1_acc: 0.4730, top5_acc: 0.7719, loss_cls: 1.9850, loss: 1.9850, grad_norm: 4.4859 2020-09-16 09:56:48,804 - mmaction - INFO - Epoch [25][400/1320] lr: 2.000e-03, eta: 20:10:47, time: 2.071, data_time: 0.806, memory: 10966, top1_acc: 0.5113, top5_acc: 0.7805, loss_cls: 1.9207, loss: 1.9207, grad_norm: 4.3773 2020-09-16 09:57:30,771 - mmaction - INFO - Epoch [25][420/1320] lr: 2.000e-03, eta: 20:10:04, time: 2.103, data_time: 0.013, memory: 10966, top1_acc: 0.4879, top5_acc: 0.7641, loss_cls: 1.9916, loss: 1.9916, grad_norm: 4.4361 2020-09-16 09:58:10,466 - mmaction - INFO - Epoch [25][440/1320] lr: 2.000e-03, eta: 20:09:17, time: 1.982, data_time: 0.002, memory: 10966, top1_acc: 0.4852, top5_acc: 0.7746, loss_cls: 1.9557, loss: 1.9557, grad_norm: 4.4208 2020-09-16 09:58:52,094 - mmaction - INFO - Epoch [25][460/1320] lr: 2.000e-03, eta: 20:08:33, time: 2.080, data_time: 0.153, memory: 10966, top1_acc: 0.4949, top5_acc: 0.7656, loss_cls: 1.9640, loss: 1.9640, grad_norm: 4.3967 2020-09-16 09:59:32,597 - mmaction - INFO - Epoch [25][480/1320] lr: 2.000e-03, eta: 20:07:48, time: 2.028, data_time: 0.372, memory: 10966, top1_acc: 0.5043, top5_acc: 0.7855, loss_cls: 1.8956, loss: 1.8956, grad_norm: 4.3494 2020-09-16 10:00:12,413 - mmaction - INFO - Epoch [25][500/1320] lr: 2.000e-03, eta: 20:07:02, time: 1.983, data_time: 0.181, memory: 10966, top1_acc: 0.4883, top5_acc: 0.7781, loss_cls: 1.9497, loss: 1.9497, grad_norm: 4.3659 2020-09-16 10:00:56,176 - mmaction - INFO - Epoch [25][520/1320] lr: 2.000e-03, eta: 20:06:20, time: 2.196, data_time: 0.208, memory: 10966, top1_acc: 0.4871, top5_acc: 0.7754, loss_cls: 1.9532, loss: 1.9532, grad_norm: 4.3605 2020-09-16 10:01:36,143 - mmaction - INFO - Epoch [25][540/1320] lr: 2.000e-03, eta: 20:05:34, time: 1.995, data_time: 0.002, memory: 10966, top1_acc: 0.4793, top5_acc: 0.7668, loss_cls: 1.9846, loss: 1.9846, grad_norm: 4.4327 2020-09-16 10:02:19,141 - mmaction - INFO - Epoch [25][560/1320] lr: 2.000e-03, eta: 20:04:52, time: 2.152, data_time: 0.195, memory: 10966, top1_acc: 0.4914, top5_acc: 0.7777, loss_cls: 1.9319, loss: 1.9319, grad_norm: 4.3743 2020-09-16 10:02:57,954 - mmaction - INFO - Epoch [25][580/1320] lr: 2.000e-03, eta: 20:04:05, time: 1.941, data_time: 0.102, memory: 10966, top1_acc: 0.4934, top5_acc: 0.7867, loss_cls: 1.9268, loss: 1.9268, grad_norm: 4.4054 2020-09-16 10:03:39,794 - mmaction - INFO - Epoch [25][600/1320] lr: 2.000e-03, eta: 20:03:21, time: 2.090, data_time: 0.962, memory: 10966, top1_acc: 0.4992, top5_acc: 0.7852, loss_cls: 1.8957, loss: 1.8957, grad_norm: 4.3601 2020-09-16 10:04:21,932 - mmaction - INFO - Epoch [25][620/1320] lr: 2.000e-03, eta: 20:02:37, time: 2.107, data_time: 0.940, memory: 10966, top1_acc: 0.4813, top5_acc: 0.7695, loss_cls: 1.9973, loss: 1.9973, grad_norm: 4.4820 2020-09-16 10:05:01,138 - mmaction - INFO - Epoch [25][640/1320] lr: 2.000e-03, eta: 20:01:51, time: 1.962, data_time: 0.130, memory: 10966, top1_acc: 0.4855, top5_acc: 0.7711, loss_cls: 1.9743, loss: 1.9743, grad_norm: 4.5927 2020-09-16 10:05:43,037 - mmaction - INFO - Epoch [25][660/1320] lr: 2.000e-03, eta: 20:01:07, time: 2.094, data_time: 0.084, memory: 10966, top1_acc: 0.4875, top5_acc: 0.7742, loss_cls: 1.9477, loss: 1.9477, grad_norm: 4.4579 2020-09-16 10:06:24,623 - mmaction - INFO - Epoch [25][680/1320] lr: 2.000e-03, eta: 20:00:23, time: 2.081, data_time: 0.022, memory: 10966, top1_acc: 0.4844, top5_acc: 0.7715, loss_cls: 1.9615, loss: 1.9615, grad_norm: 4.4399 2020-09-16 10:07:05,494 - mmaction - INFO - Epoch [25][700/1320] lr: 2.000e-03, eta: 19:59:38, time: 2.042, data_time: 0.002, memory: 10966, top1_acc: 0.4934, top5_acc: 0.7684, loss_cls: 1.9690, loss: 1.9690, grad_norm: 4.4254 2020-09-16 10:07:46,537 - mmaction - INFO - Epoch [25][720/1320] lr: 2.000e-03, eta: 19:58:53, time: 2.051, data_time: 0.006, memory: 10966, top1_acc: 0.4707, top5_acc: 0.7723, loss_cls: 1.9662, loss: 1.9662, grad_norm: 4.5450 2020-09-16 10:08:27,795 - mmaction - INFO - Epoch [25][740/1320] lr: 2.000e-03, eta: 19:58:09, time: 2.066, data_time: 0.008, memory: 10966, top1_acc: 0.4773, top5_acc: 0.7723, loss_cls: 1.9695, loss: 1.9695, grad_norm: 4.4950 2020-09-16 10:09:08,148 - mmaction - INFO - Epoch [25][760/1320] lr: 2.000e-03, eta: 19:57:23, time: 2.018, data_time: 0.079, memory: 10966, top1_acc: 0.4840, top5_acc: 0.7695, loss_cls: 1.9860, loss: 1.9860, grad_norm: 4.6046 2020-09-16 10:09:50,756 - mmaction - INFO - Epoch [25][780/1320] lr: 2.000e-03, eta: 19:56:40, time: 2.130, data_time: 0.003, memory: 10966, top1_acc: 0.4773, top5_acc: 0.7754, loss_cls: 1.9737, loss: 1.9737, grad_norm: 4.5049 2020-09-16 10:10:30,723 - mmaction - INFO - Epoch [25][800/1320] lr: 2.000e-03, eta: 19:55:55, time: 1.994, data_time: 0.185, memory: 10966, top1_acc: 0.4672, top5_acc: 0.7660, loss_cls: 1.9996, loss: 1.9996, grad_norm: 4.4773 2020-09-16 10:11:12,036 - mmaction - INFO - Epoch [25][820/1320] lr: 2.000e-03, eta: 19:55:10, time: 2.070, data_time: 0.101, memory: 10966, top1_acc: 0.4883, top5_acc: 0.7738, loss_cls: 1.9585, loss: 1.9585, grad_norm: 4.4560 2020-09-16 10:11:53,231 - mmaction - INFO - Epoch [25][840/1320] lr: 2.000e-03, eta: 19:54:26, time: 2.061, data_time: 0.004, memory: 10966, top1_acc: 0.4910, top5_acc: 0.7637, loss_cls: 1.9769, loss: 1.9769, grad_norm: 4.4740 2020-09-16 10:12:35,157 - mmaction - INFO - Epoch [25][860/1320] lr: 2.000e-03, eta: 19:53:42, time: 2.097, data_time: 0.002, memory: 10966, top1_acc: 0.4871, top5_acc: 0.7668, loss_cls: 1.9766, loss: 1.9766, grad_norm: 4.4514 2020-09-16 10:13:17,349 - mmaction - INFO - Epoch [25][880/1320] lr: 2.000e-03, eta: 19:52:59, time: 2.108, data_time: 0.007, memory: 10966, top1_acc: 0.4953, top5_acc: 0.7840, loss_cls: 1.9329, loss: 1.9329, grad_norm: 4.4527 2020-09-16 10:13:58,477 - mmaction - INFO - Epoch [25][900/1320] lr: 2.000e-03, eta: 19:52:14, time: 2.055, data_time: 0.018, memory: 10966, top1_acc: 0.4980, top5_acc: 0.7734, loss_cls: 1.9239, loss: 1.9239, grad_norm: 4.3899 2020-09-16 10:14:40,683 - mmaction - INFO - Epoch [25][920/1320] lr: 2.000e-03, eta: 19:51:31, time: 2.112, data_time: 0.011, memory: 10966, top1_acc: 0.4820, top5_acc: 0.7754, loss_cls: 1.9661, loss: 1.9661, grad_norm: 4.3171 2020-09-16 10:15:21,468 - mmaction - INFO - Epoch [25][940/1320] lr: 2.000e-03, eta: 19:50:46, time: 2.039, data_time: 0.037, memory: 10966, top1_acc: 0.5012, top5_acc: 0.7848, loss_cls: 1.9150, loss: 1.9150, grad_norm: 4.3952 2020-09-16 10:16:02,869 - mmaction - INFO - Epoch [25][960/1320] lr: 2.000e-03, eta: 19:50:02, time: 2.071, data_time: 0.004, memory: 10966, top1_acc: 0.5039, top5_acc: 0.7633, loss_cls: 1.9572, loss: 1.9572, grad_norm: 4.4990 2020-09-16 10:16:43,284 - mmaction - INFO - Epoch [25][980/1320] lr: 2.000e-03, eta: 19:49:16, time: 2.015, data_time: 0.064, memory: 10966, top1_acc: 0.4977, top5_acc: 0.7703, loss_cls: 1.9198, loss: 1.9198, grad_norm: 4.4266 2020-09-16 10:17:25,658 - mmaction - INFO - Epoch [25][1000/1320] lr: 2.000e-03, eta: 19:48:33, time: 2.119, data_time: 0.181, memory: 10966, top1_acc: 0.4762, top5_acc: 0.7586, loss_cls: 2.0418, loss: 2.0418, grad_norm: 4.5167 2020-09-16 10:18:04,142 - mmaction - INFO - Epoch [25][1020/1320] lr: 2.000e-03, eta: 19:47:46, time: 1.928, data_time: 0.014, memory: 10966, top1_acc: 0.4957, top5_acc: 0.7824, loss_cls: 1.9143, loss: 1.9143, grad_norm: 4.4154 2020-09-16 10:18:47,745 - mmaction - INFO - Epoch [25][1040/1320] lr: 2.000e-03, eta: 19:47:04, time: 2.182, data_time: 0.312, memory: 10966, top1_acc: 0.4898, top5_acc: 0.7711, loss_cls: 1.9237, loss: 1.9237, grad_norm: 4.4546 2020-09-16 10:19:30,442 - mmaction - INFO - Epoch [25][1060/1320] lr: 2.000e-03, eta: 19:46:21, time: 2.133, data_time: 0.003, memory: 10966, top1_acc: 0.4984, top5_acc: 0.7637, loss_cls: 1.9422, loss: 1.9422, grad_norm: 4.4282 2020-09-16 10:20:10,026 - mmaction - INFO - Epoch [25][1080/1320] lr: 2.000e-03, eta: 19:45:35, time: 1.979, data_time: 0.252, memory: 10966, top1_acc: 0.4883, top5_acc: 0.7836, loss_cls: 1.9158, loss: 1.9158, grad_norm: 4.4722 2020-09-16 10:20:52,494 - mmaction - INFO - Epoch [25][1100/1320] lr: 2.000e-03, eta: 19:44:52, time: 2.122, data_time: 0.005, memory: 10966, top1_acc: 0.4836, top5_acc: 0.7605, loss_cls: 2.0102, loss: 2.0102, grad_norm: 4.5468 2020-09-16 10:21:31,199 - mmaction - INFO - Epoch [25][1120/1320] lr: 2.000e-03, eta: 19:44:05, time: 1.938, data_time: 0.008, memory: 10966, top1_acc: 0.5027, top5_acc: 0.7699, loss_cls: 1.9493, loss: 1.9493, grad_norm: 4.5106 2020-09-16 10:22:14,075 - mmaction - INFO - Epoch [25][1140/1320] lr: 2.000e-03, eta: 19:43:22, time: 2.142, data_time: 0.004, memory: 10966, top1_acc: 0.4965, top5_acc: 0.7734, loss_cls: 1.9623, loss: 1.9623, grad_norm: 4.5207 2020-09-16 10:22:54,079 - mmaction - INFO - Epoch [25][1160/1320] lr: 2.000e-03, eta: 19:42:36, time: 2.000, data_time: 0.005, memory: 10966, top1_acc: 0.4879, top5_acc: 0.7688, loss_cls: 1.9771, loss: 1.9771, grad_norm: 4.5834 2020-09-16 10:23:36,356 - mmaction - INFO - Epoch [25][1180/1320] lr: 2.000e-03, eta: 19:41:53, time: 2.111, data_time: 0.142, memory: 10966, top1_acc: 0.4949, top5_acc: 0.7762, loss_cls: 1.9510, loss: 1.9510, grad_norm: 4.4481 2020-09-16 10:24:17,175 - mmaction - INFO - Epoch [25][1200/1320] lr: 2.000e-03, eta: 19:41:08, time: 2.044, data_time: 0.075, memory: 10966, top1_acc: 0.4848, top5_acc: 0.7734, loss_cls: 1.9220, loss: 1.9220, grad_norm: 4.4436 2020-09-16 10:24:57,882 - mmaction - INFO - Epoch [25][1220/1320] lr: 2.000e-03, eta: 19:40:23, time: 2.036, data_time: 0.013, memory: 10966, top1_acc: 0.4930, top5_acc: 0.7734, loss_cls: 1.9396, loss: 1.9396, grad_norm: 4.4576 2020-09-16 10:25:38,715 - mmaction - INFO - Epoch [25][1240/1320] lr: 2.000e-03, eta: 19:39:39, time: 2.042, data_time: 0.005, memory: 10966, top1_acc: 0.4715, top5_acc: 0.7602, loss_cls: 1.9994, loss: 1.9994, grad_norm: 4.6277 2020-09-16 10:26:19,538 - mmaction - INFO - Epoch [25][1260/1320] lr: 2.000e-03, eta: 19:38:54, time: 2.042, data_time: 0.042, memory: 10966, top1_acc: 0.4992, top5_acc: 0.7875, loss_cls: 1.8940, loss: 1.8940, grad_norm: 4.4617 2020-09-16 10:27:00,964 - mmaction - INFO - Epoch [25][1280/1320] lr: 2.000e-03, eta: 19:38:10, time: 2.067, data_time: 0.710, memory: 10966, top1_acc: 0.4852, top5_acc: 0.7781, loss_cls: 1.9718, loss: 1.9718, grad_norm: 4.4342 2020-09-16 10:27:42,693 - mmaction - INFO - Epoch [25][1300/1320] lr: 2.000e-03, eta: 19:37:26, time: 2.080, data_time: 0.489, memory: 10966, top1_acc: 0.4836, top5_acc: 0.7781, loss_cls: 1.9629, loss: 1.9629, grad_norm: 4.5666 2020-09-16 10:28:17,898 - mmaction - INFO - Epoch [25][1320/1320] lr: 2.000e-03, eta: 19:36:36, time: 1.768, data_time: 0.079, memory: 10966, top1_acc: 0.4821, top5_acc: 0.7702, loss_cls: 1.9676, loss: 1.9676, grad_norm: 4.5192 2020-09-16 10:28:31,135 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-09-16 10:36:08,844 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 10:36:09,251 - mmaction - INFO - top1_acc 0.3218 top5_acc 0.6255 2020-09-16 10:36:09,251 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 10:36:09,308 - mmaction - INFO - mean_acc 0.2565 2020-09-16 10:36:09,309 - mmaction - INFO - Now best checkpoint is epoch_25.pth 2020-09-16 10:36:09,317 - mmaction - INFO - Epoch(val) [25][1320] top1_acc: 0.3218, top5_acc: 0.6255, mean_class_accuracy: 0.2565 2020-09-16 10:38:29,610 - mmaction - INFO - Epoch [26][20/1320] lr: 2.000e-03, eta: 19:37:30, time: 7.009, data_time: 6.307, memory: 10966, top1_acc: 0.4914, top5_acc: 0.7816, loss_cls: 1.9191, loss: 1.9191, grad_norm: 4.3787 2020-09-16 10:39:10,856 - mmaction - INFO - Epoch [26][40/1320] lr: 2.000e-03, eta: 19:36:46, time: 2.066, data_time: 0.610, memory: 10966, top1_acc: 0.5113, top5_acc: 0.7812, loss_cls: 1.8930, loss: 1.8930, grad_norm: 4.4152 2020-09-16 10:39:50,317 - mmaction - INFO - Epoch [26][60/1320] lr: 2.000e-03, eta: 19:35:59, time: 1.973, data_time: 0.485, memory: 10966, top1_acc: 0.5039, top5_acc: 0.7914, loss_cls: 1.8826, loss: 1.8826, grad_norm: 4.4580 2020-09-16 10:40:33,969 - mmaction - INFO - Epoch [26][80/1320] lr: 2.000e-03, eta: 19:35:17, time: 2.182, data_time: 0.018, memory: 10966, top1_acc: 0.4895, top5_acc: 0.7785, loss_cls: 1.9230, loss: 1.9230, grad_norm: 4.5262 2020-09-16 10:41:12,295 - mmaction - INFO - Epoch [26][100/1320] lr: 2.000e-03, eta: 19:34:30, time: 1.917, data_time: 0.011, memory: 10966, top1_acc: 0.4855, top5_acc: 0.7750, loss_cls: 1.9692, loss: 1.9692, grad_norm: 4.6352 2020-09-16 10:41:53,835 - mmaction - INFO - Epoch [26][120/1320] lr: 2.000e-03, eta: 19:33:46, time: 2.077, data_time: 0.018, memory: 10966, top1_acc: 0.4973, top5_acc: 0.7711, loss_cls: 1.9285, loss: 1.9285, grad_norm: 4.5363 2020-09-16 10:42:33,651 - mmaction - INFO - Epoch [26][140/1320] lr: 2.000e-03, eta: 19:33:00, time: 1.989, data_time: 0.062, memory: 10966, top1_acc: 0.5023, top5_acc: 0.7852, loss_cls: 1.9132, loss: 1.9132, grad_norm: 4.5701 2020-09-16 10:43:14,102 - mmaction - INFO - Epoch [26][160/1320] lr: 2.000e-03, eta: 19:32:15, time: 2.024, data_time: 0.277, memory: 10966, top1_acc: 0.4984, top5_acc: 0.7902, loss_cls: 1.8575, loss: 1.8575, grad_norm: 4.3517 2020-09-16 10:43:54,553 - mmaction - INFO - Epoch [26][180/1320] lr: 2.000e-03, eta: 19:31:30, time: 2.022, data_time: 0.006, memory: 10966, top1_acc: 0.4945, top5_acc: 0.7750, loss_cls: 1.9105, loss: 1.9105, grad_norm: 4.4991 2020-09-16 10:44:38,022 - mmaction - INFO - Epoch [26][200/1320] lr: 2.000e-03, eta: 19:30:48, time: 2.176, data_time: 0.007, memory: 10966, top1_acc: 0.5172, top5_acc: 0.8027, loss_cls: 1.8388, loss: 1.8388, grad_norm: 4.4523 2020-09-16 10:45:17,447 - mmaction - INFO - Epoch [26][220/1320] lr: 2.000e-03, eta: 19:30:01, time: 1.971, data_time: 0.522, memory: 10966, top1_acc: 0.4918, top5_acc: 0.7691, loss_cls: 1.9627, loss: 1.9627, grad_norm: 4.4771 2020-09-16 10:45:57,659 - mmaction - INFO - Epoch [26][240/1320] lr: 2.000e-03, eta: 19:29:16, time: 2.011, data_time: 0.149, memory: 10966, top1_acc: 0.4945, top5_acc: 0.7703, loss_cls: 1.9790, loss: 1.9790, grad_norm: 4.6158 2020-09-16 10:46:38,346 - mmaction - INFO - Epoch [26][260/1320] lr: 2.000e-03, eta: 19:28:31, time: 2.033, data_time: 0.459, memory: 10966, top1_acc: 0.4945, top5_acc: 0.7914, loss_cls: 1.9020, loss: 1.9020, grad_norm: 4.5178 2020-09-16 10:47:19,992 - mmaction - INFO - Epoch [26][280/1320] lr: 2.000e-03, eta: 19:27:47, time: 2.083, data_time: 0.005, memory: 10966, top1_acc: 0.4945, top5_acc: 0.7840, loss_cls: 1.9104, loss: 1.9104, grad_norm: 4.3968 2020-09-16 10:47:59,684 - mmaction - INFO - Epoch [26][300/1320] lr: 2.000e-03, eta: 19:27:01, time: 1.985, data_time: 0.004, memory: 10966, top1_acc: 0.5012, top5_acc: 0.7852, loss_cls: 1.9034, loss: 1.9034, grad_norm: 4.4722 2020-09-16 10:48:41,534 - mmaction - INFO - Epoch [26][320/1320] lr: 2.000e-03, eta: 19:26:17, time: 2.088, data_time: 0.047, memory: 10966, top1_acc: 0.4836, top5_acc: 0.7602, loss_cls: 2.0187, loss: 2.0187, grad_norm: 4.6826 2020-09-16 10:49:20,325 - mmaction - INFO - Epoch [26][340/1320] lr: 2.000e-03, eta: 19:25:30, time: 1.941, data_time: 0.099, memory: 10966, top1_acc: 0.4844, top5_acc: 0.7668, loss_cls: 1.9627, loss: 1.9627, grad_norm: 4.5218 2020-09-16 10:50:02,059 - mmaction - INFO - Epoch [26][360/1320] lr: 2.000e-03, eta: 19:24:47, time: 2.084, data_time: 0.168, memory: 10966, top1_acc: 0.5004, top5_acc: 0.7902, loss_cls: 1.8941, loss: 1.8941, grad_norm: 4.4932 2020-09-16 10:50:45,925 - mmaction - INFO - Epoch [26][380/1320] lr: 2.000e-03, eta: 19:24:05, time: 2.197, data_time: 0.007, memory: 10966, top1_acc: 0.4766, top5_acc: 0.7793, loss_cls: 1.9458, loss: 1.9458, grad_norm: 4.6327 2020-09-16 10:51:26,647 - mmaction - INFO - Epoch [26][400/1320] lr: 2.000e-03, eta: 19:23:20, time: 2.035, data_time: 0.006, memory: 10966, top1_acc: 0.5020, top5_acc: 0.7953, loss_cls: 1.8649, loss: 1.8649, grad_norm: 4.4272 2020-09-16 10:52:08,320 - mmaction - INFO - Epoch [26][420/1320] lr: 2.000e-03, eta: 19:22:36, time: 2.085, data_time: 0.005, memory: 10966, top1_acc: 0.4836, top5_acc: 0.7750, loss_cls: 1.9344, loss: 1.9344, grad_norm: 4.5457 2020-09-16 10:52:50,098 - mmaction - INFO - Epoch [26][440/1320] lr: 2.000e-03, eta: 19:21:52, time: 2.089, data_time: 0.003, memory: 10966, top1_acc: 0.5051, top5_acc: 0.7973, loss_cls: 1.8826, loss: 1.8826, grad_norm: 4.4778 2020-09-16 10:53:29,558 - mmaction - INFO - Epoch [26][460/1320] lr: 2.000e-03, eta: 19:21:06, time: 1.973, data_time: 0.086, memory: 10966, top1_acc: 0.4883, top5_acc: 0.7863, loss_cls: 1.9146, loss: 1.9146, grad_norm: 4.5365 2020-09-16 10:54:10,747 - mmaction - INFO - Epoch [26][480/1320] lr: 2.000e-03, eta: 19:20:22, time: 2.060, data_time: 0.036, memory: 10966, top1_acc: 0.4984, top5_acc: 0.7781, loss_cls: 1.9246, loss: 1.9246, grad_norm: 4.6033 2020-09-16 10:54:50,444 - mmaction - INFO - Epoch [26][500/1320] lr: 2.000e-03, eta: 19:19:36, time: 1.984, data_time: 0.178, memory: 10966, top1_acc: 0.5023, top5_acc: 0.7816, loss_cls: 1.9482, loss: 1.9482, grad_norm: 4.6230 2020-09-16 10:55:31,763 - mmaction - INFO - Epoch [26][520/1320] lr: 2.000e-03, eta: 19:18:51, time: 2.054, data_time: 0.005, memory: 10966, top1_acc: 0.4969, top5_acc: 0.7629, loss_cls: 1.9658, loss: 1.9658, grad_norm: 4.6020 2020-09-16 10:56:13,543 - mmaction - INFO - Epoch [26][540/1320] lr: 2.000e-03, eta: 19:18:08, time: 2.099, data_time: 0.437, memory: 10966, top1_acc: 0.4969, top5_acc: 0.7840, loss_cls: 1.8744, loss: 1.8744, grad_norm: 4.4579 2020-09-16 10:56:53,100 - mmaction - INFO - Epoch [26][560/1320] lr: 2.000e-03, eta: 19:17:22, time: 1.980, data_time: 0.064, memory: 10966, top1_acc: 0.4801, top5_acc: 0.7715, loss_cls: 1.9619, loss: 1.9619, grad_norm: 4.5426 2020-09-16 10:57:34,300 - mmaction - INFO - Epoch [26][580/1320] lr: 2.000e-03, eta: 19:16:37, time: 2.052, data_time: 1.280, memory: 10966, top1_acc: 0.4945, top5_acc: 0.7730, loss_cls: 1.9477, loss: 1.9477, grad_norm: 4.5831 2020-09-16 10:58:14,844 - mmaction - INFO - Epoch [26][600/1320] lr: 2.000e-03, eta: 19:15:52, time: 2.035, data_time: 0.582, memory: 10966, top1_acc: 0.5004, top5_acc: 0.7797, loss_cls: 1.8940, loss: 1.8940, grad_norm: 4.4693 2020-09-16 10:58:55,479 - mmaction - INFO - Epoch [26][620/1320] lr: 2.000e-03, eta: 19:15:07, time: 2.031, data_time: 0.133, memory: 10966, top1_acc: 0.5027, top5_acc: 0.7742, loss_cls: 1.9426, loss: 1.9426, grad_norm: 4.5941 2020-09-16 10:59:36,287 - mmaction - INFO - Epoch [26][640/1320] lr: 2.000e-03, eta: 19:14:23, time: 2.043, data_time: 0.242, memory: 10966, top1_acc: 0.5129, top5_acc: 0.7715, loss_cls: 1.9428, loss: 1.9428, grad_norm: 4.5349 2020-09-16 11:00:17,800 - mmaction - INFO - Epoch [26][660/1320] lr: 2.000e-03, eta: 19:13:39, time: 2.074, data_time: 0.184, memory: 10966, top1_acc: 0.4801, top5_acc: 0.7797, loss_cls: 1.9359, loss: 1.9359, grad_norm: 4.5652 2020-09-16 11:00:58,847 - mmaction - INFO - Epoch [26][680/1320] lr: 2.000e-03, eta: 19:12:54, time: 2.053, data_time: 0.701, memory: 10966, top1_acc: 0.5000, top5_acc: 0.7934, loss_cls: 1.8743, loss: 1.8743, grad_norm: 4.4491 2020-09-16 11:01:41,006 - mmaction - INFO - Epoch [26][700/1320] lr: 2.000e-03, eta: 19:12:11, time: 2.105, data_time: 0.074, memory: 10966, top1_acc: 0.5098, top5_acc: 0.7848, loss_cls: 1.8771, loss: 1.8771, grad_norm: 4.5340 2020-09-16 11:02:22,890 - mmaction - INFO - Epoch [26][720/1320] lr: 2.000e-03, eta: 19:11:27, time: 2.096, data_time: 0.570, memory: 10966, top1_acc: 0.5109, top5_acc: 0.7820, loss_cls: 1.9170, loss: 1.9170, grad_norm: 4.5855 2020-09-16 11:03:05,010 - mmaction - INFO - Epoch [26][740/1320] lr: 2.000e-03, eta: 19:10:44, time: 2.105, data_time: 0.009, memory: 10966, top1_acc: 0.4824, top5_acc: 0.7699, loss_cls: 1.9718, loss: 1.9718, grad_norm: 4.7090 2020-09-16 11:03:45,232 - mmaction - INFO - Epoch [26][760/1320] lr: 2.000e-03, eta: 19:09:58, time: 2.013, data_time: 0.007, memory: 10966, top1_acc: 0.5027, top5_acc: 0.7906, loss_cls: 1.8802, loss: 1.8802, grad_norm: 4.6149 2020-09-16 11:04:26,689 - mmaction - INFO - Epoch [26][780/1320] lr: 2.000e-03, eta: 19:09:14, time: 2.073, data_time: 0.119, memory: 10966, top1_acc: 0.4910, top5_acc: 0.7836, loss_cls: 1.9201, loss: 1.9201, grad_norm: 4.6240 2020-09-16 11:05:04,106 - mmaction - INFO - Epoch [26][800/1320] lr: 2.000e-03, eta: 19:08:26, time: 1.868, data_time: 0.100, memory: 10966, top1_acc: 0.5023, top5_acc: 0.7828, loss_cls: 1.9244, loss: 1.9244, grad_norm: 4.5292 2020-09-16 11:05:47,807 - mmaction - INFO - Epoch [26][820/1320] lr: 2.000e-03, eta: 19:07:44, time: 2.188, data_time: 0.078, memory: 10966, top1_acc: 0.5027, top5_acc: 0.7797, loss_cls: 1.8986, loss: 1.8986, grad_norm: 4.4953 2020-09-16 11:06:28,961 - mmaction - INFO - Epoch [26][840/1320] lr: 2.000e-03, eta: 19:07:00, time: 2.056, data_time: 0.004, memory: 10966, top1_acc: 0.4898, top5_acc: 0.7820, loss_cls: 1.8774, loss: 1.8774, grad_norm: 4.5013 2020-09-16 11:07:08,530 - mmaction - INFO - Epoch [26][860/1320] lr: 2.000e-03, eta: 19:06:14, time: 1.978, data_time: 0.124, memory: 10966, top1_acc: 0.5043, top5_acc: 0.7793, loss_cls: 1.9267, loss: 1.9267, grad_norm: 4.6164 2020-09-16 11:07:51,525 - mmaction - INFO - Epoch [26][880/1320] lr: 2.000e-03, eta: 19:05:31, time: 2.141, data_time: 0.567, memory: 10966, top1_acc: 0.4945, top5_acc: 0.7629, loss_cls: 1.9636, loss: 1.9636, grad_norm: 4.6206 2020-09-16 11:08:32,116 - mmaction - INFO - Epoch [26][900/1320] lr: 2.000e-03, eta: 19:04:47, time: 2.038, data_time: 0.142, memory: 10966, top1_acc: 0.4980, top5_acc: 0.7805, loss_cls: 1.9225, loss: 1.9225, grad_norm: 4.6137 2020-09-16 11:09:13,286 - mmaction - INFO - Epoch [26][920/1320] lr: 2.000e-03, eta: 19:04:02, time: 2.061, data_time: 0.718, memory: 10966, top1_acc: 0.4992, top5_acc: 0.7770, loss_cls: 1.9239, loss: 1.9239, grad_norm: 4.5161 2020-09-16 11:09:53,470 - mmaction - INFO - Epoch [26][940/1320] lr: 2.000e-03, eta: 19:03:17, time: 2.007, data_time: 0.840, memory: 10966, top1_acc: 0.4820, top5_acc: 0.7781, loss_cls: 1.9787, loss: 1.9787, grad_norm: 4.7254 2020-09-16 11:10:34,680 - mmaction - INFO - Epoch [26][960/1320] lr: 2.000e-03, eta: 19:02:33, time: 2.061, data_time: 0.247, memory: 10966, top1_acc: 0.5043, top5_acc: 0.7828, loss_cls: 1.9235, loss: 1.9235, grad_norm: 4.5471 2020-09-16 11:11:13,946 - mmaction - INFO - Epoch [26][980/1320] lr: 2.000e-03, eta: 19:01:47, time: 1.966, data_time: 0.171, memory: 10966, top1_acc: 0.4891, top5_acc: 0.7707, loss_cls: 1.9357, loss: 1.9357, grad_norm: 4.5603 2020-09-16 11:11:56,586 - mmaction - INFO - Epoch [26][1000/1320] lr: 2.000e-03, eta: 19:01:04, time: 2.131, data_time: 0.587, memory: 10966, top1_acc: 0.4781, top5_acc: 0.7676, loss_cls: 1.9944, loss: 1.9944, grad_norm: 4.6652 2020-09-16 11:12:38,089 - mmaction - INFO - Epoch [26][1020/1320] lr: 2.000e-03, eta: 19:00:20, time: 2.076, data_time: 0.454, memory: 10966, top1_acc: 0.4801, top5_acc: 0.7867, loss_cls: 1.9181, loss: 1.9181, grad_norm: 4.5568 2020-09-16 11:13:22,621 - mmaction - INFO - Epoch [26][1040/1320] lr: 2.000e-03, eta: 18:59:39, time: 2.226, data_time: 0.002, memory: 10966, top1_acc: 0.5020, top5_acc: 0.7875, loss_cls: 1.8859, loss: 1.8859, grad_norm: 4.5711 2020-09-16 11:14:05,890 - mmaction - INFO - Epoch [26][1060/1320] lr: 2.000e-03, eta: 18:58:56, time: 2.160, data_time: 0.073, memory: 10966, top1_acc: 0.4918, top5_acc: 0.7684, loss_cls: 1.9237, loss: 1.9237, grad_norm: 4.5599 2020-09-16 11:14:43,690 - mmaction - INFO - Epoch [26][1080/1320] lr: 2.000e-03, eta: 18:58:09, time: 1.892, data_time: 0.010, memory: 10966, top1_acc: 0.4898, top5_acc: 0.7613, loss_cls: 1.9585, loss: 1.9585, grad_norm: 4.7006 2020-09-16 11:15:25,285 - mmaction - INFO - Epoch [26][1100/1320] lr: 2.000e-03, eta: 18:57:25, time: 2.080, data_time: 0.095, memory: 10966, top1_acc: 0.4848, top5_acc: 0.7672, loss_cls: 1.9785, loss: 1.9785, grad_norm: 4.6390 2020-09-16 11:16:06,064 - mmaction - INFO - Epoch [26][1120/1320] lr: 2.000e-03, eta: 18:56:40, time: 2.040, data_time: 0.339, memory: 10966, top1_acc: 0.5027, top5_acc: 0.7875, loss_cls: 1.9052, loss: 1.9052, grad_norm: 4.6994 2020-09-16 11:16:46,883 - mmaction - INFO - Epoch [26][1140/1320] lr: 2.000e-03, eta: 18:55:56, time: 2.040, data_time: 0.016, memory: 10966, top1_acc: 0.5062, top5_acc: 0.7832, loss_cls: 1.9011, loss: 1.9011, grad_norm: 4.6145 2020-09-16 11:17:28,319 - mmaction - INFO - Epoch [26][1160/1320] lr: 2.000e-03, eta: 18:55:11, time: 2.062, data_time: 0.020, memory: 10966, top1_acc: 0.5074, top5_acc: 0.7891, loss_cls: 1.9000, loss: 1.9000, grad_norm: 4.6130 2020-09-16 11:18:09,252 - mmaction - INFO - Epoch [26][1180/1320] lr: 2.000e-03, eta: 18:54:27, time: 2.056, data_time: 0.085, memory: 10966, top1_acc: 0.4816, top5_acc: 0.7762, loss_cls: 1.9469, loss: 1.9469, grad_norm: 4.6771 2020-09-16 11:18:50,917 - mmaction - INFO - Epoch [26][1200/1320] lr: 2.000e-03, eta: 18:53:43, time: 2.083, data_time: 0.036, memory: 10966, top1_acc: 0.4855, top5_acc: 0.7785, loss_cls: 1.9142, loss: 1.9142, grad_norm: 4.6052 2020-09-16 11:19:32,816 - mmaction - INFO - Epoch [26][1220/1320] lr: 2.000e-03, eta: 18:53:00, time: 2.096, data_time: 0.387, memory: 10966, top1_acc: 0.4945, top5_acc: 0.7891, loss_cls: 1.8775, loss: 1.8775, grad_norm: 4.5791 2020-09-16 11:20:13,254 - mmaction - INFO - Epoch [26][1240/1320] lr: 2.000e-03, eta: 18:52:15, time: 2.022, data_time: 0.003, memory: 10966, top1_acc: 0.5023, top5_acc: 0.7715, loss_cls: 1.9105, loss: 1.9105, grad_norm: 4.6141 2020-09-16 11:20:58,197 - mmaction - INFO - Epoch [26][1260/1320] lr: 2.000e-03, eta: 18:51:34, time: 2.246, data_time: 0.002, memory: 10966, top1_acc: 0.5141, top5_acc: 0.7770, loss_cls: 1.9077, loss: 1.9077, grad_norm: 4.6471 2020-09-16 11:21:35,636 - mmaction - INFO - Epoch [26][1280/1320] lr: 2.000e-03, eta: 18:50:46, time: 1.871, data_time: 0.100, memory: 10966, top1_acc: 0.5113, top5_acc: 0.7820, loss_cls: 1.8902, loss: 1.8902, grad_norm: 4.5703 2020-09-16 11:22:17,595 - mmaction - INFO - Epoch [26][1300/1320] lr: 2.000e-03, eta: 18:50:03, time: 2.100, data_time: 0.573, memory: 10966, top1_acc: 0.4941, top5_acc: 0.7617, loss_cls: 1.9842, loss: 1.9842, grad_norm: 4.6694 2020-09-16 11:22:55,796 - mmaction - INFO - Epoch [26][1320/1320] lr: 2.000e-03, eta: 18:49:16, time: 1.909, data_time: 0.173, memory: 10966, top1_acc: 0.5020, top5_acc: 0.7766, loss_cls: 1.9389, loss: 1.9389, grad_norm: 4.7017 2020-09-16 11:23:06,365 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-09-16 11:30:42,927 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 11:30:43,282 - mmaction - INFO - top1_acc 0.3165 top5_acc 0.6201 2020-09-16 11:30:43,282 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 11:30:43,335 - mmaction - INFO - mean_acc 0.2503 2020-09-16 11:30:43,342 - mmaction - INFO - Epoch(val) [26][1320] top1_acc: 0.3165, top5_acc: 0.6201, mean_class_accuracy: 0.2503 2020-09-16 11:33:16,281 - mmaction - INFO - Epoch [27][20/1320] lr: 2.000e-03, eta: 18:50:14, time: 7.639, data_time: 5.720, memory: 10966, top1_acc: 0.4836, top5_acc: 0.7629, loss_cls: 1.9789, loss: 1.9789, grad_norm: 4.6750 2020-09-16 11:33:57,459 - mmaction - INFO - Epoch [27][40/1320] lr: 2.000e-03, eta: 18:49:30, time: 2.064, data_time: 0.125, memory: 10966, top1_acc: 0.5121, top5_acc: 0.7871, loss_cls: 1.8688, loss: 1.8688, grad_norm: 4.5239 2020-09-16 11:34:37,111 - mmaction - INFO - Epoch [27][60/1320] lr: 2.000e-03, eta: 18:48:44, time: 1.981, data_time: 0.030, memory: 10966, top1_acc: 0.5117, top5_acc: 0.7859, loss_cls: 1.8600, loss: 1.8600, grad_norm: 4.4989 2020-09-16 11:35:19,869 - mmaction - INFO - Epoch [27][80/1320] lr: 2.000e-03, eta: 18:48:01, time: 2.140, data_time: 0.403, memory: 10966, top1_acc: 0.4855, top5_acc: 0.7773, loss_cls: 1.9271, loss: 1.9271, grad_norm: 4.6677 2020-09-16 11:36:00,069 - mmaction - INFO - Epoch [27][100/1320] lr: 2.000e-03, eta: 18:47:16, time: 2.008, data_time: 0.065, memory: 10966, top1_acc: 0.4852, top5_acc: 0.7719, loss_cls: 1.9539, loss: 1.9539, grad_norm: 4.6735 2020-09-16 11:36:42,685 - mmaction - INFO - Epoch [27][120/1320] lr: 2.000e-03, eta: 18:46:33, time: 2.134, data_time: 0.073, memory: 10966, top1_acc: 0.4898, top5_acc: 0.7828, loss_cls: 1.9111, loss: 1.9111, grad_norm: 4.5657 2020-09-16 11:37:23,926 - mmaction - INFO - Epoch [27][140/1320] lr: 2.000e-03, eta: 18:45:49, time: 2.059, data_time: 0.003, memory: 10966, top1_acc: 0.4992, top5_acc: 0.7824, loss_cls: 1.9076, loss: 1.9076, grad_norm: 4.5834 2020-09-16 11:38:04,777 - mmaction - INFO - Epoch [27][160/1320] lr: 2.000e-03, eta: 18:45:04, time: 2.045, data_time: 0.006, memory: 10966, top1_acc: 0.5121, top5_acc: 0.7961, loss_cls: 1.8308, loss: 1.8308, grad_norm: 4.5186 2020-09-16 11:38:43,602 - mmaction - INFO - Epoch [27][180/1320] lr: 2.000e-03, eta: 18:44:18, time: 1.940, data_time: 0.003, memory: 10966, top1_acc: 0.5121, top5_acc: 0.7805, loss_cls: 1.8687, loss: 1.8687, grad_norm: 4.5764 2020-09-16 11:39:24,463 - mmaction - INFO - Epoch [27][200/1320] lr: 2.000e-03, eta: 18:43:33, time: 2.038, data_time: 0.008, memory: 10966, top1_acc: 0.4777, top5_acc: 0.7699, loss_cls: 1.9657, loss: 1.9657, grad_norm: 4.7490 2020-09-16 11:40:06,639 - mmaction - INFO - Epoch [27][220/1320] lr: 2.000e-03, eta: 18:42:50, time: 2.112, data_time: 0.011, memory: 10966, top1_acc: 0.4926, top5_acc: 0.7766, loss_cls: 1.9289, loss: 1.9289, grad_norm: 4.6600 2020-09-16 11:40:48,501 - mmaction - INFO - Epoch [27][240/1320] lr: 2.000e-03, eta: 18:42:06, time: 2.094, data_time: 0.043, memory: 10966, top1_acc: 0.5184, top5_acc: 0.7914, loss_cls: 1.8709, loss: 1.8709, grad_norm: 4.6067 2020-09-16 11:41:25,620 - mmaction - INFO - Epoch [27][260/1320] lr: 2.000e-03, eta: 18:41:18, time: 1.850, data_time: 0.064, memory: 10966, top1_acc: 0.4918, top5_acc: 0.7738, loss_cls: 1.9198, loss: 1.9198, grad_norm: 4.6500 2020-09-16 11:42:07,442 - mmaction - INFO - Epoch [27][280/1320] lr: 2.000e-03, eta: 18:40:34, time: 2.093, data_time: 0.014, memory: 10966, top1_acc: 0.5086, top5_acc: 0.7758, loss_cls: 1.9207, loss: 1.9207, grad_norm: 4.6428 2020-09-16 11:42:50,553 - mmaction - INFO - Epoch [27][300/1320] lr: 2.000e-03, eta: 18:39:51, time: 2.156, data_time: 0.048, memory: 10966, top1_acc: 0.5117, top5_acc: 0.7906, loss_cls: 1.8905, loss: 1.8905, grad_norm: 4.6296 2020-09-16 11:43:29,324 - mmaction - INFO - Epoch [27][320/1320] lr: 2.000e-03, eta: 18:39:05, time: 1.944, data_time: 0.009, memory: 10966, top1_acc: 0.4953, top5_acc: 0.7918, loss_cls: 1.8554, loss: 1.8554, grad_norm: 4.5950 2020-09-16 11:44:10,637 - mmaction - INFO - Epoch [27][340/1320] lr: 2.000e-03, eta: 18:38:21, time: 2.064, data_time: 0.003, memory: 10966, top1_acc: 0.5012, top5_acc: 0.7770, loss_cls: 1.9168, loss: 1.9168, grad_norm: 4.6276 2020-09-16 11:44:51,608 - mmaction - INFO - Epoch [27][360/1320] lr: 2.000e-03, eta: 18:37:36, time: 2.047, data_time: 0.091, memory: 10966, top1_acc: 0.5000, top5_acc: 0.7824, loss_cls: 1.9060, loss: 1.9060, grad_norm: 4.6828 2020-09-16 11:45:34,054 - mmaction - INFO - Epoch [27][380/1320] lr: 2.000e-03, eta: 18:36:53, time: 2.124, data_time: 0.006, memory: 10966, top1_acc: 0.5133, top5_acc: 0.7930, loss_cls: 1.8456, loss: 1.8456, grad_norm: 4.5506 2020-09-16 11:46:13,141 - mmaction - INFO - Epoch [27][400/1320] lr: 2.000e-03, eta: 18:36:07, time: 1.954, data_time: 0.010, memory: 10966, top1_acc: 0.4957, top5_acc: 0.7789, loss_cls: 1.9116, loss: 1.9116, grad_norm: 4.6673 2020-09-16 11:46:55,361 - mmaction - INFO - Epoch [27][420/1320] lr: 2.000e-03, eta: 18:35:24, time: 2.110, data_time: 0.004, memory: 10966, top1_acc: 0.5004, top5_acc: 0.7816, loss_cls: 1.9062, loss: 1.9062, grad_norm: 4.6098 2020-09-16 11:47:36,593 - mmaction - INFO - Epoch [27][440/1320] lr: 2.000e-03, eta: 18:34:39, time: 2.063, data_time: 0.004, memory: 10966, top1_acc: 0.4965, top5_acc: 0.7738, loss_cls: 1.9336, loss: 1.9336, grad_norm: 4.6746 2020-09-16 11:48:14,999 - mmaction - INFO - Epoch [27][460/1320] lr: 2.000e-03, eta: 18:33:53, time: 1.917, data_time: 0.002, memory: 10966, top1_acc: 0.4910, top5_acc: 0.7781, loss_cls: 1.9439, loss: 1.9439, grad_norm: 4.7905 2020-09-16 11:48:57,450 - mmaction - INFO - Epoch [27][480/1320] lr: 2.000e-03, eta: 18:33:09, time: 2.121, data_time: 0.008, memory: 10966, top1_acc: 0.4926, top5_acc: 0.7672, loss_cls: 1.9265, loss: 1.9265, grad_norm: 4.6903 2020-09-16 11:49:39,098 - mmaction - INFO - Epoch [27][500/1320] lr: 2.000e-03, eta: 18:32:26, time: 2.085, data_time: 0.008, memory: 10966, top1_acc: 0.5012, top5_acc: 0.7992, loss_cls: 1.8445, loss: 1.8445, grad_norm: 4.6179 2020-09-16 11:50:21,905 - mmaction - INFO - Epoch [27][520/1320] lr: 2.000e-03, eta: 18:31:43, time: 2.143, data_time: 0.005, memory: 10966, top1_acc: 0.4844, top5_acc: 0.7766, loss_cls: 1.9504, loss: 1.9504, grad_norm: 4.8266 2020-09-16 11:51:01,698 - mmaction - INFO - Epoch [27][540/1320] lr: 2.000e-03, eta: 18:30:57, time: 1.990, data_time: 0.003, memory: 10966, top1_acc: 0.5180, top5_acc: 0.7898, loss_cls: 1.8779, loss: 1.8779, grad_norm: 4.7592 2020-09-16 11:51:42,796 - mmaction - INFO - Epoch [27][560/1320] lr: 2.000e-03, eta: 18:30:13, time: 2.054, data_time: 0.005, memory: 10966, top1_acc: 0.5051, top5_acc: 0.7828, loss_cls: 1.8993, loss: 1.8993, grad_norm: 4.7104 2020-09-16 11:52:22,107 - mmaction - INFO - Epoch [27][580/1320] lr: 2.000e-03, eta: 18:29:27, time: 1.967, data_time: 0.004, memory: 10966, top1_acc: 0.4898, top5_acc: 0.7797, loss_cls: 1.8932, loss: 1.8932, grad_norm: 4.6714 2020-09-16 11:53:04,390 - mmaction - INFO - Epoch [27][600/1320] lr: 2.000e-03, eta: 18:28:44, time: 2.113, data_time: 0.003, memory: 10966, top1_acc: 0.5004, top5_acc: 0.7719, loss_cls: 1.9100, loss: 1.9100, grad_norm: 4.6677 2020-09-16 11:53:43,444 - mmaction - INFO - Epoch [27][620/1320] lr: 2.000e-03, eta: 18:27:58, time: 1.954, data_time: 0.005, memory: 10966, top1_acc: 0.4934, top5_acc: 0.7707, loss_cls: 1.9454, loss: 1.9454, grad_norm: 4.7806 2020-09-16 11:54:26,761 - mmaction - INFO - Epoch [27][640/1320] lr: 2.000e-03, eta: 18:27:15, time: 2.166, data_time: 0.004, memory: 10966, top1_acc: 0.5023, top5_acc: 0.7742, loss_cls: 1.9415, loss: 1.9415, grad_norm: 4.8633 2020-09-16 11:55:08,486 - mmaction - INFO - Epoch [27][660/1320] lr: 2.000e-03, eta: 18:26:31, time: 2.086, data_time: 0.003, memory: 10966, top1_acc: 0.4949, top5_acc: 0.7762, loss_cls: 1.9462, loss: 1.9462, grad_norm: 4.7760 2020-09-16 11:55:48,639 - mmaction - INFO - Epoch [27][680/1320] lr: 2.000e-03, eta: 18:25:46, time: 2.002, data_time: 0.004, memory: 10966, top1_acc: 0.4961, top5_acc: 0.7914, loss_cls: 1.9087, loss: 1.9087, grad_norm: 4.7290 2020-09-16 11:56:30,143 - mmaction - INFO - Epoch [27][700/1320] lr: 2.000e-03, eta: 18:25:02, time: 2.081, data_time: 0.008, memory: 10966, top1_acc: 0.5129, top5_acc: 0.7852, loss_cls: 1.8828, loss: 1.8828, grad_norm: 4.6896 2020-09-16 11:57:09,675 - mmaction - INFO - Epoch [27][720/1320] lr: 2.000e-03, eta: 18:24:17, time: 1.975, data_time: 0.075, memory: 10966, top1_acc: 0.4957, top5_acc: 0.7953, loss_cls: 1.8956, loss: 1.8956, grad_norm: 4.6812 2020-09-16 11:57:52,034 - mmaction - INFO - Epoch [27][740/1320] lr: 2.000e-03, eta: 18:23:33, time: 2.117, data_time: 0.063, memory: 10966, top1_acc: 0.4844, top5_acc: 0.7695, loss_cls: 1.9858, loss: 1.9858, grad_norm: 4.7874 2020-09-16 11:58:31,885 - mmaction - INFO - Epoch [27][760/1320] lr: 2.000e-03, eta: 18:22:48, time: 1.993, data_time: 0.030, memory: 10966, top1_acc: 0.4977, top5_acc: 0.7812, loss_cls: 1.9241, loss: 1.9241, grad_norm: 4.7280 2020-09-16 11:59:11,355 - mmaction - INFO - Epoch [27][780/1320] lr: 2.000e-03, eta: 18:22:02, time: 1.972, data_time: 0.005, memory: 10966, top1_acc: 0.4953, top5_acc: 0.7785, loss_cls: 1.9134, loss: 1.9134, grad_norm: 4.7308 2020-09-16 11:59:55,096 - mmaction - INFO - Epoch [27][800/1320] lr: 2.000e-03, eta: 18:21:20, time: 2.187, data_time: 0.025, memory: 10966, top1_acc: 0.4848, top5_acc: 0.7746, loss_cls: 1.9620, loss: 1.9620, grad_norm: 4.7460 2020-09-16 12:00:35,275 - mmaction - INFO - Epoch [27][820/1320] lr: 2.000e-03, eta: 18:20:35, time: 2.011, data_time: 0.007, memory: 10966, top1_acc: 0.4902, top5_acc: 0.7891, loss_cls: 1.8876, loss: 1.8876, grad_norm: 4.6641 2020-09-16 12:01:17,640 - mmaction - INFO - Epoch [27][840/1320] lr: 2.000e-03, eta: 18:19:52, time: 2.120, data_time: 0.005, memory: 10966, top1_acc: 0.5133, top5_acc: 0.8000, loss_cls: 1.8342, loss: 1.8342, grad_norm: 4.5425 2020-09-16 12:01:59,399 - mmaction - INFO - Epoch [27][860/1320] lr: 2.000e-03, eta: 18:19:08, time: 2.088, data_time: 0.004, memory: 10966, top1_acc: 0.5020, top5_acc: 0.7945, loss_cls: 1.8797, loss: 1.8797, grad_norm: 4.7663 2020-09-16 12:02:39,509 - mmaction - INFO - Epoch [27][880/1320] lr: 2.000e-03, eta: 18:18:23, time: 2.004, data_time: 0.151, memory: 10966, top1_acc: 0.4891, top5_acc: 0.7828, loss_cls: 1.8882, loss: 1.8882, grad_norm: 4.6487 2020-09-16 12:03:20,761 - mmaction - INFO - Epoch [27][900/1320] lr: 2.000e-03, eta: 18:17:39, time: 2.063, data_time: 0.003, memory: 10966, top1_acc: 0.5078, top5_acc: 0.7883, loss_cls: 1.8794, loss: 1.8794, grad_norm: 4.6507 2020-09-16 12:04:00,018 - mmaction - INFO - Epoch [27][920/1320] lr: 2.000e-03, eta: 18:16:53, time: 1.963, data_time: 0.004, memory: 10966, top1_acc: 0.5164, top5_acc: 0.7926, loss_cls: 1.8503, loss: 1.8503, grad_norm: 4.5676 2020-09-16 12:04:39,706 - mmaction - INFO - Epoch [27][940/1320] lr: 2.000e-03, eta: 18:16:08, time: 1.981, data_time: 0.040, memory: 10966, top1_acc: 0.4973, top5_acc: 0.7871, loss_cls: 1.9308, loss: 1.9308, grad_norm: 4.8265 2020-09-16 12:05:21,320 - mmaction - INFO - Epoch [27][960/1320] lr: 2.000e-03, eta: 18:15:24, time: 2.083, data_time: 0.009, memory: 10966, top1_acc: 0.4934, top5_acc: 0.7832, loss_cls: 1.8984, loss: 1.8984, grad_norm: 4.7076 2020-09-16 12:06:02,486 - mmaction - INFO - Epoch [27][980/1320] lr: 2.000e-03, eta: 18:14:40, time: 2.061, data_time: 0.006, memory: 10966, top1_acc: 0.5195, top5_acc: 0.7930, loss_cls: 1.8308, loss: 1.8308, grad_norm: 4.5342 2020-09-16 12:06:41,702 - mmaction - INFO - Epoch [27][1000/1320] lr: 2.000e-03, eta: 18:13:54, time: 1.960, data_time: 0.002, memory: 10966, top1_acc: 0.4852, top5_acc: 0.7793, loss_cls: 1.9167, loss: 1.9167, grad_norm: 4.7975 2020-09-16 12:07:24,209 - mmaction - INFO - Epoch [27][1020/1320] lr: 2.000e-03, eta: 18:13:11, time: 2.126, data_time: 0.012, memory: 10966, top1_acc: 0.5102, top5_acc: 0.7859, loss_cls: 1.8822, loss: 1.8822, grad_norm: 4.7364 2020-09-16 12:08:03,123 - mmaction - INFO - Epoch [27][1040/1320] lr: 2.000e-03, eta: 18:12:25, time: 1.945, data_time: 0.003, memory: 10966, top1_acc: 0.4957, top5_acc: 0.7754, loss_cls: 1.9248, loss: 1.9248, grad_norm: 4.7401 2020-09-16 12:08:44,267 - mmaction - INFO - Epoch [27][1060/1320] lr: 2.000e-03, eta: 18:11:40, time: 2.056, data_time: 0.004, memory: 10966, top1_acc: 0.4957, top5_acc: 0.7871, loss_cls: 1.8788, loss: 1.8788, grad_norm: 4.6622 2020-09-16 12:09:24,921 - mmaction - INFO - Epoch [27][1080/1320] lr: 2.000e-03, eta: 18:10:56, time: 2.032, data_time: 0.005, memory: 10966, top1_acc: 0.4914, top5_acc: 0.7902, loss_cls: 1.9081, loss: 1.9081, grad_norm: 4.6728 2020-09-16 12:10:04,251 - mmaction - INFO - Epoch [27][1100/1320] lr: 2.000e-03, eta: 18:10:10, time: 1.969, data_time: 0.005, memory: 10966, top1_acc: 0.5211, top5_acc: 0.7930, loss_cls: 1.8424, loss: 1.8424, grad_norm: 4.6759 2020-09-16 12:10:44,632 - mmaction - INFO - Epoch [27][1120/1320] lr: 2.000e-03, eta: 18:09:25, time: 2.018, data_time: 0.003, memory: 10966, top1_acc: 0.4930, top5_acc: 0.7789, loss_cls: 1.8963, loss: 1.8963, grad_norm: 4.6801 2020-09-16 12:11:27,403 - mmaction - INFO - Epoch [27][1140/1320] lr: 2.000e-03, eta: 18:08:42, time: 2.140, data_time: 0.003, memory: 10966, top1_acc: 0.5043, top5_acc: 0.7785, loss_cls: 1.9330, loss: 1.9330, grad_norm: 4.7986 2020-09-16 12:12:05,992 - mmaction - INFO - Epoch [27][1160/1320] lr: 2.000e-03, eta: 18:07:56, time: 1.929, data_time: 0.001, memory: 10966, top1_acc: 0.4961, top5_acc: 0.7734, loss_cls: 1.9296, loss: 1.9296, grad_norm: 4.7232 2020-09-16 12:12:46,236 - mmaction - INFO - Epoch [27][1180/1320] lr: 2.000e-03, eta: 18:07:11, time: 2.013, data_time: 0.002, memory: 10966, top1_acc: 0.4973, top5_acc: 0.7809, loss_cls: 1.9132, loss: 1.9132, grad_norm: 4.7035 2020-09-16 12:13:31,931 - mmaction - INFO - Epoch [27][1200/1320] lr: 2.000e-03, eta: 18:06:30, time: 2.250, data_time: 0.002, memory: 10966, top1_acc: 0.5207, top5_acc: 0.7902, loss_cls: 1.8488, loss: 1.8488, grad_norm: 4.6016 2020-09-16 12:14:11,436 - mmaction - INFO - Epoch [27][1220/1320] lr: 2.000e-03, eta: 18:05:45, time: 2.009, data_time: 0.037, memory: 10966, top1_acc: 0.5047, top5_acc: 0.7980, loss_cls: 1.8735, loss: 1.8735, grad_norm: 4.7604 2020-09-16 12:14:51,934 - mmaction - INFO - Epoch [27][1240/1320] lr: 2.000e-03, eta: 18:05:00, time: 2.019, data_time: 0.004, memory: 10966, top1_acc: 0.4895, top5_acc: 0.7781, loss_cls: 1.9331, loss: 1.9331, grad_norm: 4.7996 2020-09-16 12:15:33,267 - mmaction - INFO - Epoch [27][1260/1320] lr: 2.000e-03, eta: 18:04:16, time: 2.069, data_time: 0.053, memory: 10966, top1_acc: 0.5027, top5_acc: 0.7902, loss_cls: 1.8381, loss: 1.8381, grad_norm: 4.5975 2020-09-16 12:16:15,634 - mmaction - INFO - Epoch [27][1280/1320] lr: 2.000e-03, eta: 18:03:33, time: 2.121, data_time: 0.242, memory: 10966, top1_acc: 0.5035, top5_acc: 0.7809, loss_cls: 1.8870, loss: 1.8870, grad_norm: 4.6944 2020-09-16 12:16:55,902 - mmaction - INFO - Epoch [27][1300/1320] lr: 2.000e-03, eta: 18:02:49, time: 2.015, data_time: 0.004, memory: 10966, top1_acc: 0.4820, top5_acc: 0.7777, loss_cls: 1.9879, loss: 1.9879, grad_norm: 4.8590 2020-09-16 12:17:32,208 - mmaction - INFO - Epoch [27][1320/1320] lr: 2.000e-03, eta: 18:02:00, time: 1.814, data_time: 0.002, memory: 10966, top1_acc: 0.5175, top5_acc: 0.7917, loss_cls: 1.8474, loss: 1.8474, grad_norm: 4.6541 2020-09-16 12:17:43,194 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-09-16 12:25:25,950 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 12:25:26,382 - mmaction - INFO - top1_acc 0.3167 top5_acc 0.6209 2020-09-16 12:25:26,382 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 12:25:26,443 - mmaction - INFO - mean_acc 0.2516 2020-09-16 12:25:26,463 - mmaction - INFO - Epoch(val) [27][1320] top1_acc: 0.3167, top5_acc: 0.6209, mean_class_accuracy: 0.2516 2020-09-16 12:27:39,350 - mmaction - INFO - Epoch [28][20/1320] lr: 2.000e-03, eta: 18:02:34, time: 6.639, data_time: 4.559, memory: 10966, top1_acc: 0.5027, top5_acc: 0.7844, loss_cls: 1.8755, loss: 1.8755, grad_norm: 4.7279 2020-09-16 12:28:18,732 - mmaction - INFO - Epoch [28][40/1320] lr: 2.000e-03, eta: 18:01:48, time: 1.970, data_time: 0.058, memory: 10966, top1_acc: 0.5188, top5_acc: 0.7957, loss_cls: 1.8627, loss: 1.8627, grad_norm: 4.6605 2020-09-16 12:28:59,059 - mmaction - INFO - Epoch [28][60/1320] lr: 2.000e-03, eta: 18:01:03, time: 2.017, data_time: 0.044, memory: 10966, top1_acc: 0.5230, top5_acc: 0.7977, loss_cls: 1.8229, loss: 1.8229, grad_norm: 4.6788 2020-09-16 12:29:41,652 - mmaction - INFO - Epoch [28][80/1320] lr: 2.000e-03, eta: 18:00:20, time: 2.117, data_time: 0.004, memory: 10966, top1_acc: 0.5066, top5_acc: 0.7922, loss_cls: 1.8713, loss: 1.8713, grad_norm: 4.7485 2020-09-16 12:30:22,855 - mmaction - INFO - Epoch [28][100/1320] lr: 2.000e-03, eta: 17:59:36, time: 2.072, data_time: 0.016, memory: 10966, top1_acc: 0.4973, top5_acc: 0.7883, loss_cls: 1.8627, loss: 1.8627, grad_norm: 4.5960 2020-09-16 12:31:02,445 - mmaction - INFO - Epoch [28][120/1320] lr: 2.000e-03, eta: 17:58:51, time: 1.980, data_time: 0.041, memory: 10966, top1_acc: 0.5070, top5_acc: 0.7754, loss_cls: 1.9060, loss: 1.9060, grad_norm: 4.8408 2020-09-16 12:31:44,013 - mmaction - INFO - Epoch [28][140/1320] lr: 2.000e-03, eta: 17:58:07, time: 2.078, data_time: 0.005, memory: 10966, top1_acc: 0.5035, top5_acc: 0.7906, loss_cls: 1.8647, loss: 1.8647, grad_norm: 4.6831 2020-09-16 12:32:29,383 - mmaction - INFO - Epoch [28][160/1320] lr: 2.000e-03, eta: 17:57:26, time: 2.268, data_time: 0.003, memory: 10966, top1_acc: 0.5215, top5_acc: 0.7914, loss_cls: 1.8257, loss: 1.8257, grad_norm: 4.6366 2020-09-16 12:33:12,199 - mmaction - INFO - Epoch [28][180/1320] lr: 2.000e-03, eta: 17:56:43, time: 2.141, data_time: 0.012, memory: 10966, top1_acc: 0.4930, top5_acc: 0.7840, loss_cls: 1.8930, loss: 1.8930, grad_norm: 4.8308 2020-09-16 12:33:52,028 - mmaction - INFO - Epoch [28][200/1320] lr: 2.000e-03, eta: 17:55:58, time: 1.990, data_time: 0.058, memory: 10966, top1_acc: 0.5027, top5_acc: 0.7867, loss_cls: 1.8864, loss: 1.8864, grad_norm: 4.7657 2020-09-16 12:34:32,731 - mmaction - INFO - Epoch [28][220/1320] lr: 2.000e-03, eta: 17:55:13, time: 2.037, data_time: 0.005, memory: 10966, top1_acc: 0.5004, top5_acc: 0.7797, loss_cls: 1.9067, loss: 1.9067, grad_norm: 4.8054 2020-09-16 12:35:15,143 - mmaction - INFO - Epoch [28][240/1320] lr: 2.000e-03, eta: 17:54:30, time: 2.120, data_time: 0.003, memory: 10966, top1_acc: 0.4992, top5_acc: 0.7805, loss_cls: 1.8977, loss: 1.8977, grad_norm: 4.6911 2020-09-16 12:35:53,539 - mmaction - INFO - Epoch [28][260/1320] lr: 2.000e-03, eta: 17:53:44, time: 1.920, data_time: 0.002, memory: 10966, top1_acc: 0.4809, top5_acc: 0.7754, loss_cls: 1.9270, loss: 1.9270, grad_norm: 4.7072 2020-09-16 12:36:34,664 - mmaction - INFO - Epoch [28][280/1320] lr: 2.000e-03, eta: 17:53:00, time: 2.056, data_time: 0.003, memory: 10966, top1_acc: 0.5152, top5_acc: 0.7937, loss_cls: 1.8657, loss: 1.8657, grad_norm: 4.7261 2020-09-16 12:37:16,842 - mmaction - INFO - Epoch [28][300/1320] lr: 2.000e-03, eta: 17:52:16, time: 2.107, data_time: 0.033, memory: 10966, top1_acc: 0.5023, top5_acc: 0.7887, loss_cls: 1.8582, loss: 1.8582, grad_norm: 4.7171 2020-09-16 12:37:57,384 - mmaction - INFO - Epoch [28][320/1320] lr: 2.000e-03, eta: 17:51:32, time: 2.029, data_time: 0.006, memory: 10966, top1_acc: 0.5004, top5_acc: 0.7863, loss_cls: 1.8564, loss: 1.8564, grad_norm: 4.7200 2020-09-16 12:38:35,757 - mmaction - INFO - Epoch [28][340/1320] lr: 2.000e-03, eta: 17:50:45, time: 1.919, data_time: 0.003, memory: 10966, top1_acc: 0.4922, top5_acc: 0.7824, loss_cls: 1.8852, loss: 1.8852, grad_norm: 4.7453 2020-09-16 12:39:17,280 - mmaction - INFO - Epoch [28][360/1320] lr: 2.000e-03, eta: 17:50:01, time: 2.076, data_time: 0.034, memory: 10966, top1_acc: 0.5121, top5_acc: 0.7848, loss_cls: 1.8574, loss: 1.8574, grad_norm: 4.7558 2020-09-16 12:39:58,580 - mmaction - INFO - Epoch [28][380/1320] lr: 2.000e-03, eta: 17:49:17, time: 2.061, data_time: 0.123, memory: 10966, top1_acc: 0.5031, top5_acc: 0.7742, loss_cls: 1.8819, loss: 1.8819, grad_norm: 4.8164 2020-09-16 12:40:37,774 - mmaction - INFO - Epoch [28][400/1320] lr: 2.000e-03, eta: 17:48:31, time: 1.962, data_time: 0.021, memory: 10966, top1_acc: 0.5102, top5_acc: 0.7914, loss_cls: 1.8385, loss: 1.8385, grad_norm: 4.7532 2020-09-16 12:41:18,455 - mmaction - INFO - Epoch [28][420/1320] lr: 2.000e-03, eta: 17:47:47, time: 2.036, data_time: 0.141, memory: 10966, top1_acc: 0.4977, top5_acc: 0.7867, loss_cls: 1.9011, loss: 1.9011, grad_norm: 4.7632 2020-09-16 12:41:57,996 - mmaction - INFO - Epoch [28][440/1320] lr: 2.000e-03, eta: 17:47:01, time: 1.974, data_time: 0.247, memory: 10966, top1_acc: 0.5188, top5_acc: 0.7930, loss_cls: 1.8287, loss: 1.8287, grad_norm: 4.6320 2020-09-16 12:42:38,938 - mmaction - INFO - Epoch [28][460/1320] lr: 2.000e-03, eta: 17:46:17, time: 2.048, data_time: 0.005, memory: 10966, top1_acc: 0.5082, top5_acc: 0.7969, loss_cls: 1.8393, loss: 1.8393, grad_norm: 4.6701 2020-09-16 12:43:19,812 - mmaction - INFO - Epoch [28][480/1320] lr: 2.000e-03, eta: 17:45:33, time: 2.046, data_time: 0.006, memory: 10966, top1_acc: 0.5141, top5_acc: 0.7855, loss_cls: 1.8365, loss: 1.8365, grad_norm: 4.7170 2020-09-16 12:44:01,449 - mmaction - INFO - Epoch [28][500/1320] lr: 2.000e-03, eta: 17:44:49, time: 2.081, data_time: 0.002, memory: 10966, top1_acc: 0.5027, top5_acc: 0.7672, loss_cls: 1.9128, loss: 1.9128, grad_norm: 4.7224 2020-09-16 12:44:43,732 - mmaction - INFO - Epoch [28][520/1320] lr: 2.000e-03, eta: 17:44:06, time: 2.114, data_time: 0.006, memory: 10966, top1_acc: 0.5195, top5_acc: 0.7832, loss_cls: 1.8195, loss: 1.8195, grad_norm: 4.6622 2020-09-16 12:45:22,288 - mmaction - INFO - Epoch [28][540/1320] lr: 2.000e-03, eta: 17:43:19, time: 1.929, data_time: 0.003, memory: 10966, top1_acc: 0.5078, top5_acc: 0.7934, loss_cls: 1.8477, loss: 1.8477, grad_norm: 4.6721 2020-09-16 12:46:04,610 - mmaction - INFO - Epoch [28][560/1320] lr: 2.000e-03, eta: 17:42:36, time: 2.114, data_time: 0.019, memory: 10966, top1_acc: 0.5082, top5_acc: 0.7875, loss_cls: 1.8619, loss: 1.8619, grad_norm: 4.7337 2020-09-16 12:46:43,996 - mmaction - INFO - Epoch [28][580/1320] lr: 2.000e-03, eta: 17:41:51, time: 1.971, data_time: 0.008, memory: 10966, top1_acc: 0.5074, top5_acc: 0.7918, loss_cls: 1.8630, loss: 1.8630, grad_norm: 4.7927 2020-09-16 12:47:24,055 - mmaction - INFO - Epoch [28][600/1320] lr: 2.000e-03, eta: 17:41:06, time: 2.003, data_time: 0.095, memory: 10966, top1_acc: 0.5277, top5_acc: 0.7984, loss_cls: 1.8210, loss: 1.8210, grad_norm: 4.7250 2020-09-16 12:48:09,426 - mmaction - INFO - Epoch [28][620/1320] lr: 2.000e-03, eta: 17:40:25, time: 2.268, data_time: 0.075, memory: 10966, top1_acc: 0.4988, top5_acc: 0.7809, loss_cls: 1.8774, loss: 1.8774, grad_norm: 4.8844 2020-09-16 12:48:45,211 - mmaction - INFO - Epoch [28][640/1320] lr: 2.000e-03, eta: 17:39:36, time: 1.788, data_time: 0.013, memory: 10966, top1_acc: 0.4961, top5_acc: 0.7895, loss_cls: 1.8663, loss: 1.8663, grad_norm: 4.7155 2020-09-16 12:49:26,049 - mmaction - INFO - Epoch [28][660/1320] lr: 2.000e-03, eta: 17:38:52, time: 2.044, data_time: 0.004, memory: 10966, top1_acc: 0.4992, top5_acc: 0.7719, loss_cls: 1.9295, loss: 1.9295, grad_norm: 4.8619 2020-09-16 12:50:09,835 - mmaction - INFO - Epoch [28][680/1320] lr: 2.000e-03, eta: 17:38:10, time: 2.188, data_time: 0.014, memory: 10966, top1_acc: 0.4973, top5_acc: 0.7871, loss_cls: 1.9417, loss: 1.9417, grad_norm: 4.8933 2020-09-16 12:50:50,704 - mmaction - INFO - Epoch [28][700/1320] lr: 2.000e-03, eta: 17:37:26, time: 2.042, data_time: 0.058, memory: 10966, top1_acc: 0.5039, top5_acc: 0.7828, loss_cls: 1.8871, loss: 1.8871, grad_norm: 4.6991 2020-09-16 12:51:33,704 - mmaction - INFO - Epoch [28][720/1320] lr: 2.000e-03, eta: 17:36:43, time: 2.150, data_time: 0.212, memory: 10966, top1_acc: 0.4996, top5_acc: 0.7844, loss_cls: 1.8997, loss: 1.8997, grad_norm: 4.9578 2020-09-16 12:52:14,863 - mmaction - INFO - Epoch [28][740/1320] lr: 2.000e-03, eta: 17:35:59, time: 2.054, data_time: 0.319, memory: 10966, top1_acc: 0.5152, top5_acc: 0.7875, loss_cls: 1.8506, loss: 1.8506, grad_norm: 4.8026 2020-09-16 12:52:54,527 - mmaction - INFO - Epoch [28][760/1320] lr: 2.000e-03, eta: 17:35:14, time: 1.988, data_time: 0.098, memory: 10966, top1_acc: 0.4910, top5_acc: 0.7824, loss_cls: 1.9308, loss: 1.9308, grad_norm: 4.9229 2020-09-16 12:53:38,136 - mmaction - INFO - Epoch [28][780/1320] lr: 2.000e-03, eta: 17:34:31, time: 2.178, data_time: 0.004, memory: 10966, top1_acc: 0.4910, top5_acc: 0.7898, loss_cls: 1.9026, loss: 1.9026, grad_norm: 4.8742 2020-09-16 12:54:17,554 - mmaction - INFO - Epoch [28][800/1320] lr: 2.000e-03, eta: 17:33:46, time: 1.974, data_time: 0.006, memory: 10966, top1_acc: 0.5105, top5_acc: 0.7891, loss_cls: 1.8942, loss: 1.8942, grad_norm: 4.8195 2020-09-16 12:54:59,961 - mmaction - INFO - Epoch [28][820/1320] lr: 2.000e-03, eta: 17:33:03, time: 2.119, data_time: 0.002, memory: 10966, top1_acc: 0.4840, top5_acc: 0.7770, loss_cls: 1.8994, loss: 1.8994, grad_norm: 4.8543 2020-09-16 12:55:40,958 - mmaction - INFO - Epoch [28][840/1320] lr: 2.000e-03, eta: 17:32:19, time: 2.051, data_time: 0.009, memory: 10966, top1_acc: 0.5094, top5_acc: 0.7996, loss_cls: 1.8324, loss: 1.8324, grad_norm: 4.6975 2020-09-16 12:56:20,195 - mmaction - INFO - Epoch [28][860/1320] lr: 2.000e-03, eta: 17:31:33, time: 1.962, data_time: 0.016, memory: 10966, top1_acc: 0.5062, top5_acc: 0.7949, loss_cls: 1.8538, loss: 1.8538, grad_norm: 4.8847 2020-09-16 12:57:01,011 - mmaction - INFO - Epoch [28][880/1320] lr: 2.000e-03, eta: 17:30:49, time: 2.038, data_time: 0.008, memory: 10966, top1_acc: 0.5055, top5_acc: 0.7883, loss_cls: 1.8479, loss: 1.8479, grad_norm: 4.7387 2020-09-16 12:57:41,414 - mmaction - INFO - Epoch [28][900/1320] lr: 2.000e-03, eta: 17:30:04, time: 2.024, data_time: 0.006, memory: 10966, top1_acc: 0.5047, top5_acc: 0.8000, loss_cls: 1.8332, loss: 1.8332, grad_norm: 4.8359 2020-09-16 12:58:24,150 - mmaction - INFO - Epoch [28][920/1320] lr: 2.000e-03, eta: 17:29:21, time: 2.136, data_time: 0.010, memory: 10966, top1_acc: 0.5055, top5_acc: 0.7836, loss_cls: 1.8845, loss: 1.8845, grad_norm: 4.7896 2020-09-16 12:59:03,207 - mmaction - INFO - Epoch [28][940/1320] lr: 2.000e-03, eta: 17:28:35, time: 1.953, data_time: 0.004, memory: 10966, top1_acc: 0.5039, top5_acc: 0.7879, loss_cls: 1.8698, loss: 1.8698, grad_norm: 4.8861 2020-09-16 12:59:44,847 - mmaction - INFO - Epoch [28][960/1320] lr: 2.000e-03, eta: 17:27:52, time: 2.083, data_time: 0.004, memory: 10966, top1_acc: 0.5160, top5_acc: 0.7770, loss_cls: 1.9097, loss: 1.9097, grad_norm: 4.8149 2020-09-16 13:00:25,347 - mmaction - INFO - Epoch [28][980/1320] lr: 2.000e-03, eta: 17:27:07, time: 2.025, data_time: 0.288, memory: 10966, top1_acc: 0.4961, top5_acc: 0.7820, loss_cls: 1.9045, loss: 1.9045, grad_norm: 4.8758 2020-09-16 13:01:07,361 - mmaction - INFO - Epoch [28][1000/1320] lr: 2.000e-03, eta: 17:26:24, time: 2.101, data_time: 0.014, memory: 10966, top1_acc: 0.5109, top5_acc: 0.7930, loss_cls: 1.8528, loss: 1.8528, grad_norm: 4.8991 2020-09-16 13:01:47,542 - mmaction - INFO - Epoch [28][1020/1320] lr: 2.000e-03, eta: 17:25:39, time: 2.009, data_time: 0.002, memory: 10966, top1_acc: 0.5262, top5_acc: 0.7828, loss_cls: 1.8706, loss: 1.8706, grad_norm: 4.8436 2020-09-16 13:02:26,925 - mmaction - INFO - Epoch [28][1040/1320] lr: 2.000e-03, eta: 17:24:54, time: 1.969, data_time: 0.003, memory: 10966, top1_acc: 0.5047, top5_acc: 0.7824, loss_cls: 1.8670, loss: 1.8670, grad_norm: 4.7111 2020-09-16 13:03:07,710 - mmaction - INFO - Epoch [28][1060/1320] lr: 2.000e-03, eta: 17:24:09, time: 2.039, data_time: 0.165, memory: 10966, top1_acc: 0.4961, top5_acc: 0.7750, loss_cls: 1.9112, loss: 1.9112, grad_norm: 4.8085 2020-09-16 13:03:49,233 - mmaction - INFO - Epoch [28][1080/1320] lr: 2.000e-03, eta: 17:23:25, time: 2.077, data_time: 0.003, memory: 10966, top1_acc: 0.5016, top5_acc: 0.7832, loss_cls: 1.8643, loss: 1.8643, grad_norm: 4.8243 2020-09-16 13:04:29,867 - mmaction - INFO - Epoch [28][1100/1320] lr: 2.000e-03, eta: 17:22:41, time: 2.030, data_time: 0.003, memory: 10966, top1_acc: 0.5164, top5_acc: 0.7898, loss_cls: 1.8445, loss: 1.8445, grad_norm: 4.7651 2020-09-16 13:05:10,918 - mmaction - INFO - Epoch [28][1120/1320] lr: 2.000e-03, eta: 17:21:57, time: 2.052, data_time: 0.003, memory: 10966, top1_acc: 0.4969, top5_acc: 0.7926, loss_cls: 1.9285, loss: 1.9285, grad_norm: 4.9369 2020-09-16 13:05:51,463 - mmaction - INFO - Epoch [28][1140/1320] lr: 2.000e-03, eta: 17:21:12, time: 2.028, data_time: 0.004, memory: 10966, top1_acc: 0.5074, top5_acc: 0.7852, loss_cls: 1.8855, loss: 1.8855, grad_norm: 4.8477 2020-09-16 13:06:32,843 - mmaction - INFO - Epoch [28][1160/1320] lr: 2.000e-03, eta: 17:20:28, time: 2.070, data_time: 0.066, memory: 10966, top1_acc: 0.4906, top5_acc: 0.7891, loss_cls: 1.8794, loss: 1.8794, grad_norm: 4.9088 2020-09-16 13:07:12,898 - mmaction - INFO - Epoch [28][1180/1320] lr: 2.000e-03, eta: 17:19:44, time: 2.002, data_time: 0.002, memory: 10966, top1_acc: 0.4996, top5_acc: 0.7816, loss_cls: 1.9092, loss: 1.9092, grad_norm: 4.8759 2020-09-16 13:07:54,201 - mmaction - INFO - Epoch [28][1200/1320] lr: 2.000e-03, eta: 17:19:00, time: 2.065, data_time: 0.021, memory: 10966, top1_acc: 0.4980, top5_acc: 0.7859, loss_cls: 1.8835, loss: 1.8835, grad_norm: 4.8025 2020-09-16 13:08:36,380 - mmaction - INFO - Epoch [28][1220/1320] lr: 2.000e-03, eta: 17:18:16, time: 2.105, data_time: 0.449, memory: 10966, top1_acc: 0.5035, top5_acc: 0.7824, loss_cls: 1.8953, loss: 1.8953, grad_norm: 4.8011 2020-09-16 13:09:15,787 - mmaction - INFO - Epoch [28][1240/1320] lr: 2.000e-03, eta: 17:17:31, time: 1.975, data_time: 0.008, memory: 10966, top1_acc: 0.5098, top5_acc: 0.7871, loss_cls: 1.8926, loss: 1.8926, grad_norm: 4.9321 2020-09-16 13:09:58,223 - mmaction - INFO - Epoch [28][1260/1320] lr: 2.000e-03, eta: 17:16:48, time: 2.121, data_time: 0.003, memory: 10966, top1_acc: 0.5125, top5_acc: 0.8000, loss_cls: 1.8457, loss: 1.8457, grad_norm: 4.8329 2020-09-16 13:10:37,717 - mmaction - INFO - Epoch [28][1280/1320] lr: 2.000e-03, eta: 17:16:03, time: 1.976, data_time: 0.009, memory: 10966, top1_acc: 0.4906, top5_acc: 0.7852, loss_cls: 1.8861, loss: 1.8861, grad_norm: 4.8536 2020-09-16 13:11:20,123 - mmaction - INFO - Epoch [28][1300/1320] lr: 2.000e-03, eta: 17:15:20, time: 2.118, data_time: 0.002, memory: 10966, top1_acc: 0.5055, top5_acc: 0.7750, loss_cls: 1.8959, loss: 1.8959, grad_norm: 4.8488 2020-09-16 13:11:57,193 - mmaction - INFO - Epoch [28][1320/1320] lr: 2.000e-03, eta: 17:14:32, time: 1.855, data_time: 0.005, memory: 10966, top1_acc: 0.5218, top5_acc: 0.7929, loss_cls: 1.8192, loss: 1.8192, grad_norm: 4.7328 2020-09-16 13:12:08,505 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-09-16 13:19:53,204 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 13:19:53,551 - mmaction - INFO - top1_acc 0.3228 top5_acc 0.6234 2020-09-16 13:19:53,551 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 13:19:53,606 - mmaction - INFO - mean_acc 0.2578 2020-09-16 13:19:53,606 - mmaction - INFO - Now best checkpoint is epoch_28.pth 2020-09-16 13:19:53,614 - mmaction - INFO - Epoch(val) [28][1320] top1_acc: 0.3228, top5_acc: 0.6234, mean_class_accuracy: 0.2578 2020-09-16 13:22:05,056 - mmaction - INFO - Epoch [29][20/1320] lr: 2.000e-03, eta: 17:14:59, time: 6.564, data_time: 4.621, memory: 10966, top1_acc: 0.5113, top5_acc: 0.7832, loss_cls: 1.8922, loss: 1.8922, grad_norm: 4.8167 2020-09-16 13:22:46,521 - mmaction - INFO - Epoch [29][40/1320] lr: 2.000e-03, eta: 17:14:15, time: 2.078, data_time: 0.011, memory: 10966, top1_acc: 0.5094, top5_acc: 0.7797, loss_cls: 1.8793, loss: 1.8793, grad_norm: 4.7926 2020-09-16 13:23:27,289 - mmaction - INFO - Epoch [29][60/1320] lr: 2.000e-03, eta: 17:13:31, time: 2.036, data_time: 0.003, memory: 10966, top1_acc: 0.5102, top5_acc: 0.8000, loss_cls: 1.8424, loss: 1.8424, grad_norm: 4.7875 2020-09-16 13:24:09,224 - mmaction - INFO - Epoch [29][80/1320] lr: 2.000e-03, eta: 17:12:48, time: 2.098, data_time: 0.079, memory: 10966, top1_acc: 0.4992, top5_acc: 0.7840, loss_cls: 1.8774, loss: 1.8774, grad_norm: 4.8823 2020-09-16 13:24:50,900 - mmaction - INFO - Epoch [29][100/1320] lr: 2.000e-03, eta: 17:12:04, time: 2.085, data_time: 0.004, memory: 10966, top1_acc: 0.5043, top5_acc: 0.7797, loss_cls: 1.8707, loss: 1.8707, grad_norm: 4.7803 2020-09-16 13:25:31,219 - mmaction - INFO - Epoch [29][120/1320] lr: 2.000e-03, eta: 17:11:19, time: 2.015, data_time: 0.003, memory: 10966, top1_acc: 0.5273, top5_acc: 0.8055, loss_cls: 1.7752, loss: 1.7752, grad_norm: 4.6996 2020-09-16 13:26:09,678 - mmaction - INFO - Epoch [29][140/1320] lr: 2.000e-03, eta: 17:10:33, time: 1.924, data_time: 0.005, memory: 10966, top1_acc: 0.5145, top5_acc: 0.7969, loss_cls: 1.8196, loss: 1.8196, grad_norm: 4.8519 2020-09-16 13:26:52,883 - mmaction - INFO - Epoch [29][160/1320] lr: 2.000e-03, eta: 17:09:50, time: 2.158, data_time: 0.004, memory: 10966, top1_acc: 0.5215, top5_acc: 0.8016, loss_cls: 1.7679, loss: 1.7679, grad_norm: 4.7815 2020-09-16 13:27:33,122 - mmaction - INFO - Epoch [29][180/1320] lr: 2.000e-03, eta: 17:09:06, time: 2.014, data_time: 0.027, memory: 10966, top1_acc: 0.5055, top5_acc: 0.7855, loss_cls: 1.8605, loss: 1.8605, grad_norm: 4.9113 2020-09-16 13:28:15,008 - mmaction - INFO - Epoch [29][200/1320] lr: 2.000e-03, eta: 17:08:22, time: 2.093, data_time: 0.004, memory: 10966, top1_acc: 0.5035, top5_acc: 0.7902, loss_cls: 1.8553, loss: 1.8553, grad_norm: 4.8711 2020-09-16 13:28:54,487 - mmaction - INFO - Epoch [29][220/1320] lr: 2.000e-03, eta: 17:07:37, time: 1.973, data_time: 0.007, memory: 10966, top1_acc: 0.5000, top5_acc: 0.7828, loss_cls: 1.8747, loss: 1.8747, grad_norm: 4.8126 2020-09-16 13:29:36,110 - mmaction - INFO - Epoch [29][240/1320] lr: 2.000e-03, eta: 17:06:53, time: 2.081, data_time: 0.006, memory: 10966, top1_acc: 0.5070, top5_acc: 0.7906, loss_cls: 1.8576, loss: 1.8576, grad_norm: 4.8365 2020-09-16 13:30:15,161 - mmaction - INFO - Epoch [29][260/1320] lr: 2.000e-03, eta: 17:06:08, time: 1.956, data_time: 0.006, memory: 10966, top1_acc: 0.5148, top5_acc: 0.7891, loss_cls: 1.8657, loss: 1.8657, grad_norm: 4.8153 2020-09-16 13:30:55,777 - mmaction - INFO - Epoch [29][280/1320] lr: 2.000e-03, eta: 17:05:23, time: 2.027, data_time: 0.008, memory: 10966, top1_acc: 0.4992, top5_acc: 0.7836, loss_cls: 1.8811, loss: 1.8811, grad_norm: 4.8928 2020-09-16 13:31:37,457 - mmaction - INFO - Epoch [29][300/1320] lr: 2.000e-03, eta: 17:04:39, time: 2.082, data_time: 0.006, memory: 10966, top1_acc: 0.5211, top5_acc: 0.7949, loss_cls: 1.8037, loss: 1.8037, grad_norm: 4.7951 2020-09-16 13:32:16,220 - mmaction - INFO - Epoch [29][320/1320] lr: 2.000e-03, eta: 17:03:54, time: 1.940, data_time: 0.011, memory: 10966, top1_acc: 0.5062, top5_acc: 0.7871, loss_cls: 1.8647, loss: 1.8647, grad_norm: 4.9082 2020-09-16 13:32:58,358 - mmaction - INFO - Epoch [29][340/1320] lr: 2.000e-03, eta: 17:03:10, time: 2.109, data_time: 0.026, memory: 10966, top1_acc: 0.5176, top5_acc: 0.8012, loss_cls: 1.8141, loss: 1.8141, grad_norm: 4.9595 2020-09-16 13:33:37,753 - mmaction - INFO - Epoch [29][360/1320] lr: 2.000e-03, eta: 17:02:25, time: 1.969, data_time: 0.016, memory: 10966, top1_acc: 0.5062, top5_acc: 0.7801, loss_cls: 1.8865, loss: 1.8865, grad_norm: 4.9282 2020-09-16 13:34:20,956 - mmaction - INFO - Epoch [29][380/1320] lr: 2.000e-03, eta: 17:01:42, time: 2.162, data_time: 0.006, memory: 10966, top1_acc: 0.5145, top5_acc: 0.7922, loss_cls: 1.8489, loss: 1.8489, grad_norm: 4.8419 2020-09-16 13:35:00,703 - mmaction - INFO - Epoch [29][400/1320] lr: 2.000e-03, eta: 17:00:57, time: 1.983, data_time: 0.018, memory: 10966, top1_acc: 0.4910, top5_acc: 0.7754, loss_cls: 1.9027, loss: 1.9027, grad_norm: 5.0246 2020-09-16 13:35:40,589 - mmaction - INFO - Epoch [29][420/1320] lr: 2.000e-03, eta: 17:00:12, time: 1.998, data_time: 0.729, memory: 10966, top1_acc: 0.4910, top5_acc: 0.7836, loss_cls: 1.9061, loss: 1.9061, grad_norm: 4.9847 2020-09-16 13:36:21,151 - mmaction - INFO - Epoch [29][440/1320] lr: 2.000e-03, eta: 16:59:28, time: 2.026, data_time: 0.022, memory: 10966, top1_acc: 0.4973, top5_acc: 0.7902, loss_cls: 1.8734, loss: 1.8734, grad_norm: 4.8798 2020-09-16 13:37:02,992 - mmaction - INFO - Epoch [29][460/1320] lr: 2.000e-03, eta: 16:58:44, time: 2.093, data_time: 0.058, memory: 10966, top1_acc: 0.5020, top5_acc: 0.7871, loss_cls: 1.8831, loss: 1.8831, grad_norm: 4.8683 2020-09-16 13:37:43,921 - mmaction - INFO - Epoch [29][480/1320] lr: 2.000e-03, eta: 16:58:00, time: 2.046, data_time: 0.006, memory: 10966, top1_acc: 0.5117, top5_acc: 0.7980, loss_cls: 1.8259, loss: 1.8259, grad_norm: 4.8894 2020-09-16 13:38:25,235 - mmaction - INFO - Epoch [29][500/1320] lr: 2.000e-03, eta: 16:57:16, time: 2.065, data_time: 0.005, memory: 10966, top1_acc: 0.5203, top5_acc: 0.7871, loss_cls: 1.8704, loss: 1.8704, grad_norm: 4.9424 2020-09-16 13:39:06,805 - mmaction - INFO - Epoch [29][520/1320] lr: 2.000e-03, eta: 16:56:33, time: 2.079, data_time: 0.009, memory: 10966, top1_acc: 0.4941, top5_acc: 0.7824, loss_cls: 1.9073, loss: 1.9073, grad_norm: 5.0172 2020-09-16 13:39:47,116 - mmaction - INFO - Epoch [29][540/1320] lr: 2.000e-03, eta: 16:55:48, time: 2.017, data_time: 0.011, memory: 10966, top1_acc: 0.5195, top5_acc: 0.7969, loss_cls: 1.8056, loss: 1.8056, grad_norm: 4.8382 2020-09-16 13:40:29,881 - mmaction - INFO - Epoch [29][560/1320] lr: 2.000e-03, eta: 16:55:05, time: 2.138, data_time: 0.004, memory: 10966, top1_acc: 0.5145, top5_acc: 0.8008, loss_cls: 1.8088, loss: 1.8088, grad_norm: 4.9078 2020-09-16 13:41:10,288 - mmaction - INFO - Epoch [29][580/1320] lr: 2.000e-03, eta: 16:54:21, time: 2.020, data_time: 0.015, memory: 10966, top1_acc: 0.5219, top5_acc: 0.7887, loss_cls: 1.8243, loss: 1.8243, grad_norm: 4.8757 2020-09-16 13:41:50,801 - mmaction - INFO - Epoch [29][600/1320] lr: 2.000e-03, eta: 16:53:36, time: 2.025, data_time: 0.004, memory: 10966, top1_acc: 0.5102, top5_acc: 0.7937, loss_cls: 1.8120, loss: 1.8120, grad_norm: 4.8043 2020-09-16 13:42:30,858 - mmaction - INFO - Epoch [29][620/1320] lr: 2.000e-03, eta: 16:52:51, time: 2.005, data_time: 0.006, memory: 10966, top1_acc: 0.5184, top5_acc: 0.7984, loss_cls: 1.8348, loss: 1.8348, grad_norm: 4.8777 2020-09-16 13:43:11,226 - mmaction - INFO - Epoch [29][640/1320] lr: 2.000e-03, eta: 16:52:07, time: 2.017, data_time: 0.013, memory: 10966, top1_acc: 0.5109, top5_acc: 0.7914, loss_cls: 1.8697, loss: 1.8697, grad_norm: 5.0091 2020-09-16 13:43:52,574 - mmaction - INFO - Epoch [29][660/1320] lr: 2.000e-03, eta: 16:51:23, time: 2.068, data_time: 0.010, memory: 10966, top1_acc: 0.4996, top5_acc: 0.7844, loss_cls: 1.8896, loss: 1.8896, grad_norm: 4.9705 2020-09-16 13:44:35,157 - mmaction - INFO - Epoch [29][680/1320] lr: 2.000e-03, eta: 16:50:40, time: 2.129, data_time: 0.003, memory: 10966, top1_acc: 0.4941, top5_acc: 0.7805, loss_cls: 1.8800, loss: 1.8800, grad_norm: 5.0081 2020-09-16 13:45:15,200 - mmaction - INFO - Epoch [29][700/1320] lr: 2.000e-03, eta: 16:49:55, time: 2.000, data_time: 0.088, memory: 10966, top1_acc: 0.4977, top5_acc: 0.7918, loss_cls: 1.8574, loss: 1.8574, grad_norm: 4.9078 2020-09-16 13:45:57,658 - mmaction - INFO - Epoch [29][720/1320] lr: 2.000e-03, eta: 16:49:12, time: 2.125, data_time: 0.006, memory: 10966, top1_acc: 0.5055, top5_acc: 0.7930, loss_cls: 1.8720, loss: 1.8720, grad_norm: 4.9869 2020-09-16 13:46:36,457 - mmaction - INFO - Epoch [29][740/1320] lr: 2.000e-03, eta: 16:48:26, time: 1.941, data_time: 0.003, memory: 10966, top1_acc: 0.5133, top5_acc: 0.7930, loss_cls: 1.8408, loss: 1.8408, grad_norm: 4.8753 2020-09-16 13:47:16,514 - mmaction - INFO - Epoch [29][760/1320] lr: 2.000e-03, eta: 16:47:42, time: 2.003, data_time: 0.004, memory: 10966, top1_acc: 0.5051, top5_acc: 0.7973, loss_cls: 1.8486, loss: 1.8486, grad_norm: 4.9298 2020-09-16 13:47:58,653 - mmaction - INFO - Epoch [29][780/1320] lr: 2.000e-03, eta: 16:46:58, time: 2.106, data_time: 0.002, memory: 10966, top1_acc: 0.5164, top5_acc: 0.7949, loss_cls: 1.8119, loss: 1.8119, grad_norm: 4.8042 2020-09-16 13:48:36,649 - mmaction - INFO - Epoch [29][800/1320] lr: 2.000e-03, eta: 16:46:12, time: 1.898, data_time: 0.088, memory: 10966, top1_acc: 0.5094, top5_acc: 0.7793, loss_cls: 1.9005, loss: 1.9005, grad_norm: 5.0513 2020-09-16 13:49:18,173 - mmaction - INFO - Epoch [29][820/1320] lr: 2.000e-03, eta: 16:45:28, time: 2.078, data_time: 0.007, memory: 10966, top1_acc: 0.5055, top5_acc: 0.7973, loss_cls: 1.8260, loss: 1.8260, grad_norm: 4.9238 2020-09-16 13:50:00,567 - mmaction - INFO - Epoch [29][840/1320] lr: 2.000e-03, eta: 16:44:45, time: 2.117, data_time: 0.008, memory: 10966, top1_acc: 0.4957, top5_acc: 0.7785, loss_cls: 1.8957, loss: 1.8957, grad_norm: 4.9545 2020-09-16 13:50:42,409 - mmaction - INFO - Epoch [29][860/1320] lr: 2.000e-03, eta: 16:44:02, time: 2.092, data_time: 0.005, memory: 10966, top1_acc: 0.5215, top5_acc: 0.8180, loss_cls: 1.7464, loss: 1.7464, grad_norm: 4.8897 2020-09-16 13:51:20,864 - mmaction - INFO - Epoch [29][880/1320] lr: 2.000e-03, eta: 16:43:16, time: 1.925, data_time: 0.008, memory: 10966, top1_acc: 0.5051, top5_acc: 0.7875, loss_cls: 1.8439, loss: 1.8439, grad_norm: 4.8981 2020-09-16 13:52:02,670 - mmaction - INFO - Epoch [29][900/1320] lr: 2.000e-03, eta: 16:42:33, time: 2.091, data_time: 0.003, memory: 10966, top1_acc: 0.5047, top5_acc: 0.7832, loss_cls: 1.8749, loss: 1.8749, grad_norm: 4.9549 2020-09-16 13:52:45,532 - mmaction - INFO - Epoch [29][920/1320] lr: 2.000e-03, eta: 16:41:50, time: 2.142, data_time: 0.002, memory: 10966, top1_acc: 0.5262, top5_acc: 0.7910, loss_cls: 1.8250, loss: 1.8250, grad_norm: 4.9292 2020-09-16 13:53:25,667 - mmaction - INFO - Epoch [29][940/1320] lr: 2.000e-03, eta: 16:41:05, time: 2.006, data_time: 0.003, memory: 10966, top1_acc: 0.4980, top5_acc: 0.7785, loss_cls: 1.9089, loss: 1.9089, grad_norm: 4.9939 2020-09-16 13:54:07,147 - mmaction - INFO - Epoch [29][960/1320] lr: 2.000e-03, eta: 16:40:21, time: 2.071, data_time: 0.017, memory: 10966, top1_acc: 0.4965, top5_acc: 0.7824, loss_cls: 1.8831, loss: 1.8831, grad_norm: 4.9981 2020-09-16 13:54:49,018 - mmaction - INFO - Epoch [29][980/1320] lr: 2.000e-03, eta: 16:39:38, time: 2.097, data_time: 0.006, memory: 10966, top1_acc: 0.4902, top5_acc: 0.7734, loss_cls: 1.9357, loss: 1.9357, grad_norm: 5.0103 2020-09-16 13:55:29,643 - mmaction - INFO - Epoch [29][1000/1320] lr: 2.000e-03, eta: 16:38:54, time: 2.031, data_time: 0.003, memory: 10966, top1_acc: 0.5078, top5_acc: 0.7906, loss_cls: 1.8570, loss: 1.8570, grad_norm: 4.9128 2020-09-16 13:56:10,033 - mmaction - INFO - Epoch [29][1020/1320] lr: 2.000e-03, eta: 16:38:09, time: 2.020, data_time: 0.004, memory: 10966, top1_acc: 0.5008, top5_acc: 0.7879, loss_cls: 1.8683, loss: 1.8683, grad_norm: 4.9085 2020-09-16 13:56:51,019 - mmaction - INFO - Epoch [29][1040/1320] lr: 2.000e-03, eta: 16:37:25, time: 2.049, data_time: 0.007, memory: 10966, top1_acc: 0.5094, top5_acc: 0.7887, loss_cls: 1.8339, loss: 1.8339, grad_norm: 4.9102 2020-09-16 13:57:31,793 - mmaction - INFO - Epoch [29][1060/1320] lr: 2.000e-03, eta: 16:36:41, time: 2.037, data_time: 0.067, memory: 10966, top1_acc: 0.5141, top5_acc: 0.7977, loss_cls: 1.8153, loss: 1.8153, grad_norm: 4.8886 2020-09-16 13:58:12,426 - mmaction - INFO - Epoch [29][1080/1320] lr: 2.000e-03, eta: 16:35:57, time: 2.033, data_time: 0.005, memory: 10966, top1_acc: 0.5141, top5_acc: 0.7844, loss_cls: 1.8554, loss: 1.8554, grad_norm: 4.8546 2020-09-16 13:58:53,564 - mmaction - INFO - Epoch [29][1100/1320] lr: 2.000e-03, eta: 16:35:13, time: 2.054, data_time: 0.014, memory: 10966, top1_acc: 0.5137, top5_acc: 0.8063, loss_cls: 1.8030, loss: 1.8030, grad_norm: 4.8766 2020-09-16 13:59:33,182 - mmaction - INFO - Epoch [29][1120/1320] lr: 2.000e-03, eta: 16:34:28, time: 1.983, data_time: 0.106, memory: 10966, top1_acc: 0.5062, top5_acc: 0.8004, loss_cls: 1.8181, loss: 1.8181, grad_norm: 4.9480 2020-09-16 14:00:15,046 - mmaction - INFO - Epoch [29][1140/1320] lr: 2.000e-03, eta: 16:33:44, time: 2.094, data_time: 0.072, memory: 10966, top1_acc: 0.5148, top5_acc: 0.7895, loss_cls: 1.8618, loss: 1.8618, grad_norm: 4.9710 2020-09-16 14:00:56,879 - mmaction - INFO - Epoch [29][1160/1320] lr: 2.000e-03, eta: 16:33:01, time: 2.092, data_time: 0.128, memory: 10966, top1_acc: 0.5215, top5_acc: 0.8031, loss_cls: 1.8027, loss: 1.8027, grad_norm: 4.8649 2020-09-16 14:01:38,010 - mmaction - INFO - Epoch [29][1180/1320] lr: 2.000e-03, eta: 16:32:17, time: 2.057, data_time: 0.200, memory: 10966, top1_acc: 0.5070, top5_acc: 0.7750, loss_cls: 1.9121, loss: 1.9121, grad_norm: 5.0689 2020-09-16 14:02:19,116 - mmaction - INFO - Epoch [29][1200/1320] lr: 2.000e-03, eta: 16:31:33, time: 2.056, data_time: 0.051, memory: 10966, top1_acc: 0.5309, top5_acc: 0.8016, loss_cls: 1.7735, loss: 1.7735, grad_norm: 4.9055 2020-09-16 14:02:57,422 - mmaction - INFO - Epoch [29][1220/1320] lr: 2.000e-03, eta: 16:30:47, time: 1.915, data_time: 0.003, memory: 10966, top1_acc: 0.4820, top5_acc: 0.7910, loss_cls: 1.9226, loss: 1.9226, grad_norm: 5.0539 2020-09-16 14:03:40,032 - mmaction - INFO - Epoch [29][1240/1320] lr: 2.000e-03, eta: 16:30:04, time: 2.131, data_time: 0.039, memory: 10966, top1_acc: 0.4855, top5_acc: 0.7734, loss_cls: 1.9023, loss: 1.9023, grad_norm: 4.9614 2020-09-16 14:04:22,108 - mmaction - INFO - Epoch [29][1260/1320] lr: 2.000e-03, eta: 16:29:21, time: 2.104, data_time: 0.003, memory: 10966, top1_acc: 0.5125, top5_acc: 0.7949, loss_cls: 1.8517, loss: 1.8517, grad_norm: 4.9982 2020-09-16 14:05:01,112 - mmaction - INFO - Epoch [29][1280/1320] lr: 2.000e-03, eta: 16:28:36, time: 1.947, data_time: 0.005, memory: 10966, top1_acc: 0.5207, top5_acc: 0.7973, loss_cls: 1.8315, loss: 1.8315, grad_norm: 4.9950 2020-09-16 14:05:44,239 - mmaction - INFO - Epoch [29][1300/1320] lr: 2.000e-03, eta: 16:27:53, time: 2.160, data_time: 0.018, memory: 10966, top1_acc: 0.5031, top5_acc: 0.7805, loss_cls: 1.9106, loss: 1.9106, grad_norm: 5.0946 2020-09-16 14:06:19,511 - mmaction - INFO - Epoch [29][1320/1320] lr: 2.000e-03, eta: 16:27:05, time: 1.763, data_time: 0.598, memory: 10966, top1_acc: 0.4972, top5_acc: 0.7782, loss_cls: 1.9081, loss: 1.9081, grad_norm: 5.0882 2020-09-16 14:06:29,684 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-09-16 14:14:08,441 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 14:14:08,803 - mmaction - INFO - top1_acc 0.3207 top5_acc 0.6238 2020-09-16 14:14:08,803 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 14:14:08,917 - mmaction - INFO - mean_acc 0.2547 2020-09-16 14:14:08,923 - mmaction - INFO - Epoch(val) [29][1320] top1_acc: 0.3207, top5_acc: 0.6238, mean_class_accuracy: 0.2547 2020-09-16 14:16:30,627 - mmaction - INFO - Epoch [30][20/1320] lr: 2.000e-03, eta: 16:27:34, time: 7.081, data_time: 5.317, memory: 10966, top1_acc: 0.5273, top5_acc: 0.7988, loss_cls: 1.7987, loss: 1.7987, grad_norm: 4.8111 2020-09-16 14:17:10,932 - mmaction - INFO - Epoch [30][40/1320] lr: 2.000e-03, eta: 16:26:49, time: 2.017, data_time: 0.009, memory: 10966, top1_acc: 0.5203, top5_acc: 0.7906, loss_cls: 1.8171, loss: 1.8171, grad_norm: 4.8074 2020-09-16 14:17:52,799 - mmaction - INFO - Epoch [30][60/1320] lr: 2.000e-03, eta: 16:26:06, time: 2.094, data_time: 0.003, memory: 10966, top1_acc: 0.5246, top5_acc: 0.7988, loss_cls: 1.8053, loss: 1.8053, grad_norm: 4.8554 2020-09-16 14:18:34,125 - mmaction - INFO - Epoch [30][80/1320] lr: 2.000e-03, eta: 16:25:22, time: 2.065, data_time: 0.622, memory: 10966, top1_acc: 0.5270, top5_acc: 0.8047, loss_cls: 1.7655, loss: 1.7655, grad_norm: 4.7835 2020-09-16 14:19:13,410 - mmaction - INFO - Epoch [30][100/1320] lr: 2.000e-03, eta: 16:24:37, time: 1.964, data_time: 0.318, memory: 10966, top1_acc: 0.5102, top5_acc: 0.7906, loss_cls: 1.8793, loss: 1.8793, grad_norm: 5.0858 2020-09-16 14:19:54,966 - mmaction - INFO - Epoch [30][120/1320] lr: 2.000e-03, eta: 16:23:53, time: 2.079, data_time: 0.080, memory: 10966, top1_acc: 0.5203, top5_acc: 0.8012, loss_cls: 1.8272, loss: 1.8272, grad_norm: 4.9444 2020-09-16 14:20:35,364 - mmaction - INFO - Epoch [30][140/1320] lr: 2.000e-03, eta: 16:23:09, time: 2.019, data_time: 0.677, memory: 10966, top1_acc: 0.5133, top5_acc: 0.7973, loss_cls: 1.8205, loss: 1.8205, grad_norm: 5.0249 2020-09-16 14:21:17,404 - mmaction - INFO - Epoch [30][160/1320] lr: 2.000e-03, eta: 16:22:25, time: 2.102, data_time: 1.521, memory: 10966, top1_acc: 0.5324, top5_acc: 0.8020, loss_cls: 1.7783, loss: 1.7783, grad_norm: 4.9561 2020-09-16 14:21:59,764 - mmaction - INFO - Epoch [30][180/1320] lr: 2.000e-03, eta: 16:21:42, time: 2.111, data_time: 1.530, memory: 10966, top1_acc: 0.5211, top5_acc: 0.7922, loss_cls: 1.8492, loss: 1.8492, grad_norm: 4.9888 2020-09-16 14:22:43,943 - mmaction - INFO - Epoch [30][200/1320] lr: 2.000e-03, eta: 16:21:00, time: 2.218, data_time: 0.976, memory: 10966, top1_acc: 0.5273, top5_acc: 0.7922, loss_cls: 1.8270, loss: 1.8270, grad_norm: 5.1174 2020-09-16 14:23:26,696 - mmaction - INFO - Epoch [30][220/1320] lr: 2.000e-03, eta: 16:20:18, time: 2.135, data_time: 0.016, memory: 10966, top1_acc: 0.5148, top5_acc: 0.7879, loss_cls: 1.8365, loss: 1.8365, grad_norm: 4.9543 2020-09-16 14:24:06,682 - mmaction - INFO - Epoch [30][240/1320] lr: 2.000e-03, eta: 16:19:33, time: 2.003, data_time: 0.053, memory: 10966, top1_acc: 0.5078, top5_acc: 0.7957, loss_cls: 1.8304, loss: 1.8304, grad_norm: 4.9442 2020-09-16 14:24:45,509 - mmaction - INFO - Epoch [30][260/1320] lr: 2.000e-03, eta: 16:18:47, time: 1.940, data_time: 0.007, memory: 10966, top1_acc: 0.5016, top5_acc: 0.7793, loss_cls: 1.9027, loss: 1.9027, grad_norm: 5.0894 2020-09-16 14:25:27,266 - mmaction - INFO - Epoch [30][280/1320] lr: 2.000e-03, eta: 16:18:04, time: 2.087, data_time: 0.008, memory: 10966, top1_acc: 0.5195, top5_acc: 0.7973, loss_cls: 1.8301, loss: 1.8301, grad_norm: 4.9777 2020-09-16 14:26:08,680 - mmaction - INFO - Epoch [30][300/1320] lr: 2.000e-03, eta: 16:17:20, time: 2.065, data_time: 0.006, memory: 10966, top1_acc: 0.5223, top5_acc: 0.8012, loss_cls: 1.8198, loss: 1.8198, grad_norm: 5.1254 2020-09-16 14:26:49,558 - mmaction - INFO - Epoch [30][320/1320] lr: 2.000e-03, eta: 16:16:36, time: 2.050, data_time: 0.088, memory: 10966, top1_acc: 0.5148, top5_acc: 0.7980, loss_cls: 1.8203, loss: 1.8203, grad_norm: 4.9632 2020-09-16 14:27:30,514 - mmaction - INFO - Epoch [30][340/1320] lr: 2.000e-03, eta: 16:15:52, time: 2.049, data_time: 0.882, memory: 10966, top1_acc: 0.5156, top5_acc: 0.7855, loss_cls: 1.8239, loss: 1.8239, grad_norm: 4.9418 2020-09-16 14:28:09,916 - mmaction - INFO - Epoch [30][360/1320] lr: 2.000e-03, eta: 16:15:07, time: 1.967, data_time: 1.376, memory: 10966, top1_acc: 0.5203, top5_acc: 0.8184, loss_cls: 1.7396, loss: 1.7396, grad_norm: 4.9215 2020-09-16 14:28:50,429 - mmaction - INFO - Epoch [30][380/1320] lr: 2.000e-03, eta: 16:14:22, time: 2.029, data_time: 1.344, memory: 10966, top1_acc: 0.5078, top5_acc: 0.7844, loss_cls: 1.8747, loss: 1.8747, grad_norm: 4.9713 2020-09-16 14:29:31,515 - mmaction - INFO - Epoch [30][400/1320] lr: 2.000e-03, eta: 16:13:38, time: 2.055, data_time: 1.485, memory: 10966, top1_acc: 0.5227, top5_acc: 0.7977, loss_cls: 1.8172, loss: 1.8172, grad_norm: 4.9679 2020-09-16 14:30:15,650 - mmaction - INFO - Epoch [30][420/1320] lr: 2.000e-03, eta: 16:12:57, time: 2.204, data_time: 0.354, memory: 10966, top1_acc: 0.5285, top5_acc: 0.7934, loss_cls: 1.8145, loss: 1.8145, grad_norm: 4.9394 2020-09-16 14:30:55,431 - mmaction - INFO - Epoch [30][440/1320] lr: 2.000e-03, eta: 16:12:12, time: 1.991, data_time: 0.005, memory: 10966, top1_acc: 0.5117, top5_acc: 0.7895, loss_cls: 1.8374, loss: 1.8374, grad_norm: 5.0105 2020-09-16 14:31:35,546 - mmaction - INFO - Epoch [30][460/1320] lr: 2.000e-03, eta: 16:11:27, time: 2.006, data_time: 0.004, memory: 10966, top1_acc: 0.5188, top5_acc: 0.7941, loss_cls: 1.8406, loss: 1.8406, grad_norm: 5.0193 2020-09-16 14:32:15,903 - mmaction - INFO - Epoch [30][480/1320] lr: 2.000e-03, eta: 16:10:43, time: 2.017, data_time: 1.052, memory: 10966, top1_acc: 0.5031, top5_acc: 0.7949, loss_cls: 1.8530, loss: 1.8530, grad_norm: 4.9958 2020-09-16 14:32:58,603 - mmaction - INFO - Epoch [30][500/1320] lr: 2.000e-03, eta: 16:10:00, time: 2.136, data_time: 0.344, memory: 10966, top1_acc: 0.4914, top5_acc: 0.7812, loss_cls: 1.8999, loss: 1.8999, grad_norm: 5.1388 2020-09-16 14:33:41,179 - mmaction - INFO - Epoch [30][520/1320] lr: 2.000e-03, eta: 16:09:17, time: 2.127, data_time: 0.013, memory: 10966, top1_acc: 0.4957, top5_acc: 0.7895, loss_cls: 1.8694, loss: 1.8694, grad_norm: 5.0211 2020-09-16 14:34:19,000 - mmaction - INFO - Epoch [30][540/1320] lr: 2.000e-03, eta: 16:08:31, time: 1.892, data_time: 0.068, memory: 10966, top1_acc: 0.5062, top5_acc: 0.7980, loss_cls: 1.8552, loss: 1.8552, grad_norm: 5.0853 2020-09-16 14:35:00,635 - mmaction - INFO - Epoch [30][560/1320] lr: 2.000e-03, eta: 16:07:47, time: 2.082, data_time: 0.919, memory: 10966, top1_acc: 0.5137, top5_acc: 0.8051, loss_cls: 1.8351, loss: 1.8351, grad_norm: 5.0372 2020-09-16 14:35:44,518 - mmaction - INFO - Epoch [30][580/1320] lr: 2.000e-03, eta: 16:07:05, time: 2.193, data_time: 0.668, memory: 10966, top1_acc: 0.5246, top5_acc: 0.7937, loss_cls: 1.8127, loss: 1.8127, grad_norm: 4.9981 2020-09-16 14:36:23,813 - mmaction - INFO - Epoch [30][600/1320] lr: 2.000e-03, eta: 16:06:20, time: 1.964, data_time: 0.411, memory: 10966, top1_acc: 0.5016, top5_acc: 0.7895, loss_cls: 1.8882, loss: 1.8882, grad_norm: 5.0772 2020-09-16 14:37:04,576 - mmaction - INFO - Epoch [30][620/1320] lr: 2.000e-03, eta: 16:05:36, time: 2.035, data_time: 0.010, memory: 10966, top1_acc: 0.5062, top5_acc: 0.7914, loss_cls: 1.8697, loss: 1.8697, grad_norm: 5.1088 2020-09-16 14:37:44,738 - mmaction - INFO - Epoch [30][640/1320] lr: 2.000e-03, eta: 16:04:51, time: 2.012, data_time: 0.009, memory: 10966, top1_acc: 0.5074, top5_acc: 0.7941, loss_cls: 1.8518, loss: 1.8518, grad_norm: 5.0770 2020-09-16 14:38:25,524 - mmaction - INFO - Epoch [30][660/1320] lr: 2.000e-03, eta: 16:04:07, time: 2.038, data_time: 0.014, memory: 10966, top1_acc: 0.5121, top5_acc: 0.8004, loss_cls: 1.8343, loss: 1.8343, grad_norm: 4.9441 2020-09-16 14:39:07,078 - mmaction - INFO - Epoch [30][680/1320] lr: 2.000e-03, eta: 16:03:24, time: 2.074, data_time: 0.772, memory: 10966, top1_acc: 0.5059, top5_acc: 0.7945, loss_cls: 1.8461, loss: 1.8461, grad_norm: 4.9899 2020-09-16 14:39:46,068 - mmaction - INFO - Epoch [30][700/1320] lr: 2.000e-03, eta: 16:02:38, time: 1.954, data_time: 1.302, memory: 10966, top1_acc: 0.5176, top5_acc: 0.7953, loss_cls: 1.8407, loss: 1.8407, grad_norm: 5.0328 2020-09-16 14:40:28,439 - mmaction - INFO - Epoch [30][720/1320] lr: 2.000e-03, eta: 16:01:55, time: 2.117, data_time: 1.526, memory: 10966, top1_acc: 0.5164, top5_acc: 0.8129, loss_cls: 1.8132, loss: 1.8132, grad_norm: 5.0520 2020-09-16 14:41:11,398 - mmaction - INFO - Epoch [30][740/1320] lr: 2.000e-03, eta: 16:01:13, time: 2.149, data_time: 0.211, memory: 10966, top1_acc: 0.5117, top5_acc: 0.7918, loss_cls: 1.8442, loss: 1.8442, grad_norm: 5.1495 2020-09-16 14:41:52,256 - mmaction - INFO - Epoch [30][760/1320] lr: 2.000e-03, eta: 16:00:29, time: 2.040, data_time: 0.004, memory: 10966, top1_acc: 0.4961, top5_acc: 0.7926, loss_cls: 1.8379, loss: 1.8379, grad_norm: 5.0085 2020-09-16 14:42:33,172 - mmaction - INFO - Epoch [30][780/1320] lr: 2.000e-03, eta: 15:59:45, time: 2.049, data_time: 0.022, memory: 10966, top1_acc: 0.5023, top5_acc: 0.7793, loss_cls: 1.8788, loss: 1.8788, grad_norm: 5.0419 2020-09-16 14:43:13,125 - mmaction - INFO - Epoch [30][800/1320] lr: 2.000e-03, eta: 15:59:00, time: 1.998, data_time: 0.004, memory: 10966, top1_acc: 0.5172, top5_acc: 0.7867, loss_cls: 1.8654, loss: 1.8654, grad_norm: 5.0306 2020-09-16 14:43:53,605 - mmaction - INFO - Epoch [30][820/1320] lr: 2.000e-03, eta: 15:58:16, time: 2.022, data_time: 0.009, memory: 10966, top1_acc: 0.5230, top5_acc: 0.7977, loss_cls: 1.8337, loss: 1.8337, grad_norm: 5.0438 2020-09-16 14:44:33,968 - mmaction - INFO - Epoch [30][840/1320] lr: 2.000e-03, eta: 15:57:31, time: 2.019, data_time: 1.246, memory: 10966, top1_acc: 0.5051, top5_acc: 0.8004, loss_cls: 1.8296, loss: 1.8296, grad_norm: 5.1023 2020-09-16 14:45:12,469 - mmaction - INFO - Epoch [30][860/1320] lr: 2.000e-03, eta: 15:56:46, time: 1.924, data_time: 0.510, memory: 10966, top1_acc: 0.5371, top5_acc: 0.8047, loss_cls: 1.7705, loss: 1.7705, grad_norm: 4.9597 2020-09-16 14:45:57,034 - mmaction - INFO - Epoch [30][880/1320] lr: 2.000e-03, eta: 15:56:04, time: 2.227, data_time: 0.959, memory: 10966, top1_acc: 0.5254, top5_acc: 0.7906, loss_cls: 1.8245, loss: 1.8245, grad_norm: 4.9582 2020-09-16 14:46:36,274 - mmaction - INFO - Epoch [30][900/1320] lr: 2.000e-03, eta: 15:55:19, time: 1.964, data_time: 1.204, memory: 10966, top1_acc: 0.5082, top5_acc: 0.7910, loss_cls: 1.8370, loss: 1.8370, grad_norm: 4.9435 2020-09-16 14:47:18,162 - mmaction - INFO - Epoch [30][920/1320] lr: 2.000e-03, eta: 15:54:36, time: 2.094, data_time: 1.331, memory: 10966, top1_acc: 0.5234, top5_acc: 0.8027, loss_cls: 1.7997, loss: 1.7997, grad_norm: 4.9560 2020-09-16 14:47:55,794 - mmaction - INFO - Epoch [30][940/1320] lr: 2.000e-03, eta: 15:53:49, time: 1.882, data_time: 1.288, memory: 10966, top1_acc: 0.5094, top5_acc: 0.8008, loss_cls: 1.8037, loss: 1.8037, grad_norm: 4.9464 2020-09-16 14:48:39,484 - mmaction - INFO - Epoch [30][960/1320] lr: 2.000e-03, eta: 15:53:07, time: 2.185, data_time: 1.434, memory: 10966, top1_acc: 0.5355, top5_acc: 0.8078, loss_cls: 1.7598, loss: 1.7598, grad_norm: 4.9023 2020-09-16 14:49:19,834 - mmaction - INFO - Epoch [30][980/1320] lr: 2.000e-03, eta: 15:52:23, time: 2.018, data_time: 1.388, memory: 10966, top1_acc: 0.5059, top5_acc: 0.7953, loss_cls: 1.8278, loss: 1.8278, grad_norm: 5.1192 2020-09-16 14:50:02,072 - mmaction - INFO - Epoch [30][1000/1320] lr: 2.000e-03, eta: 15:51:40, time: 2.111, data_time: 1.522, memory: 10966, top1_acc: 0.4984, top5_acc: 0.7816, loss_cls: 1.9044, loss: 1.9044, grad_norm: 5.0495 2020-09-16 14:50:41,262 - mmaction - INFO - Epoch [30][1020/1320] lr: 2.000e-03, eta: 15:50:55, time: 1.961, data_time: 0.845, memory: 10966, top1_acc: 0.5145, top5_acc: 0.7883, loss_cls: 1.8263, loss: 1.8263, grad_norm: 4.9742 2020-09-16 14:51:20,840 - mmaction - INFO - Epoch [30][1040/1320] lr: 2.000e-03, eta: 15:50:10, time: 1.978, data_time: 0.084, memory: 10966, top1_acc: 0.5012, top5_acc: 0.7902, loss_cls: 1.8814, loss: 1.8814, grad_norm: 5.1131 2020-09-16 14:52:03,191 - mmaction - INFO - Epoch [30][1060/1320] lr: 2.000e-03, eta: 15:49:27, time: 2.115, data_time: 0.687, memory: 10966, top1_acc: 0.5129, top5_acc: 0.7902, loss_cls: 1.8401, loss: 1.8401, grad_norm: 4.9140 2020-09-16 14:52:45,115 - mmaction - INFO - Epoch [30][1080/1320] lr: 2.000e-03, eta: 15:48:43, time: 2.099, data_time: 0.719, memory: 10966, top1_acc: 0.5102, top5_acc: 0.7953, loss_cls: 1.8339, loss: 1.8339, grad_norm: 5.0027 2020-09-16 14:53:28,047 - mmaction - INFO - Epoch [30][1100/1320] lr: 2.000e-03, eta: 15:48:01, time: 2.147, data_time: 0.004, memory: 10966, top1_acc: 0.5109, top5_acc: 0.8035, loss_cls: 1.8082, loss: 1.8082, grad_norm: 5.0147 2020-09-16 14:54:08,375 - mmaction - INFO - Epoch [30][1120/1320] lr: 2.000e-03, eta: 15:47:16, time: 2.015, data_time: 1.217, memory: 10966, top1_acc: 0.4965, top5_acc: 0.7828, loss_cls: 1.9132, loss: 1.9132, grad_norm: 5.1075 2020-09-16 14:54:48,698 - mmaction - INFO - Epoch [30][1140/1320] lr: 2.000e-03, eta: 15:46:32, time: 2.016, data_time: 1.126, memory: 10966, top1_acc: 0.5141, top5_acc: 0.7980, loss_cls: 1.8397, loss: 1.8397, grad_norm: 5.0523 2020-09-16 14:55:30,486 - mmaction - INFO - Epoch [30][1160/1320] lr: 2.000e-03, eta: 15:45:49, time: 2.090, data_time: 1.117, memory: 10966, top1_acc: 0.5273, top5_acc: 0.7988, loss_cls: 1.7720, loss: 1.7720, grad_norm: 4.8560 2020-09-16 14:56:12,468 - mmaction - INFO - Epoch [30][1180/1320] lr: 2.000e-03, eta: 15:45:06, time: 2.098, data_time: 1.359, memory: 10966, top1_acc: 0.5168, top5_acc: 0.7949, loss_cls: 1.8326, loss: 1.8326, grad_norm: 5.0532 2020-09-16 14:56:55,305 - mmaction - INFO - Epoch [30][1200/1320] lr: 2.000e-03, eta: 15:44:23, time: 2.142, data_time: 0.123, memory: 10966, top1_acc: 0.5117, top5_acc: 0.7875, loss_cls: 1.8455, loss: 1.8455, grad_norm: 4.9845 2020-09-16 14:57:34,689 - mmaction - INFO - Epoch [30][1220/1320] lr: 2.000e-03, eta: 15:43:38, time: 1.970, data_time: 0.049, memory: 10966, top1_acc: 0.5207, top5_acc: 0.7953, loss_cls: 1.8100, loss: 1.8100, grad_norm: 4.9731 2020-09-16 14:58:18,773 - mmaction - INFO - Epoch [30][1240/1320] lr: 2.000e-03, eta: 15:42:56, time: 2.205, data_time: 0.004, memory: 10966, top1_acc: 0.5031, top5_acc: 0.7918, loss_cls: 1.8823, loss: 1.8823, grad_norm: 5.2097 2020-09-16 14:58:57,524 - mmaction - INFO - Epoch [30][1260/1320] lr: 2.000e-03, eta: 15:42:11, time: 1.937, data_time: 0.002, memory: 10966, top1_acc: 0.5250, top5_acc: 0.7867, loss_cls: 1.8334, loss: 1.8334, grad_norm: 4.9993 2020-09-16 14:59:41,682 - mmaction - INFO - Epoch [30][1280/1320] lr: 2.000e-03, eta: 15:41:29, time: 2.207, data_time: 0.184, memory: 10966, top1_acc: 0.5156, top5_acc: 0.8043, loss_cls: 1.8267, loss: 1.8267, grad_norm: 5.2394 2020-09-16 15:00:20,792 - mmaction - INFO - Epoch [30][1300/1320] lr: 2.000e-03, eta: 15:40:44, time: 1.955, data_time: 1.100, memory: 10966, top1_acc: 0.4969, top5_acc: 0.7730, loss_cls: 1.8939, loss: 1.8939, grad_norm: 5.1818 2020-09-16 15:00:58,844 - mmaction - INFO - Epoch [30][1320/1320] lr: 2.000e-03, eta: 15:39:58, time: 1.904, data_time: 1.341, memory: 10966, top1_acc: 0.5107, top5_acc: 0.7857, loss_cls: 1.8719, loss: 1.8719, grad_norm: 5.2221 2020-09-16 15:01:10,369 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-09-16 15:08:39,402 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 15:08:39,747 - mmaction - INFO - top1_acc 0.3176 top5_acc 0.6221 2020-09-16 15:08:39,747 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 15:08:39,810 - mmaction - INFO - mean_acc 0.2545 2020-09-16 15:08:39,816 - mmaction - INFO - Epoch(val) [30][1320] top1_acc: 0.3176, top5_acc: 0.6221, mean_class_accuracy: 0.2545 2020-09-16 15:10:57,218 - mmaction - INFO - Epoch [31][20/1320] lr: 2.000e-03, eta: 15:40:18, time: 6.865, data_time: 5.007, memory: 10966, top1_acc: 0.5141, top5_acc: 0.7906, loss_cls: 1.8343, loss: 1.8343, grad_norm: 4.9738 2020-09-16 15:11:39,596 - mmaction - INFO - Epoch [31][40/1320] lr: 2.000e-03, eta: 15:39:35, time: 2.121, data_time: 0.457, memory: 10966, top1_acc: 0.5109, top5_acc: 0.7992, loss_cls: 1.8537, loss: 1.8537, grad_norm: 5.1910 2020-09-16 15:12:21,159 - mmaction - INFO - Epoch [31][60/1320] lr: 2.000e-03, eta: 15:38:52, time: 2.077, data_time: 0.004, memory: 10966, top1_acc: 0.5113, top5_acc: 0.8000, loss_cls: 1.8296, loss: 1.8296, grad_norm: 5.0394 2020-09-16 15:13:04,128 - mmaction - INFO - Epoch [31][80/1320] lr: 2.000e-03, eta: 15:38:09, time: 2.149, data_time: 0.005, memory: 10966, top1_acc: 0.5117, top5_acc: 0.7992, loss_cls: 1.8105, loss: 1.8105, grad_norm: 5.1205 2020-09-16 15:13:43,473 - mmaction - INFO - Epoch [31][100/1320] lr: 2.000e-03, eta: 15:37:24, time: 1.967, data_time: 0.265, memory: 10966, top1_acc: 0.5121, top5_acc: 0.7941, loss_cls: 1.8298, loss: 1.8298, grad_norm: 5.0631 2020-09-16 15:14:27,115 - mmaction - INFO - Epoch [31][120/1320] lr: 2.000e-03, eta: 15:36:42, time: 2.181, data_time: 0.642, memory: 10966, top1_acc: 0.5141, top5_acc: 0.7902, loss_cls: 1.8206, loss: 1.8206, grad_norm: 5.1127 2020-09-16 15:15:08,452 - mmaction - INFO - Epoch [31][140/1320] lr: 2.000e-03, eta: 15:35:58, time: 2.067, data_time: 0.017, memory: 10966, top1_acc: 0.5242, top5_acc: 0.8090, loss_cls: 1.7903, loss: 1.7903, grad_norm: 5.0928 2020-09-16 15:15:47,951 - mmaction - INFO - Epoch [31][160/1320] lr: 2.000e-03, eta: 15:35:13, time: 1.977, data_time: 0.027, memory: 10966, top1_acc: 0.5230, top5_acc: 0.8008, loss_cls: 1.7701, loss: 1.7701, grad_norm: 5.1433 2020-09-16 15:16:30,329 - mmaction - INFO - Epoch [31][180/1320] lr: 2.000e-03, eta: 15:34:30, time: 2.114, data_time: 0.003, memory: 10966, top1_acc: 0.5227, top5_acc: 0.8039, loss_cls: 1.7714, loss: 1.7714, grad_norm: 4.9655 2020-09-16 15:17:13,067 - mmaction - INFO - Epoch [31][200/1320] lr: 2.000e-03, eta: 15:33:47, time: 2.138, data_time: 0.012, memory: 10966, top1_acc: 0.5258, top5_acc: 0.8063, loss_cls: 1.7830, loss: 1.7830, grad_norm: 5.0662 2020-09-16 15:17:53,618 - mmaction - INFO - Epoch [31][220/1320] lr: 2.000e-03, eta: 15:33:03, time: 2.031, data_time: 0.011, memory: 10966, top1_acc: 0.5215, top5_acc: 0.8082, loss_cls: 1.8059, loss: 1.8059, grad_norm: 5.1720 2020-09-16 15:18:31,922 - mmaction - INFO - Epoch [31][240/1320] lr: 2.000e-03, eta: 15:32:17, time: 1.907, data_time: 0.005, memory: 10966, top1_acc: 0.5059, top5_acc: 0.7973, loss_cls: 1.8169, loss: 1.8169, grad_norm: 4.9932 2020-09-16 15:19:14,836 - mmaction - INFO - Epoch [31][260/1320] lr: 2.000e-03, eta: 15:31:35, time: 2.153, data_time: 0.047, memory: 10966, top1_acc: 0.5195, top5_acc: 0.7980, loss_cls: 1.7997, loss: 1.7997, grad_norm: 5.0250 2020-09-16 15:19:54,550 - mmaction - INFO - Epoch [31][280/1320] lr: 2.000e-03, eta: 15:30:50, time: 1.971, data_time: 0.007, memory: 10966, top1_acc: 0.5227, top5_acc: 0.7984, loss_cls: 1.8234, loss: 1.8234, grad_norm: 5.0458 2020-09-16 15:20:35,610 - mmaction - INFO - Epoch [31][300/1320] lr: 2.000e-03, eta: 15:30:06, time: 2.055, data_time: 0.023, memory: 10966, top1_acc: 0.5113, top5_acc: 0.8012, loss_cls: 1.7848, loss: 1.7848, grad_norm: 5.0692 2020-09-16 15:21:16,705 - mmaction - INFO - Epoch [31][320/1320] lr: 2.000e-03, eta: 15:29:22, time: 2.069, data_time: 0.020, memory: 10966, top1_acc: 0.5203, top5_acc: 0.7965, loss_cls: 1.8245, loss: 1.8245, grad_norm: 5.1038 2020-09-16 15:21:57,655 - mmaction - INFO - Epoch [31][340/1320] lr: 2.000e-03, eta: 15:28:38, time: 2.046, data_time: 0.046, memory: 10966, top1_acc: 0.5141, top5_acc: 0.7840, loss_cls: 1.8284, loss: 1.8284, grad_norm: 5.0909 2020-09-16 15:22:39,477 - mmaction - INFO - Epoch [31][360/1320] lr: 2.000e-03, eta: 15:27:55, time: 2.092, data_time: 0.058, memory: 10966, top1_acc: 0.5172, top5_acc: 0.7992, loss_cls: 1.7959, loss: 1.7959, grad_norm: 5.1142 2020-09-16 15:23:19,032 - mmaction - INFO - Epoch [31][380/1320] lr: 2.000e-03, eta: 15:27:10, time: 1.970, data_time: 0.008, memory: 10966, top1_acc: 0.5090, top5_acc: 0.7969, loss_cls: 1.8371, loss: 1.8371, grad_norm: 5.1777 2020-09-16 15:24:00,906 - mmaction - INFO - Epoch [31][400/1320] lr: 2.000e-03, eta: 15:26:27, time: 2.101, data_time: 0.015, memory: 10966, top1_acc: 0.5277, top5_acc: 0.8023, loss_cls: 1.7885, loss: 1.7885, grad_norm: 5.0465 2020-09-16 15:24:43,196 - mmaction - INFO - Epoch [31][420/1320] lr: 2.000e-03, eta: 15:25:44, time: 2.115, data_time: 0.004, memory: 10966, top1_acc: 0.5066, top5_acc: 0.7961, loss_cls: 1.8374, loss: 1.8374, grad_norm: 5.2755 2020-09-16 15:25:25,436 - mmaction - INFO - Epoch [31][440/1320] lr: 2.000e-03, eta: 15:25:00, time: 2.112, data_time: 0.004, memory: 10966, top1_acc: 0.5207, top5_acc: 0.7984, loss_cls: 1.7923, loss: 1.7923, grad_norm: 5.1135 2020-09-16 15:26:05,923 - mmaction - INFO - Epoch [31][460/1320] lr: 2.000e-03, eta: 15:24:16, time: 2.022, data_time: 0.008, memory: 10966, top1_acc: 0.5219, top5_acc: 0.7887, loss_cls: 1.8333, loss: 1.8333, grad_norm: 5.2155 2020-09-16 15:26:47,053 - mmaction - INFO - Epoch [31][480/1320] lr: 2.000e-03, eta: 15:23:32, time: 2.055, data_time: 0.014, memory: 10966, top1_acc: 0.4875, top5_acc: 0.7785, loss_cls: 1.9045, loss: 1.9045, grad_norm: 5.1433 2020-09-16 15:27:27,924 - mmaction - INFO - Epoch [31][500/1320] lr: 2.000e-03, eta: 15:22:48, time: 2.043, data_time: 0.008, memory: 10966, top1_acc: 0.5023, top5_acc: 0.7852, loss_cls: 1.8869, loss: 1.8869, grad_norm: 5.1893 2020-09-16 15:28:08,982 - mmaction - INFO - Epoch [31][520/1320] lr: 2.000e-03, eta: 15:22:05, time: 2.057, data_time: 0.150, memory: 10966, top1_acc: 0.5258, top5_acc: 0.7996, loss_cls: 1.7917, loss: 1.7917, grad_norm: 5.0279 2020-09-16 15:28:48,421 - mmaction - INFO - Epoch [31][540/1320] lr: 2.000e-03, eta: 15:21:20, time: 1.967, data_time: 0.007, memory: 10966, top1_acc: 0.5246, top5_acc: 0.8078, loss_cls: 1.7865, loss: 1.7865, grad_norm: 5.0717 2020-09-16 15:29:29,732 - mmaction - INFO - Epoch [31][560/1320] lr: 2.000e-03, eta: 15:20:36, time: 2.069, data_time: 0.007, memory: 10966, top1_acc: 0.5008, top5_acc: 0.7840, loss_cls: 1.8803, loss: 1.8803, grad_norm: 5.2505 2020-09-16 15:30:09,596 - mmaction - INFO - Epoch [31][580/1320] lr: 2.000e-03, eta: 15:19:51, time: 1.993, data_time: 0.131, memory: 10966, top1_acc: 0.5266, top5_acc: 0.8016, loss_cls: 1.7919, loss: 1.7919, grad_norm: 5.0725 2020-09-16 15:30:50,147 - mmaction - INFO - Epoch [31][600/1320] lr: 2.000e-03, eta: 15:19:07, time: 2.028, data_time: 0.103, memory: 10966, top1_acc: 0.5027, top5_acc: 0.7977, loss_cls: 1.8431, loss: 1.8431, grad_norm: 5.2147 2020-09-16 15:31:33,729 - mmaction - INFO - Epoch [31][620/1320] lr: 2.000e-03, eta: 15:18:25, time: 2.181, data_time: 0.006, memory: 10966, top1_acc: 0.5109, top5_acc: 0.7871, loss_cls: 1.8529, loss: 1.8529, grad_norm: 5.1375 2020-09-16 15:32:13,356 - mmaction - INFO - Epoch [31][640/1320] lr: 2.000e-03, eta: 15:17:40, time: 1.978, data_time: 0.006, memory: 10966, top1_acc: 0.5066, top5_acc: 0.7859, loss_cls: 1.8546, loss: 1.8546, grad_norm: 5.1611 2020-09-16 15:32:55,874 - mmaction - INFO - Epoch [31][660/1320] lr: 2.000e-03, eta: 15:16:57, time: 2.126, data_time: 0.032, memory: 10966, top1_acc: 0.5105, top5_acc: 0.7840, loss_cls: 1.8459, loss: 1.8459, grad_norm: 5.1605 2020-09-16 15:33:35,729 - mmaction - INFO - Epoch [31][680/1320] lr: 2.000e-03, eta: 15:16:13, time: 1.996, data_time: 0.042, memory: 10966, top1_acc: 0.5367, top5_acc: 0.8148, loss_cls: 1.7414, loss: 1.7414, grad_norm: 5.0329 2020-09-16 15:34:18,054 - mmaction - INFO - Epoch [31][700/1320] lr: 2.000e-03, eta: 15:15:30, time: 2.116, data_time: 0.099, memory: 10966, top1_acc: 0.5215, top5_acc: 0.7926, loss_cls: 1.8092, loss: 1.8092, grad_norm: 5.0869 2020-09-16 15:34:57,762 - mmaction - INFO - Epoch [31][720/1320] lr: 2.000e-03, eta: 15:14:45, time: 1.984, data_time: 0.190, memory: 10966, top1_acc: 0.5195, top5_acc: 0.7992, loss_cls: 1.7855, loss: 1.7855, grad_norm: 5.1882 2020-09-16 15:35:38,166 - mmaction - INFO - Epoch [31][740/1320] lr: 2.000e-03, eta: 15:14:01, time: 2.019, data_time: 0.615, memory: 10966, top1_acc: 0.5207, top5_acc: 0.7930, loss_cls: 1.8255, loss: 1.8255, grad_norm: 5.2010 2020-09-16 15:36:21,895 - mmaction - INFO - Epoch [31][760/1320] lr: 2.000e-03, eta: 15:13:19, time: 2.189, data_time: 0.201, memory: 10966, top1_acc: 0.5262, top5_acc: 0.7926, loss_cls: 1.7857, loss: 1.7857, grad_norm: 5.0606 2020-09-16 15:37:02,737 - mmaction - INFO - Epoch [31][780/1320] lr: 2.000e-03, eta: 15:12:35, time: 2.041, data_time: 0.005, memory: 10966, top1_acc: 0.5121, top5_acc: 0.7945, loss_cls: 1.8383, loss: 1.8383, grad_norm: 5.1754 2020-09-16 15:37:42,098 - mmaction - INFO - Epoch [31][800/1320] lr: 2.000e-03, eta: 15:11:50, time: 1.968, data_time: 0.005, memory: 10966, top1_acc: 0.5172, top5_acc: 0.7988, loss_cls: 1.8152, loss: 1.8152, grad_norm: 5.0710 2020-09-16 15:38:24,298 - mmaction - INFO - Epoch [31][820/1320] lr: 2.000e-03, eta: 15:11:07, time: 2.111, data_time: 0.196, memory: 10966, top1_acc: 0.5195, top5_acc: 0.7961, loss_cls: 1.8113, loss: 1.8113, grad_norm: 5.1345 2020-09-16 15:39:02,895 - mmaction - INFO - Epoch [31][840/1320] lr: 2.000e-03, eta: 15:10:21, time: 1.931, data_time: 0.005, memory: 10966, top1_acc: 0.5355, top5_acc: 0.8000, loss_cls: 1.7898, loss: 1.7898, grad_norm: 5.1280 2020-09-16 15:39:46,512 - mmaction - INFO - Epoch [31][860/1320] lr: 2.000e-03, eta: 15:09:39, time: 2.179, data_time: 0.233, memory: 10966, top1_acc: 0.5098, top5_acc: 0.7898, loss_cls: 1.8835, loss: 1.8835, grad_norm: 5.2416 2020-09-16 15:40:26,834 - mmaction - INFO - Epoch [31][880/1320] lr: 2.000e-03, eta: 15:08:55, time: 2.015, data_time: 0.193, memory: 10966, top1_acc: 0.5035, top5_acc: 0.7816, loss_cls: 1.8607, loss: 1.8607, grad_norm: 5.1243 2020-09-16 15:41:08,231 - mmaction - INFO - Epoch [31][900/1320] lr: 2.000e-03, eta: 15:08:11, time: 2.071, data_time: 0.178, memory: 10966, top1_acc: 0.5117, top5_acc: 0.7984, loss_cls: 1.8357, loss: 1.8357, grad_norm: 5.0608 2020-09-16 15:41:48,428 - mmaction - INFO - Epoch [31][920/1320] lr: 2.000e-03, eta: 15:07:27, time: 2.010, data_time: 0.038, memory: 10966, top1_acc: 0.5152, top5_acc: 0.7887, loss_cls: 1.8345, loss: 1.8345, grad_norm: 5.1789 2020-09-16 15:42:31,670 - mmaction - INFO - Epoch [31][940/1320] lr: 2.000e-03, eta: 15:06:45, time: 2.161, data_time: 0.054, memory: 10966, top1_acc: 0.5359, top5_acc: 0.8105, loss_cls: 1.7634, loss: 1.7634, grad_norm: 5.0390 2020-09-16 15:43:12,918 - mmaction - INFO - Epoch [31][960/1320] lr: 2.000e-03, eta: 15:06:01, time: 2.060, data_time: 0.005, memory: 10966, top1_acc: 0.5230, top5_acc: 0.7910, loss_cls: 1.8574, loss: 1.8574, grad_norm: 5.1890 2020-09-16 15:43:54,141 - mmaction - INFO - Epoch [31][980/1320] lr: 2.000e-03, eta: 15:05:17, time: 2.064, data_time: 0.007, memory: 10966, top1_acc: 0.5332, top5_acc: 0.8031, loss_cls: 1.7765, loss: 1.7765, grad_norm: 5.1526 2020-09-16 15:44:33,944 - mmaction - INFO - Epoch [31][1000/1320] lr: 2.000e-03, eta: 15:04:33, time: 1.991, data_time: 0.007, memory: 10966, top1_acc: 0.5188, top5_acc: 0.7953, loss_cls: 1.8090, loss: 1.8090, grad_norm: 5.2552 2020-09-16 15:45:17,395 - mmaction - INFO - Epoch [31][1020/1320] lr: 2.000e-03, eta: 15:03:50, time: 2.172, data_time: 0.004, memory: 10966, top1_acc: 0.5074, top5_acc: 0.7836, loss_cls: 1.8992, loss: 1.8992, grad_norm: 5.3200 2020-09-16 15:46:00,629 - mmaction - INFO - Epoch [31][1040/1320] lr: 2.000e-03, eta: 15:03:08, time: 2.160, data_time: 0.006, memory: 10966, top1_acc: 0.5168, top5_acc: 0.7961, loss_cls: 1.8027, loss: 1.8027, grad_norm: 5.1469 2020-09-16 15:46:39,113 - mmaction - INFO - Epoch [31][1060/1320] lr: 2.000e-03, eta: 15:02:23, time: 1.925, data_time: 0.006, memory: 10966, top1_acc: 0.5246, top5_acc: 0.7891, loss_cls: 1.8228, loss: 1.8228, grad_norm: 5.1267 2020-09-16 15:47:20,162 - mmaction - INFO - Epoch [31][1080/1320] lr: 2.000e-03, eta: 15:01:39, time: 2.054, data_time: 0.824, memory: 10966, top1_acc: 0.5328, top5_acc: 0.8133, loss_cls: 1.7678, loss: 1.7678, grad_norm: 5.1960 2020-09-16 15:47:59,960 - mmaction - INFO - Epoch [31][1100/1320] lr: 2.000e-03, eta: 15:00:54, time: 1.990, data_time: 0.037, memory: 10966, top1_acc: 0.5129, top5_acc: 0.7852, loss_cls: 1.8770, loss: 1.8770, grad_norm: 5.2589 2020-09-16 15:48:43,320 - mmaction - INFO - Epoch [31][1120/1320] lr: 2.000e-03, eta: 15:00:12, time: 2.165, data_time: 0.019, memory: 10966, top1_acc: 0.5215, top5_acc: 0.7961, loss_cls: 1.8335, loss: 1.8335, grad_norm: 5.1437 2020-09-16 15:49:25,121 - mmaction - INFO - Epoch [31][1140/1320] lr: 2.000e-03, eta: 14:59:29, time: 2.090, data_time: 0.053, memory: 10966, top1_acc: 0.5141, top5_acc: 0.8012, loss_cls: 1.8536, loss: 1.8536, grad_norm: 5.2208 2020-09-16 15:50:05,563 - mmaction - INFO - Epoch [31][1160/1320] lr: 2.000e-03, eta: 14:58:44, time: 2.024, data_time: 0.006, memory: 10966, top1_acc: 0.5020, top5_acc: 0.7875, loss_cls: 1.8755, loss: 1.8755, grad_norm: 5.2569 2020-09-16 15:50:48,941 - mmaction - INFO - Epoch [31][1180/1320] lr: 2.000e-03, eta: 14:58:02, time: 2.169, data_time: 0.040, memory: 10966, top1_acc: 0.5102, top5_acc: 0.7953, loss_cls: 1.8282, loss: 1.8282, grad_norm: 5.2279 2020-09-16 15:51:27,321 - mmaction - INFO - Epoch [31][1200/1320] lr: 2.000e-03, eta: 14:57:17, time: 1.919, data_time: 0.007, memory: 10966, top1_acc: 0.5094, top5_acc: 0.8012, loss_cls: 1.7865, loss: 1.7865, grad_norm: 5.0937 2020-09-16 15:52:09,766 - mmaction - INFO - Epoch [31][1220/1320] lr: 2.000e-03, eta: 14:56:34, time: 2.122, data_time: 0.002, memory: 10966, top1_acc: 0.5195, top5_acc: 0.8051, loss_cls: 1.8183, loss: 1.8183, grad_norm: 5.2017 2020-09-16 15:52:52,229 - mmaction - INFO - Epoch [31][1240/1320] lr: 2.000e-03, eta: 14:55:51, time: 2.122, data_time: 0.003, memory: 10966, top1_acc: 0.4891, top5_acc: 0.7863, loss_cls: 1.8849, loss: 1.8849, grad_norm: 5.3351 2020-09-16 15:53:32,999 - mmaction - INFO - Epoch [31][1260/1320] lr: 2.000e-03, eta: 14:55:07, time: 2.035, data_time: 0.006, memory: 10966, top1_acc: 0.5270, top5_acc: 0.8082, loss_cls: 1.7953, loss: 1.7953, grad_norm: 5.2032 2020-09-16 15:54:13,331 - mmaction - INFO - Epoch [31][1280/1320] lr: 2.000e-03, eta: 14:54:23, time: 2.021, data_time: 0.014, memory: 10966, top1_acc: 0.5164, top5_acc: 0.8027, loss_cls: 1.7952, loss: 1.7952, grad_norm: 5.2114 2020-09-16 15:54:52,727 - mmaction - INFO - Epoch [31][1300/1320] lr: 2.000e-03, eta: 14:53:38, time: 1.969, data_time: 0.148, memory: 10966, top1_acc: 0.5035, top5_acc: 0.7941, loss_cls: 1.8082, loss: 1.8082, grad_norm: 5.1701 2020-09-16 15:55:30,537 - mmaction - INFO - Epoch [31][1320/1320] lr: 2.000e-03, eta: 14:52:52, time: 1.892, data_time: 0.767, memory: 10966, top1_acc: 0.5262, top5_acc: 0.8004, loss_cls: 1.8061, loss: 1.8061, grad_norm: 5.2349 2020-09-16 15:55:41,252 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-09-16 16:03:20,763 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 16:03:21,110 - mmaction - INFO - top1_acc 0.3158 top5_acc 0.6204 2020-09-16 16:03:21,110 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 16:03:21,162 - mmaction - INFO - mean_acc 0.2513 2020-09-16 16:03:21,168 - mmaction - INFO - Epoch(val) [31][1320] top1_acc: 0.3158, top5_acc: 0.6204, mean_class_accuracy: 0.2513 2020-09-16 16:05:38,445 - mmaction - INFO - Epoch [32][20/1320] lr: 2.000e-03, eta: 14:53:07, time: 6.857, data_time: 6.047, memory: 10966, top1_acc: 0.5180, top5_acc: 0.8027, loss_cls: 1.7786, loss: 1.7786, grad_norm: 5.0859 2020-09-16 16:06:18,599 - mmaction - INFO - Epoch [32][40/1320] lr: 2.000e-03, eta: 14:52:23, time: 2.006, data_time: 0.865, memory: 10966, top1_acc: 0.5285, top5_acc: 0.7961, loss_cls: 1.8064, loss: 1.8064, grad_norm: 5.0366 2020-09-16 16:06:57,783 - mmaction - INFO - Epoch [32][60/1320] lr: 2.000e-03, eta: 14:51:38, time: 1.963, data_time: 0.407, memory: 10966, top1_acc: 0.5172, top5_acc: 0.8016, loss_cls: 1.8040, loss: 1.8040, grad_norm: 5.2340 2020-09-16 16:07:38,229 - mmaction - INFO - Epoch [32][80/1320] lr: 2.000e-03, eta: 14:50:54, time: 2.026, data_time: 0.935, memory: 10966, top1_acc: 0.5152, top5_acc: 0.8035, loss_cls: 1.7886, loss: 1.7886, grad_norm: 5.2544 2020-09-16 16:08:21,066 - mmaction - INFO - Epoch [32][100/1320] lr: 2.000e-03, eta: 14:50:11, time: 2.140, data_time: 0.437, memory: 10966, top1_acc: 0.5359, top5_acc: 0.8012, loss_cls: 1.7893, loss: 1.7893, grad_norm: 5.2173 2020-09-16 16:09:03,600 - mmaction - INFO - Epoch [32][120/1320] lr: 2.000e-03, eta: 14:49:28, time: 2.127, data_time: 0.006, memory: 10966, top1_acc: 0.5227, top5_acc: 0.8074, loss_cls: 1.7615, loss: 1.7615, grad_norm: 5.0517 2020-09-16 16:09:44,496 - mmaction - INFO - Epoch [32][140/1320] lr: 2.000e-03, eta: 14:48:44, time: 2.046, data_time: 0.007, memory: 10966, top1_acc: 0.5281, top5_acc: 0.8031, loss_cls: 1.7840, loss: 1.7840, grad_norm: 5.1827 2020-09-16 16:10:21,832 - mmaction - INFO - Epoch [32][160/1320] lr: 2.000e-03, eta: 14:47:58, time: 1.868, data_time: 0.007, memory: 10966, top1_acc: 0.5320, top5_acc: 0.8012, loss_cls: 1.7788, loss: 1.7788, grad_norm: 5.2192 2020-09-16 16:11:02,558 - mmaction - INFO - Epoch [32][180/1320] lr: 2.000e-03, eta: 14:47:14, time: 2.034, data_time: 0.655, memory: 10966, top1_acc: 0.5176, top5_acc: 0.7879, loss_cls: 1.8441, loss: 1.8441, grad_norm: 5.2538 2020-09-16 16:11:44,310 - mmaction - INFO - Epoch [32][200/1320] lr: 2.000e-03, eta: 14:46:31, time: 2.088, data_time: 1.258, memory: 10966, top1_acc: 0.5078, top5_acc: 0.7945, loss_cls: 1.8294, loss: 1.8294, grad_norm: 5.2230 2020-09-16 16:12:23,467 - mmaction - INFO - Epoch [32][220/1320] lr: 2.000e-03, eta: 14:45:46, time: 1.959, data_time: 1.073, memory: 10966, top1_acc: 0.5219, top5_acc: 0.7937, loss_cls: 1.8115, loss: 1.8115, grad_norm: 5.2160 2020-09-16 16:13:07,067 - mmaction - INFO - Epoch [32][240/1320] lr: 2.000e-03, eta: 14:45:04, time: 2.176, data_time: 0.106, memory: 10966, top1_acc: 0.5090, top5_acc: 0.7965, loss_cls: 1.8198, loss: 1.8198, grad_norm: 5.2372 2020-09-16 16:13:48,747 - mmaction - INFO - Epoch [32][260/1320] lr: 2.000e-03, eta: 14:44:20, time: 2.087, data_time: 0.767, memory: 10966, top1_acc: 0.5293, top5_acc: 0.8148, loss_cls: 1.7602, loss: 1.7602, grad_norm: 5.1551 2020-09-16 16:14:27,998 - mmaction - INFO - Epoch [32][280/1320] lr: 2.000e-03, eta: 14:43:36, time: 1.962, data_time: 0.280, memory: 10966, top1_acc: 0.5305, top5_acc: 0.8125, loss_cls: 1.7348, loss: 1.7348, grad_norm: 5.1041 2020-09-16 16:15:09,692 - mmaction - INFO - Epoch [32][300/1320] lr: 2.000e-03, eta: 14:42:52, time: 2.085, data_time: 1.487, memory: 10966, top1_acc: 0.5281, top5_acc: 0.8180, loss_cls: 1.7283, loss: 1.7283, grad_norm: 5.1317 2020-09-16 16:15:49,187 - mmaction - INFO - Epoch [32][320/1320] lr: 2.000e-03, eta: 14:42:07, time: 1.974, data_time: 0.763, memory: 10966, top1_acc: 0.5375, top5_acc: 0.7949, loss_cls: 1.7836, loss: 1.7836, grad_norm: 5.1054 2020-09-16 16:16:30,048 - mmaction - INFO - Epoch [32][340/1320] lr: 2.000e-03, eta: 14:41:24, time: 2.043, data_time: 0.610, memory: 10966, top1_acc: 0.5227, top5_acc: 0.8047, loss_cls: 1.7846, loss: 1.7846, grad_norm: 5.2270 2020-09-16 16:17:11,621 - mmaction - INFO - Epoch [32][360/1320] lr: 2.000e-03, eta: 14:40:40, time: 2.078, data_time: 0.299, memory: 10966, top1_acc: 0.5125, top5_acc: 0.7977, loss_cls: 1.8611, loss: 1.8611, grad_norm: 5.3567 2020-09-16 16:17:53,265 - mmaction - INFO - Epoch [32][380/1320] lr: 2.000e-03, eta: 14:39:57, time: 2.082, data_time: 1.344, memory: 10966, top1_acc: 0.5195, top5_acc: 0.8125, loss_cls: 1.7519, loss: 1.7519, grad_norm: 5.1371 2020-09-16 16:18:33,814 - mmaction - INFO - Epoch [32][400/1320] lr: 2.000e-03, eta: 14:39:13, time: 2.027, data_time: 1.282, memory: 10966, top1_acc: 0.5133, top5_acc: 0.7910, loss_cls: 1.8400, loss: 1.8400, grad_norm: 5.3055 2020-09-16 16:19:14,624 - mmaction - INFO - Epoch [32][420/1320] lr: 2.000e-03, eta: 14:38:29, time: 2.034, data_time: 0.511, memory: 10966, top1_acc: 0.5023, top5_acc: 0.7898, loss_cls: 1.8399, loss: 1.8399, grad_norm: 5.2681 2020-09-16 16:19:56,185 - mmaction - INFO - Epoch [32][440/1320] lr: 2.000e-03, eta: 14:37:45, time: 2.084, data_time: 0.987, memory: 10966, top1_acc: 0.5414, top5_acc: 0.8098, loss_cls: 1.7359, loss: 1.7359, grad_norm: 5.1211 2020-09-16 16:20:35,817 - mmaction - INFO - Epoch [32][460/1320] lr: 2.000e-03, eta: 14:37:01, time: 1.983, data_time: 0.426, memory: 10966, top1_acc: 0.5211, top5_acc: 0.8141, loss_cls: 1.7702, loss: 1.7702, grad_norm: 5.2130 2020-09-16 16:21:17,208 - mmaction - INFO - Epoch [32][480/1320] lr: 2.000e-03, eta: 14:36:17, time: 2.066, data_time: 0.851, memory: 10966, top1_acc: 0.5309, top5_acc: 0.8098, loss_cls: 1.7568, loss: 1.7568, grad_norm: 5.2129 2020-09-16 16:21:58,559 - mmaction - INFO - Epoch [32][500/1320] lr: 2.000e-03, eta: 14:35:34, time: 2.070, data_time: 0.060, memory: 10966, top1_acc: 0.5090, top5_acc: 0.7875, loss_cls: 1.8438, loss: 1.8438, grad_norm: 5.2736 2020-09-16 16:22:40,700 - mmaction - INFO - Epoch [32][520/1320] lr: 2.000e-03, eta: 14:34:50, time: 2.105, data_time: 0.006, memory: 10966, top1_acc: 0.5352, top5_acc: 0.7988, loss_cls: 1.7995, loss: 1.7995, grad_norm: 5.2085 2020-09-16 16:23:23,740 - mmaction - INFO - Epoch [32][540/1320] lr: 2.000e-03, eta: 14:34:08, time: 2.155, data_time: 0.008, memory: 10966, top1_acc: 0.5223, top5_acc: 0.8051, loss_cls: 1.7657, loss: 1.7657, grad_norm: 5.0729 2020-09-16 16:24:05,271 - mmaction - INFO - Epoch [32][560/1320] lr: 2.000e-03, eta: 14:33:24, time: 2.077, data_time: 0.133, memory: 10966, top1_acc: 0.5246, top5_acc: 0.8051, loss_cls: 1.7843, loss: 1.7843, grad_norm: 5.2012 2020-09-16 16:24:45,581 - mmaction - INFO - Epoch [32][580/1320] lr: 2.000e-03, eta: 14:32:40, time: 2.010, data_time: 0.145, memory: 10966, top1_acc: 0.5203, top5_acc: 0.8020, loss_cls: 1.7716, loss: 1.7716, grad_norm: 5.1757 2020-09-16 16:25:27,830 - mmaction - INFO - Epoch [32][600/1320] lr: 2.000e-03, eta: 14:31:57, time: 2.112, data_time: 0.029, memory: 10966, top1_acc: 0.5395, top5_acc: 0.8105, loss_cls: 1.7118, loss: 1.7118, grad_norm: 4.9967 2020-09-16 16:26:07,745 - mmaction - INFO - Epoch [32][620/1320] lr: 2.000e-03, eta: 14:31:13, time: 1.998, data_time: 0.010, memory: 10966, top1_acc: 0.5078, top5_acc: 0.7902, loss_cls: 1.8656, loss: 1.8656, grad_norm: 5.3507 2020-09-16 16:26:49,319 - mmaction - INFO - Epoch [32][640/1320] lr: 2.000e-03, eta: 14:30:29, time: 2.080, data_time: 0.049, memory: 10966, top1_acc: 0.5188, top5_acc: 0.8004, loss_cls: 1.7970, loss: 1.7970, grad_norm: 5.1783 2020-09-16 16:27:30,237 - mmaction - INFO - Epoch [32][660/1320] lr: 2.000e-03, eta: 14:29:46, time: 2.047, data_time: 0.146, memory: 10966, top1_acc: 0.5203, top5_acc: 0.8070, loss_cls: 1.7952, loss: 1.7952, grad_norm: 5.2290 2020-09-16 16:28:11,829 - mmaction - INFO - Epoch [32][680/1320] lr: 2.000e-03, eta: 14:29:02, time: 2.074, data_time: 0.006, memory: 10966, top1_acc: 0.5281, top5_acc: 0.8113, loss_cls: 1.7522, loss: 1.7522, grad_norm: 5.2398 2020-09-16 16:28:51,597 - mmaction - INFO - Epoch [32][700/1320] lr: 2.000e-03, eta: 14:28:18, time: 1.993, data_time: 0.141, memory: 10966, top1_acc: 0.5215, top5_acc: 0.8066, loss_cls: 1.7947, loss: 1.7947, grad_norm: 5.3472 2020-09-16 16:29:34,517 - mmaction - INFO - Epoch [32][720/1320] lr: 2.000e-03, eta: 14:27:35, time: 2.147, data_time: 1.348, memory: 10966, top1_acc: 0.5148, top5_acc: 0.7973, loss_cls: 1.8193, loss: 1.8193, grad_norm: 5.3289 2020-09-16 16:30:14,821 - mmaction - INFO - Epoch [32][740/1320] lr: 2.000e-03, eta: 14:26:51, time: 2.012, data_time: 1.227, memory: 10966, top1_acc: 0.5336, top5_acc: 0.8027, loss_cls: 1.7723, loss: 1.7723, grad_norm: 5.2058 2020-09-16 16:30:54,304 - mmaction - INFO - Epoch [32][760/1320] lr: 2.000e-03, eta: 14:26:06, time: 1.977, data_time: 1.380, memory: 10966, top1_acc: 0.5164, top5_acc: 0.8012, loss_cls: 1.8330, loss: 1.8330, grad_norm: 5.2754 2020-09-16 16:31:36,497 - mmaction - INFO - Epoch [32][780/1320] lr: 2.000e-03, eta: 14:25:23, time: 2.109, data_time: 1.390, memory: 10966, top1_acc: 0.5227, top5_acc: 0.8016, loss_cls: 1.7626, loss: 1.7626, grad_norm: 5.1243 2020-09-16 16:32:17,581 - mmaction - INFO - Epoch [32][800/1320] lr: 2.000e-03, eta: 14:24:39, time: 2.054, data_time: 0.055, memory: 10966, top1_acc: 0.5121, top5_acc: 0.8063, loss_cls: 1.8045, loss: 1.8045, grad_norm: 5.2720 2020-09-16 16:32:59,538 - mmaction - INFO - Epoch [32][820/1320] lr: 2.000e-03, eta: 14:23:56, time: 2.099, data_time: 0.009, memory: 10966, top1_acc: 0.5266, top5_acc: 0.7961, loss_cls: 1.7961, loss: 1.7961, grad_norm: 5.3593 2020-09-16 16:33:39,638 - mmaction - INFO - Epoch [32][840/1320] lr: 2.000e-03, eta: 14:23:12, time: 2.004, data_time: 0.003, memory: 10966, top1_acc: 0.5324, top5_acc: 0.8098, loss_cls: 1.7647, loss: 1.7647, grad_norm: 5.1998 2020-09-16 16:34:22,626 - mmaction - INFO - Epoch [32][860/1320] lr: 2.000e-03, eta: 14:22:29, time: 2.149, data_time: 1.467, memory: 10966, top1_acc: 0.5203, top5_acc: 0.7996, loss_cls: 1.7947, loss: 1.7947, grad_norm: 5.2701 2020-09-16 16:35:02,933 - mmaction - INFO - Epoch [32][880/1320] lr: 2.000e-03, eta: 14:21:45, time: 2.015, data_time: 1.269, memory: 10966, top1_acc: 0.5121, top5_acc: 0.8008, loss_cls: 1.8142, loss: 1.8142, grad_norm: 5.3547 2020-09-16 16:35:45,274 - mmaction - INFO - Epoch [32][900/1320] lr: 2.000e-03, eta: 14:21:02, time: 2.117, data_time: 0.198, memory: 10966, top1_acc: 0.5121, top5_acc: 0.7898, loss_cls: 1.8362, loss: 1.8362, grad_norm: 5.2456 2020-09-16 16:36:23,795 - mmaction - INFO - Epoch [32][920/1320] lr: 2.000e-03, eta: 14:20:17, time: 1.923, data_time: 0.320, memory: 10966, top1_acc: 0.5285, top5_acc: 0.8066, loss_cls: 1.7848, loss: 1.7848, grad_norm: 5.3237 2020-09-16 16:37:04,447 - mmaction - INFO - Epoch [32][940/1320] lr: 2.000e-03, eta: 14:19:33, time: 2.035, data_time: 0.559, memory: 10966, top1_acc: 0.5375, top5_acc: 0.8016, loss_cls: 1.7700, loss: 1.7700, grad_norm: 5.1849 2020-09-16 16:37:45,132 - mmaction - INFO - Epoch [32][960/1320] lr: 2.000e-03, eta: 14:18:49, time: 2.035, data_time: 0.854, memory: 10966, top1_acc: 0.5145, top5_acc: 0.7969, loss_cls: 1.8067, loss: 1.8067, grad_norm: 5.3030 2020-09-16 16:38:27,098 - mmaction - INFO - Epoch [32][980/1320] lr: 2.000e-03, eta: 14:18:06, time: 2.097, data_time: 0.991, memory: 10966, top1_acc: 0.5219, top5_acc: 0.7996, loss_cls: 1.8070, loss: 1.8070, grad_norm: 5.2357 2020-09-16 16:39:08,767 - mmaction - INFO - Epoch [32][1000/1320] lr: 2.000e-03, eta: 14:17:23, time: 2.085, data_time: 0.889, memory: 10966, top1_acc: 0.5293, top5_acc: 0.7953, loss_cls: 1.8099, loss: 1.8099, grad_norm: 5.3026 2020-09-16 16:39:48,508 - mmaction - INFO - Epoch [32][1020/1320] lr: 2.000e-03, eta: 14:16:38, time: 1.987, data_time: 1.067, memory: 10966, top1_acc: 0.5090, top5_acc: 0.7871, loss_cls: 1.8589, loss: 1.8589, grad_norm: 5.3407 2020-09-16 16:40:31,530 - mmaction - INFO - Epoch [32][1040/1320] lr: 2.000e-03, eta: 14:15:56, time: 2.149, data_time: 1.357, memory: 10966, top1_acc: 0.5117, top5_acc: 0.7867, loss_cls: 1.8517, loss: 1.8517, grad_norm: 5.3325 2020-09-16 16:41:13,462 - mmaction - INFO - Epoch [32][1060/1320] lr: 2.000e-03, eta: 14:15:13, time: 2.097, data_time: 1.208, memory: 10966, top1_acc: 0.5164, top5_acc: 0.8020, loss_cls: 1.7885, loss: 1.7885, grad_norm: 5.2620 2020-09-16 16:41:53,980 - mmaction - INFO - Epoch [32][1080/1320] lr: 2.000e-03, eta: 14:14:29, time: 2.027, data_time: 0.565, memory: 10966, top1_acc: 0.5211, top5_acc: 0.7984, loss_cls: 1.8262, loss: 1.8262, grad_norm: 5.4442 2020-09-16 16:42:33,013 - mmaction - INFO - Epoch [32][1100/1320] lr: 2.000e-03, eta: 14:13:44, time: 1.952, data_time: 1.067, memory: 10966, top1_acc: 0.5324, top5_acc: 0.8082, loss_cls: 1.7873, loss: 1.7873, grad_norm: 5.1622 2020-09-16 16:43:16,268 - mmaction - INFO - Epoch [32][1120/1320] lr: 2.000e-03, eta: 14:13:01, time: 2.162, data_time: 0.549, memory: 10966, top1_acc: 0.5246, top5_acc: 0.8094, loss_cls: 1.7821, loss: 1.7821, grad_norm: 5.2702 2020-09-16 16:43:55,846 - mmaction - INFO - Epoch [32][1140/1320] lr: 2.000e-03, eta: 14:12:17, time: 1.979, data_time: 0.004, memory: 10966, top1_acc: 0.5277, top5_acc: 0.8059, loss_cls: 1.7740, loss: 1.7740, grad_norm: 5.2903 2020-09-16 16:44:38,303 - mmaction - INFO - Epoch [32][1160/1320] lr: 2.000e-03, eta: 14:11:34, time: 2.122, data_time: 0.069, memory: 10966, top1_acc: 0.5160, top5_acc: 0.8047, loss_cls: 1.7772, loss: 1.7772, grad_norm: 5.1412 2020-09-16 16:45:20,217 - mmaction - INFO - Epoch [32][1180/1320] lr: 2.000e-03, eta: 14:10:51, time: 2.095, data_time: 0.878, memory: 10966, top1_acc: 0.5176, top5_acc: 0.7898, loss_cls: 1.8055, loss: 1.8055, grad_norm: 5.2626 2020-09-16 16:46:00,279 - mmaction - INFO - Epoch [32][1200/1320] lr: 2.000e-03, eta: 14:10:07, time: 2.003, data_time: 1.241, memory: 10966, top1_acc: 0.5301, top5_acc: 0.8059, loss_cls: 1.7617, loss: 1.7617, grad_norm: 5.1697 2020-09-16 16:46:39,719 - mmaction - INFO - Epoch [32][1220/1320] lr: 2.000e-03, eta: 14:09:22, time: 1.973, data_time: 1.170, memory: 10966, top1_acc: 0.5133, top5_acc: 0.8000, loss_cls: 1.7982, loss: 1.7982, grad_norm: 5.1820 2020-09-16 16:47:21,795 - mmaction - INFO - Epoch [32][1240/1320] lr: 2.000e-03, eta: 14:08:39, time: 2.104, data_time: 1.348, memory: 10966, top1_acc: 0.5238, top5_acc: 0.8047, loss_cls: 1.7993, loss: 1.7993, grad_norm: 5.3323 2020-09-16 16:48:02,497 - mmaction - INFO - Epoch [32][1260/1320] lr: 2.000e-03, eta: 14:07:55, time: 2.034, data_time: 1.315, memory: 10966, top1_acc: 0.5281, top5_acc: 0.8027, loss_cls: 1.7865, loss: 1.7865, grad_norm: 5.2949 2020-09-16 16:48:42,828 - mmaction - INFO - Epoch [32][1280/1320] lr: 2.000e-03, eta: 14:07:11, time: 2.017, data_time: 1.228, memory: 10966, top1_acc: 0.5383, top5_acc: 0.8125, loss_cls: 1.7369, loss: 1.7369, grad_norm: 5.2090 2020-09-16 16:49:25,539 - mmaction - INFO - Epoch [32][1300/1320] lr: 2.000e-03, eta: 14:06:28, time: 2.134, data_time: 0.987, memory: 10966, top1_acc: 0.5160, top5_acc: 0.8000, loss_cls: 1.7942, loss: 1.7942, grad_norm: 5.3030 2020-09-16 16:50:02,460 - mmaction - INFO - Epoch [32][1320/1320] lr: 2.000e-03, eta: 14:05:42, time: 1.844, data_time: 0.691, memory: 10966, top1_acc: 0.5310, top5_acc: 0.7948, loss_cls: 1.8102, loss: 1.8102, grad_norm: 5.3782 2020-09-16 16:50:13,453 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-09-16 16:57:48,623 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 16:57:48,979 - mmaction - INFO - top1_acc 0.3191 top5_acc 0.6230 2020-09-16 16:57:48,979 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 16:57:49,028 - mmaction - INFO - mean_acc 0.2575 2020-09-16 16:57:49,052 - mmaction - INFO - Epoch(val) [32][1320] top1_acc: 0.3191, top5_acc: 0.6230, mean_class_accuracy: 0.2575 2020-09-16 17:00:09,376 - mmaction - INFO - Epoch [33][20/1320] lr: 2.000e-03, eta: 14:05:54, time: 7.008, data_time: 4.959, memory: 10966, top1_acc: 0.5160, top5_acc: 0.8074, loss_cls: 1.7701, loss: 1.7701, grad_norm: 5.3629 2020-09-16 17:00:52,141 - mmaction - INFO - Epoch [33][40/1320] lr: 2.000e-03, eta: 14:05:12, time: 2.141, data_time: 0.113, memory: 10966, top1_acc: 0.5195, top5_acc: 0.8090, loss_cls: 1.7769, loss: 1.7769, grad_norm: 5.2660 2020-09-16 17:01:29,975 - mmaction - INFO - Epoch [33][60/1320] lr: 2.000e-03, eta: 14:04:26, time: 1.892, data_time: 0.268, memory: 10966, top1_acc: 0.5395, top5_acc: 0.8145, loss_cls: 1.7398, loss: 1.7398, grad_norm: 5.0944 2020-09-16 17:02:11,211 - mmaction - INFO - Epoch [33][80/1320] lr: 2.000e-03, eta: 14:03:42, time: 2.062, data_time: 0.151, memory: 10966, top1_acc: 0.5297, top5_acc: 0.8109, loss_cls: 1.7533, loss: 1.7533, grad_norm: 5.1931 2020-09-16 17:02:52,436 - mmaction - INFO - Epoch [33][100/1320] lr: 2.000e-03, eta: 14:02:59, time: 2.062, data_time: 0.191, memory: 10966, top1_acc: 0.5301, top5_acc: 0.7887, loss_cls: 1.7594, loss: 1.7594, grad_norm: 5.1148 2020-09-16 17:03:38,178 - mmaction - INFO - Epoch [33][120/1320] lr: 2.000e-03, eta: 14:02:18, time: 2.287, data_time: 0.763, memory: 10966, top1_acc: 0.5246, top5_acc: 0.8117, loss_cls: 1.7535, loss: 1.7535, grad_norm: 5.2708 2020-09-16 17:04:15,794 - mmaction - INFO - Epoch [33][140/1320] lr: 2.000e-03, eta: 14:01:32, time: 1.880, data_time: 0.105, memory: 10966, top1_acc: 0.5398, top5_acc: 0.8191, loss_cls: 1.7198, loss: 1.7198, grad_norm: 5.2651 2020-09-16 17:04:58,434 - mmaction - INFO - Epoch [33][160/1320] lr: 2.000e-03, eta: 14:00:49, time: 2.131, data_time: 0.008, memory: 10966, top1_acc: 0.5316, top5_acc: 0.8051, loss_cls: 1.7437, loss: 1.7437, grad_norm: 5.2185 2020-09-16 17:05:39,986 - mmaction - INFO - Epoch [33][180/1320] lr: 2.000e-03, eta: 14:00:06, time: 2.075, data_time: 0.095, memory: 10966, top1_acc: 0.5281, top5_acc: 0.8078, loss_cls: 1.7873, loss: 1.7873, grad_norm: 5.3235 2020-09-16 17:06:19,880 - mmaction - INFO - Epoch [33][200/1320] lr: 2.000e-03, eta: 13:59:22, time: 1.999, data_time: 1.132, memory: 10966, top1_acc: 0.5348, top5_acc: 0.7957, loss_cls: 1.7722, loss: 1.7722, grad_norm: 5.3066 2020-09-16 17:07:01,770 - mmaction - INFO - Epoch [33][220/1320] lr: 2.000e-03, eta: 13:58:38, time: 2.092, data_time: 0.531, memory: 10966, top1_acc: 0.5191, top5_acc: 0.8066, loss_cls: 1.8002, loss: 1.8002, grad_norm: 5.2566 2020-09-16 17:07:43,469 - mmaction - INFO - Epoch [33][240/1320] lr: 2.000e-03, eta: 13:57:55, time: 2.087, data_time: 0.200, memory: 10966, top1_acc: 0.5160, top5_acc: 0.8027, loss_cls: 1.8169, loss: 1.8169, grad_norm: 5.4296 2020-09-16 17:08:24,415 - mmaction - INFO - Epoch [33][260/1320] lr: 2.000e-03, eta: 13:57:11, time: 2.048, data_time: 0.466, memory: 10966, top1_acc: 0.5273, top5_acc: 0.7973, loss_cls: 1.7733, loss: 1.7733, grad_norm: 5.2751 2020-09-16 17:09:07,261 - mmaction - INFO - Epoch [33][280/1320] lr: 2.000e-03, eta: 13:56:29, time: 2.141, data_time: 0.179, memory: 10966, top1_acc: 0.5270, top5_acc: 0.8027, loss_cls: 1.7668, loss: 1.7668, grad_norm: 5.2800 2020-09-16 17:09:46,465 - mmaction - INFO - Epoch [33][300/1320] lr: 2.000e-03, eta: 13:55:44, time: 1.962, data_time: 0.775, memory: 10966, top1_acc: 0.5391, top5_acc: 0.8039, loss_cls: 1.7438, loss: 1.7438, grad_norm: 5.1709 2020-09-16 17:10:28,275 - mmaction - INFO - Epoch [33][320/1320] lr: 2.000e-03, eta: 13:55:01, time: 2.087, data_time: 0.560, memory: 10966, top1_acc: 0.5203, top5_acc: 0.8004, loss_cls: 1.7860, loss: 1.7860, grad_norm: 5.4373 2020-09-16 17:11:11,193 - mmaction - INFO - Epoch [33][340/1320] lr: 2.000e-03, eta: 13:54:18, time: 2.147, data_time: 0.127, memory: 10966, top1_acc: 0.5172, top5_acc: 0.7945, loss_cls: 1.8149, loss: 1.8149, grad_norm: 5.4171 2020-09-16 17:11:51,752 - mmaction - INFO - Epoch [33][360/1320] lr: 2.000e-03, eta: 13:53:34, time: 2.030, data_time: 0.004, memory: 10966, top1_acc: 0.5305, top5_acc: 0.7969, loss_cls: 1.7824, loss: 1.7824, grad_norm: 5.3271 2020-09-16 17:12:31,450 - mmaction - INFO - Epoch [33][380/1320] lr: 2.000e-03, eta: 13:52:50, time: 1.985, data_time: 0.004, memory: 10966, top1_acc: 0.5344, top5_acc: 0.8117, loss_cls: 1.7728, loss: 1.7728, grad_norm: 5.4147 2020-09-16 17:13:11,825 - mmaction - INFO - Epoch [33][400/1320] lr: 2.000e-03, eta: 13:52:06, time: 2.017, data_time: 0.439, memory: 10966, top1_acc: 0.5336, top5_acc: 0.8168, loss_cls: 1.7306, loss: 1.7306, grad_norm: 5.2506 2020-09-16 17:13:53,318 - mmaction - INFO - Epoch [33][420/1320] lr: 2.000e-03, eta: 13:51:22, time: 2.076, data_time: 0.212, memory: 10966, top1_acc: 0.5188, top5_acc: 0.8023, loss_cls: 1.7914, loss: 1.7914, grad_norm: 5.3824 2020-09-16 17:14:34,789 - mmaction - INFO - Epoch [33][440/1320] lr: 2.000e-03, eta: 13:50:39, time: 2.070, data_time: 0.012, memory: 10966, top1_acc: 0.5270, top5_acc: 0.8160, loss_cls: 1.7655, loss: 1.7655, grad_norm: 5.3983 2020-09-16 17:15:14,602 - mmaction - INFO - Epoch [33][460/1320] lr: 2.000e-03, eta: 13:49:54, time: 1.994, data_time: 0.016, memory: 10966, top1_acc: 0.5324, top5_acc: 0.8012, loss_cls: 1.7705, loss: 1.7705, grad_norm: 5.3425 2020-09-16 17:15:57,218 - mmaction - INFO - Epoch [33][480/1320] lr: 2.000e-03, eta: 13:49:11, time: 2.128, data_time: 0.002, memory: 10966, top1_acc: 0.5148, top5_acc: 0.7969, loss_cls: 1.7975, loss: 1.7975, grad_norm: 5.2969 2020-09-16 17:16:40,823 - mmaction - INFO - Epoch [33][500/1320] lr: 2.000e-03, eta: 13:48:29, time: 2.183, data_time: 0.005, memory: 10966, top1_acc: 0.5348, top5_acc: 0.8039, loss_cls: 1.7481, loss: 1.7481, grad_norm: 5.3543 2020-09-16 17:17:21,235 - mmaction - INFO - Epoch [33][520/1320] lr: 2.000e-03, eta: 13:47:45, time: 2.021, data_time: 0.003, memory: 10966, top1_acc: 0.5168, top5_acc: 0.7863, loss_cls: 1.8166, loss: 1.8166, grad_norm: 5.2857 2020-09-16 17:18:01,618 - mmaction - INFO - Epoch [33][540/1320] lr: 2.000e-03, eta: 13:47:01, time: 2.020, data_time: 0.004, memory: 10966, top1_acc: 0.5199, top5_acc: 0.8082, loss_cls: 1.7914, loss: 1.7914, grad_norm: 5.2867 2020-09-16 17:18:43,402 - mmaction - INFO - Epoch [33][560/1320] lr: 2.000e-03, eta: 13:46:18, time: 2.089, data_time: 0.003, memory: 10966, top1_acc: 0.5285, top5_acc: 0.7988, loss_cls: 1.7798, loss: 1.7798, grad_norm: 5.2349 2020-09-16 17:19:23,699 - mmaction - INFO - Epoch [33][580/1320] lr: 2.000e-03, eta: 13:45:34, time: 2.012, data_time: 0.002, memory: 10966, top1_acc: 0.5312, top5_acc: 0.8039, loss_cls: 1.7520, loss: 1.7520, grad_norm: 5.2805 2020-09-16 17:20:06,563 - mmaction - INFO - Epoch [33][600/1320] lr: 2.000e-03, eta: 13:44:51, time: 2.147, data_time: 0.105, memory: 10966, top1_acc: 0.5285, top5_acc: 0.8078, loss_cls: 1.7840, loss: 1.7840, grad_norm: 5.4245 2020-09-16 17:20:49,559 - mmaction - INFO - Epoch [33][620/1320] lr: 2.000e-03, eta: 13:44:09, time: 2.147, data_time: 0.035, memory: 10966, top1_acc: 0.5262, top5_acc: 0.7977, loss_cls: 1.7779, loss: 1.7779, grad_norm: 5.2479 2020-09-16 17:21:32,642 - mmaction - INFO - Epoch [33][640/1320] lr: 2.000e-03, eta: 13:43:26, time: 2.156, data_time: 0.004, memory: 10966, top1_acc: 0.5312, top5_acc: 0.8012, loss_cls: 1.7673, loss: 1.7673, grad_norm: 5.3999 2020-09-16 17:22:11,735 - mmaction - INFO - Epoch [33][660/1320] lr: 2.000e-03, eta: 13:42:41, time: 1.955, data_time: 0.091, memory: 10966, top1_acc: 0.5113, top5_acc: 0.7992, loss_cls: 1.8253, loss: 1.8253, grad_norm: 5.5061 2020-09-16 17:22:54,476 - mmaction - INFO - Epoch [33][680/1320] lr: 2.000e-03, eta: 13:41:59, time: 2.138, data_time: 0.224, memory: 10966, top1_acc: 0.5223, top5_acc: 0.7988, loss_cls: 1.8121, loss: 1.8121, grad_norm: 5.3456 2020-09-16 17:23:36,280 - mmaction - INFO - Epoch [33][700/1320] lr: 2.000e-03, eta: 13:41:15, time: 2.089, data_time: 0.003, memory: 10966, top1_acc: 0.5355, top5_acc: 0.8066, loss_cls: 1.7480, loss: 1.7480, grad_norm: 5.3307 2020-09-16 17:24:18,551 - mmaction - INFO - Epoch [33][720/1320] lr: 2.000e-03, eta: 13:40:32, time: 2.112, data_time: 0.003, memory: 10966, top1_acc: 0.5305, top5_acc: 0.8187, loss_cls: 1.6882, loss: 1.6882, grad_norm: 5.2569 2020-09-16 17:24:58,717 - mmaction - INFO - Epoch [33][740/1320] lr: 2.000e-03, eta: 13:39:48, time: 2.007, data_time: 0.101, memory: 10966, top1_acc: 0.5125, top5_acc: 0.8012, loss_cls: 1.7923, loss: 1.7923, grad_norm: 5.3670 2020-09-16 17:25:40,652 - mmaction - INFO - Epoch [33][760/1320] lr: 2.000e-03, eta: 13:39:05, time: 2.100, data_time: 0.006, memory: 10966, top1_acc: 0.5184, top5_acc: 0.8066, loss_cls: 1.8014, loss: 1.8014, grad_norm: 5.3864 2020-09-16 17:26:22,286 - mmaction - INFO - Epoch [33][780/1320] lr: 2.000e-03, eta: 13:38:22, time: 2.081, data_time: 0.003, memory: 10966, top1_acc: 0.5164, top5_acc: 0.7840, loss_cls: 1.8268, loss: 1.8268, grad_norm: 5.4411 2020-09-16 17:27:03,470 - mmaction - INFO - Epoch [33][800/1320] lr: 2.000e-03, eta: 13:37:38, time: 2.060, data_time: 0.161, memory: 10966, top1_acc: 0.5184, top5_acc: 0.8012, loss_cls: 1.8021, loss: 1.8021, grad_norm: 5.4373 2020-09-16 17:27:43,467 - mmaction - INFO - Epoch [33][820/1320] lr: 2.000e-03, eta: 13:36:54, time: 1.997, data_time: 0.002, memory: 10966, top1_acc: 0.5215, top5_acc: 0.8074, loss_cls: 1.7858, loss: 1.7858, grad_norm: 5.4684 2020-09-16 17:28:24,579 - mmaction - INFO - Epoch [33][840/1320] lr: 2.000e-03, eta: 13:36:10, time: 2.058, data_time: 0.005, memory: 10966, top1_acc: 0.5289, top5_acc: 0.8043, loss_cls: 1.7714, loss: 1.7714, grad_norm: 5.4624 2020-09-16 17:29:06,362 - mmaction - INFO - Epoch [33][860/1320] lr: 2.000e-03, eta: 13:35:27, time: 2.088, data_time: 0.006, memory: 10966, top1_acc: 0.5355, top5_acc: 0.8066, loss_cls: 1.7662, loss: 1.7662, grad_norm: 5.3543 2020-09-16 17:29:47,498 - mmaction - INFO - Epoch [33][880/1320] lr: 2.000e-03, eta: 13:34:44, time: 2.054, data_time: 0.003, memory: 10966, top1_acc: 0.5340, top5_acc: 0.8094, loss_cls: 1.7564, loss: 1.7564, grad_norm: 5.2644 2020-09-16 17:30:30,499 - mmaction - INFO - Epoch [33][900/1320] lr: 2.000e-03, eta: 13:34:01, time: 2.150, data_time: 0.005, memory: 10966, top1_acc: 0.5219, top5_acc: 0.8027, loss_cls: 1.7782, loss: 1.7782, grad_norm: 5.3712 2020-09-16 17:31:09,426 - mmaction - INFO - Epoch [33][920/1320] lr: 2.000e-03, eta: 13:33:16, time: 1.951, data_time: 0.102, memory: 10966, top1_acc: 0.5105, top5_acc: 0.7945, loss_cls: 1.8084, loss: 1.8084, grad_norm: 5.4379 2020-09-16 17:31:50,622 - mmaction - INFO - Epoch [33][940/1320] lr: 2.000e-03, eta: 13:32:33, time: 2.058, data_time: 0.150, memory: 10966, top1_acc: 0.5348, top5_acc: 0.8063, loss_cls: 1.7591, loss: 1.7591, grad_norm: 5.2734 2020-09-16 17:32:34,128 - mmaction - INFO - Epoch [33][960/1320] lr: 2.000e-03, eta: 13:31:50, time: 2.177, data_time: 0.020, memory: 10966, top1_acc: 0.5160, top5_acc: 0.7891, loss_cls: 1.8250, loss: 1.8250, grad_norm: 5.3935 2020-09-16 17:33:14,755 - mmaction - INFO - Epoch [33][980/1320] lr: 2.000e-03, eta: 13:31:07, time: 2.032, data_time: 0.003, memory: 10966, top1_acc: 0.5312, top5_acc: 0.8066, loss_cls: 1.7665, loss: 1.7665, grad_norm: 5.3267 2020-09-16 17:33:55,624 - mmaction - INFO - Epoch [33][1000/1320] lr: 2.000e-03, eta: 13:30:23, time: 2.043, data_time: 0.690, memory: 10966, top1_acc: 0.5109, top5_acc: 0.7867, loss_cls: 1.8228, loss: 1.8228, grad_norm: 5.3791 2020-09-16 17:34:38,254 - mmaction - INFO - Epoch [33][1020/1320] lr: 2.000e-03, eta: 13:29:40, time: 2.129, data_time: 1.313, memory: 10966, top1_acc: 0.5352, top5_acc: 0.7984, loss_cls: 1.7694, loss: 1.7694, grad_norm: 5.2893 2020-09-16 17:35:20,046 - mmaction - INFO - Epoch [33][1040/1320] lr: 2.000e-03, eta: 13:28:57, time: 2.089, data_time: 0.005, memory: 10966, top1_acc: 0.5270, top5_acc: 0.7926, loss_cls: 1.7895, loss: 1.7895, grad_norm: 5.3751 2020-09-16 17:36:01,752 - mmaction - INFO - Epoch [33][1060/1320] lr: 2.000e-03, eta: 13:28:14, time: 2.087, data_time: 0.004, memory: 10966, top1_acc: 0.5391, top5_acc: 0.8152, loss_cls: 1.7448, loss: 1.7448, grad_norm: 5.3177 2020-09-16 17:36:41,986 - mmaction - INFO - Epoch [33][1080/1320] lr: 2.000e-03, eta: 13:27:30, time: 2.010, data_time: 0.004, memory: 10966, top1_acc: 0.5254, top5_acc: 0.7969, loss_cls: 1.8254, loss: 1.8254, grad_norm: 5.5003 2020-09-16 17:37:21,011 - mmaction - INFO - Epoch [33][1100/1320] lr: 2.000e-03, eta: 13:26:45, time: 1.953, data_time: 0.116, memory: 10966, top1_acc: 0.5184, top5_acc: 0.7969, loss_cls: 1.7918, loss: 1.7918, grad_norm: 5.3524 2020-09-16 17:38:04,114 - mmaction - INFO - Epoch [33][1120/1320] lr: 2.000e-03, eta: 13:26:02, time: 2.154, data_time: 0.623, memory: 10966, top1_acc: 0.5332, top5_acc: 0.8074, loss_cls: 1.7556, loss: 1.7556, grad_norm: 5.3113 2020-09-16 17:38:46,634 - mmaction - INFO - Epoch [33][1140/1320] lr: 2.000e-03, eta: 13:25:20, time: 2.126, data_time: 0.005, memory: 10966, top1_acc: 0.5184, top5_acc: 0.8027, loss_cls: 1.7768, loss: 1.7768, grad_norm: 5.4373 2020-09-16 17:39:29,227 - mmaction - INFO - Epoch [33][1160/1320] lr: 2.000e-03, eta: 13:24:37, time: 2.131, data_time: 0.040, memory: 10966, top1_acc: 0.5176, top5_acc: 0.8047, loss_cls: 1.7991, loss: 1.7991, grad_norm: 5.4666 2020-09-16 17:40:10,145 - mmaction - INFO - Epoch [33][1180/1320] lr: 2.000e-03, eta: 13:23:53, time: 2.047, data_time: 0.004, memory: 10966, top1_acc: 0.5176, top5_acc: 0.7969, loss_cls: 1.8027, loss: 1.8027, grad_norm: 5.5574 2020-09-16 17:40:49,542 - mmaction - INFO - Epoch [33][1200/1320] lr: 2.000e-03, eta: 13:23:09, time: 1.969, data_time: 0.002, memory: 10966, top1_acc: 0.5230, top5_acc: 0.8133, loss_cls: 1.7508, loss: 1.7508, grad_norm: 5.3666 2020-09-16 17:41:30,181 - mmaction - INFO - Epoch [33][1220/1320] lr: 2.000e-03, eta: 13:22:25, time: 2.031, data_time: 0.165, memory: 10966, top1_acc: 0.5297, top5_acc: 0.8012, loss_cls: 1.7779, loss: 1.7779, grad_norm: 5.4376 2020-09-16 17:42:11,835 - mmaction - INFO - Epoch [33][1240/1320] lr: 2.000e-03, eta: 13:21:42, time: 2.084, data_time: 0.240, memory: 10966, top1_acc: 0.5281, top5_acc: 0.8066, loss_cls: 1.8164, loss: 1.8164, grad_norm: 5.4814 2020-09-16 17:42:52,625 - mmaction - INFO - Epoch [33][1260/1320] lr: 2.000e-03, eta: 13:20:58, time: 2.039, data_time: 0.348, memory: 10966, top1_acc: 0.5273, top5_acc: 0.8078, loss_cls: 1.7326, loss: 1.7326, grad_norm: 5.3803 2020-09-16 17:43:34,873 - mmaction - INFO - Epoch [33][1280/1320] lr: 2.000e-03, eta: 13:20:15, time: 2.112, data_time: 0.282, memory: 10966, top1_acc: 0.5305, top5_acc: 0.8059, loss_cls: 1.7913, loss: 1.7913, grad_norm: 5.3778 2020-09-16 17:44:12,914 - mmaction - INFO - Epoch [33][1300/1320] lr: 2.000e-03, eta: 13:19:30, time: 1.902, data_time: 0.002, memory: 10966, top1_acc: 0.5207, top5_acc: 0.8047, loss_cls: 1.7953, loss: 1.7953, grad_norm: 5.4233 2020-09-16 17:44:50,229 - mmaction - INFO - Epoch [33][1320/1320] lr: 2.000e-03, eta: 13:18:44, time: 1.866, data_time: 0.707, memory: 10966, top1_acc: 0.5147, top5_acc: 0.7893, loss_cls: 1.8195, loss: 1.8195, grad_norm: 5.4847 2020-09-16 17:45:00,679 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-09-16 17:52:43,857 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 17:52:44,222 - mmaction - INFO - top1_acc 0.3153 top5_acc 0.6156 2020-09-16 17:52:44,222 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 17:52:44,307 - mmaction - INFO - mean_acc 0.2513 2020-09-16 17:52:44,323 - mmaction - INFO - Epoch(val) [33][1320] top1_acc: 0.3153, top5_acc: 0.6156, mean_class_accuracy: 0.2513 2020-09-16 17:55:01,127 - mmaction - INFO - Epoch [34][20/1320] lr: 2.000e-03, eta: 13:18:50, time: 6.834, data_time: 5.512, memory: 10966, top1_acc: 0.5277, top5_acc: 0.8012, loss_cls: 1.7862, loss: 1.7862, grad_norm: 5.3346 2020-09-16 17:55:43,069 - mmaction - INFO - Epoch [34][40/1320] lr: 2.000e-03, eta: 13:18:07, time: 2.100, data_time: 1.467, memory: 10966, top1_acc: 0.5379, top5_acc: 0.8141, loss_cls: 1.7346, loss: 1.7346, grad_norm: 5.3222 2020-09-16 17:56:25,975 - mmaction - INFO - Epoch [34][60/1320] lr: 2.000e-03, eta: 13:17:24, time: 2.147, data_time: 0.241, memory: 10966, top1_acc: 0.5371, top5_acc: 0.8012, loss_cls: 1.7438, loss: 1.7438, grad_norm: 5.3112 2020-09-16 17:57:04,654 - mmaction - INFO - Epoch [34][80/1320] lr: 2.000e-03, eta: 13:16:39, time: 1.933, data_time: 0.657, memory: 10966, top1_acc: 0.5414, top5_acc: 0.8129, loss_cls: 1.7299, loss: 1.7299, grad_norm: 5.3384 2020-09-16 17:57:46,479 - mmaction - INFO - Epoch [34][100/1320] lr: 2.000e-03, eta: 13:15:56, time: 2.089, data_time: 0.134, memory: 10966, top1_acc: 0.5082, top5_acc: 0.8055, loss_cls: 1.7999, loss: 1.7999, grad_norm: 5.4988 2020-09-16 17:58:27,456 - mmaction - INFO - Epoch [34][120/1320] lr: 2.000e-03, eta: 13:15:12, time: 2.050, data_time: 0.069, memory: 10966, top1_acc: 0.5434, top5_acc: 0.7996, loss_cls: 1.7618, loss: 1.7618, grad_norm: 5.4118 2020-09-16 17:59:11,087 - mmaction - INFO - Epoch [34][140/1320] lr: 2.000e-03, eta: 13:14:30, time: 2.177, data_time: 0.122, memory: 10966, top1_acc: 0.5219, top5_acc: 0.8000, loss_cls: 1.7911, loss: 1.7911, grad_norm: 5.2831 2020-09-16 17:59:51,602 - mmaction - INFO - Epoch [34][160/1320] lr: 2.000e-03, eta: 13:13:46, time: 2.032, data_time: 0.008, memory: 10966, top1_acc: 0.5223, top5_acc: 0.8004, loss_cls: 1.7783, loss: 1.7783, grad_norm: 5.3967 2020-09-16 18:00:31,928 - mmaction - INFO - Epoch [34][180/1320] lr: 2.000e-03, eta: 13:13:02, time: 1.998, data_time: 0.002, memory: 10966, top1_acc: 0.5336, top5_acc: 0.8176, loss_cls: 1.7567, loss: 1.7567, grad_norm: 5.3929 2020-09-16 18:01:14,337 - mmaction - INFO - Epoch [34][200/1320] lr: 2.000e-03, eta: 13:12:19, time: 2.134, data_time: 0.062, memory: 10966, top1_acc: 0.5219, top5_acc: 0.7949, loss_cls: 1.8070, loss: 1.8070, grad_norm: 5.4113 2020-09-16 18:01:54,523 - mmaction - INFO - Epoch [34][220/1320] lr: 2.000e-03, eta: 13:11:35, time: 2.012, data_time: 0.720, memory: 10966, top1_acc: 0.5402, top5_acc: 0.7992, loss_cls: 1.7599, loss: 1.7599, grad_norm: 5.4657 2020-09-16 18:02:35,841 - mmaction - INFO - Epoch [34][240/1320] lr: 2.000e-03, eta: 13:10:52, time: 2.066, data_time: 0.023, memory: 10966, top1_acc: 0.5363, top5_acc: 0.8082, loss_cls: 1.7331, loss: 1.7331, grad_norm: 5.4153 2020-09-16 18:03:17,231 - mmaction - INFO - Epoch [34][260/1320] lr: 2.000e-03, eta: 13:10:08, time: 2.069, data_time: 0.044, memory: 10966, top1_acc: 0.5293, top5_acc: 0.8121, loss_cls: 1.7495, loss: 1.7495, grad_norm: 5.3696 2020-09-16 18:03:59,185 - mmaction - INFO - Epoch [34][280/1320] lr: 2.000e-03, eta: 13:09:25, time: 2.097, data_time: 0.166, memory: 10966, top1_acc: 0.5059, top5_acc: 0.7902, loss_cls: 1.8292, loss: 1.8292, grad_norm: 5.5553 2020-09-16 18:04:39,606 - mmaction - INFO - Epoch [34][300/1320] lr: 2.000e-03, eta: 13:08:41, time: 2.023, data_time: 0.005, memory: 10966, top1_acc: 0.5125, top5_acc: 0.8121, loss_cls: 1.7659, loss: 1.7659, grad_norm: 5.5285 2020-09-16 18:05:22,778 - mmaction - INFO - Epoch [34][320/1320] lr: 2.000e-03, eta: 13:07:59, time: 2.154, data_time: 0.002, memory: 10966, top1_acc: 0.5227, top5_acc: 0.8043, loss_cls: 1.7934, loss: 1.7934, grad_norm: 5.5309 2020-09-16 18:06:00,637 - mmaction - INFO - Epoch [34][340/1320] lr: 2.000e-03, eta: 13:07:13, time: 1.892, data_time: 0.221, memory: 10966, top1_acc: 0.5586, top5_acc: 0.8281, loss_cls: 1.6829, loss: 1.6829, grad_norm: 5.3098 2020-09-16 18:06:43,248 - mmaction - INFO - Epoch [34][360/1320] lr: 2.000e-03, eta: 13:06:31, time: 2.136, data_time: 0.464, memory: 10966, top1_acc: 0.5191, top5_acc: 0.8141, loss_cls: 1.7411, loss: 1.7411, grad_norm: 5.4007 2020-09-16 18:07:24,747 - mmaction - INFO - Epoch [34][380/1320] lr: 2.000e-03, eta: 13:05:47, time: 2.075, data_time: 0.289, memory: 10966, top1_acc: 0.5246, top5_acc: 0.8102, loss_cls: 1.7650, loss: 1.7650, grad_norm: 5.4559 2020-09-16 18:08:05,112 - mmaction - INFO - Epoch [34][400/1320] lr: 2.000e-03, eta: 13:05:03, time: 2.017, data_time: 0.510, memory: 10966, top1_acc: 0.5437, top5_acc: 0.8203, loss_cls: 1.7188, loss: 1.7188, grad_norm: 5.5343 2020-09-16 18:08:46,033 - mmaction - INFO - Epoch [34][420/1320] lr: 2.000e-03, eta: 13:04:20, time: 2.046, data_time: 0.006, memory: 10966, top1_acc: 0.5219, top5_acc: 0.7996, loss_cls: 1.8122, loss: 1.8122, grad_norm: 5.5717 2020-09-16 18:09:26,689 - mmaction - INFO - Epoch [34][440/1320] lr: 2.000e-03, eta: 13:03:36, time: 2.033, data_time: 0.004, memory: 10966, top1_acc: 0.5469, top5_acc: 0.8133, loss_cls: 1.7278, loss: 1.7278, grad_norm: 5.4418 2020-09-16 18:10:08,874 - mmaction - INFO - Epoch [34][460/1320] lr: 2.000e-03, eta: 13:02:53, time: 2.106, data_time: 0.003, memory: 10966, top1_acc: 0.5184, top5_acc: 0.7992, loss_cls: 1.7785, loss: 1.7785, grad_norm: 5.5000 2020-09-16 18:10:50,270 - mmaction - INFO - Epoch [34][480/1320] lr: 2.000e-03, eta: 13:02:09, time: 2.074, data_time: 0.010, memory: 10966, top1_acc: 0.5383, top5_acc: 0.8074, loss_cls: 1.7487, loss: 1.7487, grad_norm: 5.3410 2020-09-16 18:11:32,715 - mmaction - INFO - Epoch [34][500/1320] lr: 2.000e-03, eta: 13:01:27, time: 2.122, data_time: 0.004, memory: 10966, top1_acc: 0.5285, top5_acc: 0.8098, loss_cls: 1.7377, loss: 1.7377, grad_norm: 5.4029 2020-09-16 18:12:14,764 - mmaction - INFO - Epoch [34][520/1320] lr: 2.000e-03, eta: 13:00:44, time: 2.102, data_time: 0.005, memory: 10966, top1_acc: 0.5410, top5_acc: 0.8086, loss_cls: 1.7201, loss: 1.7201, grad_norm: 5.3205 2020-09-16 18:12:55,801 - mmaction - INFO - Epoch [34][540/1320] lr: 2.000e-03, eta: 13:00:00, time: 2.053, data_time: 0.006, memory: 10966, top1_acc: 0.5133, top5_acc: 0.7926, loss_cls: 1.8107, loss: 1.8107, grad_norm: 5.5708 2020-09-16 18:13:35,961 - mmaction - INFO - Epoch [34][560/1320] lr: 2.000e-03, eta: 12:59:16, time: 2.007, data_time: 0.071, memory: 10966, top1_acc: 0.5266, top5_acc: 0.8043, loss_cls: 1.7704, loss: 1.7704, grad_norm: 5.4213 2020-09-16 18:14:18,763 - mmaction - INFO - Epoch [34][580/1320] lr: 2.000e-03, eta: 12:58:33, time: 2.140, data_time: 0.104, memory: 10966, top1_acc: 0.5305, top5_acc: 0.8094, loss_cls: 1.7494, loss: 1.7494, grad_norm: 5.3323 2020-09-16 18:15:00,955 - mmaction - INFO - Epoch [34][600/1320] lr: 2.000e-03, eta: 12:57:50, time: 2.111, data_time: 0.004, memory: 10966, top1_acc: 0.5145, top5_acc: 0.7930, loss_cls: 1.8086, loss: 1.8086, grad_norm: 5.4411 2020-09-16 18:15:38,265 - mmaction - INFO - Epoch [34][620/1320] lr: 2.000e-03, eta: 12:57:05, time: 1.864, data_time: 0.173, memory: 10966, top1_acc: 0.5277, top5_acc: 0.8043, loss_cls: 1.7722, loss: 1.7722, grad_norm: 5.4839 2020-09-16 18:16:20,912 - mmaction - INFO - Epoch [34][640/1320] lr: 2.000e-03, eta: 12:56:22, time: 2.128, data_time: 0.665, memory: 10966, top1_acc: 0.5336, top5_acc: 0.7934, loss_cls: 1.7961, loss: 1.7961, grad_norm: 5.4971 2020-09-16 18:17:00,298 - mmaction - INFO - Epoch [34][660/1320] lr: 2.000e-03, eta: 12:55:38, time: 1.974, data_time: 0.008, memory: 10966, top1_acc: 0.5250, top5_acc: 0.8211, loss_cls: 1.7226, loss: 1.7226, grad_norm: 5.4899 2020-09-16 18:17:44,481 - mmaction - INFO - Epoch [34][680/1320] lr: 2.000e-03, eta: 12:54:56, time: 2.208, data_time: 0.006, memory: 10966, top1_acc: 0.5285, top5_acc: 0.8082, loss_cls: 1.7723, loss: 1.7723, grad_norm: 5.5197 2020-09-16 18:18:24,388 - mmaction - INFO - Epoch [34][700/1320] lr: 2.000e-03, eta: 12:54:11, time: 1.995, data_time: 0.003, memory: 10966, top1_acc: 0.5230, top5_acc: 0.8141, loss_cls: 1.7822, loss: 1.7822, grad_norm: 5.4730 2020-09-16 18:19:05,614 - mmaction - INFO - Epoch [34][720/1320] lr: 2.000e-03, eta: 12:53:28, time: 2.062, data_time: 0.007, memory: 10966, top1_acc: 0.5395, top5_acc: 0.8094, loss_cls: 1.7334, loss: 1.7334, grad_norm: 5.4201 2020-09-16 18:19:48,039 - mmaction - INFO - Epoch [34][740/1320] lr: 2.000e-03, eta: 12:52:45, time: 2.121, data_time: 0.009, memory: 10966, top1_acc: 0.5402, top5_acc: 0.8195, loss_cls: 1.7125, loss: 1.7125, grad_norm: 5.4707 2020-09-16 18:20:29,630 - mmaction - INFO - Epoch [34][760/1320] lr: 2.000e-03, eta: 12:52:02, time: 2.079, data_time: 0.043, memory: 10966, top1_acc: 0.5211, top5_acc: 0.7902, loss_cls: 1.8352, loss: 1.8352, grad_norm: 5.5012 2020-09-16 18:21:11,582 - mmaction - INFO - Epoch [34][780/1320] lr: 2.000e-03, eta: 12:51:18, time: 2.028, data_time: 0.006, memory: 10966, top1_acc: 0.5277, top5_acc: 0.7926, loss_cls: 1.7852, loss: 1.7852, grad_norm: 5.4914 2020-09-16 18:21:51,149 - mmaction - INFO - Epoch [34][800/1320] lr: 2.000e-03, eta: 12:50:34, time: 2.049, data_time: 0.075, memory: 10966, top1_acc: 0.5422, top5_acc: 0.8145, loss_cls: 1.7186, loss: 1.7186, grad_norm: 5.3448 2020-09-16 18:22:33,613 - mmaction - INFO - Epoch [34][820/1320] lr: 2.000e-03, eta: 12:49:52, time: 2.124, data_time: 0.004, memory: 10966, top1_acc: 0.5191, top5_acc: 0.8020, loss_cls: 1.7740, loss: 1.7740, grad_norm: 5.5295 2020-09-16 18:23:14,088 - mmaction - INFO - Epoch [34][840/1320] lr: 2.000e-03, eta: 12:49:08, time: 2.025, data_time: 0.045, memory: 10966, top1_acc: 0.5281, top5_acc: 0.8148, loss_cls: 1.7444, loss: 1.7444, grad_norm: 5.4541 2020-09-16 18:23:54,664 - mmaction - INFO - Epoch [34][860/1320] lr: 2.000e-03, eta: 12:48:24, time: 2.028, data_time: 0.002, memory: 10966, top1_acc: 0.5375, top5_acc: 0.8090, loss_cls: 1.7324, loss: 1.7324, grad_norm: 5.3431 2020-09-16 18:24:36,518 - mmaction - INFO - Epoch [34][880/1320] lr: 2.000e-03, eta: 12:47:41, time: 2.090, data_time: 0.002, memory: 10966, top1_acc: 0.5262, top5_acc: 0.8187, loss_cls: 1.7233, loss: 1.7233, grad_norm: 5.3910 2020-09-16 18:25:17,743 - mmaction - INFO - Epoch [34][900/1320] lr: 2.000e-03, eta: 12:46:57, time: 2.063, data_time: 0.006, memory: 10966, top1_acc: 0.5309, top5_acc: 0.8047, loss_cls: 1.7635, loss: 1.7635, grad_norm: 5.5421 2020-09-16 18:25:56,749 - mmaction - INFO - Epoch [34][920/1320] lr: 2.000e-03, eta: 12:46:13, time: 1.948, data_time: 0.148, memory: 10966, top1_acc: 0.5234, top5_acc: 0.8063, loss_cls: 1.7855, loss: 1.7855, grad_norm: 5.5278 2020-09-16 18:26:40,105 - mmaction - INFO - Epoch [34][940/1320] lr: 2.000e-03, eta: 12:45:30, time: 2.169, data_time: 0.109, memory: 10966, top1_acc: 0.5316, top5_acc: 0.8039, loss_cls: 1.7489, loss: 1.7489, grad_norm: 5.4423 2020-09-16 18:27:20,080 - mmaction - INFO - Epoch [34][960/1320] lr: 2.000e-03, eta: 12:44:46, time: 1.999, data_time: 0.004, memory: 10966, top1_acc: 0.5473, top5_acc: 0.8074, loss_cls: 1.7255, loss: 1.7255, grad_norm: 5.4400 2020-09-16 18:28:00,932 - mmaction - INFO - Epoch [34][980/1320] lr: 2.000e-03, eta: 12:44:03, time: 2.042, data_time: 0.003, memory: 10966, top1_acc: 0.5383, top5_acc: 0.8098, loss_cls: 1.7165, loss: 1.7165, grad_norm: 5.4326 2020-09-16 18:28:43,223 - mmaction - INFO - Epoch [34][1000/1320] lr: 2.000e-03, eta: 12:43:20, time: 2.115, data_time: 0.003, memory: 10966, top1_acc: 0.5148, top5_acc: 0.7992, loss_cls: 1.8061, loss: 1.8061, grad_norm: 5.5902 2020-09-16 18:29:21,562 - mmaction - INFO - Epoch [34][1020/1320] lr: 2.000e-03, eta: 12:42:35, time: 1.917, data_time: 0.002, memory: 10966, top1_acc: 0.5188, top5_acc: 0.7969, loss_cls: 1.7989, loss: 1.7989, grad_norm: 5.4984 2020-09-16 18:30:05,352 - mmaction - INFO - Epoch [34][1040/1320] lr: 2.000e-03, eta: 12:41:53, time: 2.189, data_time: 0.002, memory: 10966, top1_acc: 0.5387, top5_acc: 0.8266, loss_cls: 1.6881, loss: 1.6881, grad_norm: 5.4728 2020-09-16 18:30:46,514 - mmaction - INFO - Epoch [34][1060/1320] lr: 2.000e-03, eta: 12:41:09, time: 2.058, data_time: 0.036, memory: 10966, top1_acc: 0.5078, top5_acc: 0.7969, loss_cls: 1.8140, loss: 1.8140, grad_norm: 5.6708 2020-09-16 18:31:26,979 - mmaction - INFO - Epoch [34][1080/1320] lr: 2.000e-03, eta: 12:40:25, time: 2.024, data_time: 0.003, memory: 10966, top1_acc: 0.5289, top5_acc: 0.8000, loss_cls: 1.7893, loss: 1.7893, grad_norm: 5.5961 2020-09-16 18:32:10,175 - mmaction - INFO - Epoch [34][1100/1320] lr: 2.000e-03, eta: 12:39:43, time: 2.159, data_time: 0.003, memory: 10966, top1_acc: 0.5355, top5_acc: 0.8109, loss_cls: 1.7353, loss: 1.7353, grad_norm: 5.4694 2020-09-16 18:32:49,938 - mmaction - INFO - Epoch [34][1120/1320] lr: 2.000e-03, eta: 12:38:59, time: 1.988, data_time: 0.216, memory: 10966, top1_acc: 0.5301, top5_acc: 0.7984, loss_cls: 1.7809, loss: 1.7809, grad_norm: 5.5910 2020-09-16 18:33:32,716 - mmaction - INFO - Epoch [34][1140/1320] lr: 2.000e-03, eta: 12:38:16, time: 2.135, data_time: 0.161, memory: 10966, top1_acc: 0.5195, top5_acc: 0.8023, loss_cls: 1.7955, loss: 1.7955, grad_norm: 5.6146 2020-09-16 18:34:15,386 - mmaction - INFO - Epoch [34][1160/1320] lr: 2.000e-03, eta: 12:37:33, time: 2.138, data_time: 0.007, memory: 10966, top1_acc: 0.5141, top5_acc: 0.7980, loss_cls: 1.8186, loss: 1.8186, grad_norm: 5.4949 2020-09-16 18:34:54,661 - mmaction - INFO - Epoch [34][1180/1320] lr: 2.000e-03, eta: 12:36:49, time: 1.964, data_time: 0.182, memory: 10966, top1_acc: 0.5254, top5_acc: 0.7977, loss_cls: 1.7951, loss: 1.7951, grad_norm: 5.6202 2020-09-16 18:35:37,565 - mmaction - INFO - Epoch [34][1200/1320] lr: 2.000e-03, eta: 12:36:06, time: 2.144, data_time: 0.003, memory: 10966, top1_acc: 0.5359, top5_acc: 0.8086, loss_cls: 1.7604, loss: 1.7604, grad_norm: 5.4765 2020-09-16 18:36:16,572 - mmaction - INFO - Epoch [34][1220/1320] lr: 2.000e-03, eta: 12:35:22, time: 1.951, data_time: 0.003, memory: 10966, top1_acc: 0.5234, top5_acc: 0.8082, loss_cls: 1.7781, loss: 1.7781, grad_norm: 5.5771 2020-09-16 18:36:57,233 - mmaction - INFO - Epoch [34][1240/1320] lr: 2.000e-03, eta: 12:34:38, time: 2.031, data_time: 0.002, memory: 10966, top1_acc: 0.5250, top5_acc: 0.8000, loss_cls: 1.7751, loss: 1.7751, grad_norm: 5.6374 2020-09-16 18:37:39,190 - mmaction - INFO - Epoch [34][1260/1320] lr: 2.000e-03, eta: 12:33:55, time: 2.100, data_time: 0.006, memory: 10966, top1_acc: 0.5406, top5_acc: 0.8035, loss_cls: 1.7945, loss: 1.7945, grad_norm: 5.4717 2020-09-16 18:38:19,903 - mmaction - INFO - Epoch [34][1280/1320] lr: 2.000e-03, eta: 12:33:12, time: 2.037, data_time: 0.005, memory: 10966, top1_acc: 0.5168, top5_acc: 0.7992, loss_cls: 1.8265, loss: 1.8265, grad_norm: 5.5830 2020-09-16 18:39:02,571 - mmaction - INFO - Epoch [34][1300/1320] lr: 2.000e-03, eta: 12:32:29, time: 2.133, data_time: 0.002, memory: 10966, top1_acc: 0.5289, top5_acc: 0.8066, loss_cls: 1.7799, loss: 1.7799, grad_norm: 5.5023 2020-09-16 18:39:37,981 - mmaction - INFO - Epoch [34][1320/1320] lr: 2.000e-03, eta: 12:31:43, time: 1.771, data_time: 0.002, memory: 10966, top1_acc: 0.5337, top5_acc: 0.8135, loss_cls: 1.7475, loss: 1.7475, grad_norm: 5.4740 2020-09-16 18:39:49,581 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-09-16 18:47:21,460 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 18:47:21,827 - mmaction - INFO - top1_acc 0.3132 top5_acc 0.6154 2020-09-16 18:47:21,827 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 18:47:21,894 - mmaction - INFO - mean_acc 0.2505 2020-09-16 18:47:21,913 - mmaction - INFO - Epoch(val) [34][1320] top1_acc: 0.3132, top5_acc: 0.6154, mean_class_accuracy: 0.2505 2020-09-16 18:49:41,148 - mmaction - INFO - Epoch [35][20/1320] lr: 2.000e-03, eta: 12:31:45, time: 6.955, data_time: 5.032, memory: 10966, top1_acc: 0.5234, top5_acc: 0.7988, loss_cls: 1.7741, loss: 1.7741, grad_norm: 5.5320 2020-09-16 18:50:20,399 - mmaction - INFO - Epoch [35][40/1320] lr: 2.000e-03, eta: 12:31:01, time: 1.966, data_time: 0.014, memory: 10966, top1_acc: 0.5461, top5_acc: 0.8133, loss_cls: 1.7193, loss: 1.7193, grad_norm: 5.4067 2020-09-16 18:51:00,775 - mmaction - INFO - Epoch [35][60/1320] lr: 2.000e-03, eta: 12:30:17, time: 2.019, data_time: 0.005, memory: 10966, top1_acc: 0.5293, top5_acc: 0.8043, loss_cls: 1.7437, loss: 1.7437, grad_norm: 5.4470 2020-09-16 18:51:41,962 - mmaction - INFO - Epoch [35][80/1320] lr: 2.000e-03, eta: 12:29:34, time: 2.060, data_time: 0.279, memory: 10966, top1_acc: 0.5316, top5_acc: 0.8031, loss_cls: 1.7724, loss: 1.7724, grad_norm: 5.5285 2020-09-16 18:52:23,301 - mmaction - INFO - Epoch [35][100/1320] lr: 2.000e-03, eta: 12:28:50, time: 2.068, data_time: 0.716, memory: 10966, top1_acc: 0.5328, top5_acc: 0.8090, loss_cls: 1.7311, loss: 1.7311, grad_norm: 5.3852 2020-09-16 18:53:03,847 - mmaction - INFO - Epoch [35][120/1320] lr: 2.000e-03, eta: 12:28:06, time: 2.025, data_time: 0.035, memory: 10966, top1_acc: 0.5449, top5_acc: 0.8063, loss_cls: 1.7598, loss: 1.7598, grad_norm: 5.4704 2020-09-16 18:53:46,706 - mmaction - INFO - Epoch [35][140/1320] lr: 2.000e-03, eta: 12:27:24, time: 2.138, data_time: 0.004, memory: 10966, top1_acc: 0.5238, top5_acc: 0.8008, loss_cls: 1.7877, loss: 1.7877, grad_norm: 5.6238 2020-09-16 18:54:25,936 - mmaction - INFO - Epoch [35][160/1320] lr: 2.000e-03, eta: 12:26:39, time: 1.966, data_time: 0.011, memory: 10966, top1_acc: 0.5398, top5_acc: 0.8141, loss_cls: 1.7163, loss: 1.7163, grad_norm: 5.3407 2020-09-16 18:55:06,906 - mmaction - INFO - Epoch [35][180/1320] lr: 2.000e-03, eta: 12:25:56, time: 2.048, data_time: 0.439, memory: 10966, top1_acc: 0.5535, top5_acc: 0.8203, loss_cls: 1.6907, loss: 1.6907, grad_norm: 5.4102 2020-09-16 18:55:49,676 - mmaction - INFO - Epoch [35][200/1320] lr: 2.000e-03, eta: 12:25:13, time: 2.138, data_time: 0.005, memory: 10966, top1_acc: 0.5281, top5_acc: 0.8059, loss_cls: 1.7446, loss: 1.7446, grad_norm: 5.5476 2020-09-16 18:56:29,578 - mmaction - INFO - Epoch [35][220/1320] lr: 2.000e-03, eta: 12:24:29, time: 1.992, data_time: 0.007, memory: 10966, top1_acc: 0.5469, top5_acc: 0.8145, loss_cls: 1.6862, loss: 1.6862, grad_norm: 5.4649 2020-09-16 18:57:10,312 - mmaction - INFO - Epoch [35][240/1320] lr: 2.000e-03, eta: 12:23:45, time: 2.041, data_time: 0.007, memory: 10966, top1_acc: 0.5332, top5_acc: 0.8113, loss_cls: 1.7602, loss: 1.7602, grad_norm: 5.5795 2020-09-16 18:57:52,889 - mmaction - INFO - Epoch [35][260/1320] lr: 2.000e-03, eta: 12:23:02, time: 2.130, data_time: 0.005, memory: 10966, top1_acc: 0.5422, top5_acc: 0.8219, loss_cls: 1.6929, loss: 1.6929, grad_norm: 5.5438 2020-09-16 18:58:34,024 - mmaction - INFO - Epoch [35][280/1320] lr: 2.000e-03, eta: 12:22:19, time: 2.055, data_time: 0.007, memory: 10966, top1_acc: 0.5258, top5_acc: 0.8008, loss_cls: 1.7805, loss: 1.7805, grad_norm: 5.5911 2020-09-16 18:59:14,649 - mmaction - INFO - Epoch [35][300/1320] lr: 2.000e-03, eta: 12:21:35, time: 2.031, data_time: 0.027, memory: 10966, top1_acc: 0.5180, top5_acc: 0.8070, loss_cls: 1.7901, loss: 1.7901, grad_norm: 5.6585 2020-09-16 18:59:55,160 - mmaction - INFO - Epoch [35][320/1320] lr: 2.000e-03, eta: 12:20:51, time: 2.026, data_time: 0.087, memory: 10966, top1_acc: 0.5277, top5_acc: 0.8160, loss_cls: 1.7336, loss: 1.7336, grad_norm: 5.5243 2020-09-16 19:00:38,571 - mmaction - INFO - Epoch [35][340/1320] lr: 2.000e-03, eta: 12:20:09, time: 2.171, data_time: 0.093, memory: 10966, top1_acc: 0.5336, top5_acc: 0.8086, loss_cls: 1.7530, loss: 1.7530, grad_norm: 5.5476 2020-09-16 19:01:21,880 - mmaction - INFO - Epoch [35][360/1320] lr: 2.000e-03, eta: 12:19:26, time: 2.166, data_time: 0.008, memory: 10966, top1_acc: 0.5172, top5_acc: 0.8031, loss_cls: 1.7738, loss: 1.7738, grad_norm: 5.5438 2020-09-16 19:02:02,056 - mmaction - INFO - Epoch [35][380/1320] lr: 2.000e-03, eta: 12:18:43, time: 2.010, data_time: 0.055, memory: 10966, top1_acc: 0.5250, top5_acc: 0.8094, loss_cls: 1.7479, loss: 1.7479, grad_norm: 5.5123 2020-09-16 19:02:44,318 - mmaction - INFO - Epoch [35][400/1320] lr: 2.000e-03, eta: 12:18:00, time: 2.113, data_time: 0.117, memory: 10966, top1_acc: 0.5445, top5_acc: 0.8141, loss_cls: 1.6861, loss: 1.6861, grad_norm: 5.4244 2020-09-16 19:03:24,082 - mmaction - INFO - Epoch [35][420/1320] lr: 2.000e-03, eta: 12:17:15, time: 1.987, data_time: 0.110, memory: 10966, top1_acc: 0.5270, top5_acc: 0.8164, loss_cls: 1.7272, loss: 1.7272, grad_norm: 5.5426 2020-09-16 19:04:05,446 - mmaction - INFO - Epoch [35][440/1320] lr: 2.000e-03, eta: 12:16:32, time: 2.069, data_time: 0.193, memory: 10966, top1_acc: 0.5316, top5_acc: 0.8055, loss_cls: 1.7339, loss: 1.7339, grad_norm: 5.4956 2020-09-16 19:04:49,183 - mmaction - INFO - Epoch [35][460/1320] lr: 2.000e-03, eta: 12:15:50, time: 2.187, data_time: 0.400, memory: 10966, top1_acc: 0.5344, top5_acc: 0.8070, loss_cls: 1.7661, loss: 1.7661, grad_norm: 5.6478 2020-09-16 19:05:25,626 - mmaction - INFO - Epoch [35][480/1320] lr: 2.000e-03, eta: 12:15:04, time: 1.822, data_time: 0.279, memory: 10966, top1_acc: 0.5199, top5_acc: 0.8066, loss_cls: 1.8058, loss: 1.8058, grad_norm: 5.6565 2020-09-16 19:06:07,860 - mmaction - INFO - Epoch [35][500/1320] lr: 2.000e-03, eta: 12:14:21, time: 2.111, data_time: 0.261, memory: 10966, top1_acc: 0.5254, top5_acc: 0.8004, loss_cls: 1.7845, loss: 1.7845, grad_norm: 5.8117 2020-09-16 19:06:50,591 - mmaction - INFO - Epoch [35][520/1320] lr: 2.000e-03, eta: 12:13:39, time: 2.136, data_time: 0.023, memory: 10966, top1_acc: 0.5371, top5_acc: 0.8086, loss_cls: 1.7514, loss: 1.7514, grad_norm: 5.5955 2020-09-16 19:07:32,447 - mmaction - INFO - Epoch [35][540/1320] lr: 2.000e-03, eta: 12:12:55, time: 2.091, data_time: 0.006, memory: 10966, top1_acc: 0.5516, top5_acc: 0.8273, loss_cls: 1.6835, loss: 1.6835, grad_norm: 5.5151 2020-09-16 19:08:13,137 - mmaction - INFO - Epoch [35][560/1320] lr: 2.000e-03, eta: 12:12:12, time: 2.035, data_time: 0.115, memory: 10966, top1_acc: 0.5184, top5_acc: 0.8117, loss_cls: 1.7615, loss: 1.7615, grad_norm: 5.6805 2020-09-16 19:08:54,572 - mmaction - INFO - Epoch [35][580/1320] lr: 2.000e-03, eta: 12:11:28, time: 2.075, data_time: 0.170, memory: 10966, top1_acc: 0.5480, top5_acc: 0.8125, loss_cls: 1.7040, loss: 1.7040, grad_norm: 5.5743 2020-09-16 19:09:34,665 - mmaction - INFO - Epoch [35][600/1320] lr: 2.000e-03, eta: 12:10:44, time: 2.003, data_time: 1.223, memory: 10966, top1_acc: 0.5391, top5_acc: 0.8250, loss_cls: 1.6791, loss: 1.6791, grad_norm: 5.5665 2020-09-16 19:10:17,038 - mmaction - INFO - Epoch [35][620/1320] lr: 2.000e-03, eta: 12:10:02, time: 2.120, data_time: 1.539, memory: 10966, top1_acc: 0.5266, top5_acc: 0.8074, loss_cls: 1.7916, loss: 1.7916, grad_norm: 5.8009 2020-09-16 19:10:56,936 - mmaction - INFO - Epoch [35][640/1320] lr: 2.000e-03, eta: 12:09:18, time: 1.995, data_time: 1.362, memory: 10966, top1_acc: 0.5250, top5_acc: 0.8004, loss_cls: 1.7775, loss: 1.7775, grad_norm: 5.5958 2020-09-16 19:11:40,038 - mmaction - INFO - Epoch [35][660/1320] lr: 2.000e-03, eta: 12:08:35, time: 2.154, data_time: 1.400, memory: 10966, top1_acc: 0.5387, top5_acc: 0.8176, loss_cls: 1.7126, loss: 1.7126, grad_norm: 5.4916 2020-09-16 19:12:19,603 - mmaction - INFO - Epoch [35][680/1320] lr: 2.000e-03, eta: 12:07:51, time: 1.980, data_time: 1.370, memory: 10966, top1_acc: 0.5168, top5_acc: 0.7969, loss_cls: 1.7917, loss: 1.7917, grad_norm: 5.6382 2020-09-16 19:13:01,162 - mmaction - INFO - Epoch [35][700/1320] lr: 2.000e-03, eta: 12:07:08, time: 2.076, data_time: 0.088, memory: 10966, top1_acc: 0.5340, top5_acc: 0.8137, loss_cls: 1.7137, loss: 1.7137, grad_norm: 5.4728 2020-09-16 19:13:42,675 - mmaction - INFO - Epoch [35][720/1320] lr: 2.000e-03, eta: 12:06:24, time: 2.078, data_time: 0.210, memory: 10966, top1_acc: 0.5379, top5_acc: 0.8246, loss_cls: 1.6998, loss: 1.6998, grad_norm: 5.5768 2020-09-16 19:14:25,521 - mmaction - INFO - Epoch [35][740/1320] lr: 2.000e-03, eta: 12:05:42, time: 2.140, data_time: 0.200, memory: 10966, top1_acc: 0.5336, top5_acc: 0.8125, loss_cls: 1.7154, loss: 1.7154, grad_norm: 5.5657 2020-09-16 19:15:06,543 - mmaction - INFO - Epoch [35][760/1320] lr: 2.000e-03, eta: 12:04:58, time: 2.053, data_time: 0.681, memory: 10966, top1_acc: 0.5371, top5_acc: 0.8246, loss_cls: 1.6804, loss: 1.6804, grad_norm: 5.4831 2020-09-16 19:15:45,790 - mmaction - INFO - Epoch [35][780/1320] lr: 2.000e-03, eta: 12:04:14, time: 1.962, data_time: 0.657, memory: 10966, top1_acc: 0.5344, top5_acc: 0.8063, loss_cls: 1.7173, loss: 1.7173, grad_norm: 5.6815 2020-09-16 19:16:26,742 - mmaction - INFO - Epoch [35][800/1320] lr: 2.000e-03, eta: 12:03:30, time: 2.045, data_time: 0.003, memory: 10966, top1_acc: 0.5414, top5_acc: 0.8227, loss_cls: 1.6657, loss: 1.6657, grad_norm: 5.3969 2020-09-16 19:17:08,046 - mmaction - INFO - Epoch [35][820/1320] lr: 2.000e-03, eta: 12:02:47, time: 2.066, data_time: 0.118, memory: 10966, top1_acc: 0.5336, top5_acc: 0.8074, loss_cls: 1.7496, loss: 1.7496, grad_norm: 5.4351 2020-09-16 19:17:49,709 - mmaction - INFO - Epoch [35][840/1320] lr: 2.000e-03, eta: 12:02:04, time: 2.082, data_time: 0.079, memory: 10966, top1_acc: 0.5250, top5_acc: 0.8035, loss_cls: 1.7765, loss: 1.7765, grad_norm: 5.7536 2020-09-16 19:18:31,347 - mmaction - INFO - Epoch [35][860/1320] lr: 2.000e-03, eta: 12:01:21, time: 2.084, data_time: 0.607, memory: 10966, top1_acc: 0.5434, top5_acc: 0.8227, loss_cls: 1.6983, loss: 1.6983, grad_norm: 5.6448 2020-09-16 19:19:11,073 - mmaction - INFO - Epoch [35][880/1320] lr: 2.000e-03, eta: 12:00:37, time: 1.986, data_time: 0.185, memory: 10966, top1_acc: 0.5437, top5_acc: 0.8152, loss_cls: 1.7176, loss: 1.7176, grad_norm: 5.5481 2020-09-16 19:19:54,014 - mmaction - INFO - Epoch [35][900/1320] lr: 2.000e-03, eta: 11:59:54, time: 2.146, data_time: 0.003, memory: 10966, top1_acc: 0.5340, top5_acc: 0.8082, loss_cls: 1.7083, loss: 1.7083, grad_norm: 5.4978 2020-09-16 19:20:37,095 - mmaction - INFO - Epoch [35][920/1320] lr: 2.000e-03, eta: 11:59:11, time: 2.155, data_time: 0.004, memory: 10966, top1_acc: 0.5371, top5_acc: 0.8156, loss_cls: 1.6933, loss: 1.6933, grad_norm: 5.4286 2020-09-16 19:21:17,517 - mmaction - INFO - Epoch [35][940/1320] lr: 2.000e-03, eta: 11:58:28, time: 2.022, data_time: 0.004, memory: 10966, top1_acc: 0.5160, top5_acc: 0.8141, loss_cls: 1.7777, loss: 1.7777, grad_norm: 5.7094 2020-09-16 19:22:00,521 - mmaction - INFO - Epoch [35][960/1320] lr: 2.000e-03, eta: 11:57:45, time: 2.148, data_time: 0.020, memory: 10966, top1_acc: 0.5383, top5_acc: 0.8098, loss_cls: 1.7360, loss: 1.7360, grad_norm: 5.6756 2020-09-16 19:22:42,867 - mmaction - INFO - Epoch [35][980/1320] lr: 2.000e-03, eta: 11:57:02, time: 2.114, data_time: 0.004, memory: 10966, top1_acc: 0.5375, top5_acc: 0.8105, loss_cls: 1.7608, loss: 1.7608, grad_norm: 5.6020 2020-09-16 19:23:24,788 - mmaction - INFO - Epoch [35][1000/1320] lr: 2.000e-03, eta: 11:56:19, time: 2.099, data_time: 0.022, memory: 10966, top1_acc: 0.5387, top5_acc: 0.8078, loss_cls: 1.7301, loss: 1.7301, grad_norm: 5.7080 2020-09-16 19:24:04,037 - mmaction - INFO - Epoch [35][1020/1320] lr: 2.000e-03, eta: 11:55:35, time: 1.962, data_time: 0.005, memory: 10966, top1_acc: 0.5211, top5_acc: 0.8016, loss_cls: 1.8254, loss: 1.8254, grad_norm: 5.7773 2020-09-16 19:24:44,745 - mmaction - INFO - Epoch [35][1040/1320] lr: 2.000e-03, eta: 11:54:51, time: 2.039, data_time: 0.006, memory: 10966, top1_acc: 0.5285, top5_acc: 0.8020, loss_cls: 1.7601, loss: 1.7601, grad_norm: 5.5806 2020-09-16 19:25:26,011 - mmaction - INFO - Epoch [35][1060/1320] lr: 2.000e-03, eta: 11:54:08, time: 2.061, data_time: 0.003, memory: 10966, top1_acc: 0.5207, top5_acc: 0.8000, loss_cls: 1.7732, loss: 1.7732, grad_norm: 5.7446 2020-09-16 19:26:08,431 - mmaction - INFO - Epoch [35][1080/1320] lr: 2.000e-03, eta: 11:53:25, time: 2.122, data_time: 0.005, memory: 10966, top1_acc: 0.5258, top5_acc: 0.8125, loss_cls: 1.7294, loss: 1.7294, grad_norm: 5.5993 2020-09-16 19:26:49,853 - mmaction - INFO - Epoch [35][1100/1320] lr: 2.000e-03, eta: 11:52:42, time: 2.071, data_time: 0.020, memory: 10966, top1_acc: 0.5129, top5_acc: 0.8156, loss_cls: 1.7802, loss: 1.7802, grad_norm: 5.7463 2020-09-16 19:27:31,778 - mmaction - INFO - Epoch [35][1120/1320] lr: 2.000e-03, eta: 11:51:59, time: 2.093, data_time: 0.140, memory: 10966, top1_acc: 0.5102, top5_acc: 0.8023, loss_cls: 1.8146, loss: 1.8146, grad_norm: 5.7134 2020-09-16 19:28:12,732 - mmaction - INFO - Epoch [35][1140/1320] lr: 2.000e-03, eta: 11:51:15, time: 2.052, data_time: 1.167, memory: 10966, top1_acc: 0.5387, top5_acc: 0.7977, loss_cls: 1.7761, loss: 1.7761, grad_norm: 5.7230 2020-09-16 19:28:54,516 - mmaction - INFO - Epoch [35][1160/1320] lr: 2.000e-03, eta: 11:50:32, time: 2.086, data_time: 0.312, memory: 10966, top1_acc: 0.5234, top5_acc: 0.8051, loss_cls: 1.7566, loss: 1.7566, grad_norm: 5.6051 2020-09-16 19:29:35,552 - mmaction - INFO - Epoch [35][1180/1320] lr: 2.000e-03, eta: 11:49:49, time: 2.054, data_time: 0.036, memory: 10966, top1_acc: 0.5293, top5_acc: 0.8152, loss_cls: 1.7394, loss: 1.7394, grad_norm: 5.5735 2020-09-16 19:30:17,782 - mmaction - INFO - Epoch [35][1200/1320] lr: 2.000e-03, eta: 11:49:06, time: 2.109, data_time: 0.004, memory: 10966, top1_acc: 0.5348, top5_acc: 0.8230, loss_cls: 1.6937, loss: 1.6937, grad_norm: 5.5406 2020-09-16 19:30:57,601 - mmaction - INFO - Epoch [35][1220/1320] lr: 2.000e-03, eta: 11:48:22, time: 1.994, data_time: 0.006, memory: 10966, top1_acc: 0.5340, top5_acc: 0.8109, loss_cls: 1.7593, loss: 1.7593, grad_norm: 5.8098 2020-09-16 19:31:39,089 - mmaction - INFO - Epoch [35][1240/1320] lr: 2.000e-03, eta: 11:47:38, time: 2.075, data_time: 0.060, memory: 10966, top1_acc: 0.5414, top5_acc: 0.8082, loss_cls: 1.7593, loss: 1.7593, grad_norm: 5.6978 2020-09-16 19:32:22,037 - mmaction - INFO - Epoch [35][1260/1320] lr: 2.000e-03, eta: 11:46:56, time: 2.118, data_time: 0.642, memory: 10966, top1_acc: 0.5410, top5_acc: 0.8074, loss_cls: 1.7247, loss: 1.7247, grad_norm: 5.6086 2020-09-16 19:33:04,881 - mmaction - INFO - Epoch [35][1280/1320] lr: 2.000e-03, eta: 11:46:13, time: 2.172, data_time: 0.033, memory: 10966, top1_acc: 0.5305, top5_acc: 0.8066, loss_cls: 1.7837, loss: 1.7837, grad_norm: 5.6594 2020-09-16 19:33:47,901 - mmaction - INFO - Epoch [35][1300/1320] lr: 2.000e-03, eta: 11:45:30, time: 2.143, data_time: 0.002, memory: 10966, top1_acc: 0.5430, top5_acc: 0.8105, loss_cls: 1.7191, loss: 1.7191, grad_norm: 5.5201 2020-09-16 19:34:25,098 - mmaction - INFO - Epoch [35][1320/1320] lr: 2.000e-03, eta: 11:44:45, time: 1.866, data_time: 0.286, memory: 10966, top1_acc: 0.5254, top5_acc: 0.8202, loss_cls: 1.7074, loss: 1.7074, grad_norm: 5.6002 2020-09-16 19:34:35,422 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-09-16 19:42:03,127 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 19:42:03,477 - mmaction - INFO - top1_acc 0.3180 top5_acc 0.6132 2020-09-16 19:42:03,477 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 19:42:03,544 - mmaction - INFO - mean_acc 0.2552 2020-09-16 19:42:03,549 - mmaction - INFO - Epoch(val) [35][1320] top1_acc: 0.3180, top5_acc: 0.6132, mean_class_accuracy: 0.2552 2020-09-16 19:44:13,151 - mmaction - INFO - Epoch [36][20/1320] lr: 2.000e-03, eta: 11:44:40, time: 6.478, data_time: 5.879, memory: 10966, top1_acc: 0.5383, top5_acc: 0.8145, loss_cls: 1.7255, loss: 1.7255, grad_norm: 5.5979 2020-09-16 19:44:56,652 - mmaction - INFO - Epoch [36][40/1320] lr: 2.000e-03, eta: 11:43:57, time: 2.175, data_time: 0.723, memory: 10966, top1_acc: 0.5406, top5_acc: 0.8156, loss_cls: 1.7328, loss: 1.7328, grad_norm: 5.5633 2020-09-16 19:45:39,538 - mmaction - INFO - Epoch [36][60/1320] lr: 2.000e-03, eta: 11:43:15, time: 2.141, data_time: 0.265, memory: 10966, top1_acc: 0.5488, top5_acc: 0.8094, loss_cls: 1.6979, loss: 1.6979, grad_norm: 5.5876 2020-09-16 19:46:16,755 - mmaction - INFO - Epoch [36][80/1320] lr: 2.000e-03, eta: 11:42:30, time: 1.864, data_time: 0.115, memory: 10966, top1_acc: 0.5328, top5_acc: 0.8141, loss_cls: 1.7428, loss: 1.7428, grad_norm: 5.6533 2020-09-16 19:46:57,754 - mmaction - INFO - Epoch [36][100/1320] lr: 2.000e-03, eta: 11:41:46, time: 2.048, data_time: 0.123, memory: 10966, top1_acc: 0.5434, top5_acc: 0.8203, loss_cls: 1.6910, loss: 1.6910, grad_norm: 5.6142 2020-09-16 19:47:38,117 - mmaction - INFO - Epoch [36][120/1320] lr: 2.000e-03, eta: 11:41:02, time: 2.018, data_time: 0.782, memory: 10966, top1_acc: 0.5434, top5_acc: 0.8145, loss_cls: 1.6621, loss: 1.6621, grad_norm: 5.5302 2020-09-16 19:48:20,209 - mmaction - INFO - Epoch [36][140/1320] lr: 2.000e-03, eta: 11:40:19, time: 2.107, data_time: 1.163, memory: 10966, top1_acc: 0.5434, top5_acc: 0.8082, loss_cls: 1.7291, loss: 1.7291, grad_norm: 5.7030 2020-09-16 19:49:00,876 - mmaction - INFO - Epoch [36][160/1320] lr: 2.000e-03, eta: 11:39:36, time: 2.033, data_time: 1.341, memory: 10966, top1_acc: 0.5469, top5_acc: 0.8145, loss_cls: 1.7121, loss: 1.7121, grad_norm: 5.6008 2020-09-16 19:49:42,727 - mmaction - INFO - Epoch [36][180/1320] lr: 2.000e-03, eta: 11:38:53, time: 2.090, data_time: 1.466, memory: 10966, top1_acc: 0.5492, top5_acc: 0.8223, loss_cls: 1.6749, loss: 1.6749, grad_norm: 5.5130 2020-09-16 19:50:24,154 - mmaction - INFO - Epoch [36][200/1320] lr: 2.000e-03, eta: 11:38:09, time: 2.075, data_time: 1.490, memory: 10966, top1_acc: 0.5266, top5_acc: 0.8133, loss_cls: 1.7323, loss: 1.7323, grad_norm: 5.8121 2020-09-16 19:51:05,265 - mmaction - INFO - Epoch [36][220/1320] lr: 2.000e-03, eta: 11:37:26, time: 2.054, data_time: 0.997, memory: 10966, top1_acc: 0.5223, top5_acc: 0.7988, loss_cls: 1.7879, loss: 1.7879, grad_norm: 5.7423 2020-09-16 19:51:46,328 - mmaction - INFO - Epoch [36][240/1320] lr: 2.000e-03, eta: 11:36:42, time: 2.050, data_time: 0.965, memory: 10966, top1_acc: 0.5555, top5_acc: 0.8145, loss_cls: 1.6986, loss: 1.6986, grad_norm: 5.6455 2020-09-16 19:52:25,132 - mmaction - INFO - Epoch [36][260/1320] lr: 2.000e-03, eta: 11:35:58, time: 1.942, data_time: 0.021, memory: 10966, top1_acc: 0.5367, top5_acc: 0.8187, loss_cls: 1.7170, loss: 1.7170, grad_norm: 5.6335 2020-09-16 19:53:08,200 - mmaction - INFO - Epoch [36][280/1320] lr: 2.000e-03, eta: 11:35:15, time: 2.155, data_time: 0.373, memory: 10966, top1_acc: 0.5398, top5_acc: 0.8031, loss_cls: 1.7157, loss: 1.7157, grad_norm: 5.5986 2020-09-16 19:53:49,350 - mmaction - INFO - Epoch [36][300/1320] lr: 2.000e-03, eta: 11:34:32, time: 2.058, data_time: 0.018, memory: 10966, top1_acc: 0.5512, top5_acc: 0.8063, loss_cls: 1.7381, loss: 1.7381, grad_norm: 5.6951 2020-09-16 19:54:29,194 - mmaction - INFO - Epoch [36][320/1320] lr: 2.000e-03, eta: 11:33:48, time: 1.988, data_time: 0.239, memory: 10966, top1_acc: 0.5328, top5_acc: 0.8117, loss_cls: 1.7381, loss: 1.7381, grad_norm: 5.7297 2020-09-16 19:55:10,032 - mmaction - INFO - Epoch [36][340/1320] lr: 2.000e-03, eta: 11:33:05, time: 2.046, data_time: 0.100, memory: 10966, top1_acc: 0.5270, top5_acc: 0.8141, loss_cls: 1.7366, loss: 1.7366, grad_norm: 5.7698 2020-09-16 19:55:53,496 - mmaction - INFO - Epoch [36][360/1320] lr: 2.000e-03, eta: 11:32:22, time: 2.174, data_time: 0.002, memory: 10966, top1_acc: 0.5508, top5_acc: 0.8250, loss_cls: 1.6673, loss: 1.6673, grad_norm: 5.7157 2020-09-16 19:56:34,372 - mmaction - INFO - Epoch [36][380/1320] lr: 2.000e-03, eta: 11:31:39, time: 2.040, data_time: 0.374, memory: 10966, top1_acc: 0.5379, top5_acc: 0.8164, loss_cls: 1.6934, loss: 1.6934, grad_norm: 5.6452 2020-09-16 19:57:14,829 - mmaction - INFO - Epoch [36][400/1320] lr: 2.000e-03, eta: 11:30:55, time: 2.023, data_time: 0.010, memory: 10966, top1_acc: 0.5340, top5_acc: 0.8145, loss_cls: 1.7135, loss: 1.7135, grad_norm: 5.7956 2020-09-16 19:57:54,256 - mmaction - INFO - Epoch [36][420/1320] lr: 2.000e-03, eta: 11:30:11, time: 1.972, data_time: 0.007, memory: 10966, top1_acc: 0.5418, top5_acc: 0.8148, loss_cls: 1.7078, loss: 1.7078, grad_norm: 5.7083 2020-09-16 19:58:35,085 - mmaction - INFO - Epoch [36][440/1320] lr: 2.000e-03, eta: 11:29:27, time: 2.043, data_time: 0.913, memory: 10966, top1_acc: 0.5430, top5_acc: 0.8141, loss_cls: 1.7192, loss: 1.7192, grad_norm: 5.5743 2020-09-16 19:59:16,325 - mmaction - INFO - Epoch [36][460/1320] lr: 2.000e-03, eta: 11:28:44, time: 2.057, data_time: 0.909, memory: 10966, top1_acc: 0.5242, top5_acc: 0.8098, loss_cls: 1.7532, loss: 1.7532, grad_norm: 5.7387 2020-09-16 19:59:58,008 - mmaction - INFO - Epoch [36][480/1320] lr: 2.000e-03, eta: 11:28:01, time: 2.090, data_time: 0.498, memory: 10966, top1_acc: 0.5441, top5_acc: 0.8215, loss_cls: 1.6791, loss: 1.6791, grad_norm: 5.7059 2020-09-16 20:00:39,509 - mmaction - INFO - Epoch [36][500/1320] lr: 2.000e-03, eta: 11:27:17, time: 2.074, data_time: 0.498, memory: 10966, top1_acc: 0.5410, top5_acc: 0.8191, loss_cls: 1.6911, loss: 1.6911, grad_norm: 5.5396 2020-09-16 20:01:20,615 - mmaction - INFO - Epoch [36][520/1320] lr: 2.000e-03, eta: 11:26:34, time: 2.056, data_time: 0.037, memory: 10966, top1_acc: 0.5398, top5_acc: 0.8234, loss_cls: 1.7213, loss: 1.7213, grad_norm: 5.7112 2020-09-16 20:02:00,546 - mmaction - INFO - Epoch [36][540/1320] lr: 2.000e-03, eta: 11:25:50, time: 1.995, data_time: 0.245, memory: 10966, top1_acc: 0.5430, top5_acc: 0.8148, loss_cls: 1.7262, loss: 1.7262, grad_norm: 5.5733 2020-09-16 20:02:43,101 - mmaction - INFO - Epoch [36][560/1320] lr: 2.000e-03, eta: 11:25:07, time: 2.128, data_time: 0.005, memory: 10966, top1_acc: 0.5234, top5_acc: 0.8102, loss_cls: 1.7434, loss: 1.7434, grad_norm: 5.7844 2020-09-16 20:03:23,392 - mmaction - INFO - Epoch [36][580/1320] lr: 2.000e-03, eta: 11:24:24, time: 2.012, data_time: 0.032, memory: 10966, top1_acc: 0.5348, top5_acc: 0.8160, loss_cls: 1.7016, loss: 1.7016, grad_norm: 5.6122 2020-09-16 20:04:03,021 - mmaction - INFO - Epoch [36][600/1320] lr: 2.000e-03, eta: 11:23:40, time: 1.983, data_time: 0.552, memory: 10966, top1_acc: 0.5484, top5_acc: 0.8203, loss_cls: 1.6992, loss: 1.6992, grad_norm: 5.6295 2020-09-16 20:04:45,033 - mmaction - INFO - Epoch [36][620/1320] lr: 2.000e-03, eta: 11:22:57, time: 2.102, data_time: 0.660, memory: 10966, top1_acc: 0.5148, top5_acc: 0.8109, loss_cls: 1.7628, loss: 1.7628, grad_norm: 5.8562 2020-09-16 20:05:24,694 - mmaction - INFO - Epoch [36][640/1320] lr: 2.000e-03, eta: 11:22:13, time: 1.983, data_time: 1.305, memory: 10966, top1_acc: 0.5316, top5_acc: 0.8051, loss_cls: 1.7551, loss: 1.7551, grad_norm: 5.8100 2020-09-16 20:06:06,201 - mmaction - INFO - Epoch [36][660/1320] lr: 2.000e-03, eta: 11:21:29, time: 2.076, data_time: 1.110, memory: 10966, top1_acc: 0.5441, top5_acc: 0.8125, loss_cls: 1.7220, loss: 1.7220, grad_norm: 5.7355 2020-09-16 20:06:49,161 - mmaction - INFO - Epoch [36][680/1320] lr: 2.000e-03, eta: 11:20:47, time: 2.145, data_time: 1.243, memory: 10966, top1_acc: 0.5266, top5_acc: 0.8027, loss_cls: 1.7425, loss: 1.7425, grad_norm: 5.6092 2020-09-16 20:07:29,237 - mmaction - INFO - Epoch [36][700/1320] lr: 2.000e-03, eta: 11:20:03, time: 2.007, data_time: 0.049, memory: 10966, top1_acc: 0.5363, top5_acc: 0.8176, loss_cls: 1.7002, loss: 1.7002, grad_norm: 5.6859 2020-09-16 20:08:11,929 - mmaction - INFO - Epoch [36][720/1320] lr: 2.000e-03, eta: 11:19:20, time: 2.135, data_time: 0.032, memory: 10966, top1_acc: 0.5262, top5_acc: 0.8066, loss_cls: 1.7782, loss: 1.7782, grad_norm: 5.8492 2020-09-16 20:08:55,622 - mmaction - INFO - Epoch [36][740/1320] lr: 2.000e-03, eta: 11:18:38, time: 2.183, data_time: 0.003, memory: 10966, top1_acc: 0.5480, top5_acc: 0.8145, loss_cls: 1.7195, loss: 1.7195, grad_norm: 5.7263 2020-09-16 20:09:36,039 - mmaction - INFO - Epoch [36][760/1320] lr: 2.000e-03, eta: 11:17:54, time: 2.021, data_time: 0.006, memory: 10966, top1_acc: 0.5414, top5_acc: 0.8180, loss_cls: 1.6982, loss: 1.6982, grad_norm: 5.6460 2020-09-16 20:10:15,989 - mmaction - INFO - Epoch [36][780/1320] lr: 2.000e-03, eta: 11:17:10, time: 1.999, data_time: 0.286, memory: 10966, top1_acc: 0.5258, top5_acc: 0.7930, loss_cls: 1.8132, loss: 1.8132, grad_norm: 5.9150 2020-09-16 20:10:58,427 - mmaction - INFO - Epoch [36][800/1320] lr: 2.000e-03, eta: 11:16:28, time: 2.121, data_time: 0.942, memory: 10966, top1_acc: 0.5324, top5_acc: 0.8094, loss_cls: 1.7218, loss: 1.7218, grad_norm: 5.7082 2020-09-16 20:11:40,741 - mmaction - INFO - Epoch [36][820/1320] lr: 2.000e-03, eta: 11:15:45, time: 2.115, data_time: 1.513, memory: 10966, top1_acc: 0.5371, top5_acc: 0.8137, loss_cls: 1.7334, loss: 1.7334, grad_norm: 5.8848 2020-09-16 20:12:21,124 - mmaction - INFO - Epoch [36][840/1320] lr: 2.000e-03, eta: 11:15:01, time: 2.022, data_time: 1.058, memory: 10966, top1_acc: 0.5254, top5_acc: 0.8105, loss_cls: 1.7591, loss: 1.7591, grad_norm: 5.8345 2020-09-16 20:13:03,927 - mmaction - INFO - Epoch [36][860/1320] lr: 2.000e-03, eta: 11:14:18, time: 2.139, data_time: 0.023, memory: 10966, top1_acc: 0.5367, top5_acc: 0.8008, loss_cls: 1.7709, loss: 1.7709, grad_norm: 5.8142 2020-09-16 20:13:46,894 - mmaction - INFO - Epoch [36][880/1320] lr: 2.000e-03, eta: 11:13:36, time: 2.148, data_time: 0.003, memory: 10966, top1_acc: 0.5469, top5_acc: 0.8145, loss_cls: 1.7344, loss: 1.7344, grad_norm: 5.7906 2020-09-16 20:14:30,990 - mmaction - INFO - Epoch [36][900/1320] lr: 2.000e-03, eta: 11:12:54, time: 2.203, data_time: 0.006, memory: 10966, top1_acc: 0.5258, top5_acc: 0.8051, loss_cls: 1.7497, loss: 1.7497, grad_norm: 5.7194 2020-09-16 20:15:10,354 - mmaction - INFO - Epoch [36][920/1320] lr: 2.000e-03, eta: 11:12:09, time: 1.969, data_time: 0.250, memory: 10966, top1_acc: 0.5375, top5_acc: 0.8129, loss_cls: 1.7251, loss: 1.7251, grad_norm: 5.7286 2020-09-16 20:15:50,873 - mmaction - INFO - Epoch [36][940/1320] lr: 2.000e-03, eta: 11:11:26, time: 2.023, data_time: 1.252, memory: 10966, top1_acc: 0.5414, top5_acc: 0.8063, loss_cls: 1.7396, loss: 1.7396, grad_norm: 5.6485 2020-09-16 20:16:30,495 - mmaction - INFO - Epoch [36][960/1320] lr: 2.000e-03, eta: 11:10:42, time: 1.985, data_time: 0.745, memory: 10966, top1_acc: 0.5348, top5_acc: 0.8078, loss_cls: 1.7633, loss: 1.7633, grad_norm: 5.6173 2020-09-16 20:17:11,058 - mmaction - INFO - Epoch [36][980/1320] lr: 2.000e-03, eta: 11:09:58, time: 2.027, data_time: 0.158, memory: 10966, top1_acc: 0.5281, top5_acc: 0.8148, loss_cls: 1.7209, loss: 1.7209, grad_norm: 5.7058 2020-09-16 20:17:52,462 - mmaction - INFO - Epoch [36][1000/1320] lr: 2.000e-03, eta: 11:09:15, time: 2.072, data_time: 0.058, memory: 10966, top1_acc: 0.5277, top5_acc: 0.8219, loss_cls: 1.7233, loss: 1.7233, grad_norm: 5.6835 2020-09-16 20:18:33,378 - mmaction - INFO - Epoch [36][1020/1320] lr: 2.000e-03, eta: 11:08:32, time: 2.042, data_time: 0.603, memory: 10966, top1_acc: 0.5344, top5_acc: 0.8094, loss_cls: 1.7549, loss: 1.7549, grad_norm: 5.8295 2020-09-16 20:19:12,757 - mmaction - INFO - Epoch [36][1040/1320] lr: 2.000e-03, eta: 11:07:48, time: 1.972, data_time: 0.263, memory: 10966, top1_acc: 0.5352, top5_acc: 0.8074, loss_cls: 1.7092, loss: 1.7092, grad_norm: 5.6272 2020-09-16 20:19:55,647 - mmaction - INFO - Epoch [36][1060/1320] lr: 2.000e-03, eta: 11:07:05, time: 2.143, data_time: 0.137, memory: 10966, top1_acc: 0.5391, top5_acc: 0.8152, loss_cls: 1.7204, loss: 1.7204, grad_norm: 5.6582 2020-09-16 20:20:38,939 - mmaction - INFO - Epoch [36][1080/1320] lr: 2.000e-03, eta: 11:06:22, time: 2.166, data_time: 0.357, memory: 10966, top1_acc: 0.5406, top5_acc: 0.8191, loss_cls: 1.6778, loss: 1.6778, grad_norm: 5.6615 2020-09-16 20:21:19,541 - mmaction - INFO - Epoch [36][1100/1320] lr: 2.000e-03, eta: 11:05:39, time: 2.031, data_time: 0.209, memory: 10966, top1_acc: 0.5340, top5_acc: 0.8008, loss_cls: 1.7755, loss: 1.7755, grad_norm: 5.7365 2020-09-16 20:22:00,852 - mmaction - INFO - Epoch [36][1120/1320] lr: 2.000e-03, eta: 11:04:56, time: 2.062, data_time: 0.004, memory: 10966, top1_acc: 0.5246, top5_acc: 0.8109, loss_cls: 1.7556, loss: 1.7556, grad_norm: 5.5829 2020-09-16 20:22:41,854 - mmaction - INFO - Epoch [36][1140/1320] lr: 2.000e-03, eta: 11:04:12, time: 2.053, data_time: 0.009, memory: 10966, top1_acc: 0.5320, top5_acc: 0.8129, loss_cls: 1.7101, loss: 1.7101, grad_norm: 5.7527 2020-09-16 20:23:23,406 - mmaction - INFO - Epoch [36][1160/1320] lr: 2.000e-03, eta: 11:03:29, time: 2.079, data_time: 0.004, memory: 10966, top1_acc: 0.5301, top5_acc: 0.8168, loss_cls: 1.7104, loss: 1.7104, grad_norm: 5.7140 2020-09-16 20:24:03,978 - mmaction - INFO - Epoch [36][1180/1320] lr: 2.000e-03, eta: 11:02:45, time: 2.024, data_time: 0.003, memory: 10966, top1_acc: 0.5238, top5_acc: 0.8078, loss_cls: 1.7596, loss: 1.7596, grad_norm: 5.8213 2020-09-16 20:24:44,199 - mmaction - INFO - Epoch [36][1200/1320] lr: 2.000e-03, eta: 11:02:02, time: 2.015, data_time: 0.070, memory: 10966, top1_acc: 0.5500, top5_acc: 0.8187, loss_cls: 1.6991, loss: 1.6991, grad_norm: 5.6360 2020-09-16 20:25:27,030 - mmaction - INFO - Epoch [36][1220/1320] lr: 2.000e-03, eta: 11:01:19, time: 2.141, data_time: 0.201, memory: 10966, top1_acc: 0.5312, top5_acc: 0.8051, loss_cls: 1.7512, loss: 1.7512, grad_norm: 5.7964 2020-09-16 20:26:06,191 - mmaction - INFO - Epoch [36][1240/1320] lr: 2.000e-03, eta: 11:00:35, time: 1.956, data_time: 0.060, memory: 10966, top1_acc: 0.5398, top5_acc: 0.8102, loss_cls: 1.7329, loss: 1.7329, grad_norm: 5.7319 2020-09-16 20:26:50,234 - mmaction - INFO - Epoch [36][1260/1320] lr: 2.000e-03, eta: 10:59:53, time: 2.206, data_time: 0.093, memory: 10966, top1_acc: 0.5387, top5_acc: 0.8055, loss_cls: 1.7106, loss: 1.7106, grad_norm: 5.8030 2020-09-16 20:27:30,559 - mmaction - INFO - Epoch [36][1280/1320] lr: 2.000e-03, eta: 10:59:09, time: 2.015, data_time: 0.100, memory: 10966, top1_acc: 0.5348, top5_acc: 0.8219, loss_cls: 1.7109, loss: 1.7109, grad_norm: 5.8397 2020-09-16 20:28:11,512 - mmaction - INFO - Epoch [36][1300/1320] lr: 2.000e-03, eta: 10:58:26, time: 2.046, data_time: 0.363, memory: 10966, top1_acc: 0.5418, top5_acc: 0.8070, loss_cls: 1.7647, loss: 1.7647, grad_norm: 5.9411 2020-09-16 20:28:47,599 - mmaction - INFO - Epoch [36][1320/1320] lr: 2.000e-03, eta: 10:57:41, time: 1.806, data_time: 0.093, memory: 10966, top1_acc: 0.5433, top5_acc: 0.8044, loss_cls: 1.7604, loss: 1.7604, grad_norm: 5.8991 2020-09-16 20:28:58,206 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-09-16 20:36:38,763 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 20:36:39,108 - mmaction - INFO - top1_acc 0.3136 top5_acc 0.6142 2020-09-16 20:36:39,108 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 20:36:39,162 - mmaction - INFO - mean_acc 0.2514 2020-09-16 20:36:39,168 - mmaction - INFO - Epoch(val) [36][1320] top1_acc: 0.3136, top5_acc: 0.6142, mean_class_accuracy: 0.2514 2020-09-16 20:38:57,413 - mmaction - INFO - Epoch [37][20/1320] lr: 2.000e-03, eta: 10:57:35, time: 6.908, data_time: 5.189, memory: 10966, top1_acc: 0.5379, top5_acc: 0.8156, loss_cls: 1.7222, loss: 1.7222, grad_norm: 5.7655 2020-09-16 20:39:39,209 - mmaction - INFO - Epoch [37][40/1320] lr: 2.000e-03, eta: 10:56:52, time: 2.090, data_time: 0.090, memory: 10966, top1_acc: 0.5355, top5_acc: 0.8129, loss_cls: 1.7370, loss: 1.7370, grad_norm: 5.7832 2020-09-16 20:40:23,284 - mmaction - INFO - Epoch [37][60/1320] lr: 2.000e-03, eta: 10:56:10, time: 2.205, data_time: 0.128, memory: 10966, top1_acc: 0.5508, top5_acc: 0.8234, loss_cls: 1.6688, loss: 1.6688, grad_norm: 5.6320 2020-09-16 20:41:02,313 - mmaction - INFO - Epoch [37][80/1320] lr: 2.000e-03, eta: 10:55:25, time: 1.950, data_time: 0.027, memory: 10966, top1_acc: 0.5480, top5_acc: 0.8125, loss_cls: 1.7154, loss: 1.7154, grad_norm: 5.6955 2020-09-16 20:41:44,756 - mmaction - INFO - Epoch [37][100/1320] lr: 2.000e-03, eta: 10:54:42, time: 2.117, data_time: 0.477, memory: 10966, top1_acc: 0.5484, top5_acc: 0.8160, loss_cls: 1.6881, loss: 1.6881, grad_norm: 5.6232 2020-09-16 20:42:24,288 - mmaction - INFO - Epoch [37][120/1320] lr: 2.000e-03, eta: 10:53:59, time: 1.981, data_time: 0.250, memory: 10966, top1_acc: 0.5289, top5_acc: 0.8203, loss_cls: 1.7163, loss: 1.7163, grad_norm: 5.7914 2020-09-16 20:43:06,619 - mmaction - INFO - Epoch [37][140/1320] lr: 2.000e-03, eta: 10:53:16, time: 2.116, data_time: 0.029, memory: 10966, top1_acc: 0.5375, top5_acc: 0.8172, loss_cls: 1.7006, loss: 1.7006, grad_norm: 5.8390 2020-09-16 20:43:47,616 - mmaction - INFO - Epoch [37][160/1320] lr: 2.000e-03, eta: 10:52:32, time: 2.049, data_time: 0.052, memory: 10966, top1_acc: 0.5543, top5_acc: 0.8258, loss_cls: 1.6699, loss: 1.6699, grad_norm: 5.6585 2020-09-16 20:44:29,671 - mmaction - INFO - Epoch [37][180/1320] lr: 2.000e-03, eta: 10:51:49, time: 2.103, data_time: 0.016, memory: 10966, top1_acc: 0.5410, top5_acc: 0.8176, loss_cls: 1.6942, loss: 1.6942, grad_norm: 5.6908 2020-09-16 20:45:11,499 - mmaction - INFO - Epoch [37][200/1320] lr: 2.000e-03, eta: 10:51:06, time: 2.092, data_time: 0.010, memory: 10966, top1_acc: 0.5387, top5_acc: 0.8156, loss_cls: 1.7056, loss: 1.7056, grad_norm: 5.8416 2020-09-16 20:45:52,423 - mmaction - INFO - Epoch [37][220/1320] lr: 2.000e-03, eta: 10:50:23, time: 2.047, data_time: 0.005, memory: 10966, top1_acc: 0.5445, top5_acc: 0.8277, loss_cls: 1.6811, loss: 1.6811, grad_norm: 5.6661 2020-09-16 20:46:37,146 - mmaction - INFO - Epoch [37][240/1320] lr: 2.000e-03, eta: 10:49:41, time: 2.234, data_time: 0.070, memory: 10966, top1_acc: 0.5316, top5_acc: 0.8211, loss_cls: 1.7535, loss: 1.7535, grad_norm: 5.8019 2020-09-16 20:47:13,938 - mmaction - INFO - Epoch [37][260/1320] lr: 2.000e-03, eta: 10:48:56, time: 1.839, data_time: 0.182, memory: 10966, top1_acc: 0.5500, top5_acc: 0.8230, loss_cls: 1.6605, loss: 1.6605, grad_norm: 5.5666 2020-09-16 20:47:58,321 - mmaction - INFO - Epoch [37][280/1320] lr: 2.000e-03, eta: 10:48:14, time: 2.221, data_time: 0.011, memory: 10966, top1_acc: 0.5367, top5_acc: 0.8012, loss_cls: 1.7367, loss: 1.7367, grad_norm: 5.8656 2020-09-16 20:48:39,840 - mmaction - INFO - Epoch [37][300/1320] lr: 2.000e-03, eta: 10:47:30, time: 2.075, data_time: 0.007, memory: 10966, top1_acc: 0.5375, top5_acc: 0.8191, loss_cls: 1.6731, loss: 1.6731, grad_norm: 5.7475 2020-09-16 20:49:18,553 - mmaction - INFO - Epoch [37][320/1320] lr: 2.000e-03, eta: 10:46:46, time: 1.936, data_time: 0.028, memory: 10966, top1_acc: 0.5426, top5_acc: 0.8254, loss_cls: 1.6825, loss: 1.6825, grad_norm: 5.7862 2020-09-16 20:50:00,562 - mmaction - INFO - Epoch [37][340/1320] lr: 2.000e-03, eta: 10:46:03, time: 2.100, data_time: 0.032, memory: 10966, top1_acc: 0.5270, top5_acc: 0.8094, loss_cls: 1.7580, loss: 1.7580, grad_norm: 5.8464 2020-09-16 20:50:43,443 - mmaction - INFO - Epoch [37][360/1320] lr: 2.000e-03, eta: 10:45:20, time: 2.145, data_time: 0.011, memory: 10966, top1_acc: 0.5598, top5_acc: 0.8246, loss_cls: 1.6589, loss: 1.6589, grad_norm: 5.7382 2020-09-16 20:51:22,139 - mmaction - INFO - Epoch [37][380/1320] lr: 2.000e-03, eta: 10:44:36, time: 1.936, data_time: 0.004, memory: 10966, top1_acc: 0.5410, top5_acc: 0.8148, loss_cls: 1.6897, loss: 1.6897, grad_norm: 5.6968 2020-09-16 20:52:05,948 - mmaction - INFO - Epoch [37][400/1320] lr: 2.000e-03, eta: 10:43:54, time: 2.190, data_time: 0.063, memory: 10966, top1_acc: 0.5609, top5_acc: 0.8164, loss_cls: 1.6790, loss: 1.6790, grad_norm: 5.7271 2020-09-16 20:52:45,090 - mmaction - INFO - Epoch [37][420/1320] lr: 2.000e-03, eta: 10:43:10, time: 1.953, data_time: 0.220, memory: 10966, top1_acc: 0.5289, top5_acc: 0.8059, loss_cls: 1.7501, loss: 1.7501, grad_norm: 5.9110 2020-09-16 20:53:25,677 - mmaction - INFO - Epoch [37][440/1320] lr: 2.000e-03, eta: 10:42:26, time: 2.034, data_time: 0.007, memory: 10966, top1_acc: 0.5305, top5_acc: 0.8168, loss_cls: 1.7291, loss: 1.7291, grad_norm: 5.9526 2020-09-16 20:54:08,291 - mmaction - INFO - Epoch [37][460/1320] lr: 2.000e-03, eta: 10:41:43, time: 2.126, data_time: 0.004, memory: 10966, top1_acc: 0.5414, top5_acc: 0.8137, loss_cls: 1.6837, loss: 1.6837, grad_norm: 5.7617 2020-09-16 20:54:50,063 - mmaction - INFO - Epoch [37][480/1320] lr: 2.000e-03, eta: 10:41:00, time: 2.091, data_time: 0.006, memory: 10966, top1_acc: 0.5305, top5_acc: 0.8207, loss_cls: 1.7088, loss: 1.7088, grad_norm: 5.7186 2020-09-16 20:55:30,639 - mmaction - INFO - Epoch [37][500/1320] lr: 2.000e-03, eta: 10:40:17, time: 2.029, data_time: 0.150, memory: 10966, top1_acc: 0.5422, top5_acc: 0.8066, loss_cls: 1.7441, loss: 1.7441, grad_norm: 5.8979 2020-09-16 20:56:12,099 - mmaction - INFO - Epoch [37][520/1320] lr: 2.000e-03, eta: 10:39:34, time: 2.071, data_time: 0.004, memory: 10966, top1_acc: 0.5297, top5_acc: 0.8125, loss_cls: 1.7075, loss: 1.7075, grad_norm: 5.6910 2020-09-16 20:56:53,121 - mmaction - INFO - Epoch [37][540/1320] lr: 2.000e-03, eta: 10:38:50, time: 2.053, data_time: 0.186, memory: 10966, top1_acc: 0.5453, top5_acc: 0.8098, loss_cls: 1.7212, loss: 1.7212, grad_norm: 5.7423 2020-09-16 20:57:34,944 - mmaction - INFO - Epoch [37][560/1320] lr: 2.000e-03, eta: 10:38:07, time: 2.092, data_time: 0.003, memory: 10966, top1_acc: 0.5418, top5_acc: 0.8016, loss_cls: 1.7360, loss: 1.7360, grad_norm: 5.8472 2020-09-16 20:58:15,784 - mmaction - INFO - Epoch [37][580/1320] lr: 2.000e-03, eta: 10:37:24, time: 2.042, data_time: 1.064, memory: 10966, top1_acc: 0.5387, top5_acc: 0.8074, loss_cls: 1.7443, loss: 1.7443, grad_norm: 5.7002 2020-09-16 20:58:56,093 - mmaction - INFO - Epoch [37][600/1320] lr: 2.000e-03, eta: 10:36:40, time: 2.013, data_time: 0.058, memory: 10966, top1_acc: 0.5535, top5_acc: 0.8230, loss_cls: 1.6572, loss: 1.6572, grad_norm: 5.7947 2020-09-16 20:59:37,660 - mmaction - INFO - Epoch [37][620/1320] lr: 2.000e-03, eta: 10:35:57, time: 2.080, data_time: 0.114, memory: 10966, top1_acc: 0.5473, top5_acc: 0.8199, loss_cls: 1.6832, loss: 1.6832, grad_norm: 5.8700 2020-09-16 21:00:20,218 - mmaction - INFO - Epoch [37][640/1320] lr: 2.000e-03, eta: 10:35:14, time: 2.123, data_time: 0.521, memory: 10966, top1_acc: 0.5434, top5_acc: 0.8199, loss_cls: 1.7016, loss: 1.7016, grad_norm: 5.8335 2020-09-16 21:01:02,777 - mmaction - INFO - Epoch [37][660/1320] lr: 2.000e-03, eta: 10:34:31, time: 2.134, data_time: 0.009, memory: 10966, top1_acc: 0.5402, top5_acc: 0.8086, loss_cls: 1.7426, loss: 1.7426, grad_norm: 5.8950 2020-09-16 21:01:42,688 - mmaction - INFO - Epoch [37][680/1320] lr: 2.000e-03, eta: 10:33:47, time: 1.995, data_time: 0.004, memory: 10966, top1_acc: 0.5285, top5_acc: 0.8121, loss_cls: 1.7160, loss: 1.7160, grad_norm: 5.7893 2020-09-16 21:02:23,085 - mmaction - INFO - Epoch [37][700/1320] lr: 2.000e-03, eta: 10:33:04, time: 2.021, data_time: 0.282, memory: 10966, top1_acc: 0.5234, top5_acc: 0.8094, loss_cls: 1.7535, loss: 1.7535, grad_norm: 5.8623 2020-09-16 21:03:05,403 - mmaction - INFO - Epoch [37][720/1320] lr: 2.000e-03, eta: 10:32:21, time: 2.110, data_time: 0.936, memory: 10966, top1_acc: 0.5379, top5_acc: 0.8098, loss_cls: 1.7383, loss: 1.7383, grad_norm: 5.8207 2020-09-16 21:03:45,513 - mmaction - INFO - Epoch [37][740/1320] lr: 2.000e-03, eta: 10:31:37, time: 2.011, data_time: 0.176, memory: 10966, top1_acc: 0.5469, top5_acc: 0.8281, loss_cls: 1.6552, loss: 1.6552, grad_norm: 5.8041 2020-09-16 21:04:26,419 - mmaction - INFO - Epoch [37][760/1320] lr: 2.000e-03, eta: 10:30:54, time: 2.042, data_time: 1.246, memory: 10966, top1_acc: 0.5426, top5_acc: 0.8195, loss_cls: 1.6678, loss: 1.6678, grad_norm: 5.6521 2020-09-16 21:05:08,127 - mmaction - INFO - Epoch [37][780/1320] lr: 2.000e-03, eta: 10:30:11, time: 2.087, data_time: 0.161, memory: 10966, top1_acc: 0.5266, top5_acc: 0.8145, loss_cls: 1.7507, loss: 1.7507, grad_norm: 5.9137 2020-09-16 21:05:49,016 - mmaction - INFO - Epoch [37][800/1320] lr: 2.000e-03, eta: 10:29:27, time: 2.043, data_time: 0.582, memory: 10966, top1_acc: 0.5367, top5_acc: 0.8023, loss_cls: 1.7477, loss: 1.7477, grad_norm: 5.9005 2020-09-16 21:06:31,995 - mmaction - INFO - Epoch [37][820/1320] lr: 2.000e-03, eta: 10:28:45, time: 2.150, data_time: 1.030, memory: 10966, top1_acc: 0.5402, top5_acc: 0.8152, loss_cls: 1.7409, loss: 1.7409, grad_norm: 5.9831 2020-09-16 21:07:12,021 - mmaction - INFO - Epoch [37][840/1320] lr: 2.000e-03, eta: 10:28:01, time: 2.004, data_time: 0.589, memory: 10966, top1_acc: 0.5418, top5_acc: 0.8191, loss_cls: 1.6868, loss: 1.6868, grad_norm: 5.8904 2020-09-16 21:07:52,226 - mmaction - INFO - Epoch [37][860/1320] lr: 2.000e-03, eta: 10:27:17, time: 2.009, data_time: 0.252, memory: 10966, top1_acc: 0.5340, top5_acc: 0.8109, loss_cls: 1.7504, loss: 1.7504, grad_norm: 5.8947 2020-09-16 21:08:32,733 - mmaction - INFO - Epoch [37][880/1320] lr: 2.000e-03, eta: 10:26:34, time: 2.018, data_time: 0.003, memory: 10966, top1_acc: 0.5457, top5_acc: 0.8199, loss_cls: 1.6913, loss: 1.6913, grad_norm: 5.7026 2020-09-16 21:09:16,208 - mmaction - INFO - Epoch [37][900/1320] lr: 2.000e-03, eta: 10:25:52, time: 2.182, data_time: 0.117, memory: 10966, top1_acc: 0.5309, top5_acc: 0.8195, loss_cls: 1.7198, loss: 1.7198, grad_norm: 5.9118 2020-09-16 21:09:57,517 - mmaction - INFO - Epoch [37][920/1320] lr: 2.000e-03, eta: 10:25:08, time: 2.066, data_time: 0.003, memory: 10966, top1_acc: 0.5258, top5_acc: 0.8063, loss_cls: 1.7625, loss: 1.7625, grad_norm: 5.9067 2020-09-16 21:10:38,405 - mmaction - INFO - Epoch [37][940/1320] lr: 2.000e-03, eta: 10:24:25, time: 2.043, data_time: 0.445, memory: 10966, top1_acc: 0.5426, top5_acc: 0.8074, loss_cls: 1.7282, loss: 1.7282, grad_norm: 5.7629 2020-09-16 21:11:18,454 - mmaction - INFO - Epoch [37][960/1320] lr: 2.000e-03, eta: 10:23:41, time: 2.000, data_time: 0.409, memory: 10966, top1_acc: 0.5328, top5_acc: 0.8109, loss_cls: 1.7300, loss: 1.7300, grad_norm: 5.9499 2020-09-16 21:11:59,800 - mmaction - INFO - Epoch [37][980/1320] lr: 2.000e-03, eta: 10:22:58, time: 2.069, data_time: 1.290, memory: 10966, top1_acc: 0.5473, top5_acc: 0.8203, loss_cls: 1.7245, loss: 1.7245, grad_norm: 5.8983 2020-09-16 21:12:41,103 - mmaction - INFO - Epoch [37][1000/1320] lr: 2.000e-03, eta: 10:22:15, time: 2.066, data_time: 1.321, memory: 10966, top1_acc: 0.5316, top5_acc: 0.8254, loss_cls: 1.7096, loss: 1.7096, grad_norm: 5.8586 2020-09-16 21:13:25,179 - mmaction - INFO - Epoch [37][1020/1320] lr: 2.000e-03, eta: 10:21:32, time: 2.165, data_time: 0.152, memory: 10966, top1_acc: 0.5285, top5_acc: 0.8031, loss_cls: 1.7634, loss: 1.7634, grad_norm: 6.0298 2020-09-16 21:14:01,854 - mmaction - INFO - Epoch [37][1040/1320] lr: 2.000e-03, eta: 10:20:48, time: 1.871, data_time: 0.124, memory: 10966, top1_acc: 0.5453, top5_acc: 0.8195, loss_cls: 1.6908, loss: 1.6908, grad_norm: 5.8058 2020-09-16 21:14:41,297 - mmaction - INFO - Epoch [37][1060/1320] lr: 2.000e-03, eta: 10:20:04, time: 1.974, data_time: 0.832, memory: 10966, top1_acc: 0.5398, top5_acc: 0.8148, loss_cls: 1.7184, loss: 1.7184, grad_norm: 5.8862 2020-09-16 21:15:23,997 - mmaction - INFO - Epoch [37][1080/1320] lr: 2.000e-03, eta: 10:19:21, time: 2.134, data_time: 0.878, memory: 10966, top1_acc: 0.5242, top5_acc: 0.8016, loss_cls: 1.7529, loss: 1.7529, grad_norm: 5.9993 2020-09-16 21:16:03,317 - mmaction - INFO - Epoch [37][1100/1320] lr: 2.000e-03, eta: 10:18:37, time: 1.968, data_time: 0.504, memory: 10966, top1_acc: 0.5398, top5_acc: 0.8172, loss_cls: 1.7105, loss: 1.7105, grad_norm: 5.8982 2020-09-16 21:16:48,279 - mmaction - INFO - Epoch [37][1120/1320] lr: 2.000e-03, eta: 10:17:55, time: 2.247, data_time: 0.002, memory: 10966, top1_acc: 0.5355, top5_acc: 0.8105, loss_cls: 1.7355, loss: 1.7355, grad_norm: 5.8709 2020-09-16 21:17:29,548 - mmaction - INFO - Epoch [37][1140/1320] lr: 2.000e-03, eta: 10:17:12, time: 2.064, data_time: 0.119, memory: 10966, top1_acc: 0.5320, top5_acc: 0.8230, loss_cls: 1.6910, loss: 1.6910, grad_norm: 5.8575 2020-09-16 21:18:10,919 - mmaction - INFO - Epoch [37][1160/1320] lr: 2.000e-03, eta: 10:16:29, time: 2.067, data_time: 0.036, memory: 10966, top1_acc: 0.5457, top5_acc: 0.8094, loss_cls: 1.6849, loss: 1.6849, grad_norm: 5.7020 2020-09-16 21:18:52,297 - mmaction - INFO - Epoch [37][1180/1320] lr: 2.000e-03, eta: 10:15:46, time: 2.067, data_time: 0.328, memory: 10966, top1_acc: 0.5215, top5_acc: 0.8156, loss_cls: 1.7056, loss: 1.7056, grad_norm: 5.7626 2020-09-16 21:19:32,836 - mmaction - INFO - Epoch [37][1200/1320] lr: 2.000e-03, eta: 10:15:02, time: 2.030, data_time: 1.143, memory: 10966, top1_acc: 0.5391, top5_acc: 0.8168, loss_cls: 1.6778, loss: 1.6778, grad_norm: 5.8397 2020-09-16 21:20:16,503 - mmaction - INFO - Epoch [37][1220/1320] lr: 2.000e-03, eta: 10:14:20, time: 2.183, data_time: 0.933, memory: 10966, top1_acc: 0.5426, top5_acc: 0.8109, loss_cls: 1.7205, loss: 1.7205, grad_norm: 5.9987 2020-09-16 21:20:54,468 - mmaction - INFO - Epoch [37][1240/1320] lr: 2.000e-03, eta: 10:13:35, time: 1.899, data_time: 1.301, memory: 10966, top1_acc: 0.5367, top5_acc: 0.8219, loss_cls: 1.6880, loss: 1.6880, grad_norm: 6.0286 2020-09-16 21:21:35,627 - mmaction - INFO - Epoch [37][1260/1320] lr: 2.000e-03, eta: 10:12:52, time: 2.059, data_time: 1.017, memory: 10966, top1_acc: 0.5246, top5_acc: 0.8070, loss_cls: 1.7167, loss: 1.7167, grad_norm: 5.7319 2020-09-16 21:22:18,268 - mmaction - INFO - Epoch [37][1280/1320] lr: 2.000e-03, eta: 10:12:09, time: 2.132, data_time: 1.234, memory: 10966, top1_acc: 0.5473, top5_acc: 0.8156, loss_cls: 1.6850, loss: 1.6850, grad_norm: 5.7862 2020-09-16 21:22:58,799 - mmaction - INFO - Epoch [37][1300/1320] lr: 2.000e-03, eta: 10:11:26, time: 2.023, data_time: 0.757, memory: 10966, top1_acc: 0.5375, top5_acc: 0.8215, loss_cls: 1.7102, loss: 1.7102, grad_norm: 5.7619 2020-09-16 21:23:36,377 - mmaction - INFO - Epoch [37][1320/1320] lr: 2.000e-03, eta: 10:10:41, time: 1.883, data_time: 1.327, memory: 10966, top1_acc: 0.5353, top5_acc: 0.8091, loss_cls: 1.7362, loss: 1.7362, grad_norm: 5.9956 2020-09-16 21:23:48,226 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-09-16 21:31:32,066 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 21:31:32,453 - mmaction - INFO - top1_acc 0.3132 top5_acc 0.6150 2020-09-16 21:31:32,453 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 21:31:32,553 - mmaction - INFO - mean_acc 0.2525 2020-09-16 21:31:32,571 - mmaction - INFO - Epoch(val) [37][1320] top1_acc: 0.3132, top5_acc: 0.6150, mean_class_accuracy: 0.2525 2020-09-16 21:33:49,393 - mmaction - INFO - Epoch [38][20/1320] lr: 2.000e-03, eta: 10:10:32, time: 6.833, data_time: 5.322, memory: 10966, top1_acc: 0.5473, top5_acc: 0.8148, loss_cls: 1.6865, loss: 1.6865, grad_norm: 5.7017 2020-09-16 21:34:29,434 - mmaction - INFO - Epoch [38][40/1320] lr: 2.000e-03, eta: 10:09:48, time: 2.002, data_time: 0.478, memory: 10966, top1_acc: 0.5469, top5_acc: 0.8203, loss_cls: 1.6760, loss: 1.6760, grad_norm: 5.7118 2020-09-16 21:35:10,552 - mmaction - INFO - Epoch [38][60/1320] lr: 2.000e-03, eta: 10:09:05, time: 2.057, data_time: 1.391, memory: 10966, top1_acc: 0.5555, top5_acc: 0.8266, loss_cls: 1.6436, loss: 1.6436, grad_norm: 5.7628 2020-09-16 21:35:52,548 - mmaction - INFO - Epoch [38][80/1320] lr: 2.000e-03, eta: 10:08:22, time: 2.099, data_time: 1.168, memory: 10966, top1_acc: 0.5551, top5_acc: 0.8289, loss_cls: 1.6596, loss: 1.6596, grad_norm: 5.7425 2020-09-16 21:36:34,597 - mmaction - INFO - Epoch [38][100/1320] lr: 2.000e-03, eta: 10:07:39, time: 2.103, data_time: 1.550, memory: 10966, top1_acc: 0.5469, top5_acc: 0.8273, loss_cls: 1.6887, loss: 1.6887, grad_norm: 5.9579 2020-09-16 21:37:16,344 - mmaction - INFO - Epoch [38][120/1320] lr: 2.000e-03, eta: 10:06:56, time: 2.087, data_time: 1.513, memory: 10966, top1_acc: 0.5609, top5_acc: 0.8227, loss_cls: 1.6623, loss: 1.6623, grad_norm: 5.8559 2020-09-16 21:37:56,248 - mmaction - INFO - Epoch [38][140/1320] lr: 2.000e-03, eta: 10:06:12, time: 1.991, data_time: 0.621, memory: 10966, top1_acc: 0.5609, top5_acc: 0.8289, loss_cls: 1.6425, loss: 1.6425, grad_norm: 5.7370 2020-09-16 21:38:36,873 - mmaction - INFO - Epoch [38][160/1320] lr: 2.000e-03, eta: 10:05:28, time: 2.034, data_time: 0.894, memory: 10966, top1_acc: 0.5316, top5_acc: 0.8266, loss_cls: 1.6977, loss: 1.6977, grad_norm: 5.9133 2020-09-16 21:39:18,659 - mmaction - INFO - Epoch [38][180/1320] lr: 2.000e-03, eta: 10:04:45, time: 2.089, data_time: 0.315, memory: 10966, top1_acc: 0.5402, top5_acc: 0.8074, loss_cls: 1.7454, loss: 1.7454, grad_norm: 6.0043 2020-09-16 21:40:02,580 - mmaction - INFO - Epoch [38][200/1320] lr: 2.000e-03, eta: 10:04:03, time: 2.196, data_time: 0.048, memory: 10966, top1_acc: 0.5488, top5_acc: 0.8082, loss_cls: 1.7233, loss: 1.7233, grad_norm: 5.9914 2020-09-16 21:40:41,732 - mmaction - INFO - Epoch [38][220/1320] lr: 2.000e-03, eta: 10:03:19, time: 1.958, data_time: 0.003, memory: 10966, top1_acc: 0.5527, top5_acc: 0.8215, loss_cls: 1.6718, loss: 1.6718, grad_norm: 5.8899 2020-09-16 21:41:24,764 - mmaction - INFO - Epoch [38][240/1320] lr: 2.000e-03, eta: 10:02:36, time: 2.147, data_time: 0.006, memory: 10966, top1_acc: 0.5648, top5_acc: 0.8371, loss_cls: 1.5827, loss: 1.5827, grad_norm: 5.7024 2020-09-16 21:42:03,356 - mmaction - INFO - Epoch [38][260/1320] lr: 2.000e-03, eta: 10:01:52, time: 1.934, data_time: 0.061, memory: 10966, top1_acc: 0.5418, top5_acc: 0.8215, loss_cls: 1.7004, loss: 1.7004, grad_norm: 6.0092 2020-09-16 21:42:47,392 - mmaction - INFO - Epoch [38][280/1320] lr: 2.000e-03, eta: 10:01:10, time: 2.202, data_time: 0.074, memory: 10966, top1_acc: 0.5496, top5_acc: 0.8164, loss_cls: 1.7052, loss: 1.7052, grad_norm: 6.0068 2020-09-16 21:43:27,096 - mmaction - INFO - Epoch [38][300/1320] lr: 2.000e-03, eta: 10:00:26, time: 1.983, data_time: 0.125, memory: 10966, top1_acc: 0.5477, top5_acc: 0.8082, loss_cls: 1.6963, loss: 1.6963, grad_norm: 5.8015 2020-09-16 21:44:09,856 - mmaction - INFO - Epoch [38][320/1320] lr: 2.000e-03, eta: 9:59:43, time: 2.140, data_time: 0.287, memory: 10966, top1_acc: 0.5434, top5_acc: 0.8109, loss_cls: 1.6851, loss: 1.6851, grad_norm: 5.7716 2020-09-16 21:44:51,438 - mmaction - INFO - Epoch [38][340/1320] lr: 2.000e-03, eta: 9:59:00, time: 2.081, data_time: 0.186, memory: 10966, top1_acc: 0.5168, top5_acc: 0.8098, loss_cls: 1.7348, loss: 1.7348, grad_norm: 5.8928 2020-09-16 21:45:31,635 - mmaction - INFO - Epoch [38][360/1320] lr: 2.000e-03, eta: 9:58:17, time: 2.010, data_time: 0.071, memory: 10966, top1_acc: 0.5391, top5_acc: 0.8215, loss_cls: 1.6957, loss: 1.6957, grad_norm: 5.8172 2020-09-16 21:46:12,448 - mmaction - INFO - Epoch [38][380/1320] lr: 2.000e-03, eta: 9:57:33, time: 2.041, data_time: 0.209, memory: 10966, top1_acc: 0.5578, top5_acc: 0.8246, loss_cls: 1.6590, loss: 1.6590, grad_norm: 5.8743 2020-09-16 21:46:54,531 - mmaction - INFO - Epoch [38][400/1320] lr: 2.000e-03, eta: 9:56:50, time: 2.101, data_time: 0.310, memory: 10966, top1_acc: 0.5508, top5_acc: 0.8168, loss_cls: 1.6597, loss: 1.6597, grad_norm: 5.8659 2020-09-16 21:47:34,053 - mmaction - INFO - Epoch [38][420/1320] lr: 2.000e-03, eta: 9:56:06, time: 1.979, data_time: 0.749, memory: 10966, top1_acc: 0.5512, top5_acc: 0.8270, loss_cls: 1.6600, loss: 1.6600, grad_norm: 5.8245 2020-09-16 21:48:15,360 - mmaction - INFO - Epoch [38][440/1320] lr: 2.000e-03, eta: 9:55:23, time: 2.061, data_time: 0.869, memory: 10966, top1_acc: 0.5402, top5_acc: 0.8168, loss_cls: 1.7362, loss: 1.7362, grad_norm: 5.9703 2020-09-16 21:48:53,597 - mmaction - INFO - Epoch [38][460/1320] lr: 2.000e-03, eta: 9:54:39, time: 1.915, data_time: 1.318, memory: 10966, top1_acc: 0.5301, top5_acc: 0.8191, loss_cls: 1.7140, loss: 1.7140, grad_norm: 5.9353 2020-09-16 21:49:35,087 - mmaction - INFO - Epoch [38][480/1320] lr: 2.000e-03, eta: 9:53:56, time: 2.072, data_time: 1.473, memory: 10966, top1_acc: 0.5500, top5_acc: 0.8223, loss_cls: 1.6753, loss: 1.6753, grad_norm: 5.8886 2020-09-16 21:50:16,113 - mmaction - INFO - Epoch [38][500/1320] lr: 2.000e-03, eta: 9:53:13, time: 2.055, data_time: 1.010, memory: 10966, top1_acc: 0.5391, top5_acc: 0.8145, loss_cls: 1.7087, loss: 1.7087, grad_norm: 6.0175 2020-09-16 21:50:58,449 - mmaction - INFO - Epoch [38][520/1320] lr: 2.000e-03, eta: 9:52:30, time: 2.117, data_time: 0.460, memory: 10966, top1_acc: 0.5379, top5_acc: 0.8125, loss_cls: 1.7268, loss: 1.7268, grad_norm: 5.9668 2020-09-16 21:51:38,445 - mmaction - INFO - Epoch [38][540/1320] lr: 2.000e-03, eta: 9:51:46, time: 2.000, data_time: 0.401, memory: 10966, top1_acc: 0.5453, top5_acc: 0.8246, loss_cls: 1.6511, loss: 1.6511, grad_norm: 5.8253 2020-09-16 21:52:18,971 - mmaction - INFO - Epoch [38][560/1320] lr: 2.000e-03, eta: 9:51:03, time: 2.027, data_time: 0.014, memory: 10966, top1_acc: 0.5445, top5_acc: 0.8184, loss_cls: 1.6659, loss: 1.6659, grad_norm: 5.8353 2020-09-16 21:53:09,469 - mmaction - INFO - Epoch [38][580/1320] lr: 2.000e-03, eta: 9:50:22, time: 2.523, data_time: 1.793, memory: 10966, top1_acc: 0.5445, top5_acc: 0.8211, loss_cls: 1.6825, loss: 1.6825, grad_norm: 5.8155 2020-09-16 21:53:50,902 - mmaction - INFO - Epoch [38][600/1320] lr: 2.000e-03, eta: 9:49:39, time: 2.073, data_time: 0.915, memory: 10966, top1_acc: 0.5516, top5_acc: 0.8320, loss_cls: 1.6383, loss: 1.6383, grad_norm: 5.8013 2020-09-16 21:54:31,946 - mmaction - INFO - Epoch [38][620/1320] lr: 2.000e-03, eta: 9:48:56, time: 2.052, data_time: 0.979, memory: 10966, top1_acc: 0.5348, top5_acc: 0.8129, loss_cls: 1.7261, loss: 1.7261, grad_norm: 6.0144 2020-09-16 21:55:13,645 - mmaction - INFO - Epoch [38][640/1320] lr: 2.000e-03, eta: 9:48:13, time: 2.083, data_time: 0.599, memory: 10966, top1_acc: 0.5297, top5_acc: 0.8172, loss_cls: 1.7087, loss: 1.7087, grad_norm: 5.9614 2020-09-16 21:55:53,212 - mmaction - INFO - Epoch [38][660/1320] lr: 2.000e-03, eta: 9:47:29, time: 1.979, data_time: 0.270, memory: 10966, top1_acc: 0.5215, top5_acc: 0.8129, loss_cls: 1.7621, loss: 1.7621, grad_norm: 6.0746 2020-09-16 21:56:33,205 - mmaction - INFO - Epoch [38][680/1320] lr: 2.000e-03, eta: 9:46:45, time: 2.001, data_time: 0.197, memory: 10966, top1_acc: 0.5348, top5_acc: 0.8203, loss_cls: 1.7033, loss: 1.7033, grad_norm: 5.9860 2020-09-16 21:57:15,281 - mmaction - INFO - Epoch [38][700/1320] lr: 2.000e-03, eta: 9:46:03, time: 2.103, data_time: 0.143, memory: 10966, top1_acc: 0.5363, top5_acc: 0.8145, loss_cls: 1.7303, loss: 1.7303, grad_norm: 5.9735 2020-09-16 21:57:55,642 - mmaction - INFO - Epoch [38][720/1320] lr: 2.000e-03, eta: 9:45:19, time: 2.018, data_time: 0.192, memory: 10966, top1_acc: 0.5395, top5_acc: 0.8109, loss_cls: 1.7141, loss: 1.7141, grad_norm: 6.0176 2020-09-16 21:58:38,308 - mmaction - INFO - Epoch [38][740/1320] lr: 2.000e-03, eta: 9:44:36, time: 2.131, data_time: 0.006, memory: 10966, top1_acc: 0.5496, top5_acc: 0.8316, loss_cls: 1.6402, loss: 1.6402, grad_norm: 5.8506 2020-09-16 21:59:18,352 - mmaction - INFO - Epoch [38][760/1320] lr: 2.000e-03, eta: 9:43:53, time: 2.003, data_time: 0.136, memory: 10966, top1_acc: 0.5484, top5_acc: 0.8145, loss_cls: 1.6751, loss: 1.6751, grad_norm: 5.8713 2020-09-16 21:59:58,452 - mmaction - INFO - Epoch [38][780/1320] lr: 2.000e-03, eta: 9:43:09, time: 2.004, data_time: 0.090, memory: 10966, top1_acc: 0.5504, top5_acc: 0.8262, loss_cls: 1.6765, loss: 1.6765, grad_norm: 5.8677 2020-09-16 22:00:40,521 - mmaction - INFO - Epoch [38][800/1320] lr: 2.000e-03, eta: 9:42:26, time: 2.106, data_time: 0.275, memory: 10966, top1_acc: 0.5238, top5_acc: 0.8113, loss_cls: 1.7447, loss: 1.7447, grad_norm: 6.0627 2020-09-16 22:01:22,542 - mmaction - INFO - Epoch [38][820/1320] lr: 2.000e-03, eta: 9:41:43, time: 2.101, data_time: 0.515, memory: 10966, top1_acc: 0.5437, top5_acc: 0.8187, loss_cls: 1.6822, loss: 1.6822, grad_norm: 5.8748 2020-09-16 22:02:01,772 - mmaction - INFO - Epoch [38][840/1320] lr: 2.000e-03, eta: 9:40:59, time: 1.961, data_time: 1.282, memory: 10966, top1_acc: 0.5387, top5_acc: 0.8238, loss_cls: 1.6779, loss: 1.6779, grad_norm: 5.8624 2020-09-16 22:02:44,326 - mmaction - INFO - Epoch [38][860/1320] lr: 2.000e-03, eta: 9:40:17, time: 2.127, data_time: 1.236, memory: 10966, top1_acc: 0.5367, top5_acc: 0.8141, loss_cls: 1.7154, loss: 1.7154, grad_norm: 6.0035 2020-09-16 22:03:23,710 - mmaction - INFO - Epoch [38][880/1320] lr: 2.000e-03, eta: 9:39:33, time: 1.970, data_time: 1.205, memory: 10966, top1_acc: 0.5637, top5_acc: 0.8277, loss_cls: 1.6224, loss: 1.6224, grad_norm: 5.8660 2020-09-16 22:04:05,710 - mmaction - INFO - Epoch [38][900/1320] lr: 2.000e-03, eta: 9:38:50, time: 2.101, data_time: 1.406, memory: 10966, top1_acc: 0.5465, top5_acc: 0.8117, loss_cls: 1.7283, loss: 1.7283, grad_norm: 6.1048 2020-09-16 22:04:45,265 - mmaction - INFO - Epoch [38][920/1320] lr: 2.000e-03, eta: 9:38:06, time: 1.977, data_time: 0.308, memory: 10966, top1_acc: 0.5359, top5_acc: 0.8305, loss_cls: 1.6681, loss: 1.6681, grad_norm: 5.9493 2020-09-16 22:05:29,769 - mmaction - INFO - Epoch [38][940/1320] lr: 2.000e-03, eta: 9:37:24, time: 2.225, data_time: 0.998, memory: 10966, top1_acc: 0.5465, top5_acc: 0.8133, loss_cls: 1.6986, loss: 1.6986, grad_norm: 6.0708 2020-09-16 22:06:10,254 - mmaction - INFO - Epoch [38][960/1320] lr: 2.000e-03, eta: 9:36:40, time: 2.025, data_time: 1.467, memory: 10966, top1_acc: 0.5258, top5_acc: 0.8156, loss_cls: 1.7394, loss: 1.7394, grad_norm: 6.0897 2020-09-16 22:06:48,555 - mmaction - INFO - Epoch [38][980/1320] lr: 2.000e-03, eta: 9:35:56, time: 1.913, data_time: 0.914, memory: 10966, top1_acc: 0.5492, top5_acc: 0.8168, loss_cls: 1.6679, loss: 1.6679, grad_norm: 5.8046 2020-09-16 22:07:31,147 - mmaction - INFO - Epoch [38][1000/1320] lr: 2.000e-03, eta: 9:35:14, time: 2.131, data_time: 0.082, memory: 10966, top1_acc: 0.5512, top5_acc: 0.8320, loss_cls: 1.6377, loss: 1.6377, grad_norm: 5.8581 2020-09-16 22:08:11,553 - mmaction - INFO - Epoch [38][1020/1320] lr: 2.000e-03, eta: 9:34:30, time: 2.018, data_time: 0.140, memory: 10966, top1_acc: 0.5504, top5_acc: 0.8281, loss_cls: 1.6418, loss: 1.6418, grad_norm: 5.8905 2020-09-16 22:08:53,647 - mmaction - INFO - Epoch [38][1040/1320] lr: 2.000e-03, eta: 9:33:47, time: 2.108, data_time: 0.313, memory: 10966, top1_acc: 0.5242, top5_acc: 0.8004, loss_cls: 1.7650, loss: 1.7650, grad_norm: 6.0230 2020-09-16 22:09:35,871 - mmaction - INFO - Epoch [38][1060/1320] lr: 2.000e-03, eta: 9:33:04, time: 2.111, data_time: 0.914, memory: 10966, top1_acc: 0.5293, top5_acc: 0.8141, loss_cls: 1.7283, loss: 1.7283, grad_norm: 5.9980 2020-09-16 22:10:19,788 - mmaction - INFO - Epoch [38][1080/1320] lr: 2.000e-03, eta: 9:32:22, time: 2.196, data_time: 0.517, memory: 10966, top1_acc: 0.5379, top5_acc: 0.8160, loss_cls: 1.7155, loss: 1.7155, grad_norm: 5.9736 2020-09-16 22:10:59,315 - mmaction - INFO - Epoch [38][1100/1320] lr: 2.000e-03, eta: 9:31:38, time: 1.975, data_time: 1.366, memory: 10966, top1_acc: 0.5316, top5_acc: 0.8078, loss_cls: 1.7467, loss: 1.7467, grad_norm: 6.0373 2020-09-16 22:11:40,729 - mmaction - INFO - Epoch [38][1120/1320] lr: 2.000e-03, eta: 9:30:55, time: 2.071, data_time: 1.416, memory: 10966, top1_acc: 0.5410, top5_acc: 0.8086, loss_cls: 1.7255, loss: 1.7255, grad_norm: 6.1281 2020-09-16 22:12:23,435 - mmaction - INFO - Epoch [38][1140/1320] lr: 2.000e-03, eta: 9:30:12, time: 2.136, data_time: 1.543, memory: 10966, top1_acc: 0.5410, top5_acc: 0.8277, loss_cls: 1.6559, loss: 1.6559, grad_norm: 6.0331 2020-09-16 22:13:05,284 - mmaction - INFO - Epoch [38][1160/1320] lr: 2.000e-03, eta: 9:29:29, time: 2.092, data_time: 1.303, memory: 10966, top1_acc: 0.5410, top5_acc: 0.8246, loss_cls: 1.6848, loss: 1.6848, grad_norm: 5.9760 2020-09-16 22:13:49,280 - mmaction - INFO - Epoch [38][1180/1320] lr: 2.000e-03, eta: 9:28:47, time: 2.194, data_time: 1.239, memory: 10966, top1_acc: 0.5441, top5_acc: 0.8098, loss_cls: 1.7256, loss: 1.7256, grad_norm: 6.0701 2020-09-16 22:14:28,401 - mmaction - INFO - Epoch [38][1200/1320] lr: 2.000e-03, eta: 9:28:03, time: 1.962, data_time: 1.351, memory: 10966, top1_acc: 0.5410, top5_acc: 0.8219, loss_cls: 1.6726, loss: 1.6726, grad_norm: 5.9226 2020-09-16 22:15:11,684 - mmaction - INFO - Epoch [38][1220/1320] lr: 2.000e-03, eta: 9:27:21, time: 2.164, data_time: 0.927, memory: 10966, top1_acc: 0.5551, top5_acc: 0.8156, loss_cls: 1.6771, loss: 1.6771, grad_norm: 5.9121 2020-09-16 22:15:52,673 - mmaction - INFO - Epoch [38][1240/1320] lr: 2.000e-03, eta: 9:26:37, time: 2.050, data_time: 1.058, memory: 10966, top1_acc: 0.5508, top5_acc: 0.8203, loss_cls: 1.6975, loss: 1.6975, grad_norm: 5.8808 2020-09-16 22:16:33,885 - mmaction - INFO - Epoch [38][1260/1320] lr: 2.000e-03, eta: 9:25:54, time: 2.061, data_time: 1.011, memory: 10966, top1_acc: 0.5551, top5_acc: 0.8344, loss_cls: 1.6248, loss: 1.6248, grad_norm: 5.6938 2020-09-16 22:17:13,953 - mmaction - INFO - Epoch [38][1280/1320] lr: 2.000e-03, eta: 9:25:11, time: 2.001, data_time: 1.221, memory: 10966, top1_acc: 0.5570, top5_acc: 0.8316, loss_cls: 1.6388, loss: 1.6388, grad_norm: 5.9901 2020-09-16 22:17:55,558 - mmaction - INFO - Epoch [38][1300/1320] lr: 2.000e-03, eta: 9:24:28, time: 2.082, data_time: 1.071, memory: 10966, top1_acc: 0.5430, top5_acc: 0.8094, loss_cls: 1.7340, loss: 1.7340, grad_norm: 6.0673 2020-09-16 22:18:34,094 - mmaction - INFO - Epoch [38][1320/1320] lr: 2.000e-03, eta: 9:23:44, time: 1.927, data_time: 0.254, memory: 10966, top1_acc: 0.5345, top5_acc: 0.8107, loss_cls: 1.7152, loss: 1.7152, grad_norm: 5.9628 2020-09-16 22:18:44,543 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-09-16 22:26:20,000 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 22:26:20,346 - mmaction - INFO - top1_acc 0.3147 top5_acc 0.6107 2020-09-16 22:26:20,346 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 22:26:20,422 - mmaction - INFO - mean_acc 0.2495 2020-09-16 22:26:20,444 - mmaction - INFO - Epoch(val) [38][1320] top1_acc: 0.3147, top5_acc: 0.6107, mean_class_accuracy: 0.2495 2020-09-16 22:28:29,031 - mmaction - INFO - Epoch [39][20/1320] lr: 2.000e-03, eta: 9:23:28, time: 6.426, data_time: 4.704, memory: 10966, top1_acc: 0.5461, top5_acc: 0.8211, loss_cls: 1.6727, loss: 1.6727, grad_norm: 5.8137 2020-09-16 22:29:12,245 - mmaction - INFO - Epoch [39][40/1320] lr: 2.000e-03, eta: 9:22:45, time: 2.161, data_time: 0.618, memory: 10966, top1_acc: 0.5629, top5_acc: 0.8230, loss_cls: 1.6406, loss: 1.6406, grad_norm: 5.8629 2020-09-16 22:29:53,617 - mmaction - INFO - Epoch [39][60/1320] lr: 2.000e-03, eta: 9:22:02, time: 2.063, data_time: 0.073, memory: 10966, top1_acc: 0.5609, top5_acc: 0.8211, loss_cls: 1.6455, loss: 1.6455, grad_norm: 5.7532 2020-09-16 22:30:33,844 - mmaction - INFO - Epoch [39][80/1320] lr: 2.000e-03, eta: 9:21:19, time: 2.018, data_time: 0.054, memory: 10966, top1_acc: 0.5441, top5_acc: 0.8348, loss_cls: 1.6468, loss: 1.6468, grad_norm: 5.8453 2020-09-16 22:31:16,749 - mmaction - INFO - Epoch [39][100/1320] lr: 2.000e-03, eta: 9:20:36, time: 2.143, data_time: 0.027, memory: 10966, top1_acc: 0.5457, top5_acc: 0.8367, loss_cls: 1.6220, loss: 1.6220, grad_norm: 5.9977 2020-09-16 22:31:56,241 - mmaction - INFO - Epoch [39][120/1320] lr: 2.000e-03, eta: 9:19:52, time: 1.974, data_time: 0.004, memory: 10966, top1_acc: 0.5602, top5_acc: 0.8359, loss_cls: 1.6275, loss: 1.6275, grad_norm: 5.9041 2020-09-16 22:32:37,494 - mmaction - INFO - Epoch [39][140/1320] lr: 2.000e-03, eta: 9:19:09, time: 2.064, data_time: 0.206, memory: 10966, top1_acc: 0.5324, top5_acc: 0.8250, loss_cls: 1.6727, loss: 1.6727, grad_norm: 5.8209 2020-09-16 22:33:19,391 - mmaction - INFO - Epoch [39][160/1320] lr: 2.000e-03, eta: 9:18:26, time: 2.095, data_time: 0.042, memory: 10966, top1_acc: 0.5648, top5_acc: 0.8281, loss_cls: 1.5949, loss: 1.5949, grad_norm: 5.8627 2020-09-16 22:34:02,704 - mmaction - INFO - Epoch [39][180/1320] lr: 2.000e-03, eta: 9:17:43, time: 2.165, data_time: 0.138, memory: 10966, top1_acc: 0.5523, top5_acc: 0.8141, loss_cls: 1.6896, loss: 1.6896, grad_norm: 5.9794 2020-09-16 22:34:43,530 - mmaction - INFO - Epoch [39][200/1320] lr: 2.000e-03, eta: 9:17:00, time: 2.041, data_time: 0.002, memory: 10966, top1_acc: 0.5520, top5_acc: 0.8363, loss_cls: 1.6304, loss: 1.6304, grad_norm: 6.0034 2020-09-16 22:35:25,609 - mmaction - INFO - Epoch [39][220/1320] lr: 2.000e-03, eta: 9:16:17, time: 2.104, data_time: 0.007, memory: 10966, top1_acc: 0.5500, top5_acc: 0.8203, loss_cls: 1.6788, loss: 1.6788, grad_norm: 6.0997 2020-09-16 22:36:08,149 - mmaction - INFO - Epoch [39][240/1320] lr: 2.000e-03, eta: 9:15:34, time: 2.124, data_time: 0.028, memory: 10966, top1_acc: 0.5430, top5_acc: 0.8266, loss_cls: 1.6823, loss: 1.6823, grad_norm: 5.9878 2020-09-16 22:36:48,921 - mmaction - INFO - Epoch [39][260/1320] lr: 2.000e-03, eta: 9:14:51, time: 2.039, data_time: 0.032, memory: 10966, top1_acc: 0.5402, top5_acc: 0.8176, loss_cls: 1.6979, loss: 1.6979, grad_norm: 6.1552 2020-09-16 22:37:33,729 - mmaction - INFO - Epoch [39][280/1320] lr: 2.000e-03, eta: 9:14:09, time: 2.241, data_time: 0.157, memory: 10966, top1_acc: 0.5582, top5_acc: 0.8324, loss_cls: 1.6149, loss: 1.6149, grad_norm: 5.9122 2020-09-16 22:38:10,829 - mmaction - INFO - Epoch [39][300/1320] lr: 2.000e-03, eta: 9:13:24, time: 1.854, data_time: 0.152, memory: 10966, top1_acc: 0.5590, top5_acc: 0.8301, loss_cls: 1.6378, loss: 1.6378, grad_norm: 5.8181 2020-09-16 22:38:51,705 - mmaction - INFO - Epoch [39][320/1320] lr: 2.000e-03, eta: 9:12:41, time: 2.048, data_time: 0.381, memory: 10966, top1_acc: 0.5551, top5_acc: 0.8332, loss_cls: 1.6567, loss: 1.6567, grad_norm: 6.1230 2020-09-16 22:39:32,856 - mmaction - INFO - Epoch [39][340/1320] lr: 2.000e-03, eta: 9:11:58, time: 2.056, data_time: 0.054, memory: 10966, top1_acc: 0.5539, top5_acc: 0.8148, loss_cls: 1.6727, loss: 1.6727, grad_norm: 5.9841 2020-09-16 22:40:13,240 - mmaction - INFO - Epoch [39][360/1320] lr: 2.000e-03, eta: 9:11:15, time: 2.018, data_time: 0.736, memory: 10966, top1_acc: 0.5391, top5_acc: 0.8176, loss_cls: 1.6919, loss: 1.6919, grad_norm: 5.9772 2020-09-16 22:40:55,326 - mmaction - INFO - Epoch [39][380/1320] lr: 2.000e-03, eta: 9:10:32, time: 2.104, data_time: 0.747, memory: 10966, top1_acc: 0.5441, top5_acc: 0.8109, loss_cls: 1.7060, loss: 1.7060, grad_norm: 6.1295 2020-09-16 22:41:35,364 - mmaction - INFO - Epoch [39][400/1320] lr: 2.000e-03, eta: 9:09:48, time: 2.004, data_time: 0.084, memory: 10966, top1_acc: 0.5441, top5_acc: 0.8176, loss_cls: 1.7045, loss: 1.7045, grad_norm: 5.9630 2020-09-16 22:42:15,665 - mmaction - INFO - Epoch [39][420/1320] lr: 2.000e-03, eta: 9:09:05, time: 2.015, data_time: 0.002, memory: 10966, top1_acc: 0.5555, top5_acc: 0.8172, loss_cls: 1.6868, loss: 1.6868, grad_norm: 5.9867 2020-09-16 22:42:56,835 - mmaction - INFO - Epoch [39][440/1320] lr: 2.000e-03, eta: 9:08:21, time: 2.058, data_time: 0.003, memory: 10966, top1_acc: 0.5430, top5_acc: 0.8199, loss_cls: 1.6640, loss: 1.6640, grad_norm: 5.9836 2020-09-16 22:43:37,653 - mmaction - INFO - Epoch [39][460/1320] lr: 2.000e-03, eta: 9:07:38, time: 2.042, data_time: 0.563, memory: 10966, top1_acc: 0.5336, top5_acc: 0.8066, loss_cls: 1.7168, loss: 1.7168, grad_norm: 5.9728 2020-09-16 22:44:19,091 - mmaction - INFO - Epoch [39][480/1320] lr: 2.000e-03, eta: 9:06:55, time: 2.071, data_time: 0.002, memory: 10966, top1_acc: 0.5594, top5_acc: 0.8199, loss_cls: 1.6618, loss: 1.6618, grad_norm: 6.0435 2020-09-16 22:44:57,222 - mmaction - INFO - Epoch [39][500/1320] lr: 2.000e-03, eta: 9:06:11, time: 1.907, data_time: 0.118, memory: 10966, top1_acc: 0.5496, top5_acc: 0.8055, loss_cls: 1.7215, loss: 1.7215, grad_norm: 6.0789 2020-09-16 22:45:38,888 - mmaction - INFO - Epoch [39][520/1320] lr: 2.000e-03, eta: 9:05:28, time: 2.084, data_time: 0.002, memory: 10966, top1_acc: 0.5594, top5_acc: 0.8328, loss_cls: 1.6306, loss: 1.6306, grad_norm: 5.8828 2020-09-16 22:46:18,785 - mmaction - INFO - Epoch [39][540/1320] lr: 2.000e-03, eta: 9:04:44, time: 1.992, data_time: 0.035, memory: 10966, top1_acc: 0.5445, top5_acc: 0.8082, loss_cls: 1.6898, loss: 1.6898, grad_norm: 6.0135 2020-09-16 22:47:01,813 - mmaction - INFO - Epoch [39][560/1320] lr: 2.000e-03, eta: 9:04:02, time: 2.155, data_time: 0.981, memory: 10966, top1_acc: 0.5426, top5_acc: 0.8105, loss_cls: 1.7093, loss: 1.7093, grad_norm: 5.9964 2020-09-16 22:47:44,531 - mmaction - INFO - Epoch [39][580/1320] lr: 2.000e-03, eta: 9:03:19, time: 2.136, data_time: 0.442, memory: 10966, top1_acc: 0.5605, top5_acc: 0.8367, loss_cls: 1.6104, loss: 1.6104, grad_norm: 6.0210 2020-09-16 22:48:23,022 - mmaction - INFO - Epoch [39][600/1320] lr: 2.000e-03, eta: 9:02:35, time: 1.923, data_time: 0.061, memory: 10966, top1_acc: 0.5430, top5_acc: 0.8215, loss_cls: 1.6867, loss: 1.6867, grad_norm: 6.1389 2020-09-16 22:49:06,461 - mmaction - INFO - Epoch [39][620/1320] lr: 2.000e-03, eta: 9:01:52, time: 2.173, data_time: 0.008, memory: 10966, top1_acc: 0.5301, top5_acc: 0.8191, loss_cls: 1.6901, loss: 1.6901, grad_norm: 6.1915 2020-09-16 22:49:47,351 - mmaction - INFO - Epoch [39][640/1320] lr: 2.000e-03, eta: 9:01:09, time: 2.038, data_time: 0.004, memory: 10966, top1_acc: 0.5484, top5_acc: 0.8121, loss_cls: 1.6896, loss: 1.6896, grad_norm: 5.9340 2020-09-16 22:50:27,404 - mmaction - INFO - Epoch [39][660/1320] lr: 2.000e-03, eta: 9:00:26, time: 2.008, data_time: 0.101, memory: 10966, top1_acc: 0.5531, top5_acc: 0.8277, loss_cls: 1.6604, loss: 1.6604, grad_norm: 6.0650 2020-09-16 22:51:08,345 - mmaction - INFO - Epoch [39][680/1320] lr: 2.000e-03, eta: 8:59:42, time: 2.038, data_time: 0.013, memory: 10966, top1_acc: 0.5566, top5_acc: 0.8195, loss_cls: 1.6933, loss: 1.6933, grad_norm: 5.9440 2020-09-16 22:51:49,703 - mmaction - INFO - Epoch [39][700/1320] lr: 2.000e-03, eta: 8:58:59, time: 2.075, data_time: 0.419, memory: 10966, top1_acc: 0.5512, top5_acc: 0.8137, loss_cls: 1.7084, loss: 1.7084, grad_norm: 6.1829 2020-09-16 22:52:31,990 - mmaction - INFO - Epoch [39][720/1320] lr: 2.000e-03, eta: 8:58:16, time: 2.117, data_time: 0.267, memory: 10966, top1_acc: 0.5434, top5_acc: 0.8191, loss_cls: 1.6929, loss: 1.6929, grad_norm: 6.2685 2020-09-16 22:53:10,092 - mmaction - INFO - Epoch [39][740/1320] lr: 2.000e-03, eta: 8:57:32, time: 1.903, data_time: 0.003, memory: 10966, top1_acc: 0.5527, top5_acc: 0.8262, loss_cls: 1.6499, loss: 1.6499, grad_norm: 5.9727 2020-09-16 22:53:51,034 - mmaction - INFO - Epoch [39][760/1320] lr: 2.000e-03, eta: 8:56:49, time: 2.049, data_time: 0.102, memory: 10966, top1_acc: 0.5363, top5_acc: 0.8234, loss_cls: 1.6969, loss: 1.6969, grad_norm: 6.1656 2020-09-16 22:54:31,529 - mmaction - INFO - Epoch [39][780/1320] lr: 2.000e-03, eta: 8:56:06, time: 2.022, data_time: 0.009, memory: 10966, top1_acc: 0.5602, top5_acc: 0.8168, loss_cls: 1.6683, loss: 1.6683, grad_norm: 6.0394 2020-09-16 22:55:13,966 - mmaction - INFO - Epoch [39][800/1320] lr: 2.000e-03, eta: 8:55:23, time: 2.125, data_time: 0.348, memory: 10966, top1_acc: 0.5543, top5_acc: 0.8219, loss_cls: 1.6661, loss: 1.6661, grad_norm: 5.9835 2020-09-16 22:55:55,157 - mmaction - INFO - Epoch [39][820/1320] lr: 2.000e-03, eta: 8:54:40, time: 2.058, data_time: 0.501, memory: 10966, top1_acc: 0.5633, top5_acc: 0.8238, loss_cls: 1.6397, loss: 1.6397, grad_norm: 6.1139 2020-09-16 22:56:37,391 - mmaction - INFO - Epoch [39][840/1320] lr: 2.000e-03, eta: 8:53:57, time: 2.114, data_time: 1.001, memory: 10966, top1_acc: 0.5500, top5_acc: 0.8203, loss_cls: 1.6697, loss: 1.6697, grad_norm: 6.1688 2020-09-16 22:57:17,073 - mmaction - INFO - Epoch [39][860/1320] lr: 2.000e-03, eta: 8:53:13, time: 1.985, data_time: 0.264, memory: 10966, top1_acc: 0.5359, top5_acc: 0.8309, loss_cls: 1.6578, loss: 1.6578, grad_norm: 6.1155 2020-09-16 22:57:59,596 - mmaction - INFO - Epoch [39][880/1320] lr: 2.000e-03, eta: 8:52:30, time: 2.125, data_time: 0.042, memory: 10966, top1_acc: 0.5445, top5_acc: 0.8145, loss_cls: 1.7076, loss: 1.7076, grad_norm: 6.0449 2020-09-16 22:58:40,843 - mmaction - INFO - Epoch [39][900/1320] lr: 2.000e-03, eta: 8:51:47, time: 2.063, data_time: 0.379, memory: 10966, top1_acc: 0.5496, top5_acc: 0.8156, loss_cls: 1.7037, loss: 1.7037, grad_norm: 6.1348 2020-09-16 22:59:21,362 - mmaction - INFO - Epoch [39][920/1320] lr: 2.000e-03, eta: 8:51:04, time: 2.024, data_time: 1.253, memory: 10966, top1_acc: 0.5375, top5_acc: 0.8230, loss_cls: 1.6915, loss: 1.6915, grad_norm: 6.1853 2020-09-16 23:00:01,617 - mmaction - INFO - Epoch [39][940/1320] lr: 2.000e-03, eta: 8:50:20, time: 2.015, data_time: 0.406, memory: 10966, top1_acc: 0.5461, top5_acc: 0.8227, loss_cls: 1.6561, loss: 1.6561, grad_norm: 6.0473 2020-09-16 23:00:43,372 - mmaction - INFO - Epoch [39][960/1320] lr: 2.000e-03, eta: 8:49:37, time: 2.086, data_time: 0.053, memory: 10966, top1_acc: 0.5555, top5_acc: 0.8184, loss_cls: 1.6720, loss: 1.6720, grad_norm: 6.0277 2020-09-16 23:01:22,761 - mmaction - INFO - Epoch [39][980/1320] lr: 2.000e-03, eta: 8:48:54, time: 1.972, data_time: 0.006, memory: 10966, top1_acc: 0.5477, top5_acc: 0.8254, loss_cls: 1.6531, loss: 1.6531, grad_norm: 6.1091 2020-09-16 23:02:05,616 - mmaction - INFO - Epoch [39][1000/1320] lr: 2.000e-03, eta: 8:48:11, time: 2.141, data_time: 0.004, memory: 10966, top1_acc: 0.5504, top5_acc: 0.8262, loss_cls: 1.6631, loss: 1.6631, grad_norm: 6.1519 2020-09-16 23:02:46,163 - mmaction - INFO - Epoch [39][1020/1320] lr: 2.000e-03, eta: 8:47:28, time: 2.026, data_time: 0.003, memory: 10966, top1_acc: 0.5395, top5_acc: 0.8316, loss_cls: 1.6494, loss: 1.6494, grad_norm: 5.9744 2020-09-16 23:03:28,452 - mmaction - INFO - Epoch [39][1040/1320] lr: 2.000e-03, eta: 8:46:45, time: 2.116, data_time: 0.023, memory: 10966, top1_acc: 0.5465, top5_acc: 0.8160, loss_cls: 1.6819, loss: 1.6819, grad_norm: 6.0716 2020-09-16 23:04:08,490 - mmaction - INFO - Epoch [39][1060/1320] lr: 2.000e-03, eta: 8:46:01, time: 2.002, data_time: 0.002, memory: 10966, top1_acc: 0.5637, top5_acc: 0.8313, loss_cls: 1.6418, loss: 1.6418, grad_norm: 6.0009 2020-09-16 23:04:51,208 - mmaction - INFO - Epoch [39][1080/1320] lr: 2.000e-03, eta: 8:45:19, time: 2.136, data_time: 0.433, memory: 10966, top1_acc: 0.5418, top5_acc: 0.8258, loss_cls: 1.6805, loss: 1.6805, grad_norm: 6.1871 2020-09-16 23:05:30,886 - mmaction - INFO - Epoch [39][1100/1320] lr: 2.000e-03, eta: 8:44:35, time: 1.982, data_time: 0.006, memory: 10966, top1_acc: 0.5508, top5_acc: 0.8230, loss_cls: 1.6541, loss: 1.6541, grad_norm: 6.1400 2020-09-16 23:06:17,645 - mmaction - INFO - Epoch [39][1120/1320] lr: 2.000e-03, eta: 8:43:54, time: 2.330, data_time: 0.004, memory: 10966, top1_acc: 0.5391, top5_acc: 0.8082, loss_cls: 1.7249, loss: 1.7249, grad_norm: 6.1574 2020-09-16 23:06:56,680 - mmaction - INFO - Epoch [39][1140/1320] lr: 2.000e-03, eta: 8:43:10, time: 1.960, data_time: 0.010, memory: 10966, top1_acc: 0.5418, top5_acc: 0.8234, loss_cls: 1.6582, loss: 1.6582, grad_norm: 6.0877 2020-09-16 23:07:40,686 - mmaction - INFO - Epoch [39][1160/1320] lr: 2.000e-03, eta: 8:42:27, time: 2.191, data_time: 0.044, memory: 10966, top1_acc: 0.5234, top5_acc: 0.8121, loss_cls: 1.7199, loss: 1.7199, grad_norm: 6.2331 2020-09-16 23:08:18,782 - mmaction - INFO - Epoch [39][1180/1320] lr: 2.000e-03, eta: 8:41:43, time: 1.915, data_time: 0.032, memory: 10966, top1_acc: 0.5609, top5_acc: 0.8285, loss_cls: 1.6263, loss: 1.6263, grad_norm: 6.1064 2020-09-16 23:09:01,411 - mmaction - INFO - Epoch [39][1200/1320] lr: 2.000e-03, eta: 8:41:01, time: 2.132, data_time: 0.241, memory: 10966, top1_acc: 0.5391, top5_acc: 0.8230, loss_cls: 1.6810, loss: 1.6810, grad_norm: 6.0819 2020-09-16 23:09:46,008 - mmaction - INFO - Epoch [39][1220/1320] lr: 2.000e-03, eta: 8:40:19, time: 2.229, data_time: 0.453, memory: 10966, top1_acc: 0.5254, top5_acc: 0.8164, loss_cls: 1.7378, loss: 1.7378, grad_norm: 6.2247 2020-09-16 23:10:26,536 - mmaction - INFO - Epoch [39][1240/1320] lr: 2.000e-03, eta: 8:39:35, time: 2.027, data_time: 0.002, memory: 10966, top1_acc: 0.5289, top5_acc: 0.8113, loss_cls: 1.7532, loss: 1.7532, grad_norm: 6.1800 2020-09-16 23:11:05,915 - mmaction - INFO - Epoch [39][1260/1320] lr: 2.000e-03, eta: 8:38:52, time: 1.969, data_time: 0.002, memory: 10966, top1_acc: 0.5586, top5_acc: 0.8266, loss_cls: 1.6505, loss: 1.6505, grad_norm: 6.1491 2020-09-16 23:11:45,798 - mmaction - INFO - Epoch [39][1280/1320] lr: 2.000e-03, eta: 8:38:08, time: 1.994, data_time: 0.049, memory: 10966, top1_acc: 0.5590, top5_acc: 0.8254, loss_cls: 1.6634, loss: 1.6634, grad_norm: 6.0653 2020-09-16 23:12:31,415 - mmaction - INFO - Epoch [39][1300/1320] lr: 2.000e-03, eta: 8:37:26, time: 2.272, data_time: 0.177, memory: 10966, top1_acc: 0.5555, top5_acc: 0.8199, loss_cls: 1.6760, loss: 1.6760, grad_norm: 6.1807 2020-09-16 23:13:10,707 - mmaction - INFO - Epoch [39][1320/1320] lr: 2.000e-03, eta: 8:36:43, time: 1.973, data_time: 0.011, memory: 10966, top1_acc: 0.5500, top5_acc: 0.8187, loss_cls: 1.6872, loss: 1.6872, grad_norm: 6.1055 2020-09-16 23:13:22,800 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-09-16 23:21:16,545 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-16 23:21:16,884 - mmaction - INFO - top1_acc 0.3120 top5_acc 0.6115 2020-09-16 23:21:16,885 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-16 23:21:16,953 - mmaction - INFO - mean_acc 0.2480 2020-09-16 23:21:16,960 - mmaction - INFO - Epoch(val) [39][1320] top1_acc: 0.3120, top5_acc: 0.6115, mean_class_accuracy: 0.2480 2020-09-16 23:23:32,985 - mmaction - INFO - Epoch [40][20/1320] lr: 2.000e-03, eta: 8:36:26, time: 6.795, data_time: 4.768, memory: 10966, top1_acc: 0.5715, top5_acc: 0.8301, loss_cls: 1.6067, loss: 1.6067, grad_norm: 6.0700 2020-09-16 23:24:11,964 - mmaction - INFO - Epoch [40][40/1320] lr: 2.000e-03, eta: 8:35:42, time: 1.953, data_time: 0.030, memory: 10966, top1_acc: 0.5703, top5_acc: 0.8277, loss_cls: 1.6232, loss: 1.6232, grad_norm: 6.0419 2020-09-16 23:24:56,518 - mmaction - INFO - Epoch [40][60/1320] lr: 2.000e-03, eta: 8:35:00, time: 2.227, data_time: 0.002, memory: 10966, top1_acc: 0.5426, top5_acc: 0.8270, loss_cls: 1.6451, loss: 1.6451, grad_norm: 6.0454 2020-09-16 23:25:36,685 - mmaction - INFO - Epoch [40][80/1320] lr: 2.000e-03, eta: 8:34:17, time: 2.006, data_time: 0.004, memory: 10966, top1_acc: 0.5527, top5_acc: 0.8301, loss_cls: 1.6455, loss: 1.6455, grad_norm: 6.1645 2020-09-16 23:26:16,269 - mmaction - INFO - Epoch [40][100/1320] lr: 2.000e-03, eta: 8:33:33, time: 1.980, data_time: 0.039, memory: 10966, top1_acc: 0.5430, top5_acc: 0.8148, loss_cls: 1.7031, loss: 1.7031, grad_norm: 6.1842 2020-09-16 23:27:01,155 - mmaction - INFO - Epoch [40][120/1320] lr: 2.000e-03, eta: 8:32:51, time: 2.244, data_time: 0.912, memory: 10966, top1_acc: 0.5469, top5_acc: 0.8129, loss_cls: 1.6639, loss: 1.6639, grad_norm: 6.0432 2020-09-16 23:27:40,386 - mmaction - INFO - Epoch [40][140/1320] lr: 2.000e-03, eta: 8:32:07, time: 1.964, data_time: 1.394, memory: 10966, top1_acc: 0.5512, top5_acc: 0.8199, loss_cls: 1.6636, loss: 1.6636, grad_norm: 6.0525 2020-09-16 23:28:20,003 - mmaction - INFO - Epoch [40][160/1320] lr: 2.000e-03, eta: 8:31:24, time: 1.976, data_time: 1.280, memory: 10966, top1_acc: 0.5512, top5_acc: 0.8195, loss_cls: 1.6484, loss: 1.6484, grad_norm: 6.0636 2020-09-16 23:29:01,454 - mmaction - INFO - Epoch [40][180/1320] lr: 2.000e-03, eta: 8:30:40, time: 2.072, data_time: 0.525, memory: 10966, top1_acc: 0.5594, top5_acc: 0.8207, loss_cls: 1.6389, loss: 1.6389, grad_norm: 5.9859 2020-09-16 23:29:45,185 - mmaction - INFO - Epoch [40][200/1320] lr: 2.000e-03, eta: 8:29:58, time: 2.192, data_time: 0.297, memory: 10966, top1_acc: 0.5480, top5_acc: 0.8176, loss_cls: 1.6834, loss: 1.6834, grad_norm: 6.1967 2020-09-16 23:30:25,885 - mmaction - INFO - Epoch [40][220/1320] lr: 2.000e-03, eta: 8:29:15, time: 2.035, data_time: 0.011, memory: 10966, top1_acc: 0.5547, top5_acc: 0.8242, loss_cls: 1.6718, loss: 1.6718, grad_norm: 6.1223 2020-09-16 23:31:06,015 - mmaction - INFO - Epoch [40][240/1320] lr: 2.000e-03, eta: 8:28:31, time: 2.006, data_time: 0.552, memory: 10966, top1_acc: 0.5574, top5_acc: 0.8238, loss_cls: 1.6481, loss: 1.6481, grad_norm: 6.1417 2020-09-16 23:31:49,107 - mmaction - INFO - Epoch [40][260/1320] lr: 2.000e-03, eta: 8:27:49, time: 2.156, data_time: 0.010, memory: 10966, top1_acc: 0.5516, top5_acc: 0.8191, loss_cls: 1.6868, loss: 1.6868, grad_norm: 6.1988 2020-09-16 23:32:30,518 - mmaction - INFO - Epoch [40][280/1320] lr: 2.000e-03, eta: 8:27:06, time: 2.069, data_time: 0.039, memory: 10966, top1_acc: 0.5703, top5_acc: 0.8285, loss_cls: 1.6384, loss: 1.6384, grad_norm: 6.0854 2020-09-16 23:33:14,904 - mmaction - INFO - Epoch [40][300/1320] lr: 2.000e-03, eta: 8:26:23, time: 2.218, data_time: 0.011, memory: 10966, top1_acc: 0.5461, top5_acc: 0.8180, loss_cls: 1.6917, loss: 1.6917, grad_norm: 6.1584 2020-09-16 23:33:55,447 - mmaction - INFO - Epoch [40][320/1320] lr: 2.000e-03, eta: 8:25:40, time: 2.028, data_time: 0.749, memory: 10966, top1_acc: 0.5563, top5_acc: 0.8297, loss_cls: 1.6251, loss: 1.6251, grad_norm: 6.1184 2020-09-16 23:34:36,685 - mmaction - INFO - Epoch [40][340/1320] lr: 2.000e-03, eta: 8:24:57, time: 2.062, data_time: 0.960, memory: 10966, top1_acc: 0.5594, top5_acc: 0.8336, loss_cls: 1.6244, loss: 1.6244, grad_norm: 6.2431 2020-09-16 23:35:17,043 - mmaction - INFO - Epoch [40][360/1320] lr: 2.000e-03, eta: 8:24:13, time: 2.019, data_time: 0.569, memory: 10966, top1_acc: 0.5348, top5_acc: 0.8187, loss_cls: 1.7180, loss: 1.7180, grad_norm: 6.2512 2020-09-16 23:36:00,216 - mmaction - INFO - Epoch [40][380/1320] lr: 2.000e-03, eta: 8:23:31, time: 2.159, data_time: 1.251, memory: 10966, top1_acc: 0.5437, top5_acc: 0.8262, loss_cls: 1.6809, loss: 1.6809, grad_norm: 6.2441 2020-09-16 23:36:43,280 - mmaction - INFO - Epoch [40][400/1320] lr: 2.000e-03, eta: 8:22:48, time: 2.151, data_time: 1.230, memory: 10966, top1_acc: 0.5551, top5_acc: 0.8258, loss_cls: 1.6309, loss: 1.6309, grad_norm: 6.0691 2020-09-16 23:37:25,414 - mmaction - INFO - Epoch [40][420/1320] lr: 2.000e-03, eta: 8:22:05, time: 2.107, data_time: 1.432, memory: 10966, top1_acc: 0.5422, top5_acc: 0.8246, loss_cls: 1.6674, loss: 1.6674, grad_norm: 6.1869 2020-09-16 23:38:04,919 - mmaction - INFO - Epoch [40][440/1320] lr: 2.000e-03, eta: 8:21:22, time: 1.977, data_time: 0.826, memory: 10966, top1_acc: 0.5406, top5_acc: 0.8215, loss_cls: 1.6820, loss: 1.6820, grad_norm: 6.2081 2020-09-16 23:38:46,710 - mmaction - INFO - Epoch [40][460/1320] lr: 2.000e-03, eta: 8:20:39, time: 2.088, data_time: 0.079, memory: 10966, top1_acc: 0.5555, top5_acc: 0.8289, loss_cls: 1.6154, loss: 1.6154, grad_norm: 6.0381 2020-09-16 23:39:28,217 - mmaction - INFO - Epoch [40][480/1320] lr: 2.000e-03, eta: 8:19:56, time: 2.077, data_time: 0.891, memory: 10966, top1_acc: 0.5316, top5_acc: 0.8160, loss_cls: 1.7099, loss: 1.7099, grad_norm: 6.2638 2020-09-16 23:40:09,374 - mmaction - INFO - Epoch [40][500/1320] lr: 2.000e-03, eta: 8:19:12, time: 2.057, data_time: 1.453, memory: 10966, top1_acc: 0.5484, top5_acc: 0.8250, loss_cls: 1.6571, loss: 1.6571, grad_norm: 6.1705 2020-09-16 23:40:49,146 - mmaction - INFO - Epoch [40][520/1320] lr: 2.000e-03, eta: 8:18:29, time: 1.989, data_time: 1.436, memory: 10966, top1_acc: 0.5547, top5_acc: 0.8215, loss_cls: 1.6191, loss: 1.6191, grad_norm: 6.0111 2020-09-16 23:41:31,666 - mmaction - INFO - Epoch [40][540/1320] lr: 2.000e-03, eta: 8:17:46, time: 2.126, data_time: 1.379, memory: 10966, top1_acc: 0.5598, top5_acc: 0.8277, loss_cls: 1.6571, loss: 1.6571, grad_norm: 6.0547 2020-09-16 23:42:13,022 - mmaction - INFO - Epoch [40][560/1320] lr: 2.000e-03, eta: 8:17:03, time: 2.068, data_time: 1.470, memory: 10966, top1_acc: 0.5563, top5_acc: 0.8238, loss_cls: 1.6615, loss: 1.6615, grad_norm: 6.0875 2020-09-16 23:42:55,248 - mmaction - INFO - Epoch [40][580/1320] lr: 2.000e-03, eta: 8:16:20, time: 2.112, data_time: 1.231, memory: 10966, top1_acc: 0.5602, top5_acc: 0.8320, loss_cls: 1.6357, loss: 1.6357, grad_norm: 6.1075 2020-09-16 23:43:36,257 - mmaction - INFO - Epoch [40][600/1320] lr: 2.000e-03, eta: 8:15:37, time: 2.049, data_time: 1.294, memory: 10966, top1_acc: 0.5480, top5_acc: 0.8223, loss_cls: 1.6876, loss: 1.6876, grad_norm: 6.1603 2020-09-16 23:44:17,343 - mmaction - INFO - Epoch [40][620/1320] lr: 2.000e-03, eta: 8:14:54, time: 2.054, data_time: 1.154, memory: 10966, top1_acc: 0.5484, top5_acc: 0.8258, loss_cls: 1.6666, loss: 1.6666, grad_norm: 6.1328 2020-09-16 23:44:58,159 - mmaction - INFO - Epoch [40][640/1320] lr: 2.000e-03, eta: 8:14:11, time: 2.041, data_time: 1.428, memory: 10966, top1_acc: 0.5629, top5_acc: 0.8211, loss_cls: 1.6648, loss: 1.6648, grad_norm: 6.1940 2020-09-16 23:45:37,394 - mmaction - INFO - Epoch [40][660/1320] lr: 2.000e-03, eta: 8:13:27, time: 1.962, data_time: 1.408, memory: 10966, top1_acc: 0.5563, top5_acc: 0.8316, loss_cls: 1.6132, loss: 1.6132, grad_norm: 6.0195 2020-09-16 23:46:20,784 - mmaction - INFO - Epoch [40][680/1320] lr: 2.000e-03, eta: 8:12:44, time: 2.170, data_time: 1.575, memory: 10966, top1_acc: 0.5395, top5_acc: 0.8105, loss_cls: 1.7150, loss: 1.7150, grad_norm: 6.1517 2020-09-16 23:47:01,645 - mmaction - INFO - Epoch [40][700/1320] lr: 2.000e-03, eta: 8:12:01, time: 2.043, data_time: 1.264, memory: 10966, top1_acc: 0.5527, top5_acc: 0.8332, loss_cls: 1.6045, loss: 1.6045, grad_norm: 6.1005 2020-09-16 23:47:43,473 - mmaction - INFO - Epoch [40][720/1320] lr: 2.000e-03, eta: 8:11:18, time: 2.089, data_time: 1.069, memory: 10966, top1_acc: 0.5715, top5_acc: 0.8262, loss_cls: 1.6191, loss: 1.6191, grad_norm: 6.0565 2020-09-16 23:48:24,267 - mmaction - INFO - Epoch [40][740/1320] lr: 2.000e-03, eta: 8:10:35, time: 2.043, data_time: 0.751, memory: 10966, top1_acc: 0.5531, top5_acc: 0.8125, loss_cls: 1.7052, loss: 1.7052, grad_norm: 6.3182 2020-09-16 23:49:06,238 - mmaction - INFO - Epoch [40][760/1320] lr: 2.000e-03, eta: 8:09:52, time: 2.098, data_time: 1.054, memory: 10966, top1_acc: 0.5512, top5_acc: 0.8254, loss_cls: 1.6501, loss: 1.6501, grad_norm: 6.1200 2020-09-16 23:49:47,541 - mmaction - INFO - Epoch [40][780/1320] lr: 2.000e-03, eta: 8:09:09, time: 2.065, data_time: 1.410, memory: 10966, top1_acc: 0.5590, top5_acc: 0.8402, loss_cls: 1.5999, loss: 1.5999, grad_norm: 6.0660 2020-09-16 23:50:29,157 - mmaction - INFO - Epoch [40][800/1320] lr: 2.000e-03, eta: 8:08:26, time: 2.081, data_time: 1.425, memory: 10966, top1_acc: 0.5613, top5_acc: 0.8293, loss_cls: 1.6182, loss: 1.6182, grad_norm: 6.0450 2020-09-16 23:51:09,777 - mmaction - INFO - Epoch [40][820/1320] lr: 2.000e-03, eta: 8:07:43, time: 2.030, data_time: 1.424, memory: 10966, top1_acc: 0.5402, top5_acc: 0.8219, loss_cls: 1.6769, loss: 1.6769, grad_norm: 6.1614 2020-09-16 23:51:53,659 - mmaction - INFO - Epoch [40][840/1320] lr: 2.000e-03, eta: 8:07:00, time: 2.193, data_time: 1.589, memory: 10966, top1_acc: 0.5422, top5_acc: 0.8129, loss_cls: 1.6949, loss: 1.6949, grad_norm: 6.2358 2020-09-16 23:52:32,665 - mmaction - INFO - Epoch [40][860/1320] lr: 2.000e-03, eta: 8:06:17, time: 1.952, data_time: 1.355, memory: 10966, top1_acc: 0.5383, top5_acc: 0.8141, loss_cls: 1.7330, loss: 1.7330, grad_norm: 6.3394 2020-09-16 23:53:14,627 - mmaction - INFO - Epoch [40][880/1320] lr: 2.000e-03, eta: 8:05:34, time: 2.098, data_time: 1.138, memory: 10966, top1_acc: 0.5531, top5_acc: 0.8250, loss_cls: 1.6561, loss: 1.6561, grad_norm: 6.1610 2020-09-16 23:53:55,964 - mmaction - INFO - Epoch [40][900/1320] lr: 2.000e-03, eta: 8:04:51, time: 2.067, data_time: 0.773, memory: 10966, top1_acc: 0.5477, top5_acc: 0.8238, loss_cls: 1.6571, loss: 1.6571, grad_norm: 6.1505 2020-09-16 23:54:37,716 - mmaction - INFO - Epoch [40][920/1320] lr: 2.000e-03, eta: 8:04:08, time: 2.088, data_time: 0.084, memory: 10966, top1_acc: 0.5543, top5_acc: 0.8273, loss_cls: 1.6574, loss: 1.6574, grad_norm: 6.2209 2020-09-16 23:55:19,160 - mmaction - INFO - Epoch [40][940/1320] lr: 2.000e-03, eta: 8:03:25, time: 2.072, data_time: 0.002, memory: 10966, top1_acc: 0.5551, top5_acc: 0.8250, loss_cls: 1.6715, loss: 1.6715, grad_norm: 6.2075 2020-09-16 23:56:03,044 - mmaction - INFO - Epoch [40][960/1320] lr: 2.000e-03, eta: 8:02:42, time: 2.195, data_time: 0.141, memory: 10966, top1_acc: 0.5504, top5_acc: 0.8180, loss_cls: 1.7166, loss: 1.7166, grad_norm: 6.2739 2020-09-16 23:56:41,406 - mmaction - INFO - Epoch [40][980/1320] lr: 2.000e-03, eta: 8:01:58, time: 1.918, data_time: 0.862, memory: 10966, top1_acc: 0.5746, top5_acc: 0.8340, loss_cls: 1.6008, loss: 1.6008, grad_norm: 6.1249 2020-09-16 23:57:23,505 - mmaction - INFO - Epoch [40][1000/1320] lr: 2.000e-03, eta: 8:01:15, time: 2.105, data_time: 1.119, memory: 10966, top1_acc: 0.5504, top5_acc: 0.8293, loss_cls: 1.6648, loss: 1.6648, grad_norm: 6.2649 2020-09-16 23:58:02,323 - mmaction - INFO - Epoch [40][1020/1320] lr: 2.000e-03, eta: 8:00:32, time: 1.940, data_time: 1.305, memory: 10966, top1_acc: 0.5469, top5_acc: 0.8234, loss_cls: 1.6550, loss: 1.6550, grad_norm: 6.1333 2020-09-16 23:58:46,116 - mmaction - INFO - Epoch [40][1040/1320] lr: 2.000e-03, eta: 7:59:49, time: 2.191, data_time: 1.608, memory: 10966, top1_acc: 0.5641, top5_acc: 0.8309, loss_cls: 1.6339, loss: 1.6339, grad_norm: 6.0391 2020-09-16 23:59:27,161 - mmaction - INFO - Epoch [40][1060/1320] lr: 2.000e-03, eta: 7:59:06, time: 2.052, data_time: 1.497, memory: 10966, top1_acc: 0.5312, top5_acc: 0.8164, loss_cls: 1.7106, loss: 1.7106, grad_norm: 6.3033 2020-09-17 00:00:16,266 - mmaction - INFO - Epoch [40][1080/1320] lr: 2.000e-03, eta: 7:58:25, time: 2.430, data_time: 1.023, memory: 10966, top1_acc: 0.5445, top5_acc: 0.8281, loss_cls: 1.6569, loss: 1.6569, grad_norm: 6.1888 2020-09-17 00:00:54,738 - mmaction - INFO - Epoch [40][1100/1320] lr: 2.000e-03, eta: 7:57:41, time: 1.948, data_time: 0.590, memory: 10966, top1_acc: 0.5535, top5_acc: 0.8309, loss_cls: 1.6287, loss: 1.6287, grad_norm: 6.0703 2020-09-17 00:01:34,660 - mmaction - INFO - Epoch [40][1120/1320] lr: 2.000e-03, eta: 7:56:58, time: 1.997, data_time: 0.057, memory: 10966, top1_acc: 0.5461, top5_acc: 0.8230, loss_cls: 1.6515, loss: 1.6515, grad_norm: 6.3445 2020-09-17 00:02:20,225 - mmaction - INFO - Epoch [40][1140/1320] lr: 2.000e-03, eta: 7:56:16, time: 2.278, data_time: 0.783, memory: 10966, top1_acc: 0.5437, top5_acc: 0.8199, loss_cls: 1.7035, loss: 1.7035, grad_norm: 6.1968 2020-09-17 00:03:01,408 - mmaction - INFO - Epoch [40][1160/1320] lr: 2.000e-03, eta: 7:55:33, time: 2.059, data_time: 1.329, memory: 10966, top1_acc: 0.5668, top5_acc: 0.8309, loss_cls: 1.5979, loss: 1.5979, grad_norm: 5.9628 2020-09-17 00:03:44,113 - mmaction - INFO - Epoch [40][1180/1320] lr: 2.000e-03, eta: 7:54:50, time: 2.134, data_time: 1.576, memory: 10966, top1_acc: 0.5520, top5_acc: 0.8109, loss_cls: 1.6929, loss: 1.6929, grad_norm: 6.3000 2020-09-17 00:04:26,340 - mmaction - INFO - Epoch [40][1200/1320] lr: 2.000e-03, eta: 7:54:07, time: 2.112, data_time: 1.507, memory: 10966, top1_acc: 0.5441, top5_acc: 0.8191, loss_cls: 1.6770, loss: 1.6770, grad_norm: 6.2941 2020-09-17 00:05:09,502 - mmaction - INFO - Epoch [40][1220/1320] lr: 2.000e-03, eta: 7:53:25, time: 2.159, data_time: 1.556, memory: 10966, top1_acc: 0.5402, top5_acc: 0.8168, loss_cls: 1.6791, loss: 1.6791, grad_norm: 6.2048 2020-09-17 00:05:50,367 - mmaction - INFO - Epoch [40][1240/1320] lr: 2.000e-03, eta: 7:52:41, time: 2.042, data_time: 1.484, memory: 10966, top1_acc: 0.5367, top5_acc: 0.8137, loss_cls: 1.7164, loss: 1.7164, grad_norm: 6.1984 2020-09-17 00:06:32,344 - mmaction - INFO - Epoch [40][1260/1320] lr: 2.000e-03, eta: 7:51:58, time: 2.041, data_time: 1.343, memory: 10966, top1_acc: 0.5605, top5_acc: 0.8293, loss_cls: 1.6019, loss: 1.6019, grad_norm: 6.1451 2020-09-17 00:07:12,992 - mmaction - INFO - Epoch [40][1280/1320] lr: 2.000e-03, eta: 7:51:15, time: 2.091, data_time: 1.062, memory: 10966, top1_acc: 0.5312, top5_acc: 0.8164, loss_cls: 1.7074, loss: 1.7074, grad_norm: 6.2718 2020-09-17 00:07:52,659 - mmaction - INFO - Epoch [40][1300/1320] lr: 2.000e-03, eta: 7:50:32, time: 1.981, data_time: 0.062, memory: 10966, top1_acc: 0.5461, top5_acc: 0.8316, loss_cls: 1.6426, loss: 1.6426, grad_norm: 6.2702 2020-09-17 00:08:29,921 - mmaction - INFO - Epoch [40][1320/1320] lr: 2.000e-03, eta: 7:49:48, time: 1.864, data_time: 0.384, memory: 10966, top1_acc: 0.5329, top5_acc: 0.8079, loss_cls: 1.7211, loss: 1.7211, grad_norm: 6.3513 2020-09-17 00:08:40,599 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-09-17 00:16:10,106 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-17 00:16:10,571 - mmaction - INFO - top1_acc 0.3134 top5_acc 0.6060 2020-09-17 00:16:10,572 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-17 00:16:10,634 - mmaction - INFO - mean_acc 0.2528 2020-09-17 00:16:10,641 - mmaction - INFO - Epoch(val) [40][1320] top1_acc: 0.3134, top5_acc: 0.6060, mean_class_accuracy: 0.2528 2020-09-17 00:18:10,055 - mmaction - INFO - Epoch [41][20/1320] lr: 2.000e-04, eta: 7:49:24, time: 5.969, data_time: 4.618, memory: 10966, top1_acc: 0.5590, top5_acc: 0.8180, loss_cls: 1.6718, loss: 1.6718, grad_norm: 6.1049 2020-09-17 00:18:51,016 - mmaction - INFO - Epoch [41][40/1320] lr: 2.000e-04, eta: 7:48:41, time: 2.045, data_time: 0.004, memory: 10966, top1_acc: 0.5547, top5_acc: 0.8332, loss_cls: 1.6086, loss: 1.6086, grad_norm: 6.1109 2020-09-17 00:19:32,117 - mmaction - INFO - Epoch [41][60/1320] lr: 2.000e-04, eta: 7:47:58, time: 2.057, data_time: 0.447, memory: 10966, top1_acc: 0.5594, top5_acc: 0.8367, loss_cls: 1.6269, loss: 1.6269, grad_norm: 6.2250 2020-09-17 00:20:12,930 - mmaction - INFO - Epoch [41][80/1320] lr: 2.000e-04, eta: 7:47:15, time: 2.041, data_time: 0.078, memory: 10966, top1_acc: 0.5512, top5_acc: 0.8281, loss_cls: 1.6210, loss: 1.6210, grad_norm: 6.0183 2020-09-17 00:20:55,192 - mmaction - INFO - Epoch [41][100/1320] lr: 2.000e-04, eta: 7:46:32, time: 2.113, data_time: 0.005, memory: 10966, top1_acc: 0.5453, top5_acc: 0.8289, loss_cls: 1.6155, loss: 1.6155, grad_norm: 6.0111 2020-09-17 00:21:35,680 - mmaction - INFO - Epoch [41][120/1320] lr: 2.000e-04, eta: 7:45:48, time: 2.025, data_time: 0.697, memory: 10966, top1_acc: 0.5613, top5_acc: 0.8258, loss_cls: 1.6207, loss: 1.6207, grad_norm: 6.1471 2020-09-17 00:22:18,821 - mmaction - INFO - Epoch [41][140/1320] lr: 2.000e-04, eta: 7:45:06, time: 2.157, data_time: 0.961, memory: 10966, top1_acc: 0.5762, top5_acc: 0.8344, loss_cls: 1.5794, loss: 1.5794, grad_norm: 6.0791 2020-09-17 00:23:01,026 - mmaction - INFO - Epoch [41][160/1320] lr: 2.000e-04, eta: 7:44:23, time: 2.109, data_time: 0.510, memory: 10966, top1_acc: 0.5586, top5_acc: 0.8273, loss_cls: 1.6274, loss: 1.6274, grad_norm: 6.0508 2020-09-17 00:23:41,591 - mmaction - INFO - Epoch [41][180/1320] lr: 2.000e-04, eta: 7:43:40, time: 2.028, data_time: 0.004, memory: 10966, top1_acc: 0.5621, top5_acc: 0.8328, loss_cls: 1.5963, loss: 1.5963, grad_norm: 6.0778 2020-09-17 00:24:23,215 - mmaction - INFO - Epoch [41][200/1320] lr: 2.000e-04, eta: 7:42:57, time: 2.083, data_time: 0.005, memory: 10966, top1_acc: 0.5715, top5_acc: 0.8305, loss_cls: 1.5966, loss: 1.5966, grad_norm: 6.0583 2020-09-17 00:25:04,825 - mmaction - INFO - Epoch [41][220/1320] lr: 2.000e-04, eta: 7:42:14, time: 2.080, data_time: 0.027, memory: 10966, top1_acc: 0.5645, top5_acc: 0.8348, loss_cls: 1.5985, loss: 1.5985, grad_norm: 5.9653 2020-09-17 00:25:43,991 - mmaction - INFO - Epoch [41][240/1320] lr: 2.000e-04, eta: 7:41:30, time: 1.956, data_time: 0.271, memory: 10966, top1_acc: 0.5762, top5_acc: 0.8406, loss_cls: 1.5631, loss: 1.5631, grad_norm: 5.9780 2020-09-17 00:26:25,765 - mmaction - INFO - Epoch [41][260/1320] lr: 2.000e-04, eta: 7:40:47, time: 2.092, data_time: 0.009, memory: 10966, top1_acc: 0.5625, top5_acc: 0.8324, loss_cls: 1.6271, loss: 1.6271, grad_norm: 6.0996 2020-09-17 00:27:06,037 - mmaction - INFO - Epoch [41][280/1320] lr: 2.000e-04, eta: 7:40:04, time: 2.012, data_time: 0.002, memory: 10966, top1_acc: 0.5520, top5_acc: 0.8211, loss_cls: 1.6585, loss: 1.6585, grad_norm: 5.9987 2020-09-17 00:27:47,556 - mmaction - INFO - Epoch [41][300/1320] lr: 2.000e-04, eta: 7:39:21, time: 2.077, data_time: 0.003, memory: 10966, top1_acc: 0.5762, top5_acc: 0.8332, loss_cls: 1.6116, loss: 1.6116, grad_norm: 5.9723 2020-09-17 00:28:31,119 - mmaction - INFO - Epoch [41][320/1320] lr: 2.000e-04, eta: 7:38:38, time: 2.177, data_time: 0.002, memory: 10966, top1_acc: 0.5555, top5_acc: 0.8207, loss_cls: 1.6421, loss: 1.6421, grad_norm: 6.0572 2020-09-17 00:29:11,743 - mmaction - INFO - Epoch [41][340/1320] lr: 2.000e-04, eta: 7:37:55, time: 2.029, data_time: 0.003, memory: 10966, top1_acc: 0.5836, top5_acc: 0.8367, loss_cls: 1.6012, loss: 1.6012, grad_norm: 5.9481 2020-09-17 00:29:50,442 - mmaction - INFO - Epoch [41][360/1320] lr: 2.000e-04, eta: 7:37:11, time: 1.938, data_time: 0.341, memory: 10966, top1_acc: 0.5523, top5_acc: 0.8211, loss_cls: 1.6669, loss: 1.6669, grad_norm: 6.2047 2020-09-17 00:30:33,616 - mmaction - INFO - Epoch [41][380/1320] lr: 2.000e-04, eta: 7:36:29, time: 2.155, data_time: 0.665, memory: 10966, top1_acc: 0.5566, top5_acc: 0.8223, loss_cls: 1.6488, loss: 1.6488, grad_norm: 6.1740 2020-09-17 00:31:15,197 - mmaction - INFO - Epoch [41][400/1320] lr: 2.000e-04, eta: 7:35:46, time: 2.083, data_time: 0.211, memory: 10966, top1_acc: 0.5605, top5_acc: 0.8410, loss_cls: 1.5657, loss: 1.5657, grad_norm: 6.0695 2020-09-17 00:31:54,487 - mmaction - INFO - Epoch [41][420/1320] lr: 2.000e-04, eta: 7:35:02, time: 1.964, data_time: 0.871, memory: 10966, top1_acc: 0.5555, top5_acc: 0.8414, loss_cls: 1.6069, loss: 1.6069, grad_norm: 6.1282 2020-09-17 00:32:36,426 - mmaction - INFO - Epoch [41][440/1320] lr: 2.000e-04, eta: 7:34:19, time: 2.037, data_time: 0.158, memory: 10966, top1_acc: 0.5617, top5_acc: 0.8293, loss_cls: 1.6441, loss: 1.6441, grad_norm: 6.1268 2020-09-17 00:33:17,654 - mmaction - INFO - Epoch [41][460/1320] lr: 2.000e-04, eta: 7:33:36, time: 2.122, data_time: 0.063, memory: 10966, top1_acc: 0.5766, top5_acc: 0.8426, loss_cls: 1.5612, loss: 1.5612, grad_norm: 5.9610 2020-09-17 00:33:57,182 - mmaction - INFO - Epoch [41][480/1320] lr: 2.000e-04, eta: 7:32:53, time: 1.976, data_time: 0.038, memory: 10966, top1_acc: 0.5746, top5_acc: 0.8480, loss_cls: 1.5700, loss: 1.5700, grad_norm: 6.0085 2020-09-17 00:34:38,703 - mmaction - INFO - Epoch [41][500/1320] lr: 2.000e-04, eta: 7:32:10, time: 2.076, data_time: 0.158, memory: 10966, top1_acc: 0.5687, top5_acc: 0.8313, loss_cls: 1.5883, loss: 1.5883, grad_norm: 6.0881 2020-09-17 00:35:20,517 - mmaction - INFO - Epoch [41][520/1320] lr: 2.000e-04, eta: 7:31:27, time: 2.090, data_time: 0.200, memory: 10966, top1_acc: 0.5461, top5_acc: 0.8273, loss_cls: 1.6574, loss: 1.6574, grad_norm: 6.1720 2020-09-17 00:36:05,546 - mmaction - INFO - Epoch [41][540/1320] lr: 2.000e-04, eta: 7:30:44, time: 2.253, data_time: 1.626, memory: 10966, top1_acc: 0.5695, top5_acc: 0.8367, loss_cls: 1.5743, loss: 1.5743, grad_norm: 5.9880 2020-09-17 00:36:46,124 - mmaction - INFO - Epoch [41][560/1320] lr: 2.000e-04, eta: 7:30:01, time: 2.028, data_time: 1.418, memory: 10966, top1_acc: 0.5793, top5_acc: 0.8367, loss_cls: 1.5850, loss: 1.5850, grad_norm: 5.9702 2020-09-17 00:37:24,621 - mmaction - INFO - Epoch [41][580/1320] lr: 2.000e-04, eta: 7:29:17, time: 1.925, data_time: 1.112, memory: 10966, top1_acc: 0.5746, top5_acc: 0.8441, loss_cls: 1.5452, loss: 1.5452, grad_norm: 6.0489 2020-09-17 00:38:07,504 - mmaction - INFO - Epoch [41][600/1320] lr: 2.000e-04, eta: 7:28:35, time: 2.145, data_time: 0.085, memory: 10966, top1_acc: 0.5641, top5_acc: 0.8348, loss_cls: 1.5966, loss: 1.5966, grad_norm: 5.9430 2020-09-17 00:38:48,442 - mmaction - INFO - Epoch [41][620/1320] lr: 2.000e-04, eta: 7:27:52, time: 2.045, data_time: 0.049, memory: 10966, top1_acc: 0.5734, top5_acc: 0.8332, loss_cls: 1.5845, loss: 1.5845, grad_norm: 6.0759 2020-09-17 00:39:28,080 - mmaction - INFO - Epoch [41][640/1320] lr: 2.000e-04, eta: 7:27:08, time: 1.983, data_time: 0.379, memory: 10966, top1_acc: 0.5512, top5_acc: 0.8266, loss_cls: 1.6282, loss: 1.6282, grad_norm: 6.0874 2020-09-17 00:40:09,889 - mmaction - INFO - Epoch [41][660/1320] lr: 2.000e-04, eta: 7:26:25, time: 2.092, data_time: 1.439, memory: 10966, top1_acc: 0.5633, top5_acc: 0.8301, loss_cls: 1.6085, loss: 1.6085, grad_norm: 6.0280 2020-09-17 00:40:53,508 - mmaction - INFO - Epoch [41][680/1320] lr: 2.000e-04, eta: 7:25:43, time: 2.180, data_time: 1.531, memory: 10966, top1_acc: 0.5457, top5_acc: 0.8355, loss_cls: 1.5862, loss: 1.5862, grad_norm: 6.1716 2020-09-17 00:41:31,661 - mmaction - INFO - Epoch [41][700/1320] lr: 2.000e-04, eta: 7:24:59, time: 1.907, data_time: 0.730, memory: 10966, top1_acc: 0.5773, top5_acc: 0.8414, loss_cls: 1.5669, loss: 1.5669, grad_norm: 6.0716 2020-09-17 00:42:12,779 - mmaction - INFO - Epoch [41][720/1320] lr: 2.000e-04, eta: 7:24:16, time: 2.056, data_time: 0.006, memory: 10966, top1_acc: 0.5621, top5_acc: 0.8223, loss_cls: 1.6437, loss: 1.6437, grad_norm: 6.1385 2020-09-17 00:42:54,091 - mmaction - INFO - Epoch [41][740/1320] lr: 2.000e-04, eta: 7:23:33, time: 2.066, data_time: 0.062, memory: 10966, top1_acc: 0.5715, top5_acc: 0.8512, loss_cls: 1.5480, loss: 1.5480, grad_norm: 5.9171 2020-09-17 00:43:34,376 - mmaction - INFO - Epoch [41][760/1320] lr: 2.000e-04, eta: 7:22:50, time: 2.014, data_time: 0.782, memory: 10966, top1_acc: 0.5590, top5_acc: 0.8391, loss_cls: 1.5741, loss: 1.5741, grad_norm: 6.0959 2020-09-17 00:44:15,915 - mmaction - INFO - Epoch [41][780/1320] lr: 2.000e-04, eta: 7:22:07, time: 2.078, data_time: 0.220, memory: 10966, top1_acc: 0.5645, top5_acc: 0.8281, loss_cls: 1.5994, loss: 1.5994, grad_norm: 6.2674 2020-09-17 00:44:58,165 - mmaction - INFO - Epoch [41][800/1320] lr: 2.000e-04, eta: 7:21:24, time: 2.112, data_time: 1.568, memory: 10966, top1_acc: 0.5789, top5_acc: 0.8305, loss_cls: 1.5962, loss: 1.5962, grad_norm: 6.0008 2020-09-17 00:45:38,036 - mmaction - INFO - Epoch [41][820/1320] lr: 2.000e-04, eta: 7:20:40, time: 1.992, data_time: 1.351, memory: 10966, top1_acc: 0.5758, top5_acc: 0.8352, loss_cls: 1.5482, loss: 1.5482, grad_norm: 5.9898 2020-09-17 00:46:19,405 - mmaction - INFO - Epoch [41][840/1320] lr: 2.000e-04, eta: 7:19:57, time: 2.069, data_time: 1.147, memory: 10966, top1_acc: 0.5590, top5_acc: 0.8391, loss_cls: 1.5845, loss: 1.5845, grad_norm: 5.9804 2020-09-17 00:47:02,811 - mmaction - INFO - Epoch [41][860/1320] lr: 2.000e-04, eta: 7:19:15, time: 2.169, data_time: 0.113, memory: 10966, top1_acc: 0.5637, top5_acc: 0.8297, loss_cls: 1.5739, loss: 1.5739, grad_norm: 6.0788 2020-09-17 00:47:41,936 - mmaction - INFO - Epoch [41][880/1320] lr: 2.000e-04, eta: 7:18:31, time: 1.958, data_time: 0.004, memory: 10966, top1_acc: 0.5746, top5_acc: 0.8352, loss_cls: 1.5892, loss: 1.5892, grad_norm: 6.0511 2020-09-17 00:48:23,018 - mmaction - INFO - Epoch [41][900/1320] lr: 2.000e-04, eta: 7:17:48, time: 2.054, data_time: 0.079, memory: 10966, top1_acc: 0.5652, top5_acc: 0.8375, loss_cls: 1.5923, loss: 1.5923, grad_norm: 5.9919 2020-09-17 00:49:04,318 - mmaction - INFO - Epoch [41][920/1320] lr: 2.000e-04, eta: 7:17:05, time: 2.064, data_time: 1.013, memory: 10966, top1_acc: 0.5543, top5_acc: 0.8371, loss_cls: 1.6051, loss: 1.6051, grad_norm: 6.1251 2020-09-17 00:49:45,900 - mmaction - INFO - Epoch [41][940/1320] lr: 2.000e-04, eta: 7:16:22, time: 2.075, data_time: 1.489, memory: 10966, top1_acc: 0.5402, top5_acc: 0.8184, loss_cls: 1.6539, loss: 1.6539, grad_norm: 6.2082 2020-09-17 00:50:28,328 - mmaction - INFO - Epoch [41][960/1320] lr: 2.000e-04, eta: 7:15:39, time: 2.125, data_time: 1.482, memory: 10966, top1_acc: 0.5676, top5_acc: 0.8418, loss_cls: 1.5694, loss: 1.5694, grad_norm: 5.9452 2020-09-17 00:51:08,863 - mmaction - INFO - Epoch [41][980/1320] lr: 2.000e-04, eta: 7:14:56, time: 2.027, data_time: 1.345, memory: 10966, top1_acc: 0.5762, top5_acc: 0.8340, loss_cls: 1.5618, loss: 1.5618, grad_norm: 5.9450 2020-09-17 00:51:48,337 - mmaction - INFO - Epoch [41][1000/1320] lr: 2.000e-04, eta: 7:14:13, time: 1.971, data_time: 1.367, memory: 10966, top1_acc: 0.5727, top5_acc: 0.8371, loss_cls: 1.5859, loss: 1.5859, grad_norm: 6.1234 2020-09-17 00:52:31,203 - mmaction - INFO - Epoch [41][1020/1320] lr: 2.000e-04, eta: 7:13:30, time: 2.145, data_time: 1.320, memory: 10966, top1_acc: 0.5594, top5_acc: 0.8215, loss_cls: 1.6205, loss: 1.6205, grad_norm: 6.3229 2020-09-17 00:53:10,529 - mmaction - INFO - Epoch [41][1040/1320] lr: 2.000e-04, eta: 7:12:47, time: 1.966, data_time: 1.025, memory: 10966, top1_acc: 0.5617, top5_acc: 0.8402, loss_cls: 1.5778, loss: 1.5778, grad_norm: 6.1204 2020-09-17 00:53:51,026 - mmaction - INFO - Epoch [41][1060/1320] lr: 2.000e-04, eta: 7:12:03, time: 2.026, data_time: 0.065, memory: 10966, top1_acc: 0.5738, top5_acc: 0.8434, loss_cls: 1.5506, loss: 1.5506, grad_norm: 5.8907 2020-09-17 00:54:31,846 - mmaction - INFO - Epoch [41][1080/1320] lr: 2.000e-04, eta: 7:11:20, time: 2.041, data_time: 0.009, memory: 10966, top1_acc: 0.5707, top5_acc: 0.8410, loss_cls: 1.5640, loss: 1.5640, grad_norm: 6.0726 2020-09-17 00:55:13,252 - mmaction - INFO - Epoch [41][1100/1320] lr: 2.000e-04, eta: 7:10:37, time: 2.070, data_time: 0.011, memory: 10966, top1_acc: 0.5879, top5_acc: 0.8449, loss_cls: 1.5246, loss: 1.5246, grad_norm: 6.0011 2020-09-17 00:55:57,102 - mmaction - INFO - Epoch [41][1120/1320] lr: 2.000e-04, eta: 7:09:55, time: 2.190, data_time: 0.133, memory: 10966, top1_acc: 0.5734, top5_acc: 0.8340, loss_cls: 1.5971, loss: 1.5971, grad_norm: 6.2663 2020-09-17 00:56:37,652 - mmaction - INFO - Epoch [41][1140/1320] lr: 2.000e-04, eta: 7:09:12, time: 2.029, data_time: 0.144, memory: 10966, top1_acc: 0.5582, top5_acc: 0.8215, loss_cls: 1.6326, loss: 1.6326, grad_norm: 6.2043 2020-09-17 00:57:18,516 - mmaction - INFO - Epoch [41][1160/1320] lr: 2.000e-04, eta: 7:08:28, time: 2.039, data_time: 0.231, memory: 10966, top1_acc: 0.5793, top5_acc: 0.8332, loss_cls: 1.5801, loss: 1.5801, grad_norm: 5.9133 2020-09-17 00:58:01,189 - mmaction - INFO - Epoch [41][1180/1320] lr: 2.000e-04, eta: 7:07:46, time: 2.139, data_time: 0.107, memory: 10966, top1_acc: 0.5680, top5_acc: 0.8309, loss_cls: 1.6047, loss: 1.6047, grad_norm: 6.0993 2020-09-17 00:58:40,119 - mmaction - INFO - Epoch [41][1200/1320] lr: 2.000e-04, eta: 7:07:02, time: 1.946, data_time: 0.010, memory: 10966, top1_acc: 0.5781, top5_acc: 0.8414, loss_cls: 1.5500, loss: 1.5500, grad_norm: 6.1020 2020-09-17 00:59:20,633 - mmaction - INFO - Epoch [41][1220/1320] lr: 2.000e-04, eta: 7:06:19, time: 2.023, data_time: 0.002, memory: 10966, top1_acc: 0.5668, top5_acc: 0.8512, loss_cls: 1.5375, loss: 1.5375, grad_norm: 5.9495 2020-09-17 01:00:01,530 - mmaction - INFO - Epoch [41][1240/1320] lr: 2.000e-04, eta: 7:05:36, time: 2.049, data_time: 0.006, memory: 10966, top1_acc: 0.5738, top5_acc: 0.8281, loss_cls: 1.6129, loss: 1.6129, grad_norm: 6.0750 2020-09-17 01:00:44,096 - mmaction - INFO - Epoch [41][1260/1320] lr: 2.000e-04, eta: 7:04:53, time: 2.126, data_time: 0.378, memory: 10966, top1_acc: 0.5566, top5_acc: 0.8344, loss_cls: 1.5980, loss: 1.5980, grad_norm: 6.0045 2020-09-17 01:01:23,869 - mmaction - INFO - Epoch [41][1280/1320] lr: 2.000e-04, eta: 7:04:10, time: 1.990, data_time: 0.007, memory: 10966, top1_acc: 0.5750, top5_acc: 0.8398, loss_cls: 1.5647, loss: 1.5647, grad_norm: 5.9888 2020-09-17 01:02:05,323 - mmaction - INFO - Epoch [41][1300/1320] lr: 2.000e-04, eta: 7:03:27, time: 2.072, data_time: 0.002, memory: 10966, top1_acc: 0.5691, top5_acc: 0.8371, loss_cls: 1.5601, loss: 1.5601, grad_norm: 5.9314 2020-09-17 01:02:41,595 - mmaction - INFO - Epoch [41][1320/1320] lr: 2.000e-04, eta: 7:02:43, time: 1.814, data_time: 0.003, memory: 10966, top1_acc: 0.5667, top5_acc: 0.8377, loss_cls: 1.5790, loss: 1.5790, grad_norm: 6.0245 2020-09-17 01:02:49,354 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-09-17 01:10:15,375 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-17 01:10:15,880 - mmaction - INFO - top1_acc 0.3162 top5_acc 0.6130 2020-09-17 01:10:15,880 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-17 01:10:15,940 - mmaction - INFO - mean_acc 0.2527 2020-09-17 01:10:15,949 - mmaction - INFO - Epoch(val) [41][1320] top1_acc: 0.3162, top5_acc: 0.6130, mean_class_accuracy: 0.2527 2020-09-17 01:12:23,055 - mmaction - INFO - Epoch [42][20/1320] lr: 2.000e-04, eta: 7:02:19, time: 6.351, data_time: 5.727, memory: 10966, top1_acc: 0.5840, top5_acc: 0.8465, loss_cls: 1.5478, loss: 1.5478, grad_norm: 6.0278 2020-09-17 01:13:06,135 - mmaction - INFO - Epoch [42][40/1320] lr: 2.000e-04, eta: 7:01:36, time: 2.156, data_time: 0.270, memory: 10966, top1_acc: 0.5711, top5_acc: 0.8371, loss_cls: 1.5554, loss: 1.5554, grad_norm: 5.8784 2020-09-17 01:13:46,623 - mmaction - INFO - Epoch [42][60/1320] lr: 2.000e-04, eta: 7:00:53, time: 2.022, data_time: 0.078, memory: 10966, top1_acc: 0.5676, top5_acc: 0.8297, loss_cls: 1.6392, loss: 1.6392, grad_norm: 6.1634 2020-09-17 01:14:29,266 - mmaction - INFO - Epoch [42][80/1320] lr: 2.000e-04, eta: 7:00:10, time: 2.133, data_time: 0.093, memory: 10966, top1_acc: 0.5594, top5_acc: 0.8406, loss_cls: 1.5687, loss: 1.5687, grad_norm: 6.0793 2020-09-17 01:15:11,034 - mmaction - INFO - Epoch [42][100/1320] lr: 2.000e-04, eta: 6:59:27, time: 2.090, data_time: 0.027, memory: 10966, top1_acc: 0.5660, top5_acc: 0.8242, loss_cls: 1.6091, loss: 1.6091, grad_norm: 5.9737 2020-09-17 01:15:50,667 - mmaction - INFO - Epoch [42][120/1320] lr: 2.000e-04, eta: 6:58:44, time: 1.982, data_time: 0.246, memory: 10966, top1_acc: 0.5758, top5_acc: 0.8320, loss_cls: 1.5497, loss: 1.5497, grad_norm: 5.9729 2020-09-17 01:16:31,843 - mmaction - INFO - Epoch [42][140/1320] lr: 2.000e-04, eta: 6:58:01, time: 2.056, data_time: 0.092, memory: 10966, top1_acc: 0.5707, top5_acc: 0.8352, loss_cls: 1.5833, loss: 1.5833, grad_norm: 6.2093 2020-09-17 01:17:11,464 - mmaction - INFO - Epoch [42][160/1320] lr: 2.000e-04, eta: 6:57:17, time: 1.977, data_time: 0.037, memory: 10966, top1_acc: 0.5809, top5_acc: 0.8313, loss_cls: 1.5388, loss: 1.5388, grad_norm: 5.9416 2020-09-17 01:17:54,110 - mmaction - INFO - Epoch [42][180/1320] lr: 2.000e-04, eta: 6:56:34, time: 2.139, data_time: 1.211, memory: 10966, top1_acc: 0.5578, top5_acc: 0.8238, loss_cls: 1.6387, loss: 1.6387, grad_norm: 6.1816 2020-09-17 01:18:34,564 - mmaction - INFO - Epoch [42][200/1320] lr: 2.000e-04, eta: 6:55:51, time: 2.020, data_time: 0.966, memory: 10966, top1_acc: 0.5687, top5_acc: 0.8328, loss_cls: 1.5832, loss: 1.5832, grad_norm: 6.0670 2020-09-17 01:19:18,027 - mmaction - INFO - Epoch [42][220/1320] lr: 2.000e-04, eta: 6:55:09, time: 2.174, data_time: 1.309, memory: 10966, top1_acc: 0.5633, top5_acc: 0.8438, loss_cls: 1.5518, loss: 1.5518, grad_norm: 6.0604 2020-09-17 01:19:57,035 - mmaction - INFO - Epoch [42][240/1320] lr: 2.000e-04, eta: 6:54:25, time: 1.952, data_time: 0.797, memory: 10966, top1_acc: 0.5687, top5_acc: 0.8441, loss_cls: 1.5447, loss: 1.5447, grad_norm: 6.0582 2020-09-17 01:20:37,763 - mmaction - INFO - Epoch [42][260/1320] lr: 2.000e-04, eta: 6:53:42, time: 2.031, data_time: 0.837, memory: 10966, top1_acc: 0.5586, top5_acc: 0.8254, loss_cls: 1.6109, loss: 1.6109, grad_norm: 6.1217 2020-09-17 01:21:18,363 - mmaction - INFO - Epoch [42][280/1320] lr: 2.000e-04, eta: 6:52:59, time: 2.034, data_time: 1.301, memory: 10966, top1_acc: 0.5484, top5_acc: 0.8254, loss_cls: 1.6229, loss: 1.6229, grad_norm: 6.2125 2020-09-17 01:22:00,353 - mmaction - INFO - Epoch [42][300/1320] lr: 2.000e-04, eta: 6:52:16, time: 2.099, data_time: 0.252, memory: 10966, top1_acc: 0.5801, top5_acc: 0.8527, loss_cls: 1.5387, loss: 1.5387, grad_norm: 6.0041 2020-09-17 01:22:39,786 - mmaction - INFO - Epoch [42][320/1320] lr: 2.000e-04, eta: 6:51:32, time: 1.971, data_time: 1.032, memory: 10966, top1_acc: 0.5770, top5_acc: 0.8391, loss_cls: 1.5413, loss: 1.5413, grad_norm: 6.1049 2020-09-17 01:23:20,544 - mmaction - INFO - Epoch [42][340/1320] lr: 2.000e-04, eta: 6:50:49, time: 2.039, data_time: 1.408, memory: 10966, top1_acc: 0.5750, top5_acc: 0.8316, loss_cls: 1.6115, loss: 1.6115, grad_norm: 6.1457 2020-09-17 01:24:01,982 - mmaction - INFO - Epoch [42][360/1320] lr: 2.000e-04, eta: 6:50:06, time: 2.072, data_time: 1.226, memory: 10966, top1_acc: 0.5832, top5_acc: 0.8414, loss_cls: 1.5443, loss: 1.5443, grad_norm: 5.9670 2020-09-17 01:24:44,339 - mmaction - INFO - Epoch [42][380/1320] lr: 2.000e-04, eta: 6:49:24, time: 2.117, data_time: 0.926, memory: 10966, top1_acc: 0.5648, top5_acc: 0.8367, loss_cls: 1.5875, loss: 1.5875, grad_norm: 6.1795 2020-09-17 01:25:23,315 - mmaction - INFO - Epoch [42][400/1320] lr: 2.000e-04, eta: 6:48:40, time: 1.948, data_time: 1.259, memory: 10966, top1_acc: 0.5695, top5_acc: 0.8480, loss_cls: 1.5417, loss: 1.5417, grad_norm: 6.1338 2020-09-17 01:26:03,943 - mmaction - INFO - Epoch [42][420/1320] lr: 2.000e-04, eta: 6:47:57, time: 2.031, data_time: 0.301, memory: 10966, top1_acc: 0.5684, top5_acc: 0.8383, loss_cls: 1.5556, loss: 1.5556, grad_norm: 6.0414 2020-09-17 01:26:46,714 - mmaction - INFO - Epoch [42][440/1320] lr: 2.000e-04, eta: 6:47:14, time: 2.140, data_time: 1.395, memory: 10966, top1_acc: 0.5535, top5_acc: 0.8227, loss_cls: 1.6415, loss: 1.6415, grad_norm: 6.1999 2020-09-17 01:27:28,448 - mmaction - INFO - Epoch [42][460/1320] lr: 2.000e-04, eta: 6:46:31, time: 2.085, data_time: 0.939, memory: 10966, top1_acc: 0.5773, top5_acc: 0.8207, loss_cls: 1.5828, loss: 1.5828, grad_norm: 6.0158 2020-09-17 01:28:11,091 - mmaction - INFO - Epoch [42][480/1320] lr: 2.000e-04, eta: 6:45:48, time: 2.127, data_time: 0.380, memory: 10966, top1_acc: 0.5707, top5_acc: 0.8305, loss_cls: 1.5777, loss: 1.5777, grad_norm: 6.1383 2020-09-17 01:28:50,504 - mmaction - INFO - Epoch [42][500/1320] lr: 2.000e-04, eta: 6:45:05, time: 1.977, data_time: 0.522, memory: 10966, top1_acc: 0.5715, top5_acc: 0.8359, loss_cls: 1.5800, loss: 1.5800, grad_norm: 6.1218 2020-09-17 01:29:34,559 - mmaction - INFO - Epoch [42][520/1320] lr: 2.000e-04, eta: 6:44:23, time: 2.203, data_time: 0.469, memory: 10966, top1_acc: 0.5711, top5_acc: 0.8289, loss_cls: 1.5892, loss: 1.5892, grad_norm: 6.1442 2020-09-17 01:30:16,126 - mmaction - INFO - Epoch [42][540/1320] lr: 2.000e-04, eta: 6:43:40, time: 2.078, data_time: 0.004, memory: 10966, top1_acc: 0.5652, top5_acc: 0.8324, loss_cls: 1.5965, loss: 1.5965, grad_norm: 6.1110 2020-09-17 01:30:55,745 - mmaction - INFO - Epoch [42][560/1320] lr: 2.000e-04, eta: 6:42:56, time: 1.982, data_time: 0.003, memory: 10966, top1_acc: 0.5723, top5_acc: 0.8383, loss_cls: 1.5486, loss: 1.5486, grad_norm: 5.9949 2020-09-17 01:31:36,647 - mmaction - INFO - Epoch [42][580/1320] lr: 2.000e-04, eta: 6:42:13, time: 2.044, data_time: 0.254, memory: 10966, top1_acc: 0.5902, top5_acc: 0.8469, loss_cls: 1.5159, loss: 1.5159, grad_norm: 5.9790 2020-09-17 01:32:18,510 - mmaction - INFO - Epoch [42][600/1320] lr: 2.000e-04, eta: 6:41:30, time: 2.094, data_time: 1.207, memory: 10966, top1_acc: 0.5789, top5_acc: 0.8422, loss_cls: 1.5540, loss: 1.5540, grad_norm: 6.0107 2020-09-17 01:32:58,641 - mmaction - INFO - Epoch [42][620/1320] lr: 2.000e-04, eta: 6:40:47, time: 2.007, data_time: 0.049, memory: 10966, top1_acc: 0.5832, top5_acc: 0.8422, loss_cls: 1.5570, loss: 1.5570, grad_norm: 6.1112 2020-09-17 01:33:41,432 - mmaction - INFO - Epoch [42][640/1320] lr: 2.000e-04, eta: 6:40:04, time: 2.140, data_time: 0.455, memory: 10966, top1_acc: 0.5715, top5_acc: 0.8332, loss_cls: 1.6119, loss: 1.6119, grad_norm: 6.3023 2020-09-17 01:34:22,018 - mmaction - INFO - Epoch [42][660/1320] lr: 2.000e-04, eta: 6:39:21, time: 2.028, data_time: 1.358, memory: 10966, top1_acc: 0.5676, top5_acc: 0.8430, loss_cls: 1.5795, loss: 1.5795, grad_norm: 6.2247 2020-09-17 01:35:03,867 - mmaction - INFO - Epoch [42][680/1320] lr: 2.000e-04, eta: 6:38:38, time: 2.092, data_time: 1.470, memory: 10966, top1_acc: 0.5719, top5_acc: 0.8426, loss_cls: 1.5754, loss: 1.5754, grad_norm: 6.1537 2020-09-17 01:35:46,622 - mmaction - INFO - Epoch [42][700/1320] lr: 2.000e-04, eta: 6:37:56, time: 2.139, data_time: 1.229, memory: 10966, top1_acc: 0.5836, top5_acc: 0.8492, loss_cls: 1.5257, loss: 1.5257, grad_norm: 5.8927 2020-09-17 01:36:28,554 - mmaction - INFO - Epoch [42][720/1320] lr: 2.000e-04, eta: 6:37:13, time: 2.094, data_time: 0.090, memory: 10966, top1_acc: 0.5777, top5_acc: 0.8371, loss_cls: 1.5724, loss: 1.5724, grad_norm: 6.1179 2020-09-17 01:37:06,942 - mmaction - INFO - Epoch [42][740/1320] lr: 2.000e-04, eta: 6:36:29, time: 1.921, data_time: 0.201, memory: 10966, top1_acc: 0.5711, top5_acc: 0.8453, loss_cls: 1.5297, loss: 1.5297, grad_norm: 5.8049 2020-09-17 01:37:48,946 - mmaction - INFO - Epoch [42][760/1320] lr: 2.000e-04, eta: 6:35:46, time: 2.097, data_time: 0.105, memory: 10966, top1_acc: 0.5715, top5_acc: 0.8398, loss_cls: 1.5620, loss: 1.5620, grad_norm: 6.0404 2020-09-17 01:38:31,888 - mmaction - INFO - Epoch [42][780/1320] lr: 2.000e-04, eta: 6:35:04, time: 2.146, data_time: 0.006, memory: 10966, top1_acc: 0.5840, top5_acc: 0.8473, loss_cls: 1.5268, loss: 1.5268, grad_norm: 6.0650 2020-09-17 01:39:11,675 - mmaction - INFO - Epoch [42][800/1320] lr: 2.000e-04, eta: 6:34:20, time: 1.988, data_time: 0.112, memory: 10966, top1_acc: 0.5594, top5_acc: 0.8352, loss_cls: 1.5863, loss: 1.5863, grad_norm: 6.1618 2020-09-17 01:39:53,633 - mmaction - INFO - Epoch [42][820/1320] lr: 2.000e-04, eta: 6:33:38, time: 2.099, data_time: 0.298, memory: 10966, top1_acc: 0.5848, top5_acc: 0.8438, loss_cls: 1.5274, loss: 1.5274, grad_norm: 5.9115 2020-09-17 01:40:35,668 - mmaction - INFO - Epoch [42][840/1320] lr: 2.000e-04, eta: 6:32:55, time: 2.107, data_time: 0.297, memory: 10966, top1_acc: 0.5594, top5_acc: 0.8434, loss_cls: 1.5698, loss: 1.5698, grad_norm: 6.0499 2020-09-17 01:41:17,136 - mmaction - INFO - Epoch [42][860/1320] lr: 2.000e-04, eta: 6:32:12, time: 2.074, data_time: 0.004, memory: 10966, top1_acc: 0.5879, top5_acc: 0.8414, loss_cls: 1.5391, loss: 1.5391, grad_norm: 6.1349 2020-09-17 01:41:55,753 - mmaction - INFO - Epoch [42][880/1320] lr: 2.000e-04, eta: 6:31:28, time: 1.931, data_time: 0.105, memory: 10966, top1_acc: 0.5742, top5_acc: 0.8375, loss_cls: 1.5393, loss: 1.5393, grad_norm: 6.0434 2020-09-17 01:42:39,029 - mmaction - INFO - Epoch [42][900/1320] lr: 2.000e-04, eta: 6:30:46, time: 2.165, data_time: 0.672, memory: 10966, top1_acc: 0.5734, top5_acc: 0.8309, loss_cls: 1.5688, loss: 1.5688, grad_norm: 6.0767 2020-09-17 01:43:19,708 - mmaction - INFO - Epoch [42][920/1320] lr: 2.000e-04, eta: 6:30:02, time: 2.033, data_time: 0.807, memory: 10966, top1_acc: 0.5859, top5_acc: 0.8445, loss_cls: 1.5082, loss: 1.5082, grad_norm: 5.9507 2020-09-17 01:44:02,216 - mmaction - INFO - Epoch [42][940/1320] lr: 2.000e-04, eta: 6:29:20, time: 2.123, data_time: 0.761, memory: 10966, top1_acc: 0.5746, top5_acc: 0.8301, loss_cls: 1.5985, loss: 1.5985, grad_norm: 6.1789 2020-09-17 01:44:42,811 - mmaction - INFO - Epoch [42][960/1320] lr: 2.000e-04, eta: 6:28:37, time: 2.028, data_time: 0.080, memory: 10966, top1_acc: 0.5887, top5_acc: 0.8586, loss_cls: 1.5054, loss: 1.5054, grad_norm: 6.0164 2020-09-17 01:45:24,781 - mmaction - INFO - Epoch [42][980/1320] lr: 2.000e-04, eta: 6:27:54, time: 2.103, data_time: 0.008, memory: 10966, top1_acc: 0.5680, top5_acc: 0.8371, loss_cls: 1.5798, loss: 1.5798, grad_norm: 6.0985 2020-09-17 01:46:06,377 - mmaction - INFO - Epoch [42][1000/1320] lr: 2.000e-04, eta: 6:27:11, time: 2.079, data_time: 0.799, memory: 10966, top1_acc: 0.5793, top5_acc: 0.8363, loss_cls: 1.5576, loss: 1.5576, grad_norm: 6.0305 2020-09-17 01:46:47,015 - mmaction - INFO - Epoch [42][1020/1320] lr: 2.000e-04, eta: 6:26:28, time: 2.033, data_time: 1.469, memory: 10966, top1_acc: 0.5785, top5_acc: 0.8414, loss_cls: 1.5590, loss: 1.5590, grad_norm: 5.9471 2020-09-17 01:47:27,898 - mmaction - INFO - Epoch [42][1040/1320] lr: 2.000e-04, eta: 6:25:45, time: 2.041, data_time: 1.119, memory: 10966, top1_acc: 0.5746, top5_acc: 0.8367, loss_cls: 1.5721, loss: 1.5721, grad_norm: 5.9907 2020-09-17 01:48:09,536 - mmaction - INFO - Epoch [42][1060/1320] lr: 2.000e-04, eta: 6:25:02, time: 2.082, data_time: 0.742, memory: 10966, top1_acc: 0.5691, top5_acc: 0.8383, loss_cls: 1.5745, loss: 1.5745, grad_norm: 6.1165 2020-09-17 01:48:49,338 - mmaction - INFO - Epoch [42][1080/1320] lr: 2.000e-04, eta: 6:24:18, time: 1.992, data_time: 0.414, memory: 10966, top1_acc: 0.5785, top5_acc: 0.8352, loss_cls: 1.5750, loss: 1.5750, grad_norm: 6.0956 2020-09-17 01:49:31,976 - mmaction - INFO - Epoch [42][1100/1320] lr: 2.000e-04, eta: 6:23:36, time: 2.132, data_time: 0.005, memory: 10966, top1_acc: 0.5758, top5_acc: 0.8387, loss_cls: 1.5795, loss: 1.5795, grad_norm: 6.1715 2020-09-17 01:50:11,949 - mmaction - INFO - Epoch [42][1120/1320] lr: 2.000e-04, eta: 6:22:53, time: 1.998, data_time: 0.004, memory: 10966, top1_acc: 0.5691, top5_acc: 0.8402, loss_cls: 1.5630, loss: 1.5630, grad_norm: 6.0947 2020-09-17 01:50:52,320 - mmaction - INFO - Epoch [42][1140/1320] lr: 2.000e-04, eta: 6:22:09, time: 2.019, data_time: 0.119, memory: 10966, top1_acc: 0.5645, top5_acc: 0.8352, loss_cls: 1.5892, loss: 1.5892, grad_norm: 6.1929 2020-09-17 01:51:34,618 - mmaction - INFO - Epoch [42][1160/1320] lr: 2.000e-04, eta: 6:21:27, time: 2.116, data_time: 0.983, memory: 10966, top1_acc: 0.5430, top5_acc: 0.8191, loss_cls: 1.6679, loss: 1.6679, grad_norm: 6.2402 2020-09-17 01:52:14,264 - mmaction - INFO - Epoch [42][1180/1320] lr: 2.000e-04, eta: 6:20:43, time: 1.983, data_time: 1.373, memory: 10966, top1_acc: 0.5691, top5_acc: 0.8430, loss_cls: 1.5484, loss: 1.5484, grad_norm: 6.0315 2020-09-17 01:52:58,022 - mmaction - INFO - Epoch [42][1200/1320] lr: 2.000e-04, eta: 6:20:01, time: 2.187, data_time: 0.599, memory: 10966, top1_acc: 0.5754, top5_acc: 0.8414, loss_cls: 1.5655, loss: 1.5655, grad_norm: 6.1822 2020-09-17 01:53:38,994 - mmaction - INFO - Epoch [42][1220/1320] lr: 2.000e-04, eta: 6:19:18, time: 2.049, data_time: 0.003, memory: 10966, top1_acc: 0.5785, top5_acc: 0.8465, loss_cls: 1.5194, loss: 1.5194, grad_norm: 6.0268 2020-09-17 01:54:18,344 - mmaction - INFO - Epoch [42][1240/1320] lr: 2.000e-04, eta: 6:18:34, time: 1.967, data_time: 0.003, memory: 10966, top1_acc: 0.5762, top5_acc: 0.8395, loss_cls: 1.5635, loss: 1.5635, grad_norm: 6.0888 2020-09-17 01:55:01,776 - mmaction - INFO - Epoch [42][1260/1320] lr: 2.000e-04, eta: 6:17:52, time: 2.171, data_time: 0.004, memory: 10966, top1_acc: 0.5746, top5_acc: 0.8258, loss_cls: 1.5785, loss: 1.5785, grad_norm: 6.1776 2020-09-17 01:55:44,548 - mmaction - INFO - Epoch [42][1280/1320] lr: 2.000e-04, eta: 6:17:09, time: 2.137, data_time: 0.183, memory: 10966, top1_acc: 0.5641, top5_acc: 0.8434, loss_cls: 1.5707, loss: 1.5707, grad_norm: 6.0861 2020-09-17 01:56:23,557 - mmaction - INFO - Epoch [42][1300/1320] lr: 2.000e-04, eta: 6:16:26, time: 1.952, data_time: 0.544, memory: 10966, top1_acc: 0.5578, top5_acc: 0.8324, loss_cls: 1.5875, loss: 1.5875, grad_norm: 6.1390 2020-09-17 01:57:00,367 - mmaction - INFO - Epoch [42][1320/1320] lr: 2.000e-04, eta: 6:15:42, time: 1.839, data_time: 0.005, memory: 10966, top1_acc: 0.5810, top5_acc: 0.8397, loss_cls: 1.5469, loss: 1.5469, grad_norm: 6.1725 2020-09-17 01:57:10,512 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-09-17 02:04:41,090 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-17 02:04:41,497 - mmaction - INFO - top1_acc 0.3155 top5_acc 0.6166 2020-09-17 02:04:41,497 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-17 02:04:41,549 - mmaction - INFO - mean_acc 0.2519 2020-09-17 02:04:41,555 - mmaction - INFO - Epoch(val) [42][1320] top1_acc: 0.3155, top5_acc: 0.6166, mean_class_accuracy: 0.2519 2020-09-17 02:06:55,442 - mmaction - INFO - Epoch [43][20/1320] lr: 2.000e-04, eta: 6:15:17, time: 6.688, data_time: 4.568, memory: 10966, top1_acc: 0.5473, top5_acc: 0.8344, loss_cls: 1.6086, loss: 1.6086, grad_norm: 6.1729 2020-09-17 02:07:35,304 - mmaction - INFO - Epoch [43][40/1320] lr: 2.000e-04, eta: 6:14:33, time: 1.995, data_time: 0.009, memory: 10966, top1_acc: 0.5977, top5_acc: 0.8391, loss_cls: 1.5092, loss: 1.5092, grad_norm: 5.9769 2020-09-17 02:08:15,625 - mmaction - INFO - Epoch [43][60/1320] lr: 2.000e-04, eta: 6:13:50, time: 2.013, data_time: 0.037, memory: 10966, top1_acc: 0.5836, top5_acc: 0.8395, loss_cls: 1.5591, loss: 1.5591, grad_norm: 6.0643 2020-09-17 02:08:57,992 - mmaction - INFO - Epoch [43][80/1320] lr: 2.000e-04, eta: 6:13:07, time: 2.120, data_time: 0.229, memory: 10966, top1_acc: 0.5957, top5_acc: 0.8355, loss_cls: 1.5223, loss: 1.5223, grad_norm: 5.9182 2020-09-17 02:09:37,643 - mmaction - INFO - Epoch [43][100/1320] lr: 2.000e-04, eta: 6:12:24, time: 1.982, data_time: 1.076, memory: 10966, top1_acc: 0.5801, top5_acc: 0.8543, loss_cls: 1.5293, loss: 1.5293, grad_norm: 6.1612 2020-09-17 02:10:19,206 - mmaction - INFO - Epoch [43][120/1320] lr: 2.000e-04, eta: 6:11:41, time: 2.080, data_time: 0.342, memory: 10966, top1_acc: 0.5941, top5_acc: 0.8484, loss_cls: 1.5021, loss: 1.5021, grad_norm: 5.9386 2020-09-17 02:11:00,906 - mmaction - INFO - Epoch [43][140/1320] lr: 2.000e-04, eta: 6:10:58, time: 2.085, data_time: 0.021, memory: 10966, top1_acc: 0.5809, top5_acc: 0.8441, loss_cls: 1.5529, loss: 1.5529, grad_norm: 6.0448 2020-09-17 02:11:41,550 - mmaction - INFO - Epoch [43][160/1320] lr: 2.000e-04, eta: 6:10:15, time: 2.032, data_time: 0.300, memory: 10966, top1_acc: 0.5801, top5_acc: 0.8504, loss_cls: 1.5117, loss: 1.5117, grad_norm: 5.9778 2020-09-17 02:12:21,773 - mmaction - INFO - Epoch [43][180/1320] lr: 2.000e-04, eta: 6:09:32, time: 2.011, data_time: 0.099, memory: 10966, top1_acc: 0.5879, top5_acc: 0.8457, loss_cls: 1.5407, loss: 1.5407, grad_norm: 5.9933 2020-09-17 02:13:05,141 - mmaction - INFO - Epoch [43][200/1320] lr: 2.000e-04, eta: 6:08:49, time: 2.160, data_time: 0.006, memory: 10966, top1_acc: 0.5687, top5_acc: 0.8355, loss_cls: 1.5753, loss: 1.5753, grad_norm: 6.2170 2020-09-17 02:13:44,711 - mmaction - INFO - Epoch [43][220/1320] lr: 2.000e-04, eta: 6:08:06, time: 1.987, data_time: 0.012, memory: 10966, top1_acc: 0.5813, top5_acc: 0.8395, loss_cls: 1.5553, loss: 1.5553, grad_norm: 6.1638 2020-09-17 02:14:29,294 - mmaction - INFO - Epoch [43][240/1320] lr: 2.000e-04, eta: 6:07:24, time: 2.226, data_time: 0.062, memory: 10966, top1_acc: 0.5773, top5_acc: 0.8313, loss_cls: 1.5787, loss: 1.5787, grad_norm: 6.1384 2020-09-17 02:15:10,119 - mmaction - INFO - Epoch [43][260/1320] lr: 2.000e-04, eta: 6:06:41, time: 2.044, data_time: 0.007, memory: 10966, top1_acc: 0.5633, top5_acc: 0.8359, loss_cls: 1.6156, loss: 1.6156, grad_norm: 6.2220 2020-09-17 02:15:50,812 - mmaction - INFO - Epoch [43][280/1320] lr: 2.000e-04, eta: 6:05:57, time: 2.033, data_time: 0.005, memory: 10966, top1_acc: 0.5727, top5_acc: 0.8418, loss_cls: 1.5792, loss: 1.5792, grad_norm: 6.0981 2020-09-17 02:16:30,524 - mmaction - INFO - Epoch [43][300/1320] lr: 2.000e-04, eta: 6:05:14, time: 1.988, data_time: 0.006, memory: 10966, top1_acc: 0.5613, top5_acc: 0.8332, loss_cls: 1.5944, loss: 1.5944, grad_norm: 6.2378 2020-09-17 02:17:12,800 - mmaction - INFO - Epoch [43][320/1320] lr: 2.000e-04, eta: 6:04:31, time: 2.113, data_time: 0.005, memory: 10966, top1_acc: 0.5746, top5_acc: 0.8402, loss_cls: 1.5536, loss: 1.5536, grad_norm: 5.8985 2020-09-17 02:17:53,580 - mmaction - INFO - Epoch [43][340/1320] lr: 2.000e-04, eta: 6:03:48, time: 2.040, data_time: 0.005, memory: 10966, top1_acc: 0.5926, top5_acc: 0.8586, loss_cls: 1.4986, loss: 1.4986, grad_norm: 6.0177 2020-09-17 02:18:35,655 - mmaction - INFO - Epoch [43][360/1320] lr: 2.000e-04, eta: 6:03:05, time: 2.097, data_time: 0.240, memory: 10966, top1_acc: 0.5883, top5_acc: 0.8398, loss_cls: 1.5387, loss: 1.5387, grad_norm: 6.0741 2020-09-17 02:19:15,674 - mmaction - INFO - Epoch [43][380/1320] lr: 2.000e-04, eta: 6:02:22, time: 2.008, data_time: 0.012, memory: 10966, top1_acc: 0.5695, top5_acc: 0.8395, loss_cls: 1.5615, loss: 1.5615, grad_norm: 6.1195 2020-09-17 02:19:57,800 - mmaction - INFO - Epoch [43][400/1320] lr: 2.000e-04, eta: 6:01:39, time: 2.106, data_time: 0.004, memory: 10966, top1_acc: 0.5625, top5_acc: 0.8383, loss_cls: 1.5754, loss: 1.5754, grad_norm: 6.0710 2020-09-17 02:20:38,687 - mmaction - INFO - Epoch [43][420/1320] lr: 2.000e-04, eta: 6:00:56, time: 2.046, data_time: 0.212, memory: 10966, top1_acc: 0.5684, top5_acc: 0.8398, loss_cls: 1.5578, loss: 1.5578, grad_norm: 6.1175 2020-09-17 02:21:19,708 - mmaction - INFO - Epoch [43][440/1320] lr: 2.000e-04, eta: 6:00:13, time: 2.051, data_time: 0.117, memory: 10966, top1_acc: 0.5707, top5_acc: 0.8289, loss_cls: 1.6080, loss: 1.6080, grad_norm: 6.1686 2020-09-17 02:22:01,101 - mmaction - INFO - Epoch [43][460/1320] lr: 2.000e-04, eta: 5:59:30, time: 2.069, data_time: 0.072, memory: 10966, top1_acc: 0.5621, top5_acc: 0.8410, loss_cls: 1.6111, loss: 1.6111, grad_norm: 6.2505 2020-09-17 02:22:44,311 - mmaction - INFO - Epoch [43][480/1320] lr: 2.000e-04, eta: 5:58:48, time: 2.158, data_time: 0.014, memory: 10966, top1_acc: 0.5820, top5_acc: 0.8387, loss_cls: 1.5467, loss: 1.5467, grad_norm: 6.1142 2020-09-17 02:23:22,921 - mmaction - INFO - Epoch [43][500/1320] lr: 2.000e-04, eta: 5:58:04, time: 1.931, data_time: 0.259, memory: 10966, top1_acc: 0.5703, top5_acc: 0.8379, loss_cls: 1.5771, loss: 1.5771, grad_norm: 6.2370 2020-09-17 02:24:04,468 - mmaction - INFO - Epoch [43][520/1320] lr: 2.000e-04, eta: 5:57:21, time: 2.079, data_time: 0.004, memory: 10966, top1_acc: 0.5777, top5_acc: 0.8461, loss_cls: 1.5472, loss: 1.5472, grad_norm: 6.1807 2020-09-17 02:24:45,182 - mmaction - INFO - Epoch [43][540/1320] lr: 2.000e-04, eta: 5:56:38, time: 2.035, data_time: 0.041, memory: 10966, top1_acc: 0.5766, top5_acc: 0.8391, loss_cls: 1.5838, loss: 1.5838, grad_norm: 6.1363 2020-09-17 02:25:27,597 - mmaction - INFO - Epoch [43][560/1320] lr: 2.000e-04, eta: 5:55:56, time: 2.120, data_time: 0.003, memory: 10966, top1_acc: 0.5699, top5_acc: 0.8211, loss_cls: 1.5866, loss: 1.5866, grad_norm: 6.2226 2020-09-17 02:26:05,961 - mmaction - INFO - Epoch [43][580/1320] lr: 2.000e-04, eta: 5:55:12, time: 1.921, data_time: 0.005, memory: 10966, top1_acc: 0.5773, top5_acc: 0.8621, loss_cls: 1.4842, loss: 1.4842, grad_norm: 5.9653 2020-09-17 02:26:46,500 - mmaction - INFO - Epoch [43][600/1320] lr: 2.000e-04, eta: 5:54:29, time: 2.026, data_time: 0.003, memory: 10966, top1_acc: 0.5637, top5_acc: 0.8262, loss_cls: 1.6355, loss: 1.6355, grad_norm: 6.2933 2020-09-17 02:27:28,145 - mmaction - INFO - Epoch [43][620/1320] lr: 2.000e-04, eta: 5:53:46, time: 2.081, data_time: 0.003, memory: 10966, top1_acc: 0.5871, top5_acc: 0.8367, loss_cls: 1.5421, loss: 1.5421, grad_norm: 6.0092 2020-09-17 02:28:08,211 - mmaction - INFO - Epoch [43][640/1320] lr: 2.000e-04, eta: 5:53:03, time: 2.003, data_time: 0.003, memory: 10966, top1_acc: 0.5715, top5_acc: 0.8375, loss_cls: 1.5883, loss: 1.5883, grad_norm: 6.2550 2020-09-17 02:28:47,928 - mmaction - INFO - Epoch [43][660/1320] lr: 2.000e-04, eta: 5:52:20, time: 1.987, data_time: 0.211, memory: 10966, top1_acc: 0.5617, top5_acc: 0.8363, loss_cls: 1.5942, loss: 1.5942, grad_norm: 6.2711 2020-09-17 02:29:30,432 - mmaction - INFO - Epoch [43][680/1320] lr: 2.000e-04, eta: 5:51:37, time: 2.124, data_time: 0.098, memory: 10966, top1_acc: 0.5656, top5_acc: 0.8375, loss_cls: 1.5883, loss: 1.5883, grad_norm: 6.1679 2020-09-17 02:30:10,410 - mmaction - INFO - Epoch [43][700/1320] lr: 2.000e-04, eta: 5:50:54, time: 2.000, data_time: 0.005, memory: 10966, top1_acc: 0.5719, top5_acc: 0.8301, loss_cls: 1.5878, loss: 1.5878, grad_norm: 6.0782 2020-09-17 02:30:51,027 - mmaction - INFO - Epoch [43][720/1320] lr: 2.000e-04, eta: 5:50:11, time: 2.030, data_time: 0.197, memory: 10966, top1_acc: 0.5641, top5_acc: 0.8348, loss_cls: 1.6016, loss: 1.6016, grad_norm: 6.1761 2020-09-17 02:31:30,609 - mmaction - INFO - Epoch [43][740/1320] lr: 2.000e-04, eta: 5:49:27, time: 1.977, data_time: 0.076, memory: 10966, top1_acc: 0.5809, top5_acc: 0.8488, loss_cls: 1.5308, loss: 1.5308, grad_norm: 5.9599 2020-09-17 02:32:13,131 - mmaction - INFO - Epoch [43][760/1320] lr: 2.000e-04, eta: 5:48:45, time: 2.129, data_time: 0.243, memory: 10966, top1_acc: 0.5742, top5_acc: 0.8324, loss_cls: 1.5655, loss: 1.5655, grad_norm: 6.0176 2020-09-17 02:32:55,377 - mmaction - INFO - Epoch [43][780/1320] lr: 2.000e-04, eta: 5:48:02, time: 2.113, data_time: 0.002, memory: 10966, top1_acc: 0.5797, top5_acc: 0.8473, loss_cls: 1.5193, loss: 1.5193, grad_norm: 5.9845 2020-09-17 02:33:37,544 - mmaction - INFO - Epoch [43][800/1320] lr: 2.000e-04, eta: 5:47:19, time: 2.108, data_time: 0.345, memory: 10966, top1_acc: 0.5691, top5_acc: 0.8371, loss_cls: 1.5800, loss: 1.5800, grad_norm: 6.1454 2020-09-17 02:34:17,883 - mmaction - INFO - Epoch [43][820/1320] lr: 2.000e-04, eta: 5:46:36, time: 2.017, data_time: 0.213, memory: 10966, top1_acc: 0.5773, top5_acc: 0.8336, loss_cls: 1.5559, loss: 1.5559, grad_norm: 6.1169 2020-09-17 02:34:59,104 - mmaction - INFO - Epoch [43][840/1320] lr: 2.000e-04, eta: 5:45:53, time: 2.061, data_time: 0.337, memory: 10966, top1_acc: 0.5680, top5_acc: 0.8262, loss_cls: 1.6006, loss: 1.6006, grad_norm: 6.0800 2020-09-17 02:35:40,776 - mmaction - INFO - Epoch [43][860/1320] lr: 2.000e-04, eta: 5:45:10, time: 2.083, data_time: 0.340, memory: 10966, top1_acc: 0.5602, top5_acc: 0.8332, loss_cls: 1.5907, loss: 1.5907, grad_norm: 6.1812 2020-09-17 02:36:20,699 - mmaction - INFO - Epoch [43][880/1320] lr: 2.000e-04, eta: 5:44:27, time: 1.996, data_time: 0.885, memory: 10966, top1_acc: 0.5727, top5_acc: 0.8441, loss_cls: 1.5553, loss: 1.5553, grad_norm: 6.1311 2020-09-17 02:37:01,542 - mmaction - INFO - Epoch [43][900/1320] lr: 2.000e-04, eta: 5:43:44, time: 2.042, data_time: 0.073, memory: 10966, top1_acc: 0.5594, top5_acc: 0.8375, loss_cls: 1.5752, loss: 1.5752, grad_norm: 6.0869 2020-09-17 02:37:44,111 - mmaction - INFO - Epoch [43][920/1320] lr: 2.000e-04, eta: 5:43:01, time: 2.129, data_time: 0.004, memory: 10966, top1_acc: 0.5789, top5_acc: 0.8441, loss_cls: 1.5445, loss: 1.5445, grad_norm: 6.2647 2020-09-17 02:38:24,460 - mmaction - INFO - Epoch [43][940/1320] lr: 2.000e-04, eta: 5:42:18, time: 2.017, data_time: 0.395, memory: 10966, top1_acc: 0.5582, top5_acc: 0.8363, loss_cls: 1.6181, loss: 1.6181, grad_norm: 6.2054 2020-09-17 02:39:04,024 - mmaction - INFO - Epoch [43][960/1320] lr: 2.000e-04, eta: 5:41:35, time: 1.979, data_time: 0.003, memory: 10966, top1_acc: 0.5813, top5_acc: 0.8488, loss_cls: 1.5167, loss: 1.5167, grad_norm: 6.0743 2020-09-17 02:39:46,120 - mmaction - INFO - Epoch [43][980/1320] lr: 2.000e-04, eta: 5:40:52, time: 2.104, data_time: 0.003, memory: 10966, top1_acc: 0.5687, top5_acc: 0.8324, loss_cls: 1.5989, loss: 1.5989, grad_norm: 6.2249 2020-09-17 02:40:26,966 - mmaction - INFO - Epoch [43][1000/1320] lr: 2.000e-04, eta: 5:40:09, time: 2.043, data_time: 0.307, memory: 10966, top1_acc: 0.5824, top5_acc: 0.8441, loss_cls: 1.5335, loss: 1.5335, grad_norm: 6.1480 2020-09-17 02:41:09,549 - mmaction - INFO - Epoch [43][1020/1320] lr: 2.000e-04, eta: 5:39:26, time: 2.129, data_time: 0.003, memory: 10966, top1_acc: 0.5715, top5_acc: 0.8422, loss_cls: 1.5887, loss: 1.5887, grad_norm: 6.2005 2020-09-17 02:41:49,563 - mmaction - INFO - Epoch [43][1040/1320] lr: 2.000e-04, eta: 5:38:43, time: 1.998, data_time: 0.004, memory: 10966, top1_acc: 0.5773, top5_acc: 0.8445, loss_cls: 1.5148, loss: 1.5148, grad_norm: 6.0091 2020-09-17 02:42:32,797 - mmaction - INFO - Epoch [43][1060/1320] lr: 2.000e-04, eta: 5:38:01, time: 2.163, data_time: 0.006, memory: 10966, top1_acc: 0.5984, top5_acc: 0.8469, loss_cls: 1.5029, loss: 1.5029, grad_norm: 5.9383 2020-09-17 02:43:12,913 - mmaction - INFO - Epoch [43][1080/1320] lr: 2.000e-04, eta: 5:37:17, time: 2.006, data_time: 0.004, memory: 10966, top1_acc: 0.5781, top5_acc: 0.8410, loss_cls: 1.5562, loss: 1.5562, grad_norm: 5.9831 2020-09-17 02:43:53,271 - mmaction - INFO - Epoch [43][1100/1320] lr: 2.000e-04, eta: 5:36:34, time: 2.019, data_time: 0.055, memory: 10966, top1_acc: 0.5832, top5_acc: 0.8391, loss_cls: 1.5391, loss: 1.5391, grad_norm: 6.0883 2020-09-17 02:44:35,532 - mmaction - INFO - Epoch [43][1120/1320] lr: 2.000e-04, eta: 5:35:52, time: 2.100, data_time: 0.003, memory: 10966, top1_acc: 0.5563, top5_acc: 0.8328, loss_cls: 1.6251, loss: 1.6251, grad_norm: 6.3227 2020-09-17 02:45:16,128 - mmaction - INFO - Epoch [43][1140/1320] lr: 2.000e-04, eta: 5:35:09, time: 2.043, data_time: 0.017, memory: 10966, top1_acc: 0.5773, top5_acc: 0.8355, loss_cls: 1.5680, loss: 1.5680, grad_norm: 6.2357 2020-09-17 02:45:58,214 - mmaction - INFO - Epoch [43][1160/1320] lr: 2.000e-04, eta: 5:34:26, time: 2.104, data_time: 0.018, memory: 10966, top1_acc: 0.5570, top5_acc: 0.8395, loss_cls: 1.5870, loss: 1.5870, grad_norm: 6.2923 2020-09-17 02:46:37,851 - mmaction - INFO - Epoch [43][1180/1320] lr: 2.000e-04, eta: 5:33:43, time: 1.982, data_time: 0.006, memory: 10966, top1_acc: 0.5711, top5_acc: 0.8402, loss_cls: 1.5574, loss: 1.5574, grad_norm: 6.1243 2020-09-17 02:47:19,958 - mmaction - INFO - Epoch [43][1200/1320] lr: 2.000e-04, eta: 5:33:00, time: 2.104, data_time: 0.003, memory: 10966, top1_acc: 0.5832, top5_acc: 0.8492, loss_cls: 1.5211, loss: 1.5211, grad_norm: 6.0763 2020-09-17 02:48:00,012 - mmaction - INFO - Epoch [43][1220/1320] lr: 2.000e-04, eta: 5:32:17, time: 2.003, data_time: 0.006, memory: 10966, top1_acc: 0.5500, top5_acc: 0.8328, loss_cls: 1.6172, loss: 1.6172, grad_norm: 6.3200 2020-09-17 02:48:42,256 - mmaction - INFO - Epoch [43][1240/1320] lr: 2.000e-04, eta: 5:31:34, time: 2.113, data_time: 0.109, memory: 10966, top1_acc: 0.5672, top5_acc: 0.8406, loss_cls: 1.5733, loss: 1.5733, grad_norm: 6.1874 2020-09-17 02:49:21,970 - mmaction - INFO - Epoch [43][1260/1320] lr: 2.000e-04, eta: 5:30:51, time: 1.984, data_time: 0.002, memory: 10966, top1_acc: 0.5738, top5_acc: 0.8402, loss_cls: 1.5484, loss: 1.5484, grad_norm: 6.1358 2020-09-17 02:50:04,198 - mmaction - INFO - Epoch [43][1280/1320] lr: 2.000e-04, eta: 5:30:08, time: 2.112, data_time: 0.006, memory: 10966, top1_acc: 0.5648, top5_acc: 0.8441, loss_cls: 1.5687, loss: 1.5687, grad_norm: 6.2274 2020-09-17 02:50:44,964 - mmaction - INFO - Epoch [43][1300/1320] lr: 2.000e-04, eta: 5:29:25, time: 2.038, data_time: 0.809, memory: 10966, top1_acc: 0.5703, top5_acc: 0.8426, loss_cls: 1.5724, loss: 1.5724, grad_norm: 6.1604 2020-09-17 02:51:22,409 - mmaction - INFO - Epoch [43][1320/1320] lr: 2.000e-04, eta: 5:28:41, time: 1.873, data_time: 0.443, memory: 10966, top1_acc: 0.5738, top5_acc: 0.8341, loss_cls: 1.5647, loss: 1.5647, grad_norm: 6.0701 2020-09-17 02:51:33,000 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-09-17 02:59:03,632 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-17 02:59:04,020 - mmaction - INFO - top1_acc 0.3151 top5_acc 0.6148 2020-09-17 02:59:04,021 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-17 02:59:04,074 - mmaction - INFO - mean_acc 0.2520 2020-09-17 02:59:04,107 - mmaction - INFO - Epoch(val) [43][1320] top1_acc: 0.3151, top5_acc: 0.6148, mean_class_accuracy: 0.2520 2020-09-17 03:01:21,758 - mmaction - INFO - Epoch [44][20/1320] lr: 2.000e-04, eta: 5:28:14, time: 6.877, data_time: 5.079, memory: 10966, top1_acc: 0.5730, top5_acc: 0.8449, loss_cls: 1.5235, loss: 1.5235, grad_norm: 6.1998 2020-09-17 03:02:02,288 - mmaction - INFO - Epoch [44][40/1320] lr: 2.000e-04, eta: 5:27:31, time: 2.025, data_time: 0.244, memory: 10966, top1_acc: 0.5734, top5_acc: 0.8379, loss_cls: 1.5932, loss: 1.5932, grad_norm: 6.1410 2020-09-17 03:02:44,046 - mmaction - INFO - Epoch [44][60/1320] lr: 2.000e-04, eta: 5:26:48, time: 2.089, data_time: 1.529, memory: 10966, top1_acc: 0.5574, top5_acc: 0.8371, loss_cls: 1.5934, loss: 1.5934, grad_norm: 6.0959 2020-09-17 03:03:25,744 - mmaction - INFO - Epoch [44][80/1320] lr: 2.000e-04, eta: 5:26:05, time: 2.082, data_time: 1.087, memory: 10966, top1_acc: 0.5793, top5_acc: 0.8391, loss_cls: 1.5571, loss: 1.5571, grad_norm: 6.1444 2020-09-17 03:04:09,069 - mmaction - INFO - Epoch [44][100/1320] lr: 2.000e-04, eta: 5:25:23, time: 2.169, data_time: 0.011, memory: 10966, top1_acc: 0.5680, top5_acc: 0.8414, loss_cls: 1.5716, loss: 1.5716, grad_norm: 6.2667 2020-09-17 03:04:47,738 - mmaction - INFO - Epoch [44][120/1320] lr: 2.000e-04, eta: 5:24:39, time: 1.937, data_time: 0.083, memory: 10966, top1_acc: 0.5859, top5_acc: 0.8551, loss_cls: 1.5064, loss: 1.5064, grad_norm: 5.9966 2020-09-17 03:05:28,069 - mmaction - INFO - Epoch [44][140/1320] lr: 2.000e-04, eta: 5:23:56, time: 2.016, data_time: 0.071, memory: 10966, top1_acc: 0.5715, top5_acc: 0.8352, loss_cls: 1.5708, loss: 1.5708, grad_norm: 6.2431 2020-09-17 03:06:10,553 - mmaction - INFO - Epoch [44][160/1320] lr: 2.000e-04, eta: 5:23:13, time: 2.123, data_time: 0.057, memory: 10966, top1_acc: 0.5953, top5_acc: 0.8539, loss_cls: 1.4807, loss: 1.4807, grad_norm: 5.9405 2020-09-17 03:06:50,823 - mmaction - INFO - Epoch [44][180/1320] lr: 2.000e-04, eta: 5:22:30, time: 2.012, data_time: 0.393, memory: 10966, top1_acc: 0.5785, top5_acc: 0.8359, loss_cls: 1.5566, loss: 1.5566, grad_norm: 6.2057 2020-09-17 03:07:33,259 - mmaction - INFO - Epoch [44][200/1320] lr: 2.000e-04, eta: 5:21:48, time: 2.123, data_time: 1.454, memory: 10966, top1_acc: 0.5727, top5_acc: 0.8426, loss_cls: 1.5543, loss: 1.5543, grad_norm: 6.0885 2020-09-17 03:08:12,631 - mmaction - INFO - Epoch [44][220/1320] lr: 2.000e-04, eta: 5:21:04, time: 1.970, data_time: 0.819, memory: 10966, top1_acc: 0.5684, top5_acc: 0.8473, loss_cls: 1.5381, loss: 1.5381, grad_norm: 6.0078 2020-09-17 03:08:54,654 - mmaction - INFO - Epoch [44][240/1320] lr: 2.000e-04, eta: 5:20:22, time: 2.101, data_time: 0.074, memory: 10966, top1_acc: 0.5605, top5_acc: 0.8281, loss_cls: 1.6187, loss: 1.6187, grad_norm: 6.3718 2020-09-17 03:09:35,379 - mmaction - INFO - Epoch [44][260/1320] lr: 2.000e-04, eta: 5:19:38, time: 2.035, data_time: 0.004, memory: 10966, top1_acc: 0.5684, top5_acc: 0.8434, loss_cls: 1.5725, loss: 1.5725, grad_norm: 6.1784 2020-09-17 03:10:17,432 - mmaction - INFO - Epoch [44][280/1320] lr: 2.000e-04, eta: 5:18:56, time: 2.101, data_time: 0.005, memory: 10966, top1_acc: 0.5895, top5_acc: 0.8504, loss_cls: 1.5109, loss: 1.5109, grad_norm: 5.9757 2020-09-17 03:10:56,401 - mmaction - INFO - Epoch [44][300/1320] lr: 2.000e-04, eta: 5:18:12, time: 1.949, data_time: 0.007, memory: 10966, top1_acc: 0.5656, top5_acc: 0.8422, loss_cls: 1.5481, loss: 1.5481, grad_norm: 6.1974 2020-09-17 03:11:39,902 - mmaction - INFO - Epoch [44][320/1320] lr: 2.000e-04, eta: 5:17:30, time: 2.176, data_time: 0.006, memory: 10966, top1_acc: 0.5730, top5_acc: 0.8508, loss_cls: 1.5545, loss: 1.5545, grad_norm: 6.1795 2020-09-17 03:12:19,369 - mmaction - INFO - Epoch [44][340/1320] lr: 2.000e-04, eta: 5:16:47, time: 1.974, data_time: 0.006, memory: 10966, top1_acc: 0.5777, top5_acc: 0.8469, loss_cls: 1.5278, loss: 1.5278, grad_norm: 6.0085 2020-09-17 03:13:05,204 - mmaction - INFO - Epoch [44][360/1320] lr: 2.000e-04, eta: 5:16:04, time: 2.293, data_time: 1.344, memory: 10966, top1_acc: 0.5746, top5_acc: 0.8418, loss_cls: 1.5790, loss: 1.5790, grad_norm: 6.1051 2020-09-17 03:13:43,898 - mmaction - INFO - Epoch [44][380/1320] lr: 2.000e-04, eta: 5:15:21, time: 1.935, data_time: 0.708, memory: 10966, top1_acc: 0.5855, top5_acc: 0.8426, loss_cls: 1.5190, loss: 1.5190, grad_norm: 6.1291 2020-09-17 03:14:24,853 - mmaction - INFO - Epoch [44][400/1320] lr: 2.000e-04, eta: 5:14:38, time: 2.046, data_time: 0.227, memory: 10966, top1_acc: 0.5734, top5_acc: 0.8383, loss_cls: 1.5699, loss: 1.5699, grad_norm: 6.1699 2020-09-17 03:15:09,038 - mmaction - INFO - Epoch [44][420/1320] lr: 2.000e-04, eta: 5:13:56, time: 2.209, data_time: 0.004, memory: 10966, top1_acc: 0.5605, top5_acc: 0.8359, loss_cls: 1.5888, loss: 1.5888, grad_norm: 6.3452 2020-09-17 03:15:49,328 - mmaction - INFO - Epoch [44][440/1320] lr: 2.000e-04, eta: 5:13:12, time: 2.013, data_time: 0.409, memory: 10966, top1_acc: 0.5793, top5_acc: 0.8410, loss_cls: 1.5608, loss: 1.5608, grad_norm: 6.0901 2020-09-17 03:16:30,636 - mmaction - INFO - Epoch [44][460/1320] lr: 2.000e-04, eta: 5:12:29, time: 2.065, data_time: 1.182, memory: 10966, top1_acc: 0.5652, top5_acc: 0.8254, loss_cls: 1.6195, loss: 1.6195, grad_norm: 6.2873 2020-09-17 03:17:11,430 - mmaction - INFO - Epoch [44][480/1320] lr: 2.000e-04, eta: 5:11:46, time: 2.042, data_time: 0.165, memory: 10966, top1_acc: 0.5727, top5_acc: 0.8371, loss_cls: 1.5513, loss: 1.5513, grad_norm: 6.1617 2020-09-17 03:17:56,090 - mmaction - INFO - Epoch [44][500/1320] lr: 2.000e-04, eta: 5:11:04, time: 2.232, data_time: 0.013, memory: 10966, top1_acc: 0.5707, top5_acc: 0.8453, loss_cls: 1.5822, loss: 1.5822, grad_norm: 6.2001 2020-09-17 03:18:35,910 - mmaction - INFO - Epoch [44][520/1320] lr: 2.000e-04, eta: 5:10:21, time: 1.991, data_time: 0.170, memory: 10966, top1_acc: 0.5805, top5_acc: 0.8465, loss_cls: 1.5398, loss: 1.5398, grad_norm: 6.1390 2020-09-17 03:19:15,685 - mmaction - INFO - Epoch [44][540/1320] lr: 2.000e-04, eta: 5:09:38, time: 1.990, data_time: 0.227, memory: 10966, top1_acc: 0.5785, top5_acc: 0.8367, loss_cls: 1.5432, loss: 1.5432, grad_norm: 6.1896 2020-09-17 03:19:59,781 - mmaction - INFO - Epoch [44][560/1320] lr: 2.000e-04, eta: 5:08:55, time: 2.203, data_time: 0.816, memory: 10966, top1_acc: 0.5684, top5_acc: 0.8336, loss_cls: 1.5852, loss: 1.5852, grad_norm: 6.2637 2020-09-17 03:20:38,999 - mmaction - INFO - Epoch [44][580/1320] lr: 2.000e-04, eta: 5:08:12, time: 1.961, data_time: 0.093, memory: 10966, top1_acc: 0.5727, top5_acc: 0.8387, loss_cls: 1.5544, loss: 1.5544, grad_norm: 6.2218 2020-09-17 03:21:22,114 - mmaction - INFO - Epoch [44][600/1320] lr: 2.000e-04, eta: 5:07:29, time: 2.153, data_time: 1.042, memory: 10966, top1_acc: 0.5801, top5_acc: 0.8426, loss_cls: 1.5191, loss: 1.5191, grad_norm: 6.0201 2020-09-17 03:21:59,929 - mmaction - INFO - Epoch [44][620/1320] lr: 2.000e-04, eta: 5:06:46, time: 1.894, data_time: 1.272, memory: 10966, top1_acc: 0.5773, top5_acc: 0.8395, loss_cls: 1.5707, loss: 1.5707, grad_norm: 6.1317 2020-09-17 03:22:41,493 - mmaction - INFO - Epoch [44][640/1320] lr: 2.000e-04, eta: 5:06:03, time: 2.077, data_time: 0.960, memory: 10966, top1_acc: 0.5664, top5_acc: 0.8465, loss_cls: 1.5528, loss: 1.5528, grad_norm: 6.2296 2020-09-17 03:23:23,544 - mmaction - INFO - Epoch [44][660/1320] lr: 2.000e-04, eta: 5:05:20, time: 2.101, data_time: 0.821, memory: 10966, top1_acc: 0.5906, top5_acc: 0.8523, loss_cls: 1.4905, loss: 1.4905, grad_norm: 6.0804 2020-09-17 03:24:04,504 - mmaction - INFO - Epoch [44][680/1320] lr: 2.000e-04, eta: 5:04:37, time: 2.052, data_time: 0.083, memory: 10966, top1_acc: 0.5891, top5_acc: 0.8422, loss_cls: 1.5137, loss: 1.5137, grad_norm: 5.9743 2020-09-17 03:24:45,121 - mmaction - INFO - Epoch [44][700/1320] lr: 2.000e-04, eta: 5:03:54, time: 2.029, data_time: 0.008, memory: 10966, top1_acc: 0.5840, top5_acc: 0.8418, loss_cls: 1.5079, loss: 1.5079, grad_norm: 5.9785 2020-09-17 03:25:28,793 - mmaction - INFO - Epoch [44][720/1320] lr: 2.000e-04, eta: 5:03:12, time: 2.185, data_time: 0.605, memory: 10966, top1_acc: 0.5645, top5_acc: 0.8375, loss_cls: 1.5585, loss: 1.5585, grad_norm: 5.9474 2020-09-17 03:26:10,113 - mmaction - INFO - Epoch [44][740/1320] lr: 2.000e-04, eta: 5:02:29, time: 2.064, data_time: 0.355, memory: 10966, top1_acc: 0.5715, top5_acc: 0.8441, loss_cls: 1.5495, loss: 1.5495, grad_norm: 6.1488 2020-09-17 03:26:49,854 - mmaction - INFO - Epoch [44][760/1320] lr: 2.000e-04, eta: 5:01:46, time: 1.989, data_time: 0.005, memory: 10966, top1_acc: 0.5672, top5_acc: 0.8328, loss_cls: 1.5977, loss: 1.5977, grad_norm: 6.3117 2020-09-17 03:27:30,877 - mmaction - INFO - Epoch [44][780/1320] lr: 2.000e-04, eta: 5:01:03, time: 2.049, data_time: 0.059, memory: 10966, top1_acc: 0.5770, top5_acc: 0.8375, loss_cls: 1.5363, loss: 1.5363, grad_norm: 6.0917 2020-09-17 03:28:13,018 - mmaction - INFO - Epoch [44][800/1320] lr: 2.000e-04, eta: 5:00:20, time: 2.110, data_time: 0.653, memory: 10966, top1_acc: 0.5719, top5_acc: 0.8340, loss_cls: 1.5624, loss: 1.5624, grad_norm: 6.0160 2020-09-17 03:28:53,009 - mmaction - INFO - Epoch [44][820/1320] lr: 2.000e-04, eta: 4:59:37, time: 1.996, data_time: 0.329, memory: 10966, top1_acc: 0.5906, top5_acc: 0.8453, loss_cls: 1.5120, loss: 1.5120, grad_norm: 6.0354 2020-09-17 03:29:34,812 - mmaction - INFO - Epoch [44][840/1320] lr: 2.000e-04, eta: 4:58:54, time: 2.094, data_time: 0.775, memory: 10966, top1_acc: 0.5742, top5_acc: 0.8453, loss_cls: 1.5314, loss: 1.5314, grad_norm: 6.0515 2020-09-17 03:30:16,894 - mmaction - INFO - Epoch [44][860/1320] lr: 2.000e-04, eta: 4:58:11, time: 2.104, data_time: 1.456, memory: 10966, top1_acc: 0.5734, top5_acc: 0.8398, loss_cls: 1.5368, loss: 1.5368, grad_norm: 6.2345 2020-09-17 03:30:58,402 - mmaction - INFO - Epoch [44][880/1320] lr: 2.000e-04, eta: 4:57:28, time: 2.076, data_time: 1.465, memory: 10966, top1_acc: 0.5875, top5_acc: 0.8516, loss_cls: 1.4967, loss: 1.4967, grad_norm: 6.0206 2020-09-17 03:31:38,218 - mmaction - INFO - Epoch [44][900/1320] lr: 2.000e-04, eta: 4:56:45, time: 1.983, data_time: 1.227, memory: 10966, top1_acc: 0.5895, top5_acc: 0.8555, loss_cls: 1.4884, loss: 1.4884, grad_norm: 6.0539 2020-09-17 03:32:18,088 - mmaction - INFO - Epoch [44][920/1320] lr: 2.000e-04, eta: 4:56:02, time: 1.999, data_time: 1.432, memory: 10966, top1_acc: 0.5941, top5_acc: 0.8527, loss_cls: 1.5012, loss: 1.5012, grad_norm: 5.9946 2020-09-17 03:32:57,992 - mmaction - INFO - Epoch [44][940/1320] lr: 2.000e-04, eta: 4:55:19, time: 1.996, data_time: 0.919, memory: 10966, top1_acc: 0.5465, top5_acc: 0.8332, loss_cls: 1.6108, loss: 1.6108, grad_norm: 6.2606 2020-09-17 03:33:41,801 - mmaction - INFO - Epoch [44][960/1320] lr: 2.000e-04, eta: 4:54:36, time: 2.193, data_time: 0.561, memory: 10966, top1_acc: 0.5750, top5_acc: 0.8488, loss_cls: 1.5336, loss: 1.5336, grad_norm: 6.1143 2020-09-17 03:34:24,304 - mmaction - INFO - Epoch [44][980/1320] lr: 2.000e-04, eta: 4:53:54, time: 2.125, data_time: 0.005, memory: 10966, top1_acc: 0.5711, top5_acc: 0.8371, loss_cls: 1.5982, loss: 1.5982, grad_norm: 6.1908 2020-09-17 03:35:06,792 - mmaction - INFO - Epoch [44][1000/1320] lr: 2.000e-04, eta: 4:53:11, time: 2.124, data_time: 0.007, memory: 10966, top1_acc: 0.5809, top5_acc: 0.8434, loss_cls: 1.5330, loss: 1.5330, grad_norm: 6.0816 2020-09-17 03:35:48,484 - mmaction - INFO - Epoch [44][1020/1320] lr: 2.000e-04, eta: 4:52:28, time: 2.082, data_time: 0.003, memory: 10966, top1_acc: 0.5762, top5_acc: 0.8531, loss_cls: 1.5161, loss: 1.5161, grad_norm: 6.1649 2020-09-17 03:36:30,412 - mmaction - INFO - Epoch [44][1040/1320] lr: 2.000e-04, eta: 4:51:45, time: 2.098, data_time: 0.200, memory: 10966, top1_acc: 0.5734, top5_acc: 0.8418, loss_cls: 1.5832, loss: 1.5832, grad_norm: 6.2519 2020-09-17 03:37:11,557 - mmaction - INFO - Epoch [44][1060/1320] lr: 2.000e-04, eta: 4:51:02, time: 2.056, data_time: 1.358, memory: 10966, top1_acc: 0.5750, top5_acc: 0.8387, loss_cls: 1.5554, loss: 1.5554, grad_norm: 6.2566 2020-09-17 03:37:54,404 - mmaction - INFO - Epoch [44][1080/1320] lr: 2.000e-04, eta: 4:50:20, time: 2.140, data_time: 1.544, memory: 10966, top1_acc: 0.5805, top5_acc: 0.8445, loss_cls: 1.5411, loss: 1.5411, grad_norm: 6.2428 2020-09-17 03:38:34,132 - mmaction - INFO - Epoch [44][1100/1320] lr: 2.000e-04, eta: 4:49:37, time: 1.990, data_time: 1.066, memory: 10966, top1_acc: 0.5543, top5_acc: 0.8359, loss_cls: 1.5988, loss: 1.5988, grad_norm: 6.1596 2020-09-17 03:39:16,273 - mmaction - INFO - Epoch [44][1120/1320] lr: 2.000e-04, eta: 4:48:54, time: 2.102, data_time: 0.819, memory: 10966, top1_acc: 0.5656, top5_acc: 0.8371, loss_cls: 1.5874, loss: 1.5874, grad_norm: 6.2869 2020-09-17 03:39:56,297 - mmaction - INFO - Epoch [44][1140/1320] lr: 2.000e-04, eta: 4:48:11, time: 2.001, data_time: 0.334, memory: 10966, top1_acc: 0.5605, top5_acc: 0.8352, loss_cls: 1.6240, loss: 1.6240, grad_norm: 6.2379 2020-09-17 03:40:40,972 - mmaction - INFO - Epoch [44][1160/1320] lr: 2.000e-04, eta: 4:47:28, time: 2.235, data_time: 0.929, memory: 10966, top1_acc: 0.5723, top5_acc: 0.8273, loss_cls: 1.6031, loss: 1.6031, grad_norm: 6.2066 2020-09-17 03:41:21,068 - mmaction - INFO - Epoch [44][1180/1320] lr: 2.000e-04, eta: 4:46:45, time: 2.010, data_time: 0.092, memory: 10966, top1_acc: 0.5715, top5_acc: 0.8375, loss_cls: 1.5889, loss: 1.5889, grad_norm: 6.1557 2020-09-17 03:42:01,399 - mmaction - INFO - Epoch [44][1200/1320] lr: 2.000e-04, eta: 4:46:02, time: 2.014, data_time: 0.183, memory: 10966, top1_acc: 0.5676, top5_acc: 0.8418, loss_cls: 1.5391, loss: 1.5391, grad_norm: 6.1259 2020-09-17 03:42:43,459 - mmaction - INFO - Epoch [44][1220/1320] lr: 2.000e-04, eta: 4:45:20, time: 2.104, data_time: 1.504, memory: 10966, top1_acc: 0.5793, top5_acc: 0.8430, loss_cls: 1.5397, loss: 1.5397, grad_norm: 6.1576 2020-09-17 03:43:22,966 - mmaction - INFO - Epoch [44][1240/1320] lr: 2.000e-04, eta: 4:44:36, time: 1.975, data_time: 0.886, memory: 10966, top1_acc: 0.5668, top5_acc: 0.8375, loss_cls: 1.5643, loss: 1.5643, grad_norm: 6.2068 2020-09-17 03:44:02,586 - mmaction - INFO - Epoch [44][1260/1320] lr: 2.000e-04, eta: 4:43:53, time: 1.981, data_time: 0.062, memory: 10966, top1_acc: 0.5855, top5_acc: 0.8547, loss_cls: 1.4907, loss: 1.4907, grad_norm: 5.9957 2020-09-17 03:44:46,298 - mmaction - INFO - Epoch [44][1280/1320] lr: 2.000e-04, eta: 4:43:11, time: 2.183, data_time: 0.766, memory: 10966, top1_acc: 0.5625, top5_acc: 0.8469, loss_cls: 1.5535, loss: 1.5535, grad_norm: 6.1529 2020-09-17 03:45:26,514 - mmaction - INFO - Epoch [44][1300/1320] lr: 2.000e-04, eta: 4:42:28, time: 2.012, data_time: 0.794, memory: 10966, top1_acc: 0.5738, top5_acc: 0.8422, loss_cls: 1.5618, loss: 1.5618, grad_norm: 6.1587 2020-09-17 03:46:02,752 - mmaction - INFO - Epoch [44][1320/1320] lr: 2.000e-04, eta: 4:41:44, time: 1.813, data_time: 1.009, memory: 10966, top1_acc: 0.5754, top5_acc: 0.8329, loss_cls: 1.5880, loss: 1.5880, grad_norm: 6.2406 2020-09-17 03:46:12,058 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-09-17 03:53:44,549 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-17 03:53:44,976 - mmaction - INFO - top1_acc 0.3181 top5_acc 0.6165 2020-09-17 03:53:44,976 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-17 03:53:45,038 - mmaction - INFO - mean_acc 0.2546 2020-09-17 03:53:45,045 - mmaction - INFO - Epoch(val) [44][1320] top1_acc: 0.3181, top5_acc: 0.6165, mean_class_accuracy: 0.2546 2020-09-17 03:55:54,209 - mmaction - INFO - Epoch [45][20/1320] lr: 2.000e-04, eta: 4:41:13, time: 6.453, data_time: 4.838, memory: 10966, top1_acc: 0.5781, top5_acc: 0.8441, loss_cls: 1.5283, loss: 1.5283, grad_norm: 6.1408 2020-09-17 03:56:35,316 - mmaction - INFO - Epoch [45][40/1320] lr: 2.000e-04, eta: 4:40:30, time: 2.057, data_time: 0.074, memory: 10966, top1_acc: 0.5832, top5_acc: 0.8426, loss_cls: 1.5247, loss: 1.5247, grad_norm: 6.0104 2020-09-17 03:57:15,924 - mmaction - INFO - Epoch [45][60/1320] lr: 2.000e-04, eta: 4:39:47, time: 2.031, data_time: 0.006, memory: 10966, top1_acc: 0.5793, top5_acc: 0.8332, loss_cls: 1.5692, loss: 1.5692, grad_norm: 6.3168 2020-09-17 03:57:58,657 - mmaction - INFO - Epoch [45][80/1320] lr: 2.000e-04, eta: 4:39:05, time: 2.137, data_time: 0.005, memory: 10966, top1_acc: 0.5547, top5_acc: 0.8391, loss_cls: 1.5996, loss: 1.5996, grad_norm: 6.3037 2020-09-17 03:58:38,556 - mmaction - INFO - Epoch [45][100/1320] lr: 2.000e-04, eta: 4:38:21, time: 1.989, data_time: 0.004, memory: 10966, top1_acc: 0.5637, top5_acc: 0.8309, loss_cls: 1.5864, loss: 1.5864, grad_norm: 6.2744 2020-09-17 03:59:19,499 - mmaction - INFO - Epoch [45][120/1320] lr: 2.000e-04, eta: 4:37:39, time: 2.053, data_time: 0.022, memory: 10966, top1_acc: 0.5762, top5_acc: 0.8508, loss_cls: 1.5306, loss: 1.5306, grad_norm: 6.0610 2020-09-17 04:00:00,995 - mmaction - INFO - Epoch [45][140/1320] lr: 2.000e-04, eta: 4:36:56, time: 2.074, data_time: 0.650, memory: 10966, top1_acc: 0.5719, top5_acc: 0.8371, loss_cls: 1.5588, loss: 1.5588, grad_norm: 6.2245 2020-09-17 04:00:45,290 - mmaction - INFO - Epoch [45][160/1320] lr: 2.000e-04, eta: 4:36:13, time: 2.215, data_time: 0.073, memory: 10966, top1_acc: 0.5836, top5_acc: 0.8598, loss_cls: 1.4775, loss: 1.4775, grad_norm: 5.8996 2020-09-17 04:01:23,507 - mmaction - INFO - Epoch [45][180/1320] lr: 2.000e-04, eta: 4:35:30, time: 1.912, data_time: 0.192, memory: 10966, top1_acc: 0.5844, top5_acc: 0.8449, loss_cls: 1.5165, loss: 1.5165, grad_norm: 5.9793 2020-09-17 04:02:05,151 - mmaction - INFO - Epoch [45][200/1320] lr: 2.000e-04, eta: 4:34:47, time: 2.079, data_time: 0.312, memory: 10966, top1_acc: 0.5895, top5_acc: 0.8379, loss_cls: 1.5346, loss: 1.5346, grad_norm: 6.2219 2020-09-17 04:02:49,010 - mmaction - INFO - Epoch [45][220/1320] lr: 2.000e-04, eta: 4:34:04, time: 2.196, data_time: 0.006, memory: 10966, top1_acc: 0.5723, top5_acc: 0.8418, loss_cls: 1.5415, loss: 1.5415, grad_norm: 5.9161 2020-09-17 04:03:29,428 - mmaction - INFO - Epoch [45][240/1320] lr: 2.000e-04, eta: 4:33:21, time: 2.020, data_time: 0.115, memory: 10966, top1_acc: 0.5766, top5_acc: 0.8355, loss_cls: 1.5801, loss: 1.5801, grad_norm: 6.3269 2020-09-17 04:04:10,041 - mmaction - INFO - Epoch [45][260/1320] lr: 2.000e-04, eta: 4:32:38, time: 2.031, data_time: 0.161, memory: 10966, top1_acc: 0.5793, top5_acc: 0.8367, loss_cls: 1.5627, loss: 1.5627, grad_norm: 6.3319 2020-09-17 04:04:52,899 - mmaction - INFO - Epoch [45][280/1320] lr: 2.000e-04, eta: 4:31:56, time: 2.143, data_time: 0.007, memory: 10966, top1_acc: 0.5555, top5_acc: 0.8340, loss_cls: 1.6026, loss: 1.6026, grad_norm: 6.2110 2020-09-17 04:05:31,921 - mmaction - INFO - Epoch [45][300/1320] lr: 2.000e-04, eta: 4:31:12, time: 1.952, data_time: 0.004, memory: 10966, top1_acc: 0.5719, top5_acc: 0.8461, loss_cls: 1.5419, loss: 1.5419, grad_norm: 6.1347 2020-09-17 04:06:15,099 - mmaction - INFO - Epoch [45][320/1320] lr: 2.000e-04, eta: 4:30:30, time: 2.159, data_time: 0.432, memory: 10966, top1_acc: 0.5691, top5_acc: 0.8332, loss_cls: 1.6024, loss: 1.6024, grad_norm: 6.2089 2020-09-17 04:06:57,443 - mmaction - INFO - Epoch [45][340/1320] lr: 2.000e-04, eta: 4:29:47, time: 2.116, data_time: 0.955, memory: 10966, top1_acc: 0.5742, top5_acc: 0.8328, loss_cls: 1.5886, loss: 1.5886, grad_norm: 6.1411 2020-09-17 04:07:36,587 - mmaction - INFO - Epoch [45][360/1320] lr: 2.000e-04, eta: 4:29:04, time: 1.956, data_time: 0.006, memory: 10966, top1_acc: 0.5645, top5_acc: 0.8461, loss_cls: 1.5770, loss: 1.5770, grad_norm: 6.2986 2020-09-17 04:08:17,460 - mmaction - INFO - Epoch [45][380/1320] lr: 2.000e-04, eta: 4:28:21, time: 2.046, data_time: 0.360, memory: 10966, top1_acc: 0.5945, top5_acc: 0.8551, loss_cls: 1.4803, loss: 1.4803, grad_norm: 6.0732 2020-09-17 04:08:57,355 - mmaction - INFO - Epoch [45][400/1320] lr: 2.000e-04, eta: 4:27:38, time: 1.995, data_time: 0.093, memory: 10966, top1_acc: 0.5734, top5_acc: 0.8469, loss_cls: 1.5232, loss: 1.5232, grad_norm: 6.1176 2020-09-17 04:09:38,446 - mmaction - INFO - Epoch [45][420/1320] lr: 2.000e-04, eta: 4:26:55, time: 2.054, data_time: 0.009, memory: 10966, top1_acc: 0.5813, top5_acc: 0.8441, loss_cls: 1.5236, loss: 1.5236, grad_norm: 6.1603 2020-09-17 04:10:21,175 - mmaction - INFO - Epoch [45][440/1320] lr: 2.000e-04, eta: 4:26:12, time: 2.130, data_time: 0.005, memory: 10966, top1_acc: 0.5711, top5_acc: 0.8445, loss_cls: 1.5309, loss: 1.5309, grad_norm: 6.0706 2020-09-17 04:11:01,729 - mmaction - INFO - Epoch [45][460/1320] lr: 2.000e-04, eta: 4:25:29, time: 2.034, data_time: 0.024, memory: 10966, top1_acc: 0.5699, top5_acc: 0.8504, loss_cls: 1.5185, loss: 1.5185, grad_norm: 6.2083 2020-09-17 04:11:41,914 - mmaction - INFO - Epoch [45][480/1320] lr: 2.000e-04, eta: 4:24:46, time: 2.008, data_time: 0.050, memory: 10966, top1_acc: 0.5855, top5_acc: 0.8508, loss_cls: 1.5007, loss: 1.5007, grad_norm: 6.1163 2020-09-17 04:12:21,542 - mmaction - INFO - Epoch [45][500/1320] lr: 2.000e-04, eta: 4:24:03, time: 1.981, data_time: 0.055, memory: 10966, top1_acc: 0.5750, top5_acc: 0.8375, loss_cls: 1.5446, loss: 1.5446, grad_norm: 6.1368 2020-09-17 04:13:06,038 - mmaction - INFO - Epoch [45][520/1320] lr: 2.000e-04, eta: 4:23:21, time: 2.227, data_time: 0.483, memory: 10966, top1_acc: 0.5641, top5_acc: 0.8324, loss_cls: 1.5760, loss: 1.5760, grad_norm: 6.1863 2020-09-17 04:13:46,559 - mmaction - INFO - Epoch [45][540/1320] lr: 2.000e-04, eta: 4:22:38, time: 2.026, data_time: 0.239, memory: 10966, top1_acc: 0.5742, top5_acc: 0.8363, loss_cls: 1.5774, loss: 1.5774, grad_norm: 6.1548 2020-09-17 04:14:27,929 - mmaction - INFO - Epoch [45][560/1320] lr: 2.000e-04, eta: 4:21:55, time: 2.068, data_time: 0.365, memory: 10966, top1_acc: 0.5734, top5_acc: 0.8406, loss_cls: 1.5510, loss: 1.5510, grad_norm: 6.2557 2020-09-17 04:15:09,367 - mmaction - INFO - Epoch [45][580/1320] lr: 2.000e-04, eta: 4:21:12, time: 2.072, data_time: 1.010, memory: 10966, top1_acc: 0.5898, top5_acc: 0.8371, loss_cls: 1.5200, loss: 1.5200, grad_norm: 6.1174 2020-09-17 04:15:51,697 - mmaction - INFO - Epoch [45][600/1320] lr: 2.000e-04, eta: 4:20:29, time: 2.114, data_time: 0.561, memory: 10966, top1_acc: 0.5770, top5_acc: 0.8512, loss_cls: 1.5282, loss: 1.5282, grad_norm: 6.1280 2020-09-17 04:16:34,375 - mmaction - INFO - Epoch [45][620/1320] lr: 2.000e-04, eta: 4:19:47, time: 2.136, data_time: 1.041, memory: 10966, top1_acc: 0.5637, top5_acc: 0.8340, loss_cls: 1.5928, loss: 1.5928, grad_norm: 6.3221 2020-09-17 04:17:11,773 - mmaction - INFO - Epoch [45][640/1320] lr: 2.000e-04, eta: 4:19:03, time: 1.870, data_time: 0.007, memory: 10966, top1_acc: 0.5754, top5_acc: 0.8289, loss_cls: 1.5735, loss: 1.5735, grad_norm: 6.1535 2020-09-17 04:17:53,046 - mmaction - INFO - Epoch [45][660/1320] lr: 2.000e-04, eta: 4:18:20, time: 2.060, data_time: 0.003, memory: 10966, top1_acc: 0.5684, top5_acc: 0.8379, loss_cls: 1.5742, loss: 1.5742, grad_norm: 6.1437 2020-09-17 04:18:33,546 - mmaction - INFO - Epoch [45][680/1320] lr: 2.000e-04, eta: 4:17:37, time: 2.030, data_time: 0.224, memory: 10966, top1_acc: 0.5887, top5_acc: 0.8461, loss_cls: 1.5033, loss: 1.5033, grad_norm: 6.1226 2020-09-17 04:19:15,794 - mmaction - INFO - Epoch [45][700/1320] lr: 2.000e-04, eta: 4:16:55, time: 2.109, data_time: 0.779, memory: 10966, top1_acc: 0.5867, top5_acc: 0.8398, loss_cls: 1.5461, loss: 1.5461, grad_norm: 6.1088 2020-09-17 04:19:55,396 - mmaction - INFO - Epoch [45][720/1320] lr: 2.000e-04, eta: 4:16:11, time: 1.983, data_time: 0.649, memory: 10966, top1_acc: 0.5762, top5_acc: 0.8461, loss_cls: 1.5143, loss: 1.5143, grad_norm: 6.0404 2020-09-17 04:20:38,331 - mmaction - INFO - Epoch [45][740/1320] lr: 2.000e-04, eta: 4:15:29, time: 2.146, data_time: 1.144, memory: 10966, top1_acc: 0.5758, top5_acc: 0.8379, loss_cls: 1.5506, loss: 1.5506, grad_norm: 6.1467 2020-09-17 04:21:20,486 - mmaction - INFO - Epoch [45][760/1320] lr: 2.000e-04, eta: 4:14:46, time: 2.109, data_time: 1.310, memory: 10966, top1_acc: 0.5805, top5_acc: 0.8465, loss_cls: 1.5285, loss: 1.5285, grad_norm: 6.1621 2020-09-17 04:22:00,159 - mmaction - INFO - Epoch [45][780/1320] lr: 2.000e-04, eta: 4:14:03, time: 1.983, data_time: 0.112, memory: 10966, top1_acc: 0.5707, top5_acc: 0.8438, loss_cls: 1.5334, loss: 1.5334, grad_norm: 6.1033 2020-09-17 04:22:40,156 - mmaction - INFO - Epoch [45][800/1320] lr: 2.000e-04, eta: 4:13:20, time: 2.000, data_time: 0.515, memory: 10966, top1_acc: 0.5699, top5_acc: 0.8375, loss_cls: 1.5773, loss: 1.5773, grad_norm: 6.2459 2020-09-17 04:23:22,642 - mmaction - INFO - Epoch [45][820/1320] lr: 2.000e-04, eta: 4:12:37, time: 2.123, data_time: 1.392, memory: 10966, top1_acc: 0.5738, top5_acc: 0.8449, loss_cls: 1.5583, loss: 1.5583, grad_norm: 6.1542 2020-09-17 04:24:03,255 - mmaction - INFO - Epoch [45][840/1320] lr: 2.000e-04, eta: 4:11:54, time: 2.032, data_time: 1.335, memory: 10966, top1_acc: 0.5824, top5_acc: 0.8508, loss_cls: 1.5097, loss: 1.5097, grad_norm: 6.2356 2020-09-17 04:24:43,923 - mmaction - INFO - Epoch [45][860/1320] lr: 2.000e-04, eta: 4:11:11, time: 2.034, data_time: 0.645, memory: 10966, top1_acc: 0.5770, top5_acc: 0.8453, loss_cls: 1.5325, loss: 1.5325, grad_norm: 6.0100 2020-09-17 04:25:24,926 - mmaction - INFO - Epoch [45][880/1320] lr: 2.000e-04, eta: 4:10:28, time: 2.047, data_time: 0.804, memory: 10966, top1_acc: 0.5730, top5_acc: 0.8469, loss_cls: 1.5446, loss: 1.5446, grad_norm: 6.2002 2020-09-17 04:26:04,496 - mmaction - INFO - Epoch [45][900/1320] lr: 2.000e-04, eta: 4:09:45, time: 1.980, data_time: 1.320, memory: 10966, top1_acc: 0.5742, top5_acc: 0.8383, loss_cls: 1.5444, loss: 1.5444, grad_norm: 6.0715 2020-09-17 04:26:46,146 - mmaction - INFO - Epoch [45][920/1320] lr: 2.000e-04, eta: 4:09:03, time: 2.081, data_time: 1.472, memory: 10966, top1_acc: 0.5738, top5_acc: 0.8500, loss_cls: 1.5186, loss: 1.5186, grad_norm: 6.2427 2020-09-17 04:27:26,400 - mmaction - INFO - Epoch [45][940/1320] lr: 2.000e-04, eta: 4:08:20, time: 2.013, data_time: 1.401, memory: 10966, top1_acc: 0.5660, top5_acc: 0.8477, loss_cls: 1.5375, loss: 1.5375, grad_norm: 6.2079 2020-09-17 04:28:09,835 - mmaction - INFO - Epoch [45][960/1320] lr: 2.000e-04, eta: 4:07:37, time: 2.173, data_time: 1.082, memory: 10966, top1_acc: 0.5715, top5_acc: 0.8344, loss_cls: 1.5662, loss: 1.5662, grad_norm: 6.1442 2020-09-17 04:28:51,018 - mmaction - INFO - Epoch [45][980/1320] lr: 2.000e-04, eta: 4:06:54, time: 2.059, data_time: 0.726, memory: 10966, top1_acc: 0.5758, top5_acc: 0.8492, loss_cls: 1.5224, loss: 1.5224, grad_norm: 6.0927 2020-09-17 04:29:30,556 - mmaction - INFO - Epoch [45][1000/1320] lr: 2.000e-04, eta: 4:06:11, time: 1.972, data_time: 1.362, memory: 10966, top1_acc: 0.5863, top5_acc: 0.8477, loss_cls: 1.5159, loss: 1.5159, grad_norm: 6.0025 2020-09-17 04:30:11,621 - mmaction - INFO - Epoch [45][1020/1320] lr: 2.000e-04, eta: 4:05:28, time: 2.059, data_time: 1.455, memory: 10966, top1_acc: 0.5762, top5_acc: 0.8449, loss_cls: 1.5470, loss: 1.5470, grad_norm: 6.1012 2020-09-17 04:30:52,821 - mmaction - INFO - Epoch [45][1040/1320] lr: 2.000e-04, eta: 4:04:45, time: 2.059, data_time: 0.415, memory: 10966, top1_acc: 0.5820, top5_acc: 0.8465, loss_cls: 1.5232, loss: 1.5232, grad_norm: 6.2165 2020-09-17 04:31:32,984 - mmaction - INFO - Epoch [45][1060/1320] lr: 2.000e-04, eta: 4:04:02, time: 2.010, data_time: 0.004, memory: 10966, top1_acc: 0.5789, top5_acc: 0.8410, loss_cls: 1.5223, loss: 1.5223, grad_norm: 6.0912 2020-09-17 04:32:14,423 - mmaction - INFO - Epoch [45][1080/1320] lr: 2.000e-04, eta: 4:03:19, time: 2.071, data_time: 0.132, memory: 10966, top1_acc: 0.5832, top5_acc: 0.8375, loss_cls: 1.5649, loss: 1.5649, grad_norm: 6.1371 2020-09-17 04:32:57,008 - mmaction - INFO - Epoch [45][1100/1320] lr: 2.000e-04, eta: 4:02:37, time: 2.120, data_time: 0.195, memory: 10966, top1_acc: 0.5770, top5_acc: 0.8473, loss_cls: 1.5255, loss: 1.5255, grad_norm: 6.1167 2020-09-17 04:33:38,939 - mmaction - INFO - Epoch [45][1120/1320] lr: 2.000e-04, eta: 4:01:54, time: 2.105, data_time: 1.287, memory: 10966, top1_acc: 0.5645, top5_acc: 0.8418, loss_cls: 1.5572, loss: 1.5572, grad_norm: 6.2551 2020-09-17 04:34:16,499 - mmaction - INFO - Epoch [45][1140/1320] lr: 2.000e-04, eta: 4:01:11, time: 1.875, data_time: 1.007, memory: 10966, top1_acc: 0.5762, top5_acc: 0.8418, loss_cls: 1.5426, loss: 1.5426, grad_norm: 6.1552 2020-09-17 04:34:59,137 - mmaction - INFO - Epoch [45][1160/1320] lr: 2.000e-04, eta: 4:00:28, time: 2.135, data_time: 0.410, memory: 10966, top1_acc: 0.5852, top5_acc: 0.8453, loss_cls: 1.5121, loss: 1.5121, grad_norm: 6.1291 2020-09-17 04:35:41,031 - mmaction - INFO - Epoch [45][1180/1320] lr: 2.000e-04, eta: 3:59:45, time: 2.086, data_time: 0.442, memory: 10966, top1_acc: 0.5766, top5_acc: 0.8449, loss_cls: 1.5236, loss: 1.5236, grad_norm: 6.1530 2020-09-17 04:36:19,119 - mmaction - INFO - Epoch [45][1200/1320] lr: 2.000e-04, eta: 3:59:02, time: 1.909, data_time: 0.161, memory: 10966, top1_acc: 0.5855, top5_acc: 0.8473, loss_cls: 1.5197, loss: 1.5197, grad_norm: 6.0581 2020-09-17 04:37:01,050 - mmaction - INFO - Epoch [45][1220/1320] lr: 2.000e-04, eta: 3:58:19, time: 2.100, data_time: 0.276, memory: 10966, top1_acc: 0.5801, top5_acc: 0.8465, loss_cls: 1.5257, loss: 1.5257, grad_norm: 6.1911 2020-09-17 04:37:45,040 - mmaction - INFO - Epoch [45][1240/1320] lr: 2.000e-04, eta: 3:57:37, time: 2.196, data_time: 1.286, memory: 10966, top1_acc: 0.5816, top5_acc: 0.8402, loss_cls: 1.5364, loss: 1.5364, grad_norm: 6.0931 2020-09-17 04:38:24,935 - mmaction - INFO - Epoch [45][1260/1320] lr: 2.000e-04, eta: 3:56:54, time: 1.998, data_time: 1.381, memory: 10966, top1_acc: 0.5664, top5_acc: 0.8422, loss_cls: 1.5782, loss: 1.5782, grad_norm: 6.1939 2020-09-17 04:39:08,804 - mmaction - INFO - Epoch [45][1280/1320] lr: 2.000e-04, eta: 3:56:11, time: 2.190, data_time: 1.069, memory: 10966, top1_acc: 0.5715, top5_acc: 0.8305, loss_cls: 1.5860, loss: 1.5860, grad_norm: 6.2842 2020-09-17 04:39:51,579 - mmaction - INFO - Epoch [45][1300/1320] lr: 2.000e-04, eta: 3:55:28, time: 2.132, data_time: 0.404, memory: 10966, top1_acc: 0.5914, top5_acc: 0.8352, loss_cls: 1.5329, loss: 1.5329, grad_norm: 6.0419 2020-09-17 04:40:25,861 - mmaction - INFO - Epoch [45][1320/1320] lr: 2.000e-04, eta: 3:54:45, time: 1.721, data_time: 0.231, memory: 10966, top1_acc: 0.5762, top5_acc: 0.8492, loss_cls: 1.5312, loss: 1.5312, grad_norm: 6.2725 2020-09-17 04:40:35,150 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-09-17 04:48:10,746 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-17 04:48:11,098 - mmaction - INFO - top1_acc 0.3146 top5_acc 0.6108 2020-09-17 04:48:11,098 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-17 04:48:11,146 - mmaction - INFO - mean_acc 0.2506 2020-09-17 04:48:11,152 - mmaction - INFO - Epoch(val) [45][1320] top1_acc: 0.3146, top5_acc: 0.6108, mean_class_accuracy: 0.2506 2020-09-17 04:50:23,679 - mmaction - INFO - Epoch [46][20/1320] lr: 2.000e-04, eta: 3:54:12, time: 6.621, data_time: 5.473, memory: 10966, top1_acc: 0.5773, top5_acc: 0.8395, loss_cls: 1.5386, loss: 1.5386, grad_norm: 6.3451 2020-09-17 04:51:03,147 - mmaction - INFO - Epoch [46][40/1320] lr: 2.000e-04, eta: 3:53:29, time: 1.975, data_time: 1.286, memory: 10966, top1_acc: 0.5785, top5_acc: 0.8414, loss_cls: 1.5268, loss: 1.5268, grad_norm: 6.1427 2020-09-17 04:51:45,225 - mmaction - INFO - Epoch [46][60/1320] lr: 2.000e-04, eta: 3:52:46, time: 2.103, data_time: 1.044, memory: 10966, top1_acc: 0.5840, top5_acc: 0.8523, loss_cls: 1.4957, loss: 1.4957, grad_norm: 6.2939 2020-09-17 04:52:26,782 - mmaction - INFO - Epoch [46][80/1320] lr: 2.000e-04, eta: 3:52:03, time: 2.076, data_time: 0.894, memory: 10966, top1_acc: 0.5965, top5_acc: 0.8465, loss_cls: 1.5098, loss: 1.5098, grad_norm: 5.9842 2020-09-17 04:53:09,060 - mmaction - INFO - Epoch [46][100/1320] lr: 2.000e-04, eta: 3:51:21, time: 2.117, data_time: 0.332, memory: 10966, top1_acc: 0.5668, top5_acc: 0.8410, loss_cls: 1.5494, loss: 1.5494, grad_norm: 6.1621 2020-09-17 04:53:49,696 - mmaction - INFO - Epoch [46][120/1320] lr: 2.000e-04, eta: 3:50:38, time: 2.031, data_time: 1.049, memory: 10966, top1_acc: 0.5691, top5_acc: 0.8449, loss_cls: 1.5642, loss: 1.5642, grad_norm: 6.0489 2020-09-17 04:54:30,869 - mmaction - INFO - Epoch [46][140/1320] lr: 2.000e-04, eta: 3:49:55, time: 2.061, data_time: 1.431, memory: 10966, top1_acc: 0.5641, top5_acc: 0.8320, loss_cls: 1.5867, loss: 1.5867, grad_norm: 6.1573 2020-09-17 04:55:13,019 - mmaction - INFO - Epoch [46][160/1320] lr: 2.000e-04, eta: 3:49:12, time: 2.106, data_time: 1.400, memory: 10966, top1_acc: 0.5754, top5_acc: 0.8332, loss_cls: 1.5541, loss: 1.5541, grad_norm: 6.1143 2020-09-17 04:55:53,738 - mmaction - INFO - Epoch [46][180/1320] lr: 2.000e-04, eta: 3:48:29, time: 2.037, data_time: 0.750, memory: 10966, top1_acc: 0.5828, top5_acc: 0.8492, loss_cls: 1.5238, loss: 1.5238, grad_norm: 6.2451 2020-09-17 04:56:35,415 - mmaction - INFO - Epoch [46][200/1320] lr: 2.000e-04, eta: 3:47:46, time: 2.083, data_time: 0.029, memory: 10966, top1_acc: 0.5734, top5_acc: 0.8426, loss_cls: 1.5507, loss: 1.5507, grad_norm: 6.0994 2020-09-17 04:57:14,389 - mmaction - INFO - Epoch [46][220/1320] lr: 2.000e-04, eta: 3:47:03, time: 1.949, data_time: 0.168, memory: 10966, top1_acc: 0.5664, top5_acc: 0.8359, loss_cls: 1.5923, loss: 1.5923, grad_norm: 6.4087 2020-09-17 04:57:57,322 - mmaction - INFO - Epoch [46][240/1320] lr: 2.000e-04, eta: 3:46:21, time: 2.145, data_time: 0.567, memory: 10966, top1_acc: 0.5859, top5_acc: 0.8453, loss_cls: 1.5147, loss: 1.5147, grad_norm: 6.1854 2020-09-17 04:58:37,987 - mmaction - INFO - Epoch [46][260/1320] lr: 2.000e-04, eta: 3:45:38, time: 2.035, data_time: 0.013, memory: 10966, top1_acc: 0.5828, top5_acc: 0.8461, loss_cls: 1.5021, loss: 1.5021, grad_norm: 6.1216 2020-09-17 04:59:20,371 - mmaction - INFO - Epoch [46][280/1320] lr: 2.000e-04, eta: 3:44:55, time: 2.118, data_time: 0.013, memory: 10966, top1_acc: 0.5824, top5_acc: 0.8496, loss_cls: 1.5139, loss: 1.5139, grad_norm: 6.2427 2020-09-17 05:00:01,885 - mmaction - INFO - Epoch [46][300/1320] lr: 2.000e-04, eta: 3:44:12, time: 2.076, data_time: 0.006, memory: 10966, top1_acc: 0.5828, top5_acc: 0.8391, loss_cls: 1.5394, loss: 1.5394, grad_norm: 6.4124 2020-09-17 05:00:41,439 - mmaction - INFO - Epoch [46][320/1320] lr: 2.000e-04, eta: 3:43:29, time: 1.979, data_time: 0.360, memory: 10966, top1_acc: 0.5770, top5_acc: 0.8336, loss_cls: 1.5726, loss: 1.5726, grad_norm: 6.2638 2020-09-17 05:01:21,671 - mmaction - INFO - Epoch [46][340/1320] lr: 2.000e-04, eta: 3:42:46, time: 2.012, data_time: 0.740, memory: 10966, top1_acc: 0.5715, top5_acc: 0.8426, loss_cls: 1.5348, loss: 1.5348, grad_norm: 6.0178 2020-09-17 05:02:03,048 - mmaction - INFO - Epoch [46][360/1320] lr: 2.000e-04, eta: 3:42:03, time: 2.068, data_time: 1.271, memory: 10966, top1_acc: 0.5660, top5_acc: 0.8340, loss_cls: 1.5806, loss: 1.5806, grad_norm: 6.2810 2020-09-17 05:02:46,965 - mmaction - INFO - Epoch [46][380/1320] lr: 2.000e-04, eta: 3:41:21, time: 2.194, data_time: 1.624, memory: 10966, top1_acc: 0.5801, top5_acc: 0.8379, loss_cls: 1.5259, loss: 1.5259, grad_norm: 6.2086 2020-09-17 05:03:29,022 - mmaction - INFO - Epoch [46][400/1320] lr: 2.000e-04, eta: 3:40:38, time: 2.107, data_time: 1.267, memory: 10966, top1_acc: 0.5656, top5_acc: 0.8340, loss_cls: 1.5696, loss: 1.5696, grad_norm: 6.3149 2020-09-17 05:04:09,717 - mmaction - INFO - Epoch [46][420/1320] lr: 2.000e-04, eta: 3:39:55, time: 2.032, data_time: 0.003, memory: 10966, top1_acc: 0.5680, top5_acc: 0.8301, loss_cls: 1.5943, loss: 1.5943, grad_norm: 6.3408 2020-09-17 05:04:50,473 - mmaction - INFO - Epoch [46][440/1320] lr: 2.000e-04, eta: 3:39:12, time: 2.037, data_time: 0.922, memory: 10966, top1_acc: 0.5773, top5_acc: 0.8438, loss_cls: 1.5414, loss: 1.5414, grad_norm: 6.2957 2020-09-17 05:05:32,083 - mmaction - INFO - Epoch [46][460/1320] lr: 2.000e-04, eta: 3:38:29, time: 2.082, data_time: 0.977, memory: 10966, top1_acc: 0.5926, top5_acc: 0.8508, loss_cls: 1.4879, loss: 1.4879, grad_norm: 6.0832 2020-09-17 05:06:11,411 - mmaction - INFO - Epoch [46][480/1320] lr: 2.000e-04, eta: 3:37:46, time: 1.967, data_time: 0.005, memory: 10966, top1_acc: 0.5602, top5_acc: 0.8383, loss_cls: 1.5946, loss: 1.5946, grad_norm: 6.1837 2020-09-17 05:06:52,625 - mmaction - INFO - Epoch [46][500/1320] lr: 2.000e-04, eta: 3:37:03, time: 2.061, data_time: 0.200, memory: 10966, top1_acc: 0.5648, top5_acc: 0.8281, loss_cls: 1.5864, loss: 1.5864, grad_norm: 6.2326 2020-09-17 05:07:33,493 - mmaction - INFO - Epoch [46][520/1320] lr: 2.000e-04, eta: 3:36:20, time: 2.044, data_time: 0.591, memory: 10966, top1_acc: 0.5867, top5_acc: 0.8453, loss_cls: 1.5160, loss: 1.5160, grad_norm: 6.0871 2020-09-17 05:08:15,704 - mmaction - INFO - Epoch [46][540/1320] lr: 2.000e-04, eta: 3:35:38, time: 2.110, data_time: 0.003, memory: 10966, top1_acc: 0.5625, top5_acc: 0.8328, loss_cls: 1.6052, loss: 1.6052, grad_norm: 6.3482 2020-09-17 05:08:58,777 - mmaction - INFO - Epoch [46][560/1320] lr: 2.000e-04, eta: 3:34:55, time: 2.155, data_time: 0.030, memory: 10966, top1_acc: 0.5684, top5_acc: 0.8488, loss_cls: 1.5296, loss: 1.5296, grad_norm: 6.2347 2020-09-17 05:09:39,738 - mmaction - INFO - Epoch [46][580/1320] lr: 2.000e-04, eta: 3:34:12, time: 2.047, data_time: 0.003, memory: 10966, top1_acc: 0.5828, top5_acc: 0.8453, loss_cls: 1.5516, loss: 1.5516, grad_norm: 6.1278 2020-09-17 05:10:19,189 - mmaction - INFO - Epoch [46][600/1320] lr: 2.000e-04, eta: 3:33:29, time: 1.973, data_time: 0.300, memory: 10966, top1_acc: 0.5871, top5_acc: 0.8504, loss_cls: 1.5025, loss: 1.5025, grad_norm: 6.0934 2020-09-17 05:11:00,706 - mmaction - INFO - Epoch [46][620/1320] lr: 2.000e-04, eta: 3:32:46, time: 2.075, data_time: 0.003, memory: 10966, top1_acc: 0.5715, top5_acc: 0.8348, loss_cls: 1.5704, loss: 1.5704, grad_norm: 6.1665 2020-09-17 05:11:43,361 - mmaction - INFO - Epoch [46][640/1320] lr: 2.000e-04, eta: 3:32:04, time: 2.130, data_time: 0.007, memory: 10966, top1_acc: 0.5816, top5_acc: 0.8492, loss_cls: 1.5308, loss: 1.5308, grad_norm: 6.0586 2020-09-17 05:12:22,192 - mmaction - INFO - Epoch [46][660/1320] lr: 2.000e-04, eta: 3:31:21, time: 1.943, data_time: 0.006, memory: 10966, top1_acc: 0.5652, top5_acc: 0.8504, loss_cls: 1.5677, loss: 1.5677, grad_norm: 6.3419 2020-09-17 05:13:05,032 - mmaction - INFO - Epoch [46][680/1320] lr: 2.000e-04, eta: 3:30:38, time: 2.142, data_time: 0.106, memory: 10966, top1_acc: 0.5723, top5_acc: 0.8367, loss_cls: 1.5887, loss: 1.5887, grad_norm: 6.1815 2020-09-17 05:13:48,360 - mmaction - INFO - Epoch [46][700/1320] lr: 2.000e-04, eta: 3:29:55, time: 2.169, data_time: 0.264, memory: 10966, top1_acc: 0.5680, top5_acc: 0.8387, loss_cls: 1.5548, loss: 1.5548, grad_norm: 6.3283 2020-09-17 05:14:29,361 - mmaction - INFO - Epoch [46][720/1320] lr: 2.000e-04, eta: 3:29:12, time: 2.050, data_time: 0.123, memory: 10966, top1_acc: 0.5766, top5_acc: 0.8344, loss_cls: 1.5177, loss: 1.5177, grad_norm: 5.9730 2020-09-17 05:15:11,100 - mmaction - INFO - Epoch [46][740/1320] lr: 2.000e-04, eta: 3:28:30, time: 2.085, data_time: 0.612, memory: 10966, top1_acc: 0.5980, top5_acc: 0.8523, loss_cls: 1.4782, loss: 1.4782, grad_norm: 6.0243 2020-09-17 05:15:53,868 - mmaction - INFO - Epoch [46][760/1320] lr: 2.000e-04, eta: 3:27:47, time: 2.137, data_time: 0.080, memory: 10966, top1_acc: 0.5754, top5_acc: 0.8484, loss_cls: 1.5529, loss: 1.5529, grad_norm: 6.3491 2020-09-17 05:16:34,045 - mmaction - INFO - Epoch [46][780/1320] lr: 2.000e-04, eta: 3:27:04, time: 2.009, data_time: 0.004, memory: 10966, top1_acc: 0.5828, top5_acc: 0.8512, loss_cls: 1.5315, loss: 1.5315, grad_norm: 6.2005 2020-09-17 05:17:14,456 - mmaction - INFO - Epoch [46][800/1320] lr: 2.000e-04, eta: 3:26:21, time: 2.015, data_time: 0.543, memory: 10966, top1_acc: 0.5926, top5_acc: 0.8480, loss_cls: 1.5077, loss: 1.5077, grad_norm: 6.0673 2020-09-17 05:17:55,982 - mmaction - INFO - Epoch [46][820/1320] lr: 2.000e-04, eta: 3:25:38, time: 2.084, data_time: 0.329, memory: 10966, top1_acc: 0.5898, top5_acc: 0.8457, loss_cls: 1.5292, loss: 1.5292, grad_norm: 6.2300 2020-09-17 05:18:36,632 - mmaction - INFO - Epoch [46][840/1320] lr: 2.000e-04, eta: 3:24:55, time: 2.031, data_time: 1.069, memory: 10966, top1_acc: 0.5617, top5_acc: 0.8324, loss_cls: 1.6095, loss: 1.6095, grad_norm: 6.3204 2020-09-17 05:19:16,973 - mmaction - INFO - Epoch [46][860/1320] lr: 2.000e-04, eta: 3:24:12, time: 2.018, data_time: 0.690, memory: 10966, top1_acc: 0.5859, top5_acc: 0.8551, loss_cls: 1.4992, loss: 1.4992, grad_norm: 6.2126 2020-09-17 05:19:58,433 - mmaction - INFO - Epoch [46][880/1320] lr: 2.000e-04, eta: 3:23:30, time: 2.073, data_time: 0.186, memory: 10966, top1_acc: 0.5840, top5_acc: 0.8523, loss_cls: 1.4934, loss: 1.4934, grad_norm: 5.9286 2020-09-17 05:20:42,660 - mmaction - INFO - Epoch [46][900/1320] lr: 2.000e-04, eta: 3:22:47, time: 2.211, data_time: 0.214, memory: 10966, top1_acc: 0.5883, top5_acc: 0.8559, loss_cls: 1.4734, loss: 1.4734, grad_norm: 6.1370 2020-09-17 05:21:21,580 - mmaction - INFO - Epoch [46][920/1320] lr: 2.000e-04, eta: 3:22:04, time: 1.945, data_time: 0.003, memory: 10966, top1_acc: 0.5902, top5_acc: 0.8523, loss_cls: 1.5046, loss: 1.5046, grad_norm: 6.0907 2020-09-17 05:22:00,430 - mmaction - INFO - Epoch [46][940/1320] lr: 2.000e-04, eta: 3:21:21, time: 1.945, data_time: 0.007, memory: 10966, top1_acc: 0.5641, top5_acc: 0.8293, loss_cls: 1.5918, loss: 1.5918, grad_norm: 6.2942 2020-09-17 05:22:43,645 - mmaction - INFO - Epoch [46][960/1320] lr: 2.000e-04, eta: 3:20:38, time: 2.160, data_time: 0.563, memory: 10966, top1_acc: 0.5734, top5_acc: 0.8418, loss_cls: 1.5395, loss: 1.5395, grad_norm: 6.1845 2020-09-17 05:23:23,885 - mmaction - INFO - Epoch [46][980/1320] lr: 2.000e-04, eta: 3:19:55, time: 2.011, data_time: 0.413, memory: 10966, top1_acc: 0.5723, top5_acc: 0.8461, loss_cls: 1.5778, loss: 1.5778, grad_norm: 6.2690 2020-09-17 05:24:04,670 - mmaction - INFO - Epoch [46][1000/1320] lr: 2.000e-04, eta: 3:19:12, time: 2.041, data_time: 0.478, memory: 10966, top1_acc: 0.5816, top5_acc: 0.8441, loss_cls: 1.5402, loss: 1.5402, grad_norm: 6.1240 2020-09-17 05:24:46,575 - mmaction - INFO - Epoch [46][1020/1320] lr: 2.000e-04, eta: 3:18:30, time: 2.093, data_time: 0.045, memory: 10966, top1_acc: 0.5828, top5_acc: 0.8449, loss_cls: 1.5233, loss: 1.5233, grad_norm: 6.0862 2020-09-17 05:25:29,008 - mmaction - INFO - Epoch [46][1040/1320] lr: 2.000e-04, eta: 3:17:47, time: 2.124, data_time: 0.008, memory: 10966, top1_acc: 0.5813, top5_acc: 0.8484, loss_cls: 1.5301, loss: 1.5301, grad_norm: 6.1198 2020-09-17 05:26:08,239 - mmaction - INFO - Epoch [46][1060/1320] lr: 2.000e-04, eta: 3:17:04, time: 1.961, data_time: 0.085, memory: 10966, top1_acc: 0.5953, top5_acc: 0.8547, loss_cls: 1.4888, loss: 1.4888, grad_norm: 5.9725 2020-09-17 05:26:48,865 - mmaction - INFO - Epoch [46][1080/1320] lr: 2.000e-04, eta: 3:16:21, time: 2.023, data_time: 1.253, memory: 10966, top1_acc: 0.5773, top5_acc: 0.8449, loss_cls: 1.5314, loss: 1.5314, grad_norm: 6.2001 2020-09-17 05:27:29,389 - mmaction - INFO - Epoch [46][1100/1320] lr: 2.000e-04, eta: 3:15:38, time: 2.034, data_time: 0.807, memory: 10966, top1_acc: 0.5656, top5_acc: 0.8469, loss_cls: 1.5414, loss: 1.5414, grad_norm: 6.2441 2020-09-17 05:28:11,642 - mmaction - INFO - Epoch [46][1120/1320] lr: 2.000e-04, eta: 3:14:56, time: 2.112, data_time: 0.310, memory: 10966, top1_acc: 0.5668, top5_acc: 0.8480, loss_cls: 1.5592, loss: 1.5592, grad_norm: 6.1434 2020-09-17 05:28:51,011 - mmaction - INFO - Epoch [46][1140/1320] lr: 2.000e-04, eta: 3:14:13, time: 1.969, data_time: 0.069, memory: 10966, top1_acc: 0.5820, top5_acc: 0.8410, loss_cls: 1.5173, loss: 1.5173, grad_norm: 6.2871 2020-09-17 05:29:30,694 - mmaction - INFO - Epoch [46][1160/1320] lr: 2.000e-04, eta: 3:13:30, time: 1.982, data_time: 0.079, memory: 10966, top1_acc: 0.5672, top5_acc: 0.8375, loss_cls: 1.5561, loss: 1.5561, grad_norm: 6.1208 2020-09-17 05:30:12,252 - mmaction - INFO - Epoch [46][1180/1320] lr: 2.000e-04, eta: 3:12:47, time: 2.080, data_time: 0.006, memory: 10966, top1_acc: 0.5855, top5_acc: 0.8418, loss_cls: 1.5382, loss: 1.5382, grad_norm: 6.3397 2020-09-17 05:30:55,151 - mmaction - INFO - Epoch [46][1200/1320] lr: 2.000e-04, eta: 3:12:04, time: 2.144, data_time: 0.005, memory: 10966, top1_acc: 0.5730, top5_acc: 0.8316, loss_cls: 1.5745, loss: 1.5745, grad_norm: 6.1981 2020-09-17 05:31:38,071 - mmaction - INFO - Epoch [46][1220/1320] lr: 2.000e-04, eta: 3:11:21, time: 2.146, data_time: 0.005, memory: 10966, top1_acc: 0.5781, top5_acc: 0.8461, loss_cls: 1.5326, loss: 1.5326, grad_norm: 6.2124 2020-09-17 05:32:17,763 - mmaction - INFO - Epoch [46][1240/1320] lr: 2.000e-04, eta: 3:10:39, time: 1.986, data_time: 0.006, memory: 10966, top1_acc: 0.5848, top5_acc: 0.8430, loss_cls: 1.5487, loss: 1.5487, grad_norm: 6.3728 2020-09-17 05:32:59,548 - mmaction - INFO - Epoch [46][1260/1320] lr: 2.000e-04, eta: 3:09:56, time: 2.088, data_time: 0.005, memory: 10966, top1_acc: 0.6012, top5_acc: 0.8523, loss_cls: 1.4821, loss: 1.4821, grad_norm: 6.1536 2020-09-17 05:33:40,312 - mmaction - INFO - Epoch [46][1280/1320] lr: 2.000e-04, eta: 3:09:13, time: 2.039, data_time: 0.242, memory: 10966, top1_acc: 0.5883, top5_acc: 0.8457, loss_cls: 1.5440, loss: 1.5440, grad_norm: 6.2320 2020-09-17 05:34:20,254 - mmaction - INFO - Epoch [46][1300/1320] lr: 2.000e-04, eta: 3:08:30, time: 1.995, data_time: 0.101, memory: 10966, top1_acc: 0.5652, top5_acc: 0.8340, loss_cls: 1.5579, loss: 1.5579, grad_norm: 6.2706 2020-09-17 05:34:57,712 - mmaction - INFO - Epoch [46][1320/1320] lr: 2.000e-04, eta: 3:07:47, time: 1.874, data_time: 0.304, memory: 10966, top1_acc: 0.5627, top5_acc: 0.8429, loss_cls: 1.5759, loss: 1.5759, grad_norm: 6.3884 2020-09-17 05:35:06,703 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-09-17 05:42:38,611 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-17 05:42:39,013 - mmaction - INFO - top1_acc 0.3172 top5_acc 0.6138 2020-09-17 05:42:39,013 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-17 05:42:39,150 - mmaction - INFO - mean_acc 0.2547 2020-09-17 05:42:39,157 - mmaction - INFO - Epoch(val) [46][1320] top1_acc: 0.3172, top5_acc: 0.6138, mean_class_accuracy: 0.2547 2020-09-17 05:44:46,922 - mmaction - INFO - Epoch [47][20/1320] lr: 2.000e-04, eta: 3:07:12, time: 6.384, data_time: 4.756, memory: 10966, top1_acc: 0.5668, top5_acc: 0.8277, loss_cls: 1.5892, loss: 1.5892, grad_norm: 6.3337 2020-09-17 05:45:27,340 - mmaction - INFO - Epoch [47][40/1320] lr: 2.000e-04, eta: 3:06:29, time: 2.018, data_time: 0.015, memory: 10966, top1_acc: 0.5699, top5_acc: 0.8273, loss_cls: 1.5903, loss: 1.5903, grad_norm: 6.2647 2020-09-17 05:46:07,566 - mmaction - INFO - Epoch [47][60/1320] lr: 2.000e-04, eta: 3:05:46, time: 2.013, data_time: 0.010, memory: 10966, top1_acc: 0.5832, top5_acc: 0.8473, loss_cls: 1.5391, loss: 1.5391, grad_norm: 6.2153 2020-09-17 05:46:49,909 - mmaction - INFO - Epoch [47][80/1320] lr: 2.000e-04, eta: 3:05:03, time: 2.120, data_time: 0.061, memory: 10966, top1_acc: 0.5668, top5_acc: 0.8508, loss_cls: 1.5506, loss: 1.5506, grad_norm: 6.2188 2020-09-17 05:47:28,764 - mmaction - INFO - Epoch [47][100/1320] lr: 2.000e-04, eta: 3:04:20, time: 1.941, data_time: 0.020, memory: 10966, top1_acc: 0.5609, top5_acc: 0.8336, loss_cls: 1.5723, loss: 1.5723, grad_norm: 6.3331 2020-09-17 05:48:11,481 - mmaction - INFO - Epoch [47][120/1320] lr: 2.000e-04, eta: 3:03:37, time: 2.137, data_time: 0.499, memory: 10966, top1_acc: 0.5789, top5_acc: 0.8512, loss_cls: 1.5222, loss: 1.5222, grad_norm: 6.0946 2020-09-17 05:48:52,057 - mmaction - INFO - Epoch [47][140/1320] lr: 2.000e-04, eta: 3:02:54, time: 2.030, data_time: 1.364, memory: 10966, top1_acc: 0.5957, top5_acc: 0.8457, loss_cls: 1.5122, loss: 1.5122, grad_norm: 6.0285 2020-09-17 05:49:31,453 - mmaction - INFO - Epoch [47][160/1320] lr: 2.000e-04, eta: 3:02:11, time: 1.970, data_time: 1.396, memory: 10966, top1_acc: 0.5879, top5_acc: 0.8551, loss_cls: 1.4794, loss: 1.4794, grad_norm: 6.0582 2020-09-17 05:50:14,492 - mmaction - INFO - Epoch [47][180/1320] lr: 2.000e-04, eta: 3:01:29, time: 2.151, data_time: 1.461, memory: 10966, top1_acc: 0.5750, top5_acc: 0.8512, loss_cls: 1.5258, loss: 1.5258, grad_norm: 6.1942 2020-09-17 05:50:56,521 - mmaction - INFO - Epoch [47][200/1320] lr: 2.000e-04, eta: 3:00:46, time: 2.103, data_time: 0.310, memory: 10966, top1_acc: 0.5723, top5_acc: 0.8367, loss_cls: 1.5692, loss: 1.5692, grad_norm: 6.2837 2020-09-17 05:51:35,834 - mmaction - INFO - Epoch [47][220/1320] lr: 2.000e-04, eta: 3:00:03, time: 1.963, data_time: 0.167, memory: 10966, top1_acc: 0.5715, top5_acc: 0.8324, loss_cls: 1.5757, loss: 1.5757, grad_norm: 6.3089 2020-09-17 05:52:17,128 - mmaction - INFO - Epoch [47][240/1320] lr: 2.000e-04, eta: 2:59:20, time: 2.068, data_time: 1.271, memory: 10966, top1_acc: 0.5969, top5_acc: 0.8438, loss_cls: 1.5197, loss: 1.5197, grad_norm: 6.0484 2020-09-17 05:52:57,090 - mmaction - INFO - Epoch [47][260/1320] lr: 2.000e-04, eta: 2:58:37, time: 1.998, data_time: 1.013, memory: 10966, top1_acc: 0.5840, top5_acc: 0.8516, loss_cls: 1.4961, loss: 1.4961, grad_norm: 6.0490 2020-09-17 05:53:39,059 - mmaction - INFO - Epoch [47][280/1320] lr: 2.000e-04, eta: 2:57:54, time: 2.096, data_time: 1.324, memory: 10966, top1_acc: 0.5734, top5_acc: 0.8410, loss_cls: 1.5480, loss: 1.5480, grad_norm: 6.2896 2020-09-17 05:54:20,428 - mmaction - INFO - Epoch [47][300/1320] lr: 2.000e-04, eta: 2:57:12, time: 2.069, data_time: 0.122, memory: 10966, top1_acc: 0.5684, top5_acc: 0.8387, loss_cls: 1.5489, loss: 1.5489, grad_norm: 6.2183 2020-09-17 05:55:02,074 - mmaction - INFO - Epoch [47][320/1320] lr: 2.000e-04, eta: 2:56:29, time: 2.084, data_time: 0.028, memory: 10966, top1_acc: 0.5805, top5_acc: 0.8434, loss_cls: 1.5283, loss: 1.5283, grad_norm: 5.9977 2020-09-17 05:55:42,160 - mmaction - INFO - Epoch [47][340/1320] lr: 2.000e-04, eta: 2:55:46, time: 2.003, data_time: 0.014, memory: 10966, top1_acc: 0.5895, top5_acc: 0.8469, loss_cls: 1.5184, loss: 1.5184, grad_norm: 6.2098 2020-09-17 05:56:26,127 - mmaction - INFO - Epoch [47][360/1320] lr: 2.000e-04, eta: 2:55:03, time: 2.200, data_time: 0.026, memory: 10966, top1_acc: 0.5680, top5_acc: 0.8383, loss_cls: 1.5769, loss: 1.5769, grad_norm: 6.2303 2020-09-17 05:57:04,820 - mmaction - INFO - Epoch [47][380/1320] lr: 2.000e-04, eta: 2:54:20, time: 1.934, data_time: 0.001, memory: 10966, top1_acc: 0.6031, top5_acc: 0.8535, loss_cls: 1.4643, loss: 1.4643, grad_norm: 5.9742 2020-09-17 05:57:46,660 - mmaction - INFO - Epoch [47][400/1320] lr: 2.000e-04, eta: 2:53:38, time: 2.092, data_time: 0.130, memory: 10966, top1_acc: 0.5625, top5_acc: 0.8297, loss_cls: 1.5963, loss: 1.5963, grad_norm: 6.2258 2020-09-17 05:58:28,394 - mmaction - INFO - Epoch [47][420/1320] lr: 2.000e-04, eta: 2:52:55, time: 2.087, data_time: 0.004, memory: 10966, top1_acc: 0.5828, top5_acc: 0.8492, loss_cls: 1.5199, loss: 1.5199, grad_norm: 6.2044 2020-09-17 05:59:10,182 - mmaction - INFO - Epoch [47][440/1320] lr: 2.000e-04, eta: 2:52:12, time: 2.089, data_time: 0.003, memory: 10966, top1_acc: 0.5680, top5_acc: 0.8313, loss_cls: 1.5605, loss: 1.5605, grad_norm: 6.3278 2020-09-17 05:59:51,968 - mmaction - INFO - Epoch [47][460/1320] lr: 2.000e-04, eta: 2:51:29, time: 2.089, data_time: 0.003, memory: 10966, top1_acc: 0.5789, top5_acc: 0.8371, loss_cls: 1.5635, loss: 1.5635, grad_norm: 6.2686 2020-09-17 06:00:31,607 - mmaction - INFO - Epoch [47][480/1320] lr: 2.000e-04, eta: 2:50:46, time: 1.982, data_time: 0.004, memory: 10966, top1_acc: 0.5750, top5_acc: 0.8469, loss_cls: 1.5479, loss: 1.5479, grad_norm: 6.1348 2020-09-17 06:01:12,690 - mmaction - INFO - Epoch [47][500/1320] lr: 2.000e-04, eta: 2:50:04, time: 2.054, data_time: 0.003, memory: 10966, top1_acc: 0.5742, top5_acc: 0.8434, loss_cls: 1.5191, loss: 1.5191, grad_norm: 6.2723 2020-09-17 06:01:54,137 - mmaction - INFO - Epoch [47][520/1320] lr: 2.000e-04, eta: 2:49:21, time: 2.073, data_time: 0.008, memory: 10966, top1_acc: 0.5707, top5_acc: 0.8336, loss_cls: 1.5797, loss: 1.5797, grad_norm: 6.3005 2020-09-17 06:02:34,348 - mmaction - INFO - Epoch [47][540/1320] lr: 2.000e-04, eta: 2:48:38, time: 2.010, data_time: 0.004, memory: 10966, top1_acc: 0.5777, top5_acc: 0.8273, loss_cls: 1.5829, loss: 1.5829, grad_norm: 6.3041 2020-09-17 06:03:15,239 - mmaction - INFO - Epoch [47][560/1320] lr: 2.000e-04, eta: 2:47:55, time: 2.045, data_time: 0.006, memory: 10966, top1_acc: 0.5793, top5_acc: 0.8398, loss_cls: 1.5232, loss: 1.5232, grad_norm: 6.2001 2020-09-17 06:03:57,075 - mmaction - INFO - Epoch [47][580/1320] lr: 2.000e-04, eta: 2:47:12, time: 2.090, data_time: 0.130, memory: 10966, top1_acc: 0.5832, top5_acc: 0.8473, loss_cls: 1.5056, loss: 1.5056, grad_norm: 6.1877 2020-09-17 06:04:39,040 - mmaction - INFO - Epoch [47][600/1320] lr: 2.000e-04, eta: 2:46:29, time: 2.100, data_time: 0.084, memory: 10966, top1_acc: 0.5898, top5_acc: 0.8488, loss_cls: 1.4925, loss: 1.4925, grad_norm: 6.2019 2020-09-17 06:05:20,575 - mmaction - INFO - Epoch [47][620/1320] lr: 2.000e-04, eta: 2:45:47, time: 2.077, data_time: 0.003, memory: 10966, top1_acc: 0.5781, top5_acc: 0.8465, loss_cls: 1.5133, loss: 1.5133, grad_norm: 6.2326 2020-09-17 06:06:01,259 - mmaction - INFO - Epoch [47][640/1320] lr: 2.000e-04, eta: 2:45:04, time: 2.032, data_time: 0.512, memory: 10966, top1_acc: 0.5828, top5_acc: 0.8395, loss_cls: 1.5314, loss: 1.5314, grad_norm: 6.2901 2020-09-17 06:06:42,372 - mmaction - INFO - Epoch [47][660/1320] lr: 2.000e-04, eta: 2:44:21, time: 2.057, data_time: 0.123, memory: 10966, top1_acc: 0.5828, top5_acc: 0.8457, loss_cls: 1.5117, loss: 1.5117, grad_norm: 6.1631 2020-09-17 06:07:24,911 - mmaction - INFO - Epoch [47][680/1320] lr: 2.000e-04, eta: 2:43:38, time: 2.128, data_time: 0.331, memory: 10966, top1_acc: 0.5930, top5_acc: 0.8484, loss_cls: 1.5186, loss: 1.5186, grad_norm: 6.1040 2020-09-17 06:08:04,773 - mmaction - INFO - Epoch [47][700/1320] lr: 2.000e-04, eta: 2:42:55, time: 1.993, data_time: 0.331, memory: 10966, top1_acc: 0.5820, top5_acc: 0.8379, loss_cls: 1.5320, loss: 1.5320, grad_norm: 6.2329 2020-09-17 06:08:45,867 - mmaction - INFO - Epoch [47][720/1320] lr: 2.000e-04, eta: 2:42:13, time: 2.054, data_time: 0.002, memory: 10966, top1_acc: 0.5750, top5_acc: 0.8414, loss_cls: 1.5627, loss: 1.5627, grad_norm: 6.2674 2020-09-17 06:09:27,909 - mmaction - INFO - Epoch [47][740/1320] lr: 2.000e-04, eta: 2:41:30, time: 2.103, data_time: 0.003, memory: 10966, top1_acc: 0.5648, top5_acc: 0.8441, loss_cls: 1.5490, loss: 1.5490, grad_norm: 6.2799 2020-09-17 06:10:07,585 - mmaction - INFO - Epoch [47][760/1320] lr: 2.000e-04, eta: 2:40:47, time: 1.984, data_time: 0.003, memory: 10966, top1_acc: 0.5805, top5_acc: 0.8379, loss_cls: 1.5639, loss: 1.5639, grad_norm: 6.2286 2020-09-17 06:10:51,099 - mmaction - INFO - Epoch [47][780/1320] lr: 2.000e-04, eta: 2:40:04, time: 2.174, data_time: 0.003, memory: 10966, top1_acc: 0.5832, top5_acc: 0.8441, loss_cls: 1.5493, loss: 1.5493, grad_norm: 6.3336 2020-09-17 06:11:29,835 - mmaction - INFO - Epoch [47][800/1320] lr: 2.000e-04, eta: 2:39:21, time: 1.936, data_time: 0.007, memory: 10966, top1_acc: 0.5758, top5_acc: 0.8488, loss_cls: 1.5426, loss: 1.5426, grad_norm: 6.1874 2020-09-17 06:12:15,922 - mmaction - INFO - Epoch [47][820/1320] lr: 2.000e-04, eta: 2:38:39, time: 2.306, data_time: 0.020, memory: 10966, top1_acc: 0.5684, top5_acc: 0.8434, loss_cls: 1.5415, loss: 1.5415, grad_norm: 6.2692 2020-09-17 06:12:53,886 - mmaction - INFO - Epoch [47][840/1320] lr: 2.000e-04, eta: 2:37:56, time: 1.898, data_time: 0.012, memory: 10966, top1_acc: 0.5848, top5_acc: 0.8477, loss_cls: 1.5284, loss: 1.5284, grad_norm: 6.3680 2020-09-17 06:13:35,518 - mmaction - INFO - Epoch [47][860/1320] lr: 2.000e-04, eta: 2:37:13, time: 2.081, data_time: 0.167, memory: 10966, top1_acc: 0.5836, top5_acc: 0.8473, loss_cls: 1.4906, loss: 1.4906, grad_norm: 6.2541 2020-09-17 06:14:17,340 - mmaction - INFO - Epoch [47][880/1320] lr: 2.000e-04, eta: 2:36:30, time: 2.091, data_time: 0.004, memory: 10966, top1_acc: 0.5734, top5_acc: 0.8410, loss_cls: 1.5711, loss: 1.5711, grad_norm: 6.4486 2020-09-17 06:14:58,141 - mmaction - INFO - Epoch [47][900/1320] lr: 2.000e-04, eta: 2:35:48, time: 2.041, data_time: 0.006, memory: 10966, top1_acc: 0.5914, top5_acc: 0.8547, loss_cls: 1.5033, loss: 1.5033, grad_norm: 6.1139 2020-09-17 06:15:38,716 - mmaction - INFO - Epoch [47][920/1320] lr: 2.000e-04, eta: 2:35:05, time: 2.029, data_time: 0.004, memory: 10966, top1_acc: 0.5809, top5_acc: 0.8422, loss_cls: 1.5228, loss: 1.5228, grad_norm: 6.1470 2020-09-17 06:16:20,812 - mmaction - INFO - Epoch [47][940/1320] lr: 2.000e-04, eta: 2:34:22, time: 2.105, data_time: 0.129, memory: 10966, top1_acc: 0.5750, top5_acc: 0.8402, loss_cls: 1.5426, loss: 1.5426, grad_norm: 6.2300 2020-09-17 06:17:00,840 - mmaction - INFO - Epoch [47][960/1320] lr: 2.000e-04, eta: 2:33:39, time: 2.001, data_time: 0.003, memory: 10966, top1_acc: 0.5832, top5_acc: 0.8504, loss_cls: 1.5129, loss: 1.5129, grad_norm: 6.2155 2020-09-17 06:17:45,405 - mmaction - INFO - Epoch [47][980/1320] lr: 2.000e-04, eta: 2:32:57, time: 2.225, data_time: 0.036, memory: 10966, top1_acc: 0.5781, top5_acc: 0.8391, loss_cls: 1.5739, loss: 1.5739, grad_norm: 6.3869 2020-09-17 06:18:24,483 - mmaction - INFO - Epoch [47][1000/1320] lr: 2.000e-04, eta: 2:32:14, time: 1.958, data_time: 0.008, memory: 10966, top1_acc: 0.5711, top5_acc: 0.8309, loss_cls: 1.5770, loss: 1.5770, grad_norm: 6.2358 2020-09-17 06:19:04,663 - mmaction - INFO - Epoch [47][1020/1320] lr: 2.000e-04, eta: 2:31:31, time: 2.005, data_time: 0.134, memory: 10966, top1_acc: 0.5863, top5_acc: 0.8449, loss_cls: 1.5213, loss: 1.5213, grad_norm: 6.2205 2020-09-17 06:19:46,918 - mmaction - INFO - Epoch [47][1040/1320] lr: 2.000e-04, eta: 2:30:48, time: 2.115, data_time: 0.006, memory: 10966, top1_acc: 0.5727, top5_acc: 0.8426, loss_cls: 1.5354, loss: 1.5354, grad_norm: 6.2951 2020-09-17 06:20:27,532 - mmaction - INFO - Epoch [47][1060/1320] lr: 2.000e-04, eta: 2:30:05, time: 2.031, data_time: 0.061, memory: 10966, top1_acc: 0.5820, top5_acc: 0.8539, loss_cls: 1.4828, loss: 1.4828, grad_norm: 6.0584 2020-09-17 06:21:07,700 - mmaction - INFO - Epoch [47][1080/1320] lr: 2.000e-04, eta: 2:29:22, time: 2.009, data_time: 0.093, memory: 10966, top1_acc: 0.5805, top5_acc: 0.8453, loss_cls: 1.5028, loss: 1.5028, grad_norm: 6.1210 2020-09-17 06:21:51,413 - mmaction - INFO - Epoch [47][1100/1320] lr: 2.000e-04, eta: 2:28:40, time: 2.186, data_time: 0.003, memory: 10966, top1_acc: 0.5828, top5_acc: 0.8484, loss_cls: 1.5182, loss: 1.5182, grad_norm: 6.1910 2020-09-17 06:22:30,990 - mmaction - INFO - Epoch [47][1120/1320] lr: 2.000e-04, eta: 2:27:57, time: 1.978, data_time: 0.006, memory: 10966, top1_acc: 0.5687, top5_acc: 0.8375, loss_cls: 1.5930, loss: 1.5930, grad_norm: 6.2599 2020-09-17 06:23:09,995 - mmaction - INFO - Epoch [47][1140/1320] lr: 2.000e-04, eta: 2:27:14, time: 1.952, data_time: 0.011, memory: 10966, top1_acc: 0.5879, top5_acc: 0.8402, loss_cls: 1.5330, loss: 1.5330, grad_norm: 6.1858 2020-09-17 06:23:50,830 - mmaction - INFO - Epoch [47][1160/1320] lr: 2.000e-04, eta: 2:26:31, time: 2.037, data_time: 0.005, memory: 10966, top1_acc: 0.5695, top5_acc: 0.8430, loss_cls: 1.5660, loss: 1.5660, grad_norm: 6.2892 2020-09-17 06:24:32,718 - mmaction - INFO - Epoch [47][1180/1320] lr: 2.000e-04, eta: 2:25:48, time: 2.097, data_time: 0.007, memory: 10966, top1_acc: 0.5715, top5_acc: 0.8387, loss_cls: 1.5800, loss: 1.5800, grad_norm: 6.2821 2020-09-17 06:25:13,798 - mmaction - INFO - Epoch [47][1200/1320] lr: 2.000e-04, eta: 2:25:06, time: 2.056, data_time: 0.235, memory: 10966, top1_acc: 0.5766, top5_acc: 0.8469, loss_cls: 1.5043, loss: 1.5043, grad_norm: 6.1146 2020-09-17 06:25:55,776 - mmaction - INFO - Epoch [47][1220/1320] lr: 2.000e-04, eta: 2:24:23, time: 2.099, data_time: 0.052, memory: 10966, top1_acc: 0.5840, top5_acc: 0.8480, loss_cls: 1.5013, loss: 1.5013, grad_norm: 6.2080 2020-09-17 06:26:35,863 - mmaction - INFO - Epoch [47][1240/1320] lr: 2.000e-04, eta: 2:23:40, time: 2.003, data_time: 0.016, memory: 10966, top1_acc: 0.5938, top5_acc: 0.8324, loss_cls: 1.5486, loss: 1.5486, grad_norm: 6.2541 2020-09-17 06:27:17,417 - mmaction - INFO - Epoch [47][1260/1320] lr: 2.000e-04, eta: 2:22:57, time: 2.078, data_time: 0.004, memory: 10966, top1_acc: 0.5703, top5_acc: 0.8434, loss_cls: 1.5352, loss: 1.5352, grad_norm: 6.1989 2020-09-17 06:27:59,118 - mmaction - INFO - Epoch [47][1280/1320] lr: 2.000e-04, eta: 2:22:15, time: 2.086, data_time: 0.004, memory: 10966, top1_acc: 0.5789, top5_acc: 0.8406, loss_cls: 1.5472, loss: 1.5472, grad_norm: 6.1356 2020-09-17 06:28:40,032 - mmaction - INFO - Epoch [47][1300/1320] lr: 2.000e-04, eta: 2:21:32, time: 2.046, data_time: 0.002, memory: 10966, top1_acc: 0.5855, top5_acc: 0.8355, loss_cls: 1.5310, loss: 1.5310, grad_norm: 6.1190 2020-09-17 06:29:16,659 - mmaction - INFO - Epoch [47][1320/1320] lr: 2.000e-04, eta: 2:20:49, time: 1.831, data_time: 0.005, memory: 10966, top1_acc: 0.5881, top5_acc: 0.8425, loss_cls: 1.5314, loss: 1.5314, grad_norm: 6.2794 2020-09-17 06:29:27,565 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-09-17 06:37:06,938 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-17 06:37:07,348 - mmaction - INFO - top1_acc 0.3169 top5_acc 0.6144 2020-09-17 06:37:07,348 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-17 06:37:07,403 - mmaction - INFO - mean_acc 0.2518 2020-09-17 06:37:07,444 - mmaction - INFO - Epoch(val) [47][1320] top1_acc: 0.3169, top5_acc: 0.6144, mean_class_accuracy: 0.2518 2020-09-17 06:39:17,438 - mmaction - INFO - Epoch [48][20/1320] lr: 2.000e-04, eta: 2:20:12, time: 6.495, data_time: 5.213, memory: 10966, top1_acc: 0.5875, top5_acc: 0.8465, loss_cls: 1.5026, loss: 1.5026, grad_norm: 6.0835 2020-09-17 06:39:59,438 - mmaction - INFO - Epoch [48][40/1320] lr: 2.000e-04, eta: 2:19:29, time: 2.103, data_time: 0.011, memory: 10966, top1_acc: 0.5914, top5_acc: 0.8520, loss_cls: 1.4702, loss: 1.4702, grad_norm: 6.0235 2020-09-17 06:40:39,252 - mmaction - INFO - Epoch [48][60/1320] lr: 2.000e-04, eta: 2:18:46, time: 1.991, data_time: 0.005, memory: 10966, top1_acc: 0.5891, top5_acc: 0.8445, loss_cls: 1.4995, loss: 1.4995, grad_norm: 6.0756 2020-09-17 06:41:19,645 - mmaction - INFO - Epoch [48][80/1320] lr: 2.000e-04, eta: 2:18:03, time: 2.020, data_time: 0.047, memory: 10966, top1_acc: 0.5961, top5_acc: 0.8504, loss_cls: 1.5141, loss: 1.5141, grad_norm: 6.2219 2020-09-17 06:42:01,955 - mmaction - INFO - Epoch [48][100/1320] lr: 2.000e-04, eta: 2:17:20, time: 2.116, data_time: 0.007, memory: 10966, top1_acc: 0.5687, top5_acc: 0.8359, loss_cls: 1.5634, loss: 1.5634, grad_norm: 6.4670 2020-09-17 06:42:42,044 - mmaction - INFO - Epoch [48][120/1320] lr: 2.000e-04, eta: 2:16:38, time: 2.004, data_time: 0.002, memory: 10966, top1_acc: 0.5750, top5_acc: 0.8551, loss_cls: 1.5049, loss: 1.5049, grad_norm: 6.2273 2020-09-17 06:43:24,608 - mmaction - INFO - Epoch [48][140/1320] lr: 2.000e-04, eta: 2:15:55, time: 2.128, data_time: 0.004, memory: 10966, top1_acc: 0.5828, top5_acc: 0.8449, loss_cls: 1.5234, loss: 1.5234, grad_norm: 6.3389 2020-09-17 06:44:03,762 - mmaction - INFO - Epoch [48][160/1320] lr: 2.000e-04, eta: 2:15:12, time: 1.958, data_time: 0.005, memory: 10966, top1_acc: 0.5855, top5_acc: 0.8434, loss_cls: 1.5233, loss: 1.5233, grad_norm: 6.0888 2020-09-17 06:44:45,329 - mmaction - INFO - Epoch [48][180/1320] lr: 2.000e-04, eta: 2:14:29, time: 2.078, data_time: 0.002, memory: 10966, top1_acc: 0.6016, top5_acc: 0.8402, loss_cls: 1.5356, loss: 1.5356, grad_norm: 6.1493 2020-09-17 06:45:25,901 - mmaction - INFO - Epoch [48][200/1320] lr: 2.000e-04, eta: 2:13:46, time: 2.028, data_time: 0.005, memory: 10966, top1_acc: 0.5762, top5_acc: 0.8449, loss_cls: 1.5476, loss: 1.5476, grad_norm: 6.2346 2020-09-17 06:46:06,401 - mmaction - INFO - Epoch [48][220/1320] lr: 2.000e-04, eta: 2:13:04, time: 2.026, data_time: 0.004, memory: 10966, top1_acc: 0.5719, top5_acc: 0.8516, loss_cls: 1.5240, loss: 1.5240, grad_norm: 6.1718 2020-09-17 06:46:46,394 - mmaction - INFO - Epoch [48][240/1320] lr: 2.000e-04, eta: 2:12:21, time: 2.000, data_time: 0.004, memory: 10966, top1_acc: 0.5707, top5_acc: 0.8402, loss_cls: 1.5583, loss: 1.5583, grad_norm: 6.4578 2020-09-17 06:47:28,780 - mmaction - INFO - Epoch [48][260/1320] lr: 2.000e-04, eta: 2:11:38, time: 2.120, data_time: 0.004, memory: 10966, top1_acc: 0.5828, top5_acc: 0.8492, loss_cls: 1.5261, loss: 1.5261, grad_norm: 6.1684 2020-09-17 06:48:09,737 - mmaction - INFO - Epoch [48][280/1320] lr: 2.000e-04, eta: 2:10:55, time: 2.039, data_time: 0.003, memory: 10966, top1_acc: 0.5891, top5_acc: 0.8473, loss_cls: 1.5128, loss: 1.5128, grad_norm: 6.2014 2020-09-17 06:48:51,708 - mmaction - INFO - Epoch [48][300/1320] lr: 2.000e-04, eta: 2:10:12, time: 2.106, data_time: 0.012, memory: 10966, top1_acc: 0.5813, top5_acc: 0.8469, loss_cls: 1.5055, loss: 1.5055, grad_norm: 6.0744 2020-09-17 06:49:31,568 - mmaction - INFO - Epoch [48][320/1320] lr: 2.000e-04, eta: 2:09:30, time: 1.992, data_time: 0.055, memory: 10966, top1_acc: 0.5629, top5_acc: 0.8367, loss_cls: 1.5530, loss: 1.5530, grad_norm: 6.2853 2020-09-17 06:50:12,636 - mmaction - INFO - Epoch [48][340/1320] lr: 2.000e-04, eta: 2:08:47, time: 2.054, data_time: 0.006, memory: 10966, top1_acc: 0.5668, top5_acc: 0.8438, loss_cls: 1.5565, loss: 1.5565, grad_norm: 6.3719 2020-09-17 06:50:54,044 - mmaction - INFO - Epoch [48][360/1320] lr: 2.000e-04, eta: 2:08:04, time: 2.070, data_time: 0.006, memory: 10966, top1_acc: 0.5832, top5_acc: 0.8527, loss_cls: 1.4853, loss: 1.4853, grad_norm: 6.2878 2020-09-17 06:51:35,258 - mmaction - INFO - Epoch [48][380/1320] lr: 2.000e-04, eta: 2:07:21, time: 2.060, data_time: 0.101, memory: 10966, top1_acc: 0.5945, top5_acc: 0.8469, loss_cls: 1.5055, loss: 1.5055, grad_norm: 6.0694 2020-09-17 06:52:15,678 - mmaction - INFO - Epoch [48][400/1320] lr: 2.000e-04, eta: 2:06:38, time: 2.023, data_time: 0.006, memory: 10966, top1_acc: 0.5621, top5_acc: 0.8418, loss_cls: 1.5509, loss: 1.5509, grad_norm: 6.3536 2020-09-17 06:53:03,154 - mmaction - INFO - Epoch [48][420/1320] lr: 2.000e-04, eta: 2:05:56, time: 2.369, data_time: 0.004, memory: 10966, top1_acc: 0.5633, top5_acc: 0.8359, loss_cls: 1.6032, loss: 1.6032, grad_norm: 6.4637 2020-09-17 06:53:38,885 - mmaction - INFO - Epoch [48][440/1320] lr: 2.000e-04, eta: 2:05:13, time: 1.790, data_time: 0.012, memory: 10966, top1_acc: 0.5641, top5_acc: 0.8379, loss_cls: 1.5591, loss: 1.5591, grad_norm: 6.2168 2020-09-17 06:54:21,056 - mmaction - INFO - Epoch [48][460/1320] lr: 2.000e-04, eta: 2:04:30, time: 2.105, data_time: 0.029, memory: 10966, top1_acc: 0.5648, top5_acc: 0.8359, loss_cls: 1.5764, loss: 1.5764, grad_norm: 6.3187 2020-09-17 06:55:02,477 - mmaction - INFO - Epoch [48][480/1320] lr: 2.000e-04, eta: 2:03:47, time: 2.074, data_time: 0.120, memory: 10966, top1_acc: 0.5742, top5_acc: 0.8492, loss_cls: 1.5547, loss: 1.5547, grad_norm: 6.2435 2020-09-17 06:55:43,818 - mmaction - INFO - Epoch [48][500/1320] lr: 2.000e-04, eta: 2:03:05, time: 2.066, data_time: 0.089, memory: 10966, top1_acc: 0.5781, top5_acc: 0.8270, loss_cls: 1.5951, loss: 1.5951, grad_norm: 6.3190 2020-09-17 06:56:25,505 - mmaction - INFO - Epoch [48][520/1320] lr: 2.000e-04, eta: 2:02:22, time: 2.087, data_time: 0.049, memory: 10966, top1_acc: 0.5797, top5_acc: 0.8535, loss_cls: 1.5038, loss: 1.5038, grad_norm: 6.2028 2020-09-17 06:57:06,195 - mmaction - INFO - Epoch [48][540/1320] lr: 2.000e-04, eta: 2:01:39, time: 2.034, data_time: 0.004, memory: 10966, top1_acc: 0.5898, top5_acc: 0.8496, loss_cls: 1.4934, loss: 1.4934, grad_norm: 6.0994 2020-09-17 06:57:48,538 - mmaction - INFO - Epoch [48][560/1320] lr: 2.000e-04, eta: 2:00:56, time: 2.116, data_time: 0.007, memory: 10966, top1_acc: 0.5707, top5_acc: 0.8391, loss_cls: 1.5531, loss: 1.5531, grad_norm: 6.3495 2020-09-17 06:58:29,311 - mmaction - INFO - Epoch [48][580/1320] lr: 2.000e-04, eta: 2:00:14, time: 2.039, data_time: 0.005, memory: 10966, top1_acc: 0.5676, top5_acc: 0.8410, loss_cls: 1.5509, loss: 1.5509, grad_norm: 6.3228 2020-09-17 06:59:10,729 - mmaction - INFO - Epoch [48][600/1320] lr: 2.000e-04, eta: 1:59:31, time: 2.070, data_time: 0.005, memory: 10966, top1_acc: 0.5699, top5_acc: 0.8484, loss_cls: 1.5313, loss: 1.5313, grad_norm: 6.2480 2020-09-17 06:59:53,215 - mmaction - INFO - Epoch [48][620/1320] lr: 2.000e-04, eta: 1:58:48, time: 2.124, data_time: 0.004, memory: 10966, top1_acc: 0.5563, top5_acc: 0.8316, loss_cls: 1.6114, loss: 1.6114, grad_norm: 6.4306 2020-09-17 07:00:35,220 - mmaction - INFO - Epoch [48][640/1320] lr: 2.000e-04, eta: 1:58:05, time: 2.096, data_time: 0.006, memory: 10966, top1_acc: 0.5645, top5_acc: 0.8398, loss_cls: 1.5652, loss: 1.5652, grad_norm: 6.2258 2020-09-17 07:01:16,987 - mmaction - INFO - Epoch [48][660/1320] lr: 2.000e-04, eta: 1:57:23, time: 2.092, data_time: 0.010, memory: 10966, top1_acc: 0.5750, top5_acc: 0.8477, loss_cls: 1.5458, loss: 1.5458, grad_norm: 6.1334 2020-09-17 07:02:00,817 - mmaction - INFO - Epoch [48][680/1320] lr: 2.000e-04, eta: 1:56:40, time: 2.192, data_time: 0.006, memory: 10966, top1_acc: 0.5746, top5_acc: 0.8379, loss_cls: 1.5496, loss: 1.5496, grad_norm: 6.1268 2020-09-17 07:02:39,048 - mmaction - INFO - Epoch [48][700/1320] lr: 2.000e-04, eta: 1:55:57, time: 1.912, data_time: 0.005, memory: 10966, top1_acc: 0.5730, top5_acc: 0.8434, loss_cls: 1.5496, loss: 1.5496, grad_norm: 6.2105 2020-09-17 07:03:21,502 - mmaction - INFO - Epoch [48][720/1320] lr: 2.000e-04, eta: 1:55:14, time: 2.122, data_time: 0.007, memory: 10966, top1_acc: 0.5828, top5_acc: 0.8445, loss_cls: 1.5199, loss: 1.5199, grad_norm: 6.1588 2020-09-17 07:04:03,419 - mmaction - INFO - Epoch [48][740/1320] lr: 2.000e-04, eta: 1:54:32, time: 2.097, data_time: 0.006, memory: 10966, top1_acc: 0.5781, top5_acc: 0.8434, loss_cls: 1.5487, loss: 1.5487, grad_norm: 6.3603 2020-09-17 07:04:44,293 - mmaction - INFO - Epoch [48][760/1320] lr: 2.000e-04, eta: 1:53:49, time: 2.041, data_time: 0.006, memory: 10966, top1_acc: 0.5973, top5_acc: 0.8570, loss_cls: 1.4730, loss: 1.4730, grad_norm: 6.0421 2020-09-17 07:05:23,134 - mmaction - INFO - Epoch [48][780/1320] lr: 2.000e-04, eta: 1:53:06, time: 1.944, data_time: 0.046, memory: 10966, top1_acc: 0.5914, top5_acc: 0.8445, loss_cls: 1.5071, loss: 1.5071, grad_norm: 6.2222 2020-09-17 07:06:05,868 - mmaction - INFO - Epoch [48][800/1320] lr: 2.000e-04, eta: 1:52:23, time: 2.136, data_time: 0.005, memory: 10966, top1_acc: 0.5699, top5_acc: 0.8516, loss_cls: 1.5353, loss: 1.5353, grad_norm: 6.2673 2020-09-17 07:06:46,455 - mmaction - INFO - Epoch [48][820/1320] lr: 2.000e-04, eta: 1:51:41, time: 2.030, data_time: 0.016, memory: 10966, top1_acc: 0.5613, top5_acc: 0.8363, loss_cls: 1.5804, loss: 1.5804, grad_norm: 6.4630 2020-09-17 07:07:26,371 - mmaction - INFO - Epoch [48][840/1320] lr: 2.000e-04, eta: 1:50:58, time: 1.996, data_time: 0.209, memory: 10966, top1_acc: 0.6051, top5_acc: 0.8547, loss_cls: 1.4759, loss: 1.4759, grad_norm: 6.0118 2020-09-17 07:08:11,059 - mmaction - INFO - Epoch [48][860/1320] lr: 2.000e-04, eta: 1:50:15, time: 2.224, data_time: 0.004, memory: 10966, top1_acc: 0.5820, top5_acc: 0.8559, loss_cls: 1.5112, loss: 1.5112, grad_norm: 6.2173 2020-09-17 07:08:52,067 - mmaction - INFO - Epoch [48][880/1320] lr: 2.000e-04, eta: 1:49:32, time: 2.062, data_time: 0.017, memory: 10966, top1_acc: 0.5711, top5_acc: 0.8484, loss_cls: 1.5432, loss: 1.5432, grad_norm: 6.3665 2020-09-17 07:09:31,670 - mmaction - INFO - Epoch [48][900/1320] lr: 2.000e-04, eta: 1:48:50, time: 1.981, data_time: 0.152, memory: 10966, top1_acc: 0.5871, top5_acc: 0.8348, loss_cls: 1.5430, loss: 1.5430, grad_norm: 6.2416 2020-09-17 07:10:14,273 - mmaction - INFO - Epoch [48][920/1320] lr: 2.000e-04, eta: 1:48:07, time: 2.130, data_time: 0.664, memory: 10966, top1_acc: 0.5785, top5_acc: 0.8473, loss_cls: 1.5478, loss: 1.5478, grad_norm: 6.2242 2020-09-17 07:10:54,782 - mmaction - INFO - Epoch [48][940/1320] lr: 2.000e-04, eta: 1:47:24, time: 2.024, data_time: 0.275, memory: 10966, top1_acc: 0.5813, top5_acc: 0.8488, loss_cls: 1.5217, loss: 1.5217, grad_norm: 6.4372 2020-09-17 07:11:35,948 - mmaction - INFO - Epoch [48][960/1320] lr: 2.000e-04, eta: 1:46:41, time: 2.058, data_time: 0.004, memory: 10966, top1_acc: 0.5816, top5_acc: 0.8453, loss_cls: 1.5300, loss: 1.5300, grad_norm: 6.2748 2020-09-17 07:12:14,633 - mmaction - INFO - Epoch [48][980/1320] lr: 2.000e-04, eta: 1:45:59, time: 1.934, data_time: 0.169, memory: 10966, top1_acc: 0.5656, top5_acc: 0.8285, loss_cls: 1.5647, loss: 1.5647, grad_norm: 6.4575 2020-09-17 07:12:56,700 - mmaction - INFO - Epoch [48][1000/1320] lr: 2.000e-04, eta: 1:45:16, time: 2.104, data_time: 1.467, memory: 10966, top1_acc: 0.5824, top5_acc: 0.8414, loss_cls: 1.5130, loss: 1.5130, grad_norm: 6.2855 2020-09-17 07:13:41,446 - mmaction - INFO - Epoch [48][1020/1320] lr: 2.000e-04, eta: 1:44:33, time: 2.236, data_time: 1.426, memory: 10966, top1_acc: 0.5691, top5_acc: 0.8438, loss_cls: 1.5578, loss: 1.5578, grad_norm: 6.2822 2020-09-17 07:14:21,765 - mmaction - INFO - Epoch [48][1040/1320] lr: 2.000e-04, eta: 1:43:50, time: 2.016, data_time: 0.283, memory: 10966, top1_acc: 0.5625, top5_acc: 0.8406, loss_cls: 1.5628, loss: 1.5628, grad_norm: 6.3239 2020-09-17 07:15:03,837 - mmaction - INFO - Epoch [48][1060/1320] lr: 2.000e-04, eta: 1:43:08, time: 2.104, data_time: 0.005, memory: 10966, top1_acc: 0.5824, top5_acc: 0.8402, loss_cls: 1.5492, loss: 1.5492, grad_norm: 6.2944 2020-09-17 07:15:44,498 - mmaction - INFO - Epoch [48][1080/1320] lr: 2.000e-04, eta: 1:42:25, time: 2.032, data_time: 0.006, memory: 10966, top1_acc: 0.5871, top5_acc: 0.8406, loss_cls: 1.5197, loss: 1.5197, grad_norm: 6.2749 2020-09-17 07:16:24,743 - mmaction - INFO - Epoch [48][1100/1320] lr: 2.000e-04, eta: 1:41:42, time: 2.014, data_time: 0.189, memory: 10966, top1_acc: 0.5852, top5_acc: 0.8508, loss_cls: 1.5198, loss: 1.5198, grad_norm: 6.1342 2020-09-17 07:17:07,279 - mmaction - INFO - Epoch [48][1120/1320] lr: 2.000e-04, eta: 1:41:00, time: 2.126, data_time: 0.087, memory: 10966, top1_acc: 0.5777, top5_acc: 0.8371, loss_cls: 1.5533, loss: 1.5533, grad_norm: 6.3358 2020-09-17 07:17:49,655 - mmaction - INFO - Epoch [48][1140/1320] lr: 2.000e-04, eta: 1:40:17, time: 2.119, data_time: 0.006, memory: 10966, top1_acc: 0.5875, top5_acc: 0.8387, loss_cls: 1.5105, loss: 1.5105, grad_norm: 6.0964 2020-09-17 07:18:28,424 - mmaction - INFO - Epoch [48][1160/1320] lr: 2.000e-04, eta: 1:39:34, time: 1.938, data_time: 0.084, memory: 10966, top1_acc: 0.5828, top5_acc: 0.8480, loss_cls: 1.5123, loss: 1.5123, grad_norm: 6.2251 2020-09-17 07:19:11,221 - mmaction - INFO - Epoch [48][1180/1320] lr: 2.000e-04, eta: 1:38:51, time: 2.140, data_time: 0.142, memory: 10966, top1_acc: 0.5789, top5_acc: 0.8395, loss_cls: 1.5531, loss: 1.5531, grad_norm: 6.3088 2020-09-17 07:19:52,084 - mmaction - INFO - Epoch [48][1200/1320] lr: 2.000e-04, eta: 1:38:09, time: 2.043, data_time: 0.975, memory: 10966, top1_acc: 0.5738, top5_acc: 0.8496, loss_cls: 1.5246, loss: 1.5246, grad_norm: 6.1632 2020-09-17 07:20:34,301 - mmaction - INFO - Epoch [48][1220/1320] lr: 2.000e-04, eta: 1:37:26, time: 2.109, data_time: 0.964, memory: 10966, top1_acc: 0.5719, top5_acc: 0.8363, loss_cls: 1.5499, loss: 1.5499, grad_norm: 6.2950 2020-09-17 07:21:15,151 - mmaction - INFO - Epoch [48][1240/1320] lr: 2.000e-04, eta: 1:36:43, time: 2.044, data_time: 0.186, memory: 10966, top1_acc: 0.5863, top5_acc: 0.8469, loss_cls: 1.5124, loss: 1.5124, grad_norm: 6.1295 2020-09-17 07:21:57,838 - mmaction - INFO - Epoch [48][1260/1320] lr: 2.000e-04, eta: 1:36:00, time: 2.137, data_time: 0.013, memory: 10966, top1_acc: 0.5750, top5_acc: 0.8332, loss_cls: 1.5572, loss: 1.5572, grad_norm: 6.3368 2020-09-17 07:22:38,617 - mmaction - INFO - Epoch [48][1280/1320] lr: 2.000e-04, eta: 1:35:18, time: 2.038, data_time: 0.003, memory: 10966, top1_acc: 0.6008, top5_acc: 0.8434, loss_cls: 1.5162, loss: 1.5162, grad_norm: 6.1569 2020-09-17 07:23:17,881 - mmaction - INFO - Epoch [48][1300/1320] lr: 2.000e-04, eta: 1:34:35, time: 1.964, data_time: 0.060, memory: 10966, top1_acc: 0.5785, top5_acc: 0.8496, loss_cls: 1.5297, loss: 1.5297, grad_norm: 6.2773 2020-09-17 07:23:56,038 - mmaction - INFO - Epoch [48][1320/1320] lr: 2.000e-04, eta: 1:33:52, time: 1.908, data_time: 0.342, memory: 10966, top1_acc: 0.5635, top5_acc: 0.8460, loss_cls: 1.5425, loss: 1.5425, grad_norm: 6.3145 2020-09-17 07:24:05,365 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-09-17 07:31:34,575 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-17 07:31:34,990 - mmaction - INFO - top1_acc 0.3161 top5_acc 0.6148 2020-09-17 07:31:34,990 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-17 07:31:35,062 - mmaction - INFO - mean_acc 0.2528 2020-09-17 07:31:35,088 - mmaction - INFO - Epoch(val) [48][1320] top1_acc: 0.3161, top5_acc: 0.6148, mean_class_accuracy: 0.2528 2020-09-17 07:33:42,790 - mmaction - INFO - Epoch [49][20/1320] lr: 2.000e-04, eta: 1:33:13, time: 6.380, data_time: 5.697, memory: 10966, top1_acc: 0.5758, top5_acc: 0.8422, loss_cls: 1.5499, loss: 1.5499, grad_norm: 6.3359 2020-09-17 07:34:23,482 - mmaction - INFO - Epoch [49][40/1320] lr: 2.000e-04, eta: 1:32:30, time: 2.036, data_time: 1.055, memory: 10966, top1_acc: 0.5824, top5_acc: 0.8461, loss_cls: 1.5108, loss: 1.5108, grad_norm: 6.2250 2020-09-17 07:35:03,839 - mmaction - INFO - Epoch [49][60/1320] lr: 2.000e-04, eta: 1:31:47, time: 2.019, data_time: 0.739, memory: 10966, top1_acc: 0.5828, top5_acc: 0.8367, loss_cls: 1.5329, loss: 1.5329, grad_norm: 6.3757 2020-09-17 07:35:46,362 - mmaction - INFO - Epoch [49][80/1320] lr: 2.000e-04, eta: 1:31:05, time: 2.126, data_time: 0.126, memory: 10966, top1_acc: 0.5852, top5_acc: 0.8570, loss_cls: 1.4674, loss: 1.4674, grad_norm: 6.1689 2020-09-17 07:36:26,864 - mmaction - INFO - Epoch [49][100/1320] lr: 2.000e-04, eta: 1:30:22, time: 2.024, data_time: 0.646, memory: 10966, top1_acc: 0.6000, top5_acc: 0.8559, loss_cls: 1.4490, loss: 1.4490, grad_norm: 5.9593 2020-09-17 07:37:09,486 - mmaction - INFO - Epoch [49][120/1320] lr: 2.000e-04, eta: 1:29:39, time: 2.133, data_time: 0.009, memory: 10966, top1_acc: 0.5824, top5_acc: 0.8348, loss_cls: 1.5217, loss: 1.5217, grad_norm: 6.3375 2020-09-17 07:37:49,732 - mmaction - INFO - Epoch [49][140/1320] lr: 2.000e-04, eta: 1:28:56, time: 2.012, data_time: 0.002, memory: 10966, top1_acc: 0.5840, top5_acc: 0.8586, loss_cls: 1.5043, loss: 1.5043, grad_norm: 6.2988 2020-09-17 07:38:30,927 - mmaction - INFO - Epoch [49][160/1320] lr: 2.000e-04, eta: 1:28:14, time: 2.057, data_time: 0.001, memory: 10966, top1_acc: 0.5703, top5_acc: 0.8371, loss_cls: 1.5450, loss: 1.5450, grad_norm: 6.2344 2020-09-17 07:39:09,756 - mmaction - INFO - Epoch [49][180/1320] lr: 2.000e-04, eta: 1:27:31, time: 1.942, data_time: 0.189, memory: 10966, top1_acc: 0.5938, top5_acc: 0.8504, loss_cls: 1.4871, loss: 1.4871, grad_norm: 6.2145 2020-09-17 07:39:52,680 - mmaction - INFO - Epoch [49][200/1320] lr: 2.000e-04, eta: 1:26:48, time: 2.147, data_time: 0.069, memory: 10966, top1_acc: 0.5766, top5_acc: 0.8406, loss_cls: 1.5285, loss: 1.5285, grad_norm: 6.4358 2020-09-17 07:40:33,082 - mmaction - INFO - Epoch [49][220/1320] lr: 2.000e-04, eta: 1:26:05, time: 2.020, data_time: 0.864, memory: 10966, top1_acc: 0.5977, top5_acc: 0.8402, loss_cls: 1.5165, loss: 1.5165, grad_norm: 6.1963 2020-09-17 07:41:15,501 - mmaction - INFO - Epoch [49][240/1320] lr: 2.000e-04, eta: 1:25:23, time: 2.121, data_time: 0.177, memory: 10966, top1_acc: 0.5695, top5_acc: 0.8340, loss_cls: 1.5587, loss: 1.5587, grad_norm: 6.3594 2020-09-17 07:41:55,843 - mmaction - INFO - Epoch [49][260/1320] lr: 2.000e-04, eta: 1:24:40, time: 2.019, data_time: 0.013, memory: 10966, top1_acc: 0.5816, top5_acc: 0.8520, loss_cls: 1.4996, loss: 1.4996, grad_norm: 6.2402 2020-09-17 07:42:36,859 - mmaction - INFO - Epoch [49][280/1320] lr: 2.000e-04, eta: 1:23:57, time: 2.047, data_time: 0.001, memory: 10966, top1_acc: 0.5898, top5_acc: 0.8473, loss_cls: 1.4962, loss: 1.4962, grad_norm: 6.2176 2020-09-17 07:43:17,983 - mmaction - INFO - Epoch [49][300/1320] lr: 2.000e-04, eta: 1:23:14, time: 2.059, data_time: 0.006, memory: 10966, top1_acc: 0.5805, top5_acc: 0.8477, loss_cls: 1.5480, loss: 1.5480, grad_norm: 6.2668 2020-09-17 07:44:00,777 - mmaction - INFO - Epoch [49][320/1320] lr: 2.000e-04, eta: 1:22:32, time: 2.140, data_time: 0.148, memory: 10966, top1_acc: 0.5805, top5_acc: 0.8316, loss_cls: 1.5672, loss: 1.5672, grad_norm: 6.3581 2020-09-17 07:44:39,849 - mmaction - INFO - Epoch [49][340/1320] lr: 2.000e-04, eta: 1:21:49, time: 1.952, data_time: 0.510, memory: 10966, top1_acc: 0.5766, top5_acc: 0.8453, loss_cls: 1.5514, loss: 1.5514, grad_norm: 6.4023 2020-09-17 07:45:20,632 - mmaction - INFO - Epoch [49][360/1320] lr: 2.000e-04, eta: 1:21:06, time: 2.041, data_time: 0.012, memory: 10966, top1_acc: 0.5867, top5_acc: 0.8523, loss_cls: 1.4858, loss: 1.4858, grad_norm: 6.1857 2020-09-17 07:46:00,382 - mmaction - INFO - Epoch [49][380/1320] lr: 2.000e-04, eta: 1:20:23, time: 1.987, data_time: 0.002, memory: 10966, top1_acc: 0.5680, top5_acc: 0.8543, loss_cls: 1.5151, loss: 1.5151, grad_norm: 6.1980 2020-09-17 07:46:42,464 - mmaction - INFO - Epoch [49][400/1320] lr: 2.000e-04, eta: 1:19:41, time: 2.104, data_time: 0.435, memory: 10966, top1_acc: 0.5938, top5_acc: 0.8590, loss_cls: 1.4906, loss: 1.4906, grad_norm: 6.1012 2020-09-17 07:47:22,158 - mmaction - INFO - Epoch [49][420/1320] lr: 2.000e-04, eta: 1:18:58, time: 1.984, data_time: 0.672, memory: 10966, top1_acc: 0.5863, top5_acc: 0.8359, loss_cls: 1.5342, loss: 1.5342, grad_norm: 6.3756 2020-09-17 07:48:02,494 - mmaction - INFO - Epoch [49][440/1320] lr: 2.000e-04, eta: 1:18:15, time: 2.018, data_time: 0.338, memory: 10966, top1_acc: 0.5848, top5_acc: 0.8449, loss_cls: 1.5374, loss: 1.5374, grad_norm: 6.2611 2020-09-17 07:48:43,553 - mmaction - INFO - Epoch [49][460/1320] lr: 2.000e-04, eta: 1:17:32, time: 2.054, data_time: 0.380, memory: 10966, top1_acc: 0.5742, top5_acc: 0.8324, loss_cls: 1.5725, loss: 1.5725, grad_norm: 6.4567 2020-09-17 07:49:25,049 - mmaction - INFO - Epoch [49][480/1320] lr: 2.000e-04, eta: 1:16:49, time: 2.074, data_time: 0.332, memory: 10966, top1_acc: 0.5762, top5_acc: 0.8512, loss_cls: 1.5123, loss: 1.5123, grad_norm: 6.1912 2020-09-17 07:50:06,461 - mmaction - INFO - Epoch [49][500/1320] lr: 2.000e-04, eta: 1:16:07, time: 2.071, data_time: 0.232, memory: 10966, top1_acc: 0.5785, top5_acc: 0.8504, loss_cls: 1.5263, loss: 1.5263, grad_norm: 6.2546 2020-09-17 07:50:46,807 - mmaction - INFO - Epoch [49][520/1320] lr: 2.000e-04, eta: 1:15:24, time: 2.016, data_time: 0.007, memory: 10966, top1_acc: 0.5734, top5_acc: 0.8324, loss_cls: 1.5632, loss: 1.5632, grad_norm: 6.3988 2020-09-17 07:51:26,726 - mmaction - INFO - Epoch [49][540/1320] lr: 2.000e-04, eta: 1:14:41, time: 1.997, data_time: 0.040, memory: 10966, top1_acc: 0.5730, top5_acc: 0.8508, loss_cls: 1.5253, loss: 1.5253, grad_norm: 6.3059 2020-09-17 07:52:09,610 - mmaction - INFO - Epoch [49][560/1320] lr: 2.000e-04, eta: 1:13:59, time: 2.145, data_time: 0.054, memory: 10966, top1_acc: 0.5887, top5_acc: 0.8492, loss_cls: 1.5093, loss: 1.5093, grad_norm: 6.2001 2020-09-17 07:52:51,242 - mmaction - INFO - Epoch [49][580/1320] lr: 2.000e-04, eta: 1:13:16, time: 2.082, data_time: 0.004, memory: 10966, top1_acc: 0.5824, top5_acc: 0.8348, loss_cls: 1.5705, loss: 1.5705, grad_norm: 6.4340 2020-09-17 07:53:32,079 - mmaction - INFO - Epoch [49][600/1320] lr: 2.000e-04, eta: 1:12:33, time: 2.041, data_time: 0.003, memory: 10966, top1_acc: 0.5859, top5_acc: 0.8562, loss_cls: 1.4799, loss: 1.4799, grad_norm: 6.2227 2020-09-17 07:54:11,777 - mmaction - INFO - Epoch [49][620/1320] lr: 2.000e-04, eta: 1:11:50, time: 1.984, data_time: 0.002, memory: 10966, top1_acc: 0.5723, top5_acc: 0.8406, loss_cls: 1.5654, loss: 1.5654, grad_norm: 6.4184 2020-09-17 07:54:53,233 - mmaction - INFO - Epoch [49][640/1320] lr: 2.000e-04, eta: 1:11:08, time: 2.072, data_time: 0.182, memory: 10966, top1_acc: 0.5648, top5_acc: 0.8395, loss_cls: 1.5852, loss: 1.5852, grad_norm: 6.3636 2020-09-17 07:55:36,295 - mmaction - INFO - Epoch [49][660/1320] lr: 2.000e-04, eta: 1:10:25, time: 2.154, data_time: 0.136, memory: 10966, top1_acc: 0.5832, top5_acc: 0.8441, loss_cls: 1.5149, loss: 1.5149, grad_norm: 6.1911 2020-09-17 07:56:16,297 - mmaction - INFO - Epoch [49][680/1320] lr: 2.000e-04, eta: 1:09:42, time: 2.000, data_time: 0.329, memory: 10966, top1_acc: 0.5934, top5_acc: 0.8512, loss_cls: 1.5220, loss: 1.5220, grad_norm: 6.1692 2020-09-17 07:56:56,267 - mmaction - INFO - Epoch [49][700/1320] lr: 2.000e-04, eta: 1:08:59, time: 1.998, data_time: 0.002, memory: 10966, top1_acc: 0.5797, top5_acc: 0.8379, loss_cls: 1.5576, loss: 1.5576, grad_norm: 6.2938 2020-09-17 07:57:39,113 - mmaction - INFO - Epoch [49][720/1320] lr: 2.000e-04, eta: 1:08:17, time: 2.143, data_time: 0.005, memory: 10966, top1_acc: 0.5684, top5_acc: 0.8461, loss_cls: 1.5468, loss: 1.5468, grad_norm: 6.3059 2020-09-17 07:58:19,290 - mmaction - INFO - Epoch [49][740/1320] lr: 2.000e-04, eta: 1:07:34, time: 2.008, data_time: 0.003, memory: 10966, top1_acc: 0.5648, top5_acc: 0.8395, loss_cls: 1.5732, loss: 1.5732, grad_norm: 6.3775 2020-09-17 07:59:00,279 - mmaction - INFO - Epoch [49][760/1320] lr: 2.000e-04, eta: 1:06:51, time: 2.051, data_time: 0.004, memory: 10966, top1_acc: 0.5781, top5_acc: 0.8426, loss_cls: 1.5405, loss: 1.5405, grad_norm: 6.3756 2020-09-17 07:59:40,708 - mmaction - INFO - Epoch [49][780/1320] lr: 2.000e-04, eta: 1:06:08, time: 2.020, data_time: 0.025, memory: 10966, top1_acc: 0.5809, top5_acc: 0.8559, loss_cls: 1.4879, loss: 1.4879, grad_norm: 6.2588 2020-09-17 08:00:23,834 - mmaction - INFO - Epoch [49][800/1320] lr: 2.000e-04, eta: 1:05:26, time: 2.157, data_time: 0.220, memory: 10966, top1_acc: 0.5832, top5_acc: 0.8430, loss_cls: 1.5358, loss: 1.5358, grad_norm: 6.3038 2020-09-17 08:01:01,699 - mmaction - INFO - Epoch [49][820/1320] lr: 2.000e-04, eta: 1:04:43, time: 1.893, data_time: 0.080, memory: 10966, top1_acc: 0.5820, top5_acc: 0.8465, loss_cls: 1.5321, loss: 1.5321, grad_norm: 6.2456 2020-09-17 08:01:44,403 - mmaction - INFO - Epoch [49][840/1320] lr: 2.000e-04, eta: 1:04:00, time: 2.135, data_time: 0.812, memory: 10966, top1_acc: 0.5883, top5_acc: 0.8512, loss_cls: 1.5335, loss: 1.5335, grad_norm: 6.2710 2020-09-17 08:02:26,864 - mmaction - INFO - Epoch [49][860/1320] lr: 2.000e-04, eta: 1:03:18, time: 2.123, data_time: 0.002, memory: 10966, top1_acc: 0.5734, top5_acc: 0.8492, loss_cls: 1.5151, loss: 1.5151, grad_norm: 6.2841 2020-09-17 08:03:05,135 - mmaction - INFO - Epoch [49][880/1320] lr: 2.000e-04, eta: 1:02:35, time: 1.914, data_time: 0.480, memory: 10966, top1_acc: 0.5797, top5_acc: 0.8504, loss_cls: 1.5431, loss: 1.5431, grad_norm: 6.3916 2020-09-17 08:03:46,647 - mmaction - INFO - Epoch [49][900/1320] lr: 2.000e-04, eta: 1:01:52, time: 2.071, data_time: 1.491, memory: 10966, top1_acc: 0.5754, top5_acc: 0.8473, loss_cls: 1.5465, loss: 1.5465, grad_norm: 6.2703 2020-09-17 08:04:28,124 - mmaction - INFO - Epoch [49][920/1320] lr: 2.000e-04, eta: 1:01:09, time: 2.078, data_time: 1.338, memory: 10966, top1_acc: 0.5727, top5_acc: 0.8508, loss_cls: 1.5405, loss: 1.5405, grad_norm: 6.4246 2020-09-17 08:05:08,946 - mmaction - INFO - Epoch [49][940/1320] lr: 2.000e-04, eta: 1:00:27, time: 2.040, data_time: 0.003, memory: 10966, top1_acc: 0.5855, top5_acc: 0.8617, loss_cls: 1.4889, loss: 1.4889, grad_norm: 6.1693 2020-09-17 08:05:52,870 - mmaction - INFO - Epoch [49][960/1320] lr: 2.000e-04, eta: 0:59:44, time: 2.197, data_time: 0.206, memory: 10966, top1_acc: 0.5727, top5_acc: 0.8422, loss_cls: 1.5432, loss: 1.5432, grad_norm: 6.3451 2020-09-17 08:06:33,135 - mmaction - INFO - Epoch [49][980/1320] lr: 2.000e-04, eta: 0:59:01, time: 2.013, data_time: 0.945, memory: 10966, top1_acc: 0.5633, top5_acc: 0.8387, loss_cls: 1.5547, loss: 1.5547, grad_norm: 6.4400 2020-09-17 08:07:12,193 - mmaction - INFO - Epoch [49][1000/1320] lr: 2.000e-04, eta: 0:58:19, time: 1.953, data_time: 1.390, memory: 10966, top1_acc: 0.5617, top5_acc: 0.8375, loss_cls: 1.5405, loss: 1.5405, grad_norm: 6.4006 2020-09-17 08:07:52,321 - mmaction - INFO - Epoch [49][1020/1320] lr: 2.000e-04, eta: 0:57:36, time: 2.005, data_time: 1.305, memory: 10966, top1_acc: 0.5914, top5_acc: 0.8449, loss_cls: 1.5292, loss: 1.5292, grad_norm: 6.1576 2020-09-17 08:08:34,604 - mmaction - INFO - Epoch [49][1040/1320] lr: 2.000e-04, eta: 0:56:53, time: 2.114, data_time: 0.913, memory: 10966, top1_acc: 0.5852, top5_acc: 0.8527, loss_cls: 1.4741, loss: 1.4741, grad_norm: 6.1557 2020-09-17 08:09:16,315 - mmaction - INFO - Epoch [49][1060/1320] lr: 2.000e-04, eta: 0:56:10, time: 2.086, data_time: 1.492, memory: 10966, top1_acc: 0.6023, top5_acc: 0.8488, loss_cls: 1.4720, loss: 1.4720, grad_norm: 6.1504 2020-09-17 08:09:57,250 - mmaction - INFO - Epoch [49][1080/1320] lr: 2.000e-04, eta: 0:55:28, time: 2.047, data_time: 1.373, memory: 10966, top1_acc: 0.5910, top5_acc: 0.8586, loss_cls: 1.4813, loss: 1.4813, grad_norm: 6.1351 2020-09-17 08:10:38,671 - mmaction - INFO - Epoch [49][1100/1320] lr: 2.000e-04, eta: 0:54:45, time: 2.071, data_time: 0.958, memory: 10966, top1_acc: 0.5832, top5_acc: 0.8547, loss_cls: 1.5255, loss: 1.5255, grad_norm: 6.2573 2020-09-17 08:11:18,417 - mmaction - INFO - Epoch [49][1120/1320] lr: 2.000e-04, eta: 0:54:02, time: 1.988, data_time: 0.894, memory: 10966, top1_acc: 0.5711, top5_acc: 0.8379, loss_cls: 1.5790, loss: 1.5790, grad_norm: 6.3975 2020-09-17 08:12:00,744 - mmaction - INFO - Epoch [49][1140/1320] lr: 2.000e-04, eta: 0:53:20, time: 2.116, data_time: 0.647, memory: 10966, top1_acc: 0.5973, top5_acc: 0.8578, loss_cls: 1.4575, loss: 1.4575, grad_norm: 6.0380 2020-09-17 08:12:42,022 - mmaction - INFO - Epoch [49][1160/1320] lr: 2.000e-04, eta: 0:52:37, time: 2.062, data_time: 0.033, memory: 10966, top1_acc: 0.5824, top5_acc: 0.8402, loss_cls: 1.5410, loss: 1.5410, grad_norm: 6.2458 2020-09-17 08:13:26,224 - mmaction - INFO - Epoch [49][1180/1320] lr: 2.000e-04, eta: 0:51:54, time: 2.212, data_time: 0.003, memory: 10966, top1_acc: 0.5676, top5_acc: 0.8441, loss_cls: 1.5411, loss: 1.5411, grad_norm: 6.3136 2020-09-17 08:14:10,154 - mmaction - INFO - Epoch [49][1200/1320] lr: 2.000e-04, eta: 0:51:12, time: 2.195, data_time: 0.002, memory: 10966, top1_acc: 0.5652, top5_acc: 0.8469, loss_cls: 1.5342, loss: 1.5342, grad_norm: 6.5090 2020-09-17 08:14:49,796 - mmaction - INFO - Epoch [49][1220/1320] lr: 2.000e-04, eta: 0:50:29, time: 1.983, data_time: 0.003, memory: 10966, top1_acc: 0.5875, top5_acc: 0.8496, loss_cls: 1.5017, loss: 1.5017, grad_norm: 6.1610 2020-09-17 08:15:28,557 - mmaction - INFO - Epoch [49][1240/1320] lr: 2.000e-04, eta: 0:49:46, time: 1.938, data_time: 0.272, memory: 10966, top1_acc: 0.5680, top5_acc: 0.8277, loss_cls: 1.5952, loss: 1.5952, grad_norm: 6.4628 2020-09-17 08:16:11,205 - mmaction - INFO - Epoch [49][1260/1320] lr: 2.000e-04, eta: 0:49:04, time: 2.132, data_time: 0.001, memory: 10966, top1_acc: 0.5758, top5_acc: 0.8355, loss_cls: 1.5407, loss: 1.5407, grad_norm: 6.2248 2020-09-17 08:16:52,669 - mmaction - INFO - Epoch [49][1280/1320] lr: 2.000e-04, eta: 0:48:21, time: 2.071, data_time: 0.003, memory: 10966, top1_acc: 0.5953, top5_acc: 0.8520, loss_cls: 1.4833, loss: 1.4833, grad_norm: 6.1293 2020-09-17 08:17:31,929 - mmaction - INFO - Epoch [49][1300/1320] lr: 2.000e-04, eta: 0:47:38, time: 1.966, data_time: 0.005, memory: 10966, top1_acc: 0.5758, top5_acc: 0.8387, loss_cls: 1.5339, loss: 1.5339, grad_norm: 6.2904 2020-09-17 08:18:09,791 - mmaction - INFO - Epoch [49][1320/1320] lr: 2.000e-04, eta: 0:46:55, time: 1.893, data_time: 0.003, memory: 10966, top1_acc: 0.5988, top5_acc: 0.8452, loss_cls: 1.4732, loss: 1.4732, grad_norm: 6.2504 2020-09-17 08:18:18,187 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-09-17 08:25:39,194 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-17 08:25:39,561 - mmaction - INFO - top1_acc 0.3134 top5_acc 0.6115 2020-09-17 08:25:39,561 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-17 08:25:39,615 - mmaction - INFO - mean_acc 0.2491 2020-09-17 08:25:39,632 - mmaction - INFO - Epoch(val) [49][1320] top1_acc: 0.3134, top5_acc: 0.6115, mean_class_accuracy: 0.2491 2020-09-17 08:27:46,810 - mmaction - INFO - Epoch [50][20/1320] lr: 2.000e-04, eta: 0:46:14, time: 6.350, data_time: 4.954, memory: 10966, top1_acc: 0.5809, top5_acc: 0.8496, loss_cls: 1.5140, loss: 1.5140, grad_norm: 6.2345 2020-09-17 08:28:27,305 - mmaction - INFO - Epoch [50][40/1320] lr: 2.000e-04, eta: 0:45:32, time: 2.031, data_time: 1.275, memory: 10966, top1_acc: 0.5848, top5_acc: 0.8449, loss_cls: 1.5349, loss: 1.5349, grad_norm: 6.3365 2020-09-17 08:29:09,616 - mmaction - INFO - Epoch [50][60/1320] lr: 2.000e-04, eta: 0:44:49, time: 2.115, data_time: 1.497, memory: 10966, top1_acc: 0.5992, top5_acc: 0.8504, loss_cls: 1.4955, loss: 1.4955, grad_norm: 6.2431 2020-09-17 08:29:51,347 - mmaction - INFO - Epoch [50][80/1320] lr: 2.000e-04, eta: 0:44:06, time: 2.082, data_time: 0.417, memory: 10966, top1_acc: 0.5840, top5_acc: 0.8535, loss_cls: 1.4857, loss: 1.4857, grad_norm: 6.2215 2020-09-17 08:30:35,557 - mmaction - INFO - Epoch [50][100/1320] lr: 2.000e-04, eta: 0:43:24, time: 2.214, data_time: 0.010, memory: 10966, top1_acc: 0.5824, top5_acc: 0.8438, loss_cls: 1.5184, loss: 1.5184, grad_norm: 6.2689 2020-09-17 08:31:13,793 - mmaction - INFO - Epoch [50][120/1320] lr: 2.000e-04, eta: 0:42:41, time: 1.912, data_time: 0.290, memory: 10966, top1_acc: 0.5855, top5_acc: 0.8453, loss_cls: 1.5011, loss: 1.5011, grad_norm: 6.2805 2020-09-17 08:31:52,803 - mmaction - INFO - Epoch [50][140/1320] lr: 2.000e-04, eta: 0:41:58, time: 1.951, data_time: 0.106, memory: 10966, top1_acc: 0.5941, top5_acc: 0.8547, loss_cls: 1.4985, loss: 1.4985, grad_norm: 6.1344 2020-09-17 08:32:33,074 - mmaction - INFO - Epoch [50][160/1320] lr: 2.000e-04, eta: 0:41:15, time: 2.015, data_time: 0.004, memory: 10966, top1_acc: 0.5840, top5_acc: 0.8535, loss_cls: 1.5142, loss: 1.5142, grad_norm: 6.3509 2020-09-17 08:33:15,450 - mmaction - INFO - Epoch [50][180/1320] lr: 2.000e-04, eta: 0:40:33, time: 2.118, data_time: 0.002, memory: 10966, top1_acc: 0.5910, top5_acc: 0.8457, loss_cls: 1.4907, loss: 1.4907, grad_norm: 6.1429 2020-09-17 08:33:59,725 - mmaction - INFO - Epoch [50][200/1320] lr: 2.000e-04, eta: 0:39:50, time: 2.214, data_time: 0.002, memory: 10966, top1_acc: 0.5852, top5_acc: 0.8359, loss_cls: 1.5397, loss: 1.5397, grad_norm: 6.3941 2020-09-17 08:34:40,168 - mmaction - INFO - Epoch [50][220/1320] lr: 2.000e-04, eta: 0:39:07, time: 2.023, data_time: 0.002, memory: 10966, top1_acc: 0.5957, top5_acc: 0.8477, loss_cls: 1.5209, loss: 1.5209, grad_norm: 6.3329 2020-09-17 08:35:22,131 - mmaction - INFO - Epoch [50][240/1320] lr: 2.000e-04, eta: 0:38:25, time: 2.098, data_time: 0.003, memory: 10966, top1_acc: 0.5793, top5_acc: 0.8387, loss_cls: 1.5363, loss: 1.5363, grad_norm: 6.2322 2020-09-17 08:36:02,015 - mmaction - INFO - Epoch [50][260/1320] lr: 2.000e-04, eta: 0:37:42, time: 1.995, data_time: 0.083, memory: 10966, top1_acc: 0.5777, top5_acc: 0.8516, loss_cls: 1.5316, loss: 1.5316, grad_norm: 6.4746 2020-09-17 08:36:45,061 - mmaction - INFO - Epoch [50][280/1320] lr: 2.000e-04, eta: 0:36:59, time: 2.149, data_time: 0.001, memory: 10966, top1_acc: 0.5684, top5_acc: 0.8391, loss_cls: 1.5522, loss: 1.5522, grad_norm: 6.3264 2020-09-17 08:37:26,230 - mmaction - INFO - Epoch [50][300/1320] lr: 2.000e-04, eta: 0:36:16, time: 2.058, data_time: 0.006, memory: 10966, top1_acc: 0.6012, top5_acc: 0.8609, loss_cls: 1.4569, loss: 1.4569, grad_norm: 6.1189 2020-09-17 08:38:06,136 - mmaction - INFO - Epoch [50][320/1320] lr: 2.000e-04, eta: 0:35:34, time: 1.999, data_time: 0.006, memory: 10966, top1_acc: 0.5855, top5_acc: 0.8508, loss_cls: 1.5007, loss: 1.5007, grad_norm: 6.1766 2020-09-17 08:38:49,109 - mmaction - INFO - Epoch [50][340/1320] lr: 2.000e-04, eta: 0:34:51, time: 2.147, data_time: 0.022, memory: 10966, top1_acc: 0.5738, top5_acc: 0.8410, loss_cls: 1.5433, loss: 1.5433, grad_norm: 6.3395 2020-09-17 08:39:28,001 - mmaction - INFO - Epoch [50][360/1320] lr: 2.000e-04, eta: 0:34:08, time: 1.945, data_time: 0.004, memory: 10966, top1_acc: 0.5703, top5_acc: 0.8480, loss_cls: 1.5456, loss: 1.5456, grad_norm: 6.3099 2020-09-17 08:40:09,928 - mmaction - INFO - Epoch [50][380/1320] lr: 2.000e-04, eta: 0:33:26, time: 2.095, data_time: 0.002, memory: 10966, top1_acc: 0.5902, top5_acc: 0.8430, loss_cls: 1.5121, loss: 1.5121, grad_norm: 6.2716 2020-09-17 08:40:51,992 - mmaction - INFO - Epoch [50][400/1320] lr: 2.000e-04, eta: 0:32:43, time: 2.104, data_time: 0.005, memory: 10966, top1_acc: 0.5855, top5_acc: 0.8586, loss_cls: 1.4604, loss: 1.4604, grad_norm: 6.1415 2020-09-17 08:41:31,260 - mmaction - INFO - Epoch [50][420/1320] lr: 2.000e-04, eta: 0:32:00, time: 1.963, data_time: 0.010, memory: 10966, top1_acc: 0.5762, top5_acc: 0.8414, loss_cls: 1.5449, loss: 1.5449, grad_norm: 6.3848 2020-09-17 08:42:11,864 - mmaction - INFO - Epoch [50][440/1320] lr: 2.000e-04, eta: 0:31:17, time: 2.031, data_time: 0.012, memory: 10966, top1_acc: 0.5770, top5_acc: 0.8387, loss_cls: 1.5577, loss: 1.5577, grad_norm: 6.4204 2020-09-17 08:42:52,885 - mmaction - INFO - Epoch [50][460/1320] lr: 2.000e-04, eta: 0:30:35, time: 2.048, data_time: 0.003, memory: 10966, top1_acc: 0.5738, top5_acc: 0.8375, loss_cls: 1.5691, loss: 1.5691, grad_norm: 6.3848 2020-09-17 08:43:32,274 - mmaction - INFO - Epoch [50][480/1320] lr: 2.000e-04, eta: 0:29:52, time: 1.971, data_time: 0.005, memory: 10966, top1_acc: 0.5758, top5_acc: 0.8430, loss_cls: 1.5167, loss: 1.5167, grad_norm: 6.1537 2020-09-17 08:44:14,264 - mmaction - INFO - Epoch [50][500/1320] lr: 2.000e-04, eta: 0:29:09, time: 2.095, data_time: 0.003, memory: 10966, top1_acc: 0.5707, top5_acc: 0.8371, loss_cls: 1.5655, loss: 1.5655, grad_norm: 6.3944 2020-09-17 08:44:55,918 - mmaction - INFO - Epoch [50][520/1320] lr: 2.000e-04, eta: 0:28:27, time: 2.085, data_time: 0.008, memory: 10966, top1_acc: 0.5887, top5_acc: 0.8449, loss_cls: 1.5192, loss: 1.5192, grad_norm: 6.2617 2020-09-17 08:45:35,410 - mmaction - INFO - Epoch [50][540/1320] lr: 2.000e-04, eta: 0:27:44, time: 1.977, data_time: 0.033, memory: 10966, top1_acc: 0.5656, top5_acc: 0.8496, loss_cls: 1.5073, loss: 1.5073, grad_norm: 6.2425 2020-09-17 08:46:17,663 - mmaction - INFO - Epoch [50][560/1320] lr: 2.000e-04, eta: 0:27:01, time: 2.112, data_time: 0.009, memory: 10966, top1_acc: 0.5785, top5_acc: 0.8305, loss_cls: 1.5530, loss: 1.5530, grad_norm: 6.3243 2020-09-17 08:46:58,896 - mmaction - INFO - Epoch [50][580/1320] lr: 2.000e-04, eta: 0:26:19, time: 2.062, data_time: 0.004, memory: 10966, top1_acc: 0.5879, top5_acc: 0.8551, loss_cls: 1.4785, loss: 1.4785, grad_norm: 6.3053 2020-09-17 08:47:40,420 - mmaction - INFO - Epoch [50][600/1320] lr: 2.000e-04, eta: 0:25:36, time: 2.077, data_time: 0.003, memory: 10966, top1_acc: 0.5789, top5_acc: 0.8422, loss_cls: 1.5345, loss: 1.5345, grad_norm: 6.3040 2020-09-17 08:48:20,629 - mmaction - INFO - Epoch [50][620/1320] lr: 2.000e-04, eta: 0:24:53, time: 2.010, data_time: 0.284, memory: 10966, top1_acc: 0.5805, top5_acc: 0.8422, loss_cls: 1.5189, loss: 1.5189, grad_norm: 6.3095 2020-09-17 08:49:01,731 - mmaction - INFO - Epoch [50][640/1320] lr: 2.000e-04, eta: 0:24:10, time: 2.055, data_time: 1.451, memory: 10966, top1_acc: 0.5852, top5_acc: 0.8543, loss_cls: 1.4737, loss: 1.4737, grad_norm: 6.2950 2020-09-17 08:49:43,930 - mmaction - INFO - Epoch [50][660/1320] lr: 2.000e-04, eta: 0:23:28, time: 2.108, data_time: 1.268, memory: 10966, top1_acc: 0.5797, top5_acc: 0.8461, loss_cls: 1.5203, loss: 1.5203, grad_norm: 6.2279 2020-09-17 08:50:26,629 - mmaction - INFO - Epoch [50][680/1320] lr: 2.000e-04, eta: 0:22:45, time: 2.133, data_time: 0.190, memory: 10966, top1_acc: 0.5738, top5_acc: 0.8492, loss_cls: 1.5087, loss: 1.5087, grad_norm: 6.1717 2020-09-17 08:51:05,944 - mmaction - INFO - Epoch [50][700/1320] lr: 2.000e-04, eta: 0:22:02, time: 1.965, data_time: 0.005, memory: 10966, top1_acc: 0.5973, top5_acc: 0.8551, loss_cls: 1.4829, loss: 1.4829, grad_norm: 6.1770 2020-09-17 08:51:49,717 - mmaction - INFO - Epoch [50][720/1320] lr: 2.000e-04, eta: 0:21:20, time: 2.191, data_time: 0.007, memory: 10966, top1_acc: 0.5629, top5_acc: 0.8398, loss_cls: 1.5414, loss: 1.5414, grad_norm: 6.2743 2020-09-17 08:52:30,361 - mmaction - INFO - Epoch [50][740/1320] lr: 2.000e-04, eta: 0:20:37, time: 2.033, data_time: 0.005, memory: 10966, top1_acc: 0.5664, top5_acc: 0.8414, loss_cls: 1.5639, loss: 1.5639, grad_norm: 6.3616 2020-09-17 08:53:12,747 - mmaction - INFO - Epoch [50][760/1320] lr: 2.000e-04, eta: 0:19:54, time: 2.120, data_time: 0.002, memory: 10966, top1_acc: 0.5840, top5_acc: 0.8457, loss_cls: 1.5232, loss: 1.5232, grad_norm: 6.3909 2020-09-17 08:53:52,069 - mmaction - INFO - Epoch [50][780/1320] lr: 2.000e-04, eta: 0:19:12, time: 1.965, data_time: 0.003, memory: 10966, top1_acc: 0.5805, top5_acc: 0.8422, loss_cls: 1.5335, loss: 1.5335, grad_norm: 6.2952 2020-09-17 08:54:34,039 - mmaction - INFO - Epoch [50][800/1320] lr: 2.000e-04, eta: 0:18:29, time: 2.098, data_time: 0.007, memory: 10966, top1_acc: 0.5934, top5_acc: 0.8457, loss_cls: 1.5050, loss: 1.5050, grad_norm: 6.2736 2020-09-17 08:55:17,585 - mmaction - INFO - Epoch [50][820/1320] lr: 2.000e-04, eta: 0:17:46, time: 2.177, data_time: 0.011, memory: 10966, top1_acc: 0.5875, top5_acc: 0.8387, loss_cls: 1.5162, loss: 1.5162, grad_norm: 6.3504 2020-09-17 08:55:59,911 - mmaction - INFO - Epoch [50][840/1320] lr: 2.000e-04, eta: 0:17:04, time: 2.116, data_time: 0.004, memory: 10966, top1_acc: 0.5785, top5_acc: 0.8477, loss_cls: 1.5242, loss: 1.5242, grad_norm: 6.2921 2020-09-17 08:56:38,661 - mmaction - INFO - Epoch [50][860/1320] lr: 2.000e-04, eta: 0:16:21, time: 1.938, data_time: 0.687, memory: 10966, top1_acc: 0.5969, top5_acc: 0.8508, loss_cls: 1.4729, loss: 1.4729, grad_norm: 6.2461 2020-09-17 08:57:21,377 - mmaction - INFO - Epoch [50][880/1320] lr: 2.000e-04, eta: 0:15:38, time: 2.136, data_time: 0.196, memory: 10966, top1_acc: 0.5668, top5_acc: 0.8371, loss_cls: 1.5850, loss: 1.5850, grad_norm: 6.3254 2020-09-17 08:58:02,705 - mmaction - INFO - Epoch [50][900/1320] lr: 2.000e-04, eta: 0:14:56, time: 2.066, data_time: 0.003, memory: 10966, top1_acc: 0.5687, top5_acc: 0.8410, loss_cls: 1.5530, loss: 1.5530, grad_norm: 6.3964 2020-09-17 08:58:43,914 - mmaction - INFO - Epoch [50][920/1320] lr: 2.000e-04, eta: 0:14:13, time: 2.059, data_time: 0.421, memory: 10966, top1_acc: 0.5773, top5_acc: 0.8328, loss_cls: 1.5575, loss: 1.5575, grad_norm: 6.2371 2020-09-17 08:59:23,172 - mmaction - INFO - Epoch [50][940/1320] lr: 2.000e-04, eta: 0:13:30, time: 1.961, data_time: 0.806, memory: 10966, top1_acc: 0.5852, top5_acc: 0.8465, loss_cls: 1.5156, loss: 1.5156, grad_norm: 6.3313 2020-09-17 09:00:06,506 - mmaction - INFO - Epoch [50][960/1320] lr: 2.000e-04, eta: 0:12:48, time: 2.169, data_time: 1.139, memory: 10966, top1_acc: 0.5742, top5_acc: 0.8438, loss_cls: 1.5376, loss: 1.5376, grad_norm: 6.3098 2020-09-17 09:00:44,500 - mmaction - INFO - Epoch [50][980/1320] lr: 2.000e-04, eta: 0:12:05, time: 1.900, data_time: 0.332, memory: 10966, top1_acc: 0.6031, top5_acc: 0.8430, loss_cls: 1.5015, loss: 1.5015, grad_norm: 6.2803 2020-09-17 09:01:28,591 - mmaction - INFO - Epoch [50][1000/1320] lr: 2.000e-04, eta: 0:11:22, time: 2.205, data_time: 0.110, memory: 10966, top1_acc: 0.5855, top5_acc: 0.8574, loss_cls: 1.5005, loss: 1.5005, grad_norm: 6.3879 2020-09-17 09:02:06,624 - mmaction - INFO - Epoch [50][1020/1320] lr: 2.000e-04, eta: 0:10:40, time: 1.898, data_time: 0.004, memory: 10966, top1_acc: 0.5895, top5_acc: 0.8547, loss_cls: 1.4904, loss: 1.4904, grad_norm: 6.1903 2020-09-17 09:02:47,835 - mmaction - INFO - Epoch [50][1040/1320] lr: 2.000e-04, eta: 0:09:57, time: 2.064, data_time: 0.173, memory: 10966, top1_acc: 0.5961, top5_acc: 0.8469, loss_cls: 1.4563, loss: 1.4563, grad_norm: 6.1674 2020-09-17 09:03:27,613 - mmaction - INFO - Epoch [50][1060/1320] lr: 2.000e-04, eta: 0:09:14, time: 1.989, data_time: 0.003, memory: 10966, top1_acc: 0.5844, top5_acc: 0.8484, loss_cls: 1.4798, loss: 1.4798, grad_norm: 6.2616 2020-09-17 09:04:12,201 - mmaction - INFO - Epoch [50][1080/1320] lr: 2.000e-04, eta: 0:08:31, time: 2.229, data_time: 0.002, memory: 10966, top1_acc: 0.5727, top5_acc: 0.8398, loss_cls: 1.5685, loss: 1.5685, grad_norm: 6.3533 2020-09-17 09:04:52,913 - mmaction - INFO - Epoch [50][1100/1320] lr: 2.000e-04, eta: 0:07:49, time: 2.035, data_time: 0.003, memory: 10966, top1_acc: 0.5961, top5_acc: 0.8547, loss_cls: 1.4623, loss: 1.4623, grad_norm: 6.1656 2020-09-17 09:05:33,283 - mmaction - INFO - Epoch [50][1120/1320] lr: 2.000e-04, eta: 0:07:06, time: 2.020, data_time: 0.004, memory: 10966, top1_acc: 0.5984, top5_acc: 0.8469, loss_cls: 1.4881, loss: 1.4881, grad_norm: 6.2836 2020-09-17 09:06:14,899 - mmaction - INFO - Epoch [50][1140/1320] lr: 2.000e-04, eta: 0:06:23, time: 2.079, data_time: 0.326, memory: 10966, top1_acc: 0.5742, top5_acc: 0.8473, loss_cls: 1.5246, loss: 1.5246, grad_norm: 6.2110 2020-09-17 09:06:54,283 - mmaction - INFO - Epoch [50][1160/1320] lr: 2.000e-04, eta: 0:05:41, time: 1.970, data_time: 0.583, memory: 10966, top1_acc: 0.5781, top5_acc: 0.8477, loss_cls: 1.5184, loss: 1.5184, grad_norm: 6.3408 2020-09-17 09:07:38,558 - mmaction - INFO - Epoch [50][1180/1320] lr: 2.000e-04, eta: 0:04:58, time: 2.213, data_time: 0.860, memory: 10966, top1_acc: 0.5793, top5_acc: 0.8473, loss_cls: 1.5749, loss: 1.5749, grad_norm: 6.4899 2020-09-17 09:08:19,763 - mmaction - INFO - Epoch [50][1200/1320] lr: 2.000e-04, eta: 0:04:15, time: 2.059, data_time: 0.347, memory: 10966, top1_acc: 0.5934, top5_acc: 0.8434, loss_cls: 1.5068, loss: 1.5068, grad_norm: 6.3033 2020-09-17 09:09:01,429 - mmaction - INFO - Epoch [50][1220/1320] lr: 2.000e-04, eta: 0:03:33, time: 2.087, data_time: 0.243, memory: 10966, top1_acc: 0.5738, top5_acc: 0.8430, loss_cls: 1.5286, loss: 1.5286, grad_norm: 6.2888 2020-09-17 09:09:43,052 - mmaction - INFO - Epoch [50][1240/1320] lr: 2.000e-04, eta: 0:02:50, time: 2.081, data_time: 0.040, memory: 10966, top1_acc: 0.5754, top5_acc: 0.8367, loss_cls: 1.5888, loss: 1.5888, grad_norm: 6.4558 2020-09-17 09:10:21,772 - mmaction - INFO - Epoch [50][1260/1320] lr: 2.000e-04, eta: 0:02:07, time: 1.935, data_time: 0.004, memory: 10966, top1_acc: 0.5938, top5_acc: 0.8484, loss_cls: 1.4893, loss: 1.4893, grad_norm: 6.2601 2020-09-17 09:11:07,160 - mmaction - INFO - Epoch [50][1280/1320] lr: 2.000e-04, eta: 0:01:25, time: 2.269, data_time: 0.011, memory: 10966, top1_acc: 0.5566, top5_acc: 0.8391, loss_cls: 1.5675, loss: 1.5675, grad_norm: 6.5342 2020-09-17 09:11:47,996 - mmaction - INFO - Epoch [50][1300/1320] lr: 2.000e-04, eta: 0:00:42, time: 2.039, data_time: 0.004, memory: 10966, top1_acc: 0.5852, top5_acc: 0.8445, loss_cls: 1.5463, loss: 1.5463, grad_norm: 6.3928 2020-09-17 09:12:23,957 - mmaction - INFO - Epoch [50][1320/1320] lr: 2.000e-04, eta: 0:00:00, time: 1.801, data_time: 0.005, memory: 10966, top1_acc: 0.5825, top5_acc: 0.8373, loss_cls: 1.5435, loss: 1.5435, grad_norm: 6.5089 2020-09-17 09:12:33,125 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-09-17 09:20:06,792 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-17 09:20:07,134 - mmaction - INFO - top1_acc 0.3153 top5_acc 0.6126 2020-09-17 09:20:07,135 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-17 09:20:07,298 - mmaction - INFO - mean_acc 0.2503 2020-09-17 09:20:07,307 - mmaction - INFO - Epoch(val) [50][1320] top1_acc: 0.3153, top5_acc: 0.6126, mean_class_accuracy: 0.2503