2021-05-06 12:06:40,601 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.2.6 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.13.0+eb4c4b5 ------------------------------------------------------------ 2021-05-06 12:06:40,603 - mmaction - INFO - Distributed training: True 2021-05-06 12:06:40,603 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/configs/jester/jester_so.py model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained='torchvision://resnet50', lateral=False, conv1_kernel=(1, 7, 7), conv1_stride_t=1, pool1_stride_t=1, inflate=(0, 0, 1, 1), norm_eval=False), cls_head=dict( type='I3DHead', in_channels=2048, num_classes=27, spatial_type='avg', dropout_ratio=0.5), # model training and testing settings train_cfg=None, test_cfg=dict(average_clips='prob')) optimizer = dict( type='SGD', lr=0.1, momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) # learning policy lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) total_epochs = 64 checkpoint_config = dict(interval=1) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] # dataset settings dataset_type = 'RawframeDataset' data_root = '/mnt/cache/duanhaodong/DATAshare/jester/20bn-jester-v1' ann_file_train = 'data/jester/jester_train.txt' ann_file_val = 'data/jester/jester_val.txt' jester_flip_label_map = {0: 1, 1: 0, 6: 7, 7: 6} img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) train_pipeline = [ dict(type='SampleFrames', clip_len=8, frame_interval=4, num_clips=1), dict(type='RawFrameDecode'), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5, flip_label_map=jester_flip_label_map), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict(type='SampleFrames', clip_len=8, frame_interval=4, num_clips=1, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict(type='SampleFrames', clip_len=8, frame_interval=4, num_clips=1, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=8, workers_per_gpu=3, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, filename_tmpl='{:05}.jpg', pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root, filename_tmpl='{:05}.jpg', pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root, filename_tmpl='{:05}.jpg', pipeline=test_pipeline)) evaluation = dict( interval=2, metrics=['top_k_accuracy', 'mean_class_accuracy']) # runtime settings work_dir = './work_dirs/jester_so/' 2021-05-06 12:06:41,419 - mmaction - INFO - load model from: torchvision://resnet50 2021-05-06 12:06:46,017 - mmaction - INFO - These parameters in the 2d checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2021-05-06 12:06:47,236 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-40-66, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/jester_so 2021-05-06 12:06:47,236 - mmaction - INFO - workflow: [('train', 1)], max: 64 epochs 2021-05-06 12:08:16,009 - mmaction - INFO - Epoch [1][20/1853] lr: 1.000e-01, eta: 6 days, 2:10:15, time: 4.438, data_time: 3.556, memory: 5809, top1_acc: 0.0523, top5_acc: 0.2148, loss_cls: 4.4545, loss: 4.4545, grad_norm: 8.4648 2021-05-06 12:08:29,009 - mmaction - INFO - Epoch [1][40/1853] lr: 1.000e-01, eta: 3 days, 11:46:23, time: 0.650, data_time: 0.002, memory: 5809, top1_acc: 0.0609, top5_acc: 0.2180, loss_cls: 3.3755, loss: 3.3755, grad_norm: 1.3450 2021-05-06 12:08:41,991 - mmaction - INFO - Epoch [1][60/1853] lr: 1.000e-01, eta: 2 days, 14:57:51, time: 0.649, data_time: 0.002, memory: 5809, top1_acc: 0.0688, top5_acc: 0.2203, loss_cls: 3.3251, loss: 3.3251, grad_norm: 0.9780 2021-05-06 12:08:54,979 - mmaction - INFO - Epoch [1][80/1853] lr: 1.000e-01, eta: 2 days, 4:33:38, time: 0.649, data_time: 0.001, memory: 5809, top1_acc: 0.0875, top5_acc: 0.2469, loss_cls: 3.2831, loss: 3.2831, grad_norm: 0.7351 2021-05-06 12:09:07,998 - mmaction - INFO - Epoch [1][100/1853] lr: 1.000e-01, eta: 1 day, 22:19:33, time: 0.651, data_time: 0.001, memory: 5809, top1_acc: 0.0695, top5_acc: 0.2359, loss_cls: 3.3000, loss: 3.3000, grad_norm: 0.5103 2021-05-06 12:09:21,048 - mmaction - INFO - Epoch [1][120/1853] lr: 1.000e-01, eta: 1 day, 18:10:41, time: 0.653, data_time: 0.001, memory: 5809, top1_acc: 0.0930, top5_acc: 0.2273, loss_cls: 3.2897, loss: 3.2897, grad_norm: 0.4280 2021-05-06 12:09:34,106 - mmaction - INFO - Epoch [1][140/1853] lr: 1.000e-01, eta: 1 day, 15:12:52, time: 0.653, data_time: 0.001, memory: 5809, top1_acc: 0.0938, top5_acc: 0.2422, loss_cls: 3.2665, loss: 3.2665, grad_norm: 0.3615 2021-05-06 12:09:47,177 - mmaction - INFO - Epoch [1][160/1853] lr: 1.000e-01, eta: 1 day, 12:59:39, time: 0.654, data_time: 0.002, memory: 5809, top1_acc: 0.0773, top5_acc: 0.2344, loss_cls: 3.2822, loss: 3.2822, grad_norm: 0.3613 2021-05-06 12:10:00,243 - mmaction - INFO - Epoch [1][180/1853] lr: 1.000e-01, eta: 1 day, 11:15:56, time: 0.653, data_time: 0.002, memory: 5809, top1_acc: 0.0703, top5_acc: 0.2172, loss_cls: 3.2919, loss: 3.2919, grad_norm: 0.3299 2021-05-06 12:10:13,340 - mmaction - INFO - Epoch [1][200/1853] lr: 1.000e-01, eta: 1 day, 9:53:10, time: 0.655, data_time: 0.001, memory: 5809, top1_acc: 0.0727, top5_acc: 0.2180, loss_cls: 3.2899, loss: 3.2899, grad_norm: 0.4632 2021-05-06 12:10:26,416 - mmaction - INFO - Epoch [1][220/1853] lr: 1.000e-01, eta: 1 day, 8:45:23, time: 0.654, data_time: 0.001, memory: 5809, top1_acc: 0.0734, top5_acc: 0.2336, loss_cls: 3.2938, loss: 3.2938, grad_norm: 0.3593 2021-05-06 12:10:39,502 - mmaction - INFO - Epoch [1][240/1853] lr: 1.000e-01, eta: 1 day, 7:48:49, time: 0.654, data_time: 0.001, memory: 5809, top1_acc: 0.0891, top5_acc: 0.2227, loss_cls: 3.2780, loss: 3.2780, grad_norm: 0.3727 2021-05-06 12:10:52,614 - mmaction - INFO - Epoch [1][260/1853] lr: 1.000e-01, eta: 1 day, 7:01:03, time: 0.655, data_time: 0.002, memory: 5809, top1_acc: 0.0758, top5_acc: 0.2078, loss_cls: 3.2870, loss: 3.2870, grad_norm: 0.3154 2021-05-06 12:11:05,714 - mmaction - INFO - Epoch [1][280/1853] lr: 1.000e-01, eta: 1 day, 6:20:12, time: 0.656, data_time: 0.002, memory: 5809, top1_acc: 0.0805, top5_acc: 0.2273, loss_cls: 3.2840, loss: 3.2840, grad_norm: 0.3777 2021-05-06 12:11:18,836 - mmaction - INFO - Epoch [1][300/1853] lr: 1.000e-01, eta: 1 day, 5:44:46, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.0852, top5_acc: 0.2328, loss_cls: 3.2804, loss: 3.2804, grad_norm: 0.3331 2021-05-06 12:11:31,957 - mmaction - INFO - Epoch [1][320/1853] lr: 1.000e-01, eta: 1 day, 5:13:46, time: 0.656, data_time: 0.002, memory: 5809, top1_acc: 0.0727, top5_acc: 0.2164, loss_cls: 3.2864, loss: 3.2864, grad_norm: 0.2842 2021-05-06 12:11:45,089 - mmaction - INFO - Epoch [1][340/1853] lr: 1.000e-01, eta: 1 day, 4:46:27, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.0656, top5_acc: 0.2273, loss_cls: 3.2892, loss: 3.2892, grad_norm: 0.2135 2021-05-06 12:11:58,230 - mmaction - INFO - Epoch [1][360/1853] lr: 1.000e-01, eta: 1 day, 4:22:11, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.0797, top5_acc: 0.2313, loss_cls: 3.2809, loss: 3.2809, grad_norm: 0.1995 2021-05-06 12:12:11,389 - mmaction - INFO - Epoch [1][380/1853] lr: 1.000e-01, eta: 1 day, 4:00:35, time: 0.658, data_time: 0.002, memory: 5809, top1_acc: 0.0719, top5_acc: 0.2188, loss_cls: 3.2843, loss: 3.2843, grad_norm: 0.1959 2021-05-06 12:12:24,539 - mmaction - INFO - Epoch [1][400/1853] lr: 1.000e-01, eta: 1 day, 3:41:02, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.0906, top5_acc: 0.2586, loss_cls: 3.2634, loss: 3.2634, grad_norm: 0.1993 2021-05-06 12:12:37,749 - mmaction - INFO - Epoch [1][420/1853] lr: 1.000e-01, eta: 1 day, 3:23:36, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.0891, top5_acc: 0.2328, loss_cls: 3.2722, loss: 3.2722, grad_norm: 0.1864 2021-05-06 12:12:50,922 - mmaction - INFO - Epoch [1][440/1853] lr: 1.000e-01, eta: 1 day, 3:07:34, time: 0.659, data_time: 0.002, memory: 5809, top1_acc: 0.0664, top5_acc: 0.2125, loss_cls: 3.2872, loss: 3.2872, grad_norm: 0.1923 2021-05-06 12:13:04,074 - mmaction - INFO - Epoch [1][460/1853] lr: 1.000e-01, eta: 1 day, 2:52:50, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.0844, top5_acc: 0.2406, loss_cls: 3.2784, loss: 3.2784, grad_norm: 0.1857 2021-05-06 12:13:17,248 - mmaction - INFO - Epoch [1][480/1853] lr: 1.000e-01, eta: 1 day, 2:39:24, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.0836, top5_acc: 0.2352, loss_cls: 3.2795, loss: 3.2795, grad_norm: 0.1856 2021-05-06 12:13:30,432 - mmaction - INFO - Epoch [1][500/1853] lr: 1.000e-01, eta: 1 day, 2:27:03, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.0727, top5_acc: 0.2359, loss_cls: 3.2790, loss: 3.2790, grad_norm: 0.1889 2021-05-06 12:13:43,569 - mmaction - INFO - Epoch [1][520/1853] lr: 1.000e-01, eta: 1 day, 2:15:28, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.0766, top5_acc: 0.2195, loss_cls: 3.2839, loss: 3.2839, grad_norm: 0.1814 2021-05-06 12:13:56,727 - mmaction - INFO - Epoch [1][540/1853] lr: 9.999e-02, eta: 1 day, 2:04:49, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.0727, top5_acc: 0.2141, loss_cls: 3.2869, loss: 3.2869, grad_norm: 0.1794 2021-05-06 12:14:09,874 - mmaction - INFO - Epoch [1][560/1853] lr: 9.999e-02, eta: 1 day, 1:54:51, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.0914, top5_acc: 0.2398, loss_cls: 3.2678, loss: 3.2678, grad_norm: 0.1735 2021-05-06 12:14:23,043 - mmaction - INFO - Epoch [1][580/1853] lr: 9.999e-02, eta: 1 day, 1:45:40, time: 0.659, data_time: 0.002, memory: 5809, top1_acc: 0.0719, top5_acc: 0.2250, loss_cls: 3.2886, loss: 3.2886, grad_norm: 0.1722 2021-05-06 12:14:36,218 - mmaction - INFO - Epoch [1][600/1853] lr: 9.999e-02, eta: 1 day, 1:37:03, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.0891, top5_acc: 0.2234, loss_cls: 3.2716, loss: 3.2716, grad_norm: 0.1727 2021-05-06 12:14:49,390 - mmaction - INFO - Epoch [1][620/1853] lr: 9.999e-02, eta: 1 day, 1:28:59, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.1031, top5_acc: 0.2547, loss_cls: 3.2563, loss: 3.2563, grad_norm: 0.1809 2021-05-06 12:15:02,599 - mmaction - INFO - Epoch [1][640/1853] lr: 9.999e-02, eta: 1 day, 1:21:32, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.0813, top5_acc: 0.2156, loss_cls: 3.2814, loss: 3.2814, grad_norm: 0.1813 2021-05-06 12:15:15,724 - mmaction - INFO - Epoch [1][660/1853] lr: 9.999e-02, eta: 1 day, 1:14:15, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.0773, top5_acc: 0.2281, loss_cls: 3.2797, loss: 3.2797, grad_norm: 0.1729 2021-05-06 12:15:28,854 - mmaction - INFO - Epoch [1][680/1853] lr: 9.999e-02, eta: 1 day, 1:07:25, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.0797, top5_acc: 0.2109, loss_cls: 3.2863, loss: 3.2863, grad_norm: 0.1727 2021-05-06 12:15:42,030 - mmaction - INFO - Epoch [1][700/1853] lr: 9.999e-02, eta: 1 day, 1:01:05, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.0773, top5_acc: 0.2266, loss_cls: 3.2777, loss: 3.2777, grad_norm: 0.1662 2021-05-06 12:15:55,200 - mmaction - INFO - Epoch [1][720/1853] lr: 9.999e-02, eta: 1 day, 0:55:04, time: 0.658, data_time: 0.002, memory: 5809, top1_acc: 0.0977, top5_acc: 0.2414, loss_cls: 3.2658, loss: 3.2658, grad_norm: 0.1803 2021-05-06 12:16:08,350 - mmaction - INFO - Epoch [1][740/1853] lr: 9.999e-02, eta: 1 day, 0:49:20, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.0766, top5_acc: 0.2266, loss_cls: 3.2788, loss: 3.2788, grad_norm: 0.1971 2021-05-06 12:16:21,538 - mmaction - INFO - Epoch [1][760/1853] lr: 9.999e-02, eta: 1 day, 0:43:57, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.0805, top5_acc: 0.2328, loss_cls: 3.2762, loss: 3.2762, grad_norm: 0.1743 2021-05-06 12:16:34,678 - mmaction - INFO - Epoch [1][780/1853] lr: 9.999e-02, eta: 1 day, 0:38:45, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.0844, top5_acc: 0.2313, loss_cls: 3.2694, loss: 3.2694, grad_norm: 0.1895 2021-05-06 12:16:47,807 - mmaction - INFO - Epoch [1][800/1853] lr: 9.999e-02, eta: 1 day, 0:33:45, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.0852, top5_acc: 0.2391, loss_cls: 3.2683, loss: 3.2683, grad_norm: 0.5630 2021-05-06 12:17:00,981 - mmaction - INFO - Epoch [1][820/1853] lr: 9.999e-02, eta: 1 day, 0:29:03, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.0852, top5_acc: 0.2383, loss_cls: 3.2732, loss: 3.2732, grad_norm: 0.3121 2021-05-06 12:17:14,165 - mmaction - INFO - Epoch [1][840/1853] lr: 9.999e-02, eta: 1 day, 0:24:40, time: 0.660, data_time: 0.003, memory: 5809, top1_acc: 0.0750, top5_acc: 0.2273, loss_cls: 3.2883, loss: 3.2883, grad_norm: 0.1734 2021-05-06 12:17:27,298 - mmaction - INFO - Epoch [1][860/1853] lr: 9.999e-02, eta: 1 day, 0:20:20, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.0719, top5_acc: 0.2117, loss_cls: 3.2844, loss: 3.2844, grad_norm: 0.1710 2021-05-06 12:17:40,461 - mmaction - INFO - Epoch [1][880/1853] lr: 9.999e-02, eta: 1 day, 0:16:15, time: 0.658, data_time: 0.002, memory: 5809, top1_acc: 0.0859, top5_acc: 0.2414, loss_cls: 3.2720, loss: 3.2720, grad_norm: 0.1686 2021-05-06 12:17:53,633 - mmaction - INFO - Epoch [1][900/1853] lr: 9.999e-02, eta: 1 day, 0:12:22, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.0844, top5_acc: 0.2469, loss_cls: 3.2686, loss: 3.2686, grad_norm: 0.1681 2021-05-06 12:18:06,779 - mmaction - INFO - Epoch [1][920/1853] lr: 9.999e-02, eta: 1 day, 0:08:34, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.0875, top5_acc: 0.2461, loss_cls: 3.2710, loss: 3.2710, grad_norm: 0.1769 2021-05-06 12:18:19,937 - mmaction - INFO - Epoch [1][940/1853] lr: 9.998e-02, eta: 1 day, 0:04:57, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.0766, top5_acc: 0.2195, loss_cls: 3.2801, loss: 3.2801, grad_norm: 0.1755 2021-05-06 12:18:33,094 - mmaction - INFO - Epoch [1][960/1853] lr: 9.998e-02, eta: 1 day, 0:01:26, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.0641, top5_acc: 0.1992, loss_cls: 3.2859, loss: 3.2859, grad_norm: 0.1913 2021-05-06 12:18:46,265 - mmaction - INFO - Epoch [1][980/1853] lr: 9.998e-02, eta: 23:58:10, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.0867, top5_acc: 0.2539, loss_cls: 3.2622, loss: 3.2622, grad_norm: 0.1832 2021-05-06 12:18:59,418 - mmaction - INFO - Epoch [1][1000/1853] lr: 9.998e-02, eta: 23:54:56, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.0867, top5_acc: 0.2492, loss_cls: 3.2637, loss: 3.2637, grad_norm: 0.1902 2021-05-06 12:19:12,626 - mmaction - INFO - Epoch [1][1020/1853] lr: 9.998e-02, eta: 23:51:55, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.0805, top5_acc: 0.2250, loss_cls: 3.2790, loss: 3.2790, grad_norm: 0.2012 2021-05-06 12:19:25,816 - mmaction - INFO - Epoch [1][1040/1853] lr: 9.998e-02, eta: 23:49:01, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.0805, top5_acc: 0.2375, loss_cls: 3.2719, loss: 3.2719, grad_norm: 0.1962 2021-05-06 12:19:39,000 - mmaction - INFO - Epoch [1][1060/1853] lr: 9.998e-02, eta: 23:46:10, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.0828, top5_acc: 0.2281, loss_cls: 3.2650, loss: 3.2650, grad_norm: 0.2055 2021-05-06 12:19:52,144 - mmaction - INFO - Epoch [1][1080/1853] lr: 9.998e-02, eta: 23:43:21, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.0805, top5_acc: 0.2352, loss_cls: 3.2722, loss: 3.2722, grad_norm: 0.2249 2021-05-06 12:20:05,303 - mmaction - INFO - Epoch [1][1100/1853] lr: 9.998e-02, eta: 23:40:39, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.0680, top5_acc: 0.2391, loss_cls: 3.2769, loss: 3.2769, grad_norm: 0.2163 2021-05-06 12:20:18,503 - mmaction - INFO - Epoch [1][1120/1853] lr: 9.998e-02, eta: 23:38:08, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.0766, top5_acc: 0.2305, loss_cls: 3.2768, loss: 3.2768, grad_norm: 0.2094 2021-05-06 12:20:31,649 - mmaction - INFO - Epoch [1][1140/1853] lr: 9.998e-02, eta: 23:35:35, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.0852, top5_acc: 0.2383, loss_cls: 3.2707, loss: 3.2707, grad_norm: 0.2117 2021-05-06 12:20:44,804 - mmaction - INFO - Epoch [1][1160/1853] lr: 9.998e-02, eta: 23:33:08, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.1000, top5_acc: 0.2453, loss_cls: 3.2509, loss: 3.2509, grad_norm: 0.4017 2021-05-06 12:20:57,986 - mmaction - INFO - Epoch [1][1180/1853] lr: 9.998e-02, eta: 23:30:48, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.0797, top5_acc: 0.2406, loss_cls: 3.2763, loss: 3.2763, grad_norm: 0.3386 2021-05-06 12:21:11,187 - mmaction - INFO - Epoch [1][1200/1853] lr: 9.997e-02, eta: 23:28:35, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.0703, top5_acc: 0.2336, loss_cls: 3.2755, loss: 3.2755, grad_norm: 0.2348 2021-05-06 12:21:24,323 - mmaction - INFO - Epoch [1][1220/1853] lr: 9.997e-02, eta: 23:26:19, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.0734, top5_acc: 0.2305, loss_cls: 3.2753, loss: 3.2753, grad_norm: 0.2226 2021-05-06 12:21:37,513 - mmaction - INFO - Epoch [1][1240/1853] lr: 9.997e-02, eta: 23:24:12, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.0734, top5_acc: 0.2398, loss_cls: 3.2755, loss: 3.2755, grad_norm: 0.2145 2021-05-06 12:21:50,652 - mmaction - INFO - Epoch [1][1260/1853] lr: 9.997e-02, eta: 23:22:04, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.0781, top5_acc: 0.2437, loss_cls: 3.2731, loss: 3.2731, grad_norm: 0.2112 2021-05-06 12:22:03,813 - mmaction - INFO - Epoch [1][1280/1853] lr: 9.997e-02, eta: 23:20:02, time: 0.658, data_time: 0.002, memory: 5809, top1_acc: 0.0695, top5_acc: 0.2469, loss_cls: 3.2626, loss: 3.2626, grad_norm: 0.2344 2021-05-06 12:22:17,015 - mmaction - INFO - Epoch [1][1300/1853] lr: 9.997e-02, eta: 23:18:07, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.0797, top5_acc: 0.2633, loss_cls: 3.2796, loss: 3.2796, grad_norm: 0.9053 2021-05-06 12:22:30,183 - mmaction - INFO - Epoch [1][1320/1853] lr: 9.997e-02, eta: 23:16:11, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.0906, top5_acc: 0.2687, loss_cls: 3.2700, loss: 3.2700, grad_norm: 0.4443 2021-05-06 12:22:43,373 - mmaction - INFO - Epoch [1][1340/1853] lr: 9.997e-02, eta: 23:14:22, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.0836, top5_acc: 0.2508, loss_cls: 3.2686, loss: 3.2686, grad_norm: 0.4999 2021-05-06 12:22:56,534 - mmaction - INFO - Epoch [1][1360/1853] lr: 9.997e-02, eta: 23:12:31, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.0883, top5_acc: 0.2609, loss_cls: 3.2460, loss: 3.2460, grad_norm: 0.3923 2021-05-06 12:23:09,753 - mmaction - INFO - Epoch [1][1380/1853] lr: 9.997e-02, eta: 23:10:49, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.0766, top5_acc: 0.2477, loss_cls: 3.2620, loss: 3.2620, grad_norm: 0.4260 2021-05-06 12:23:22,917 - mmaction - INFO - Epoch [1][1400/1853] lr: 9.997e-02, eta: 23:09:04, time: 0.658, data_time: 0.002, memory: 5809, top1_acc: 0.0906, top5_acc: 0.2875, loss_cls: 3.2341, loss: 3.2341, grad_norm: 0.4148 2021-05-06 12:23:36,125 - mmaction - INFO - Epoch [1][1420/1853] lr: 9.996e-02, eta: 23:07:27, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.0836, top5_acc: 0.2781, loss_cls: 3.2283, loss: 3.2283, grad_norm: 0.3870 2021-05-06 12:23:49,327 - mmaction - INFO - Epoch [1][1440/1853] lr: 9.996e-02, eta: 23:05:51, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.0875, top5_acc: 0.3023, loss_cls: 3.2214, loss: 3.2214, grad_norm: 0.6177 2021-05-06 12:24:02,555 - mmaction - INFO - Epoch [1][1460/1853] lr: 9.996e-02, eta: 23:04:19, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.0891, top5_acc: 0.2969, loss_cls: 3.2171, loss: 3.2171, grad_norm: 0.4002 2021-05-06 12:24:15,781 - mmaction - INFO - Epoch [1][1480/1853] lr: 9.996e-02, eta: 23:02:49, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.0844, top5_acc: 0.2938, loss_cls: 3.2124, loss: 3.2124, grad_norm: 0.4246 2021-05-06 12:24:28,989 - mmaction - INFO - Epoch [1][1500/1853] lr: 9.996e-02, eta: 23:01:20, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.0906, top5_acc: 0.3078, loss_cls: 3.2088, loss: 3.2088, grad_norm: 0.3843 2021-05-06 12:24:42,172 - mmaction - INFO - Epoch [1][1520/1853] lr: 9.996e-02, eta: 22:59:50, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.0867, top5_acc: 0.3117, loss_cls: 3.1998, loss: 3.1998, grad_norm: 0.3996 2021-05-06 12:24:55,434 - mmaction - INFO - Epoch [1][1540/1853] lr: 9.996e-02, eta: 22:58:30, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.0977, top5_acc: 0.3250, loss_cls: 3.1784, loss: 3.1784, grad_norm: 0.4864 2021-05-06 12:25:08,620 - mmaction - INFO - Epoch [1][1560/1853] lr: 9.996e-02, eta: 22:57:04, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.0914, top5_acc: 0.3281, loss_cls: 3.1660, loss: 3.1660, grad_norm: 0.4801 2021-05-06 12:25:21,834 - mmaction - INFO - Epoch [1][1580/1853] lr: 9.996e-02, eta: 22:55:43, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.0789, top5_acc: 0.3055, loss_cls: 3.1911, loss: 3.1911, grad_norm: 0.4859 2021-05-06 12:25:35,065 - mmaction - INFO - Epoch [1][1600/1853] lr: 9.996e-02, eta: 22:54:24, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.0898, top5_acc: 0.3242, loss_cls: 3.1839, loss: 3.1839, grad_norm: 0.4335 2021-05-06 12:25:48,276 - mmaction - INFO - Epoch [1][1620/1853] lr: 9.995e-02, eta: 22:53:07, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.0828, top5_acc: 0.3063, loss_cls: 3.1835, loss: 3.1835, grad_norm: 0.5296 2021-05-06 12:26:01,471 - mmaction - INFO - Epoch [1][1640/1853] lr: 9.995e-02, eta: 22:51:49, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.1086, top5_acc: 0.3266, loss_cls: 3.1651, loss: 3.1651, grad_norm: 0.4750 2021-05-06 12:26:14,686 - mmaction - INFO - Epoch [1][1660/1853] lr: 9.995e-02, eta: 22:50:34, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.0945, top5_acc: 0.3250, loss_cls: 3.1506, loss: 3.1506, grad_norm: 0.5212 2021-05-06 12:26:27,872 - mmaction - INFO - Epoch [1][1680/1853] lr: 9.995e-02, eta: 22:49:19, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.0969, top5_acc: 0.3391, loss_cls: 3.1679, loss: 3.1679, grad_norm: 0.6466 2021-05-06 12:26:41,066 - mmaction - INFO - Epoch [1][1700/1853] lr: 9.995e-02, eta: 22:48:06, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.1141, top5_acc: 0.3656, loss_cls: 3.1135, loss: 3.1135, grad_norm: 0.6891 2021-05-06 12:26:54,261 - mmaction - INFO - Epoch [1][1720/1853] lr: 9.995e-02, eta: 22:46:54, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.1187, top5_acc: 0.3773, loss_cls: 3.1131, loss: 3.1131, grad_norm: 0.6529 2021-05-06 12:27:07,460 - mmaction - INFO - Epoch [1][1740/1853] lr: 9.995e-02, eta: 22:45:44, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.1039, top5_acc: 0.3469, loss_cls: 3.1387, loss: 3.1387, grad_norm: 0.6384 2021-05-06 12:27:20,678 - mmaction - INFO - Epoch [1][1760/1853] lr: 9.995e-02, eta: 22:44:36, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.1344, top5_acc: 0.3898, loss_cls: 3.0648, loss: 3.0648, grad_norm: 0.6555 2021-05-06 12:27:33,914 - mmaction - INFO - Epoch [1][1780/1853] lr: 9.994e-02, eta: 22:43:31, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.1344, top5_acc: 0.3797, loss_cls: 3.0608, loss: 3.0608, grad_norm: 0.7624 2021-05-06 12:27:47,129 - mmaction - INFO - Epoch [1][1800/1853] lr: 9.994e-02, eta: 22:42:25, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.1211, top5_acc: 0.3891, loss_cls: 3.0485, loss: 3.0485, grad_norm: 0.7419 2021-05-06 12:28:00,328 - mmaction - INFO - Epoch [1][1820/1853] lr: 9.994e-02, eta: 22:41:20, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.1500, top5_acc: 0.4039, loss_cls: 3.0368, loss: 3.0368, grad_norm: 0.7492 2021-05-06 12:28:13,544 - mmaction - INFO - Epoch [1][1840/1853] lr: 9.994e-02, eta: 22:40:17, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.1367, top5_acc: 0.3937, loss_cls: 3.0605, loss: 3.0605, grad_norm: 0.7495 2021-05-06 12:28:23,150 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-05-06 12:29:58,914 - mmaction - INFO - Epoch [2][20/1853] lr: 9.994e-02, eta: 23:54:59, time: 4.768, data_time: 4.113, memory: 5809, top1_acc: 0.1422, top5_acc: 0.4188, loss_cls: 3.0192, loss: 3.0192, grad_norm: 0.7486 2021-05-06 12:30:11,972 - mmaction - INFO - Epoch [2][40/1853] lr: 9.994e-02, eta: 23:53:00, time: 0.653, data_time: 0.002, memory: 5809, top1_acc: 0.1250, top5_acc: 0.4062, loss_cls: 3.0196, loss: 3.0196, grad_norm: 0.7517 2021-05-06 12:30:25,023 - mmaction - INFO - Epoch [2][60/1853] lr: 9.994e-02, eta: 23:51:02, time: 0.653, data_time: 0.001, memory: 5809, top1_acc: 0.1281, top5_acc: 0.4117, loss_cls: 2.9996, loss: 2.9996, grad_norm: 0.7127 2021-05-06 12:30:38,156 - mmaction - INFO - Epoch [2][80/1853] lr: 9.993e-02, eta: 23:49:12, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.1375, top5_acc: 0.4477, loss_cls: 2.9706, loss: 2.9706, grad_norm: 0.7909 2021-05-06 12:30:51,291 - mmaction - INFO - Epoch [2][100/1853] lr: 9.993e-02, eta: 23:47:24, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.1578, top5_acc: 0.4609, loss_cls: 2.9313, loss: 2.9313, grad_norm: 0.8794 2021-05-06 12:31:04,437 - mmaction - INFO - Epoch [2][120/1853] lr: 9.993e-02, eta: 23:45:38, time: 0.658, data_time: 0.002, memory: 5809, top1_acc: 0.1617, top5_acc: 0.4625, loss_cls: 2.9061, loss: 2.9061, grad_norm: 0.7289 2021-05-06 12:31:17,564 - mmaction - INFO - Epoch [2][140/1853] lr: 9.993e-02, eta: 23:43:53, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.1508, top5_acc: 0.4437, loss_cls: 2.9145, loss: 2.9145, grad_norm: 0.8223 2021-05-06 12:31:30,784 - mmaction - INFO - Epoch [2][160/1853] lr: 9.993e-02, eta: 23:42:15, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.1500, top5_acc: 0.4602, loss_cls: 2.8887, loss: 2.8887, grad_norm: 0.8391 2021-05-06 12:31:43,990 - mmaction - INFO - Epoch [2][180/1853] lr: 9.993e-02, eta: 23:40:39, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.1625, top5_acc: 0.4633, loss_cls: 2.9121, loss: 2.9121, grad_norm: 0.8734 2021-05-06 12:31:57,173 - mmaction - INFO - Epoch [2][200/1853] lr: 9.993e-02, eta: 23:39:02, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.1562, top5_acc: 0.4820, loss_cls: 2.8597, loss: 2.8597, grad_norm: 0.8988 2021-05-06 12:32:10,358 - mmaction - INFO - Epoch [2][220/1853] lr: 9.992e-02, eta: 23:37:27, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.1672, top5_acc: 0.4797, loss_cls: 2.8867, loss: 2.8867, grad_norm: 0.9990 2021-05-06 12:32:23,560 - mmaction - INFO - Epoch [2][240/1853] lr: 9.992e-02, eta: 23:35:55, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.1633, top5_acc: 0.4828, loss_cls: 2.8488, loss: 2.8488, grad_norm: 0.8761 2021-05-06 12:32:36,744 - mmaction - INFO - Epoch [2][260/1853] lr: 9.992e-02, eta: 23:34:23, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.1789, top5_acc: 0.5062, loss_cls: 2.7984, loss: 2.7984, grad_norm: 0.9133 2021-05-06 12:32:49,948 - mmaction - INFO - Epoch [2][280/1853] lr: 9.992e-02, eta: 23:32:54, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.1617, top5_acc: 0.4977, loss_cls: 2.8475, loss: 2.8475, grad_norm: 0.9169 2021-05-06 12:33:03,133 - mmaction - INFO - Epoch [2][300/1853] lr: 9.992e-02, eta: 23:31:25, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.1523, top5_acc: 0.4883, loss_cls: 2.8624, loss: 2.8624, grad_norm: 0.9160 2021-05-06 12:33:16,335 - mmaction - INFO - Epoch [2][320/1853] lr: 9.992e-02, eta: 23:29:59, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.1789, top5_acc: 0.5281, loss_cls: 2.7512, loss: 2.7512, grad_norm: 0.9580 2021-05-06 12:33:29,526 - mmaction - INFO - Epoch [2][340/1853] lr: 9.992e-02, eta: 23:28:33, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.1938, top5_acc: 0.5469, loss_cls: 2.7509, loss: 2.7509, grad_norm: 0.9998 2021-05-06 12:33:42,729 - mmaction - INFO - Epoch [2][360/1853] lr: 9.991e-02, eta: 23:27:09, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.1961, top5_acc: 0.5547, loss_cls: 2.7184, loss: 2.7184, grad_norm: 0.9903 2021-05-06 12:33:55,918 - mmaction - INFO - Epoch [2][380/1853] lr: 9.991e-02, eta: 23:25:46, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.1945, top5_acc: 0.5484, loss_cls: 2.7438, loss: 2.7438, grad_norm: 1.0495 2021-05-06 12:34:09,116 - mmaction - INFO - Epoch [2][400/1853] lr: 9.991e-02, eta: 23:24:24, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.1828, top5_acc: 0.5625, loss_cls: 2.7319, loss: 2.7319, grad_norm: 1.0444 2021-05-06 12:34:22,302 - mmaction - INFO - Epoch [2][420/1853] lr: 9.991e-02, eta: 23:23:03, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.2023, top5_acc: 0.5578, loss_cls: 2.7151, loss: 2.7151, grad_norm: 0.9905 2021-05-06 12:34:35,557 - mmaction - INFO - Epoch [2][440/1853] lr: 9.991e-02, eta: 23:21:47, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.1969, top5_acc: 0.5664, loss_cls: 2.7355, loss: 2.7355, grad_norm: 1.0276 2021-05-06 12:34:48,749 - mmaction - INFO - Epoch [2][460/1853] lr: 9.991e-02, eta: 23:20:28, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.1906, top5_acc: 0.5563, loss_cls: 2.7417, loss: 2.7417, grad_norm: 0.9946 2021-05-06 12:35:01,984 - mmaction - INFO - Epoch [2][480/1853] lr: 9.990e-02, eta: 23:19:13, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.1977, top5_acc: 0.5328, loss_cls: 2.7134, loss: 2.7134, grad_norm: 1.0133 2021-05-06 12:35:15,217 - mmaction - INFO - Epoch [2][500/1853] lr: 9.990e-02, eta: 23:17:59, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.2125, top5_acc: 0.5648, loss_cls: 2.7057, loss: 2.7057, grad_norm: 1.0559 2021-05-06 12:35:28,444 - mmaction - INFO - Epoch [2][520/1853] lr: 9.990e-02, eta: 23:16:45, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.2133, top5_acc: 0.5695, loss_cls: 2.6943, loss: 2.6943, grad_norm: 0.9559 2021-05-06 12:35:41,687 - mmaction - INFO - Epoch [2][540/1853] lr: 9.990e-02, eta: 23:15:34, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.1977, top5_acc: 0.5656, loss_cls: 2.7101, loss: 2.7101, grad_norm: 1.0123 2021-05-06 12:35:54,897 - mmaction - INFO - Epoch [2][560/1853] lr: 9.990e-02, eta: 23:14:21, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.2250, top5_acc: 0.5813, loss_cls: 2.6648, loss: 2.6648, grad_norm: 1.1278 2021-05-06 12:36:08,142 - mmaction - INFO - Epoch [2][580/1853] lr: 9.990e-02, eta: 23:13:12, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.2281, top5_acc: 0.5883, loss_cls: 2.6654, loss: 2.6654, grad_norm: 1.0789 2021-05-06 12:36:21,405 - mmaction - INFO - Epoch [2][600/1853] lr: 9.989e-02, eta: 23:12:04, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.2055, top5_acc: 0.5750, loss_cls: 2.6478, loss: 2.6478, grad_norm: 0.9403 2021-05-06 12:36:34,633 - mmaction - INFO - Epoch [2][620/1853] lr: 9.989e-02, eta: 23:10:55, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.2203, top5_acc: 0.6180, loss_cls: 2.5913, loss: 2.5913, grad_norm: 1.0683 2021-05-06 12:36:47,859 - mmaction - INFO - Epoch [2][640/1853] lr: 9.989e-02, eta: 23:09:47, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.2164, top5_acc: 0.5820, loss_cls: 2.6603, loss: 2.6603, grad_norm: 1.0411 2021-05-06 12:37:01,136 - mmaction - INFO - Epoch [2][660/1853] lr: 9.989e-02, eta: 23:08:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.2305, top5_acc: 0.6070, loss_cls: 2.5854, loss: 2.5854, grad_norm: 1.0742 2021-05-06 12:37:14,395 - mmaction - INFO - Epoch [2][680/1853] lr: 9.989e-02, eta: 23:07:38, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.2445, top5_acc: 0.6102, loss_cls: 2.5848, loss: 2.5848, grad_norm: 0.9968 2021-05-06 12:37:27,666 - mmaction - INFO - Epoch [2][700/1853] lr: 9.989e-02, eta: 23:06:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.2367, top5_acc: 0.6039, loss_cls: 2.6206, loss: 2.6206, grad_norm: 1.1109 2021-05-06 12:37:40,939 - mmaction - INFO - Epoch [2][720/1853] lr: 9.988e-02, eta: 23:05:32, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.2594, top5_acc: 0.6086, loss_cls: 2.5572, loss: 2.5572, grad_norm: 1.1126 2021-05-06 12:37:54,201 - mmaction - INFO - Epoch [2][740/1853] lr: 9.988e-02, eta: 23:04:30, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.2523, top5_acc: 0.6250, loss_cls: 2.5350, loss: 2.5350, grad_norm: 1.1514 2021-05-06 12:38:07,484 - mmaction - INFO - Epoch [2][760/1853] lr: 9.988e-02, eta: 23:03:30, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.2477, top5_acc: 0.6070, loss_cls: 2.5665, loss: 2.5665, grad_norm: 1.0537 2021-05-06 12:38:20,761 - mmaction - INFO - Epoch [2][780/1853] lr: 9.988e-02, eta: 23:02:30, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.2570, top5_acc: 0.6203, loss_cls: 2.4943, loss: 2.4943, grad_norm: 1.1583 2021-05-06 12:38:34,047 - mmaction - INFO - Epoch [2][800/1853] lr: 9.988e-02, eta: 23:01:31, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.2531, top5_acc: 0.6312, loss_cls: 2.5533, loss: 2.5533, grad_norm: 1.1765 2021-05-06 12:38:47,314 - mmaction - INFO - Epoch [2][820/1853] lr: 9.987e-02, eta: 23:00:32, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.2641, top5_acc: 0.6258, loss_cls: 2.4745, loss: 2.4745, grad_norm: 1.0957 2021-05-06 12:39:00,582 - mmaction - INFO - Epoch [2][840/1853] lr: 9.987e-02, eta: 22:59:33, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.2625, top5_acc: 0.6312, loss_cls: 2.4719, loss: 2.4719, grad_norm: 1.1963 2021-05-06 12:39:13,840 - mmaction - INFO - Epoch [2][860/1853] lr: 9.987e-02, eta: 22:58:35, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.2484, top5_acc: 0.6516, loss_cls: 2.4669, loss: 2.4669, grad_norm: 1.1647 2021-05-06 12:39:27,115 - mmaction - INFO - Epoch [2][880/1853] lr: 9.987e-02, eta: 22:57:38, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.2625, top5_acc: 0.6234, loss_cls: 2.5133, loss: 2.5133, grad_norm: 1.1664 2021-05-06 12:39:40,343 - mmaction - INFO - Epoch [2][900/1853] lr: 9.987e-02, eta: 22:56:41, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.2609, top5_acc: 0.6359, loss_cls: 2.4983, loss: 2.4983, grad_norm: 1.1224 2021-05-06 12:39:53,595 - mmaction - INFO - Epoch [2][920/1853] lr: 9.987e-02, eta: 22:55:44, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.2758, top5_acc: 0.6539, loss_cls: 2.4418, loss: 2.4418, grad_norm: 1.1301 2021-05-06 12:40:06,865 - mmaction - INFO - Epoch [2][940/1853] lr: 9.986e-02, eta: 22:54:49, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.2742, top5_acc: 0.6469, loss_cls: 2.4443, loss: 2.4443, grad_norm: 1.1895 2021-05-06 12:40:20,110 - mmaction - INFO - Epoch [2][960/1853] lr: 9.986e-02, eta: 22:53:54, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.2742, top5_acc: 0.6672, loss_cls: 2.4144, loss: 2.4144, grad_norm: 1.1531 2021-05-06 12:40:33,383 - mmaction - INFO - Epoch [2][980/1853] lr: 9.986e-02, eta: 22:53:00, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.3086, top5_acc: 0.6773, loss_cls: 2.3583, loss: 2.3583, grad_norm: 1.1745 2021-05-06 12:40:46,648 - mmaction - INFO - Epoch [2][1000/1853] lr: 9.986e-02, eta: 22:52:06, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.2773, top5_acc: 0.6711, loss_cls: 2.3722, loss: 2.3722, grad_norm: 1.2012 2021-05-06 12:40:59,900 - mmaction - INFO - Epoch [2][1020/1853] lr: 9.986e-02, eta: 22:51:13, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.2961, top5_acc: 0.6734, loss_cls: 2.3949, loss: 2.3949, grad_norm: 1.1841 2021-05-06 12:41:13,138 - mmaction - INFO - Epoch [2][1040/1853] lr: 9.985e-02, eta: 22:50:19, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.3109, top5_acc: 0.6898, loss_cls: 2.3278, loss: 2.3278, grad_norm: 1.1875 2021-05-06 12:41:26,386 - mmaction - INFO - Epoch [2][1060/1853] lr: 9.985e-02, eta: 22:49:27, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.2984, top5_acc: 0.6453, loss_cls: 2.3928, loss: 2.3928, grad_norm: 1.2429 2021-05-06 12:41:39,673 - mmaction - INFO - Epoch [2][1080/1853] lr: 9.985e-02, eta: 22:48:36, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.2875, top5_acc: 0.6508, loss_cls: 2.4194, loss: 2.4194, grad_norm: 1.1556 2021-05-06 12:41:52,967 - mmaction - INFO - Epoch [2][1100/1853] lr: 9.985e-02, eta: 22:47:47, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.2766, top5_acc: 0.6516, loss_cls: 2.4430, loss: 2.4430, grad_norm: 1.2963 2021-05-06 12:42:06,206 - mmaction - INFO - Epoch [2][1120/1853] lr: 9.985e-02, eta: 22:46:55, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.2867, top5_acc: 0.6781, loss_cls: 2.3347, loss: 2.3347, grad_norm: 1.1354 2021-05-06 12:42:19,474 - mmaction - INFO - Epoch [2][1140/1853] lr: 9.984e-02, eta: 22:46:06, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.3148, top5_acc: 0.6883, loss_cls: 2.2935, loss: 2.2935, grad_norm: 1.1328 2021-05-06 12:42:32,744 - mmaction - INFO - Epoch [2][1160/1853] lr: 9.984e-02, eta: 22:45:16, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.3133, top5_acc: 0.6891, loss_cls: 2.2626, loss: 2.2626, grad_norm: 1.1152 2021-05-06 12:42:45,955 - mmaction - INFO - Epoch [2][1180/1853] lr: 9.984e-02, eta: 22:44:26, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.3109, top5_acc: 0.6828, loss_cls: 2.2971, loss: 2.2971, grad_norm: 1.1836 2021-05-06 12:42:59,209 - mmaction - INFO - Epoch [2][1200/1853] lr: 9.984e-02, eta: 22:43:37, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.3156, top5_acc: 0.7141, loss_cls: 2.2652, loss: 2.2652, grad_norm: 1.2031 2021-05-06 12:43:12,470 - mmaction - INFO - Epoch [2][1220/1853] lr: 9.983e-02, eta: 22:42:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.2938, top5_acc: 0.6781, loss_cls: 2.3322, loss: 2.3322, grad_norm: 1.1924 2021-05-06 12:43:25,720 - mmaction - INFO - Epoch [2][1240/1853] lr: 9.983e-02, eta: 22:42:01, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.3180, top5_acc: 0.6992, loss_cls: 2.2803, loss: 2.2803, grad_norm: 1.1969 2021-05-06 12:43:38,991 - mmaction - INFO - Epoch [2][1260/1853] lr: 9.983e-02, eta: 22:41:14, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.2852, top5_acc: 0.6664, loss_cls: 2.3741, loss: 2.3741, grad_norm: 1.2537 2021-05-06 12:43:52,245 - mmaction - INFO - Epoch [2][1280/1853] lr: 9.983e-02, eta: 22:40:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.3156, top5_acc: 0.7109, loss_cls: 2.2824, loss: 2.2824, grad_norm: 1.1479 2021-05-06 12:44:05,461 - mmaction - INFO - Epoch [2][1300/1853] lr: 9.983e-02, eta: 22:39:39, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.3055, top5_acc: 0.6844, loss_cls: 2.3131, loss: 2.3131, grad_norm: 1.1431 2021-05-06 12:44:18,677 - mmaction - INFO - Epoch [2][1320/1853] lr: 9.982e-02, eta: 22:38:51, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.2938, top5_acc: 0.6719, loss_cls: 2.3382, loss: 2.3382, grad_norm: 1.1539 2021-05-06 12:44:31,932 - mmaction - INFO - Epoch [2][1340/1853] lr: 9.982e-02, eta: 22:38:06, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.3008, top5_acc: 0.6992, loss_cls: 2.2899, loss: 2.2899, grad_norm: 1.1861 2021-05-06 12:44:45,158 - mmaction - INFO - Epoch [2][1360/1853] lr: 9.982e-02, eta: 22:37:20, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.2914, top5_acc: 0.7039, loss_cls: 2.2848, loss: 2.2848, grad_norm: 1.2382 2021-05-06 12:44:58,387 - mmaction - INFO - Epoch [2][1380/1853] lr: 9.982e-02, eta: 22:36:34, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.3398, top5_acc: 0.7164, loss_cls: 2.1844, loss: 2.1844, grad_norm: 1.1633 2021-05-06 12:45:11,616 - mmaction - INFO - Epoch [2][1400/1853] lr: 9.981e-02, eta: 22:35:48, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.3516, top5_acc: 0.7086, loss_cls: 2.1819, loss: 2.1819, grad_norm: 1.1971 2021-05-06 12:45:24,820 - mmaction - INFO - Epoch [2][1420/1853] lr: 9.981e-02, eta: 22:35:02, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.3469, top5_acc: 0.7266, loss_cls: 2.1448, loss: 2.1448, grad_norm: 1.2201 2021-05-06 12:45:38,046 - mmaction - INFO - Epoch [2][1440/1853] lr: 9.981e-02, eta: 22:34:18, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.3422, top5_acc: 0.7047, loss_cls: 2.2072, loss: 2.2072, grad_norm: 1.3409 2021-05-06 12:45:51,284 - mmaction - INFO - Epoch [2][1460/1853] lr: 9.981e-02, eta: 22:33:34, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.3242, top5_acc: 0.7000, loss_cls: 2.2422, loss: 2.2422, grad_norm: 1.1882 2021-05-06 12:46:04,511 - mmaction - INFO - Epoch [2][1480/1853] lr: 9.981e-02, eta: 22:32:50, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.3242, top5_acc: 0.7102, loss_cls: 2.2231, loss: 2.2231, grad_norm: 1.3124 2021-05-06 12:46:17,745 - mmaction - INFO - Epoch [2][1500/1853] lr: 9.980e-02, eta: 22:32:07, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.3242, top5_acc: 0.7180, loss_cls: 2.1893, loss: 2.1893, grad_norm: 1.2007 2021-05-06 12:46:30,968 - mmaction - INFO - Epoch [2][1520/1853] lr: 9.980e-02, eta: 22:31:23, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.3875, top5_acc: 0.7430, loss_cls: 2.0877, loss: 2.0877, grad_norm: 1.2855 2021-05-06 12:46:44,196 - mmaction - INFO - Epoch [2][1540/1853] lr: 9.980e-02, eta: 22:30:40, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.3336, top5_acc: 0.7250, loss_cls: 2.1143, loss: 2.1143, grad_norm: 1.2296 2021-05-06 12:46:57,450 - mmaction - INFO - Epoch [2][1560/1853] lr: 9.980e-02, eta: 22:29:59, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.3766, top5_acc: 0.7320, loss_cls: 2.1080, loss: 2.1080, grad_norm: 1.2328 2021-05-06 12:47:10,719 - mmaction - INFO - Epoch [2][1580/1853] lr: 9.979e-02, eta: 22:29:18, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.3750, top5_acc: 0.7383, loss_cls: 2.0766, loss: 2.0766, grad_norm: 1.2914 2021-05-06 12:47:23,938 - mmaction - INFO - Epoch [2][1600/1853] lr: 9.979e-02, eta: 22:28:36, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.3406, top5_acc: 0.7391, loss_cls: 2.1133, loss: 2.1133, grad_norm: 1.2454 2021-05-06 12:47:37,217 - mmaction - INFO - Epoch [2][1620/1853] lr: 9.979e-02, eta: 22:27:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.3672, top5_acc: 0.7320, loss_cls: 2.0980, loss: 2.0980, grad_norm: 1.2635 2021-05-06 12:47:50,477 - mmaction - INFO - Epoch [2][1640/1853] lr: 9.979e-02, eta: 22:27:16, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.3344, top5_acc: 0.7391, loss_cls: 2.1222, loss: 2.1222, grad_norm: 1.2572 2021-05-06 12:48:03,720 - mmaction - INFO - Epoch [2][1660/1853] lr: 9.978e-02, eta: 22:26:36, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.3711, top5_acc: 0.7508, loss_cls: 2.1040, loss: 2.1040, grad_norm: 1.2774 2021-05-06 12:48:16,998 - mmaction - INFO - Epoch [2][1680/1853] lr: 9.978e-02, eta: 22:25:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.3930, top5_acc: 0.7641, loss_cls: 1.9832, loss: 1.9832, grad_norm: 1.2516 2021-05-06 12:48:30,288 - mmaction - INFO - Epoch [2][1700/1853] lr: 9.978e-02, eta: 22:25:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.3531, top5_acc: 0.7469, loss_cls: 2.0966, loss: 2.0966, grad_norm: 1.2932 2021-05-06 12:48:43,519 - mmaction - INFO - Epoch [2][1720/1853] lr: 9.978e-02, eta: 22:24:38, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.3484, top5_acc: 0.7289, loss_cls: 2.1415, loss: 2.1415, grad_norm: 1.2535 2021-05-06 12:48:56,811 - mmaction - INFO - Epoch [2][1740/1853] lr: 9.977e-02, eta: 22:24:01, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.3531, top5_acc: 0.7398, loss_cls: 2.1291, loss: 2.1291, grad_norm: 1.3243 2021-05-06 12:49:10,093 - mmaction - INFO - Epoch [2][1760/1853] lr: 9.977e-02, eta: 22:23:23, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.3805, top5_acc: 0.7516, loss_cls: 2.0669, loss: 2.0669, grad_norm: 1.2525 2021-05-06 12:49:23,365 - mmaction - INFO - Epoch [2][1780/1853] lr: 9.977e-02, eta: 22:22:45, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.3906, top5_acc: 0.7516, loss_cls: 2.0375, loss: 2.0375, grad_norm: 1.2256 2021-05-06 12:49:36,616 - mmaction - INFO - Epoch [2][1800/1853] lr: 9.977e-02, eta: 22:22:07, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.3898, top5_acc: 0.7539, loss_cls: 1.9714, loss: 1.9714, grad_norm: 1.2843 2021-05-06 12:49:49,891 - mmaction - INFO - Epoch [2][1820/1853] lr: 9.976e-02, eta: 22:21:30, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.3602, top5_acc: 0.7336, loss_cls: 2.0942, loss: 2.0942, grad_norm: 1.2919 2021-05-06 12:50:03,153 - mmaction - INFO - Epoch [2][1840/1853] lr: 9.976e-02, eta: 22:20:53, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.3766, top5_acc: 0.7453, loss_cls: 2.0717, loss: 2.0717, grad_norm: 1.2674 2021-05-06 12:50:12,820 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-05-06 12:52:07,678 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 12:52:07,707 - mmaction - INFO - top1_acc 0.4999 top5_acc 0.8919 2021-05-06 12:52:07,708 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 12:52:07,718 - mmaction - INFO - mean_acc 0.4893 2021-05-06 12:52:08,066 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-05-06 12:52:08,066 - mmaction - INFO - Best top1_acc is 0.4999 at 2 epoch. 2021-05-06 12:52:08,069 - mmaction - INFO - Epoch(val) [2][1853] top1_acc: 0.4999, top5_acc: 0.8919, mean_class_accuracy: 0.4893 2021-05-06 12:53:23,592 - mmaction - INFO - Epoch [3][20/1853] lr: 9.976e-02, eta: 22:47:25, time: 3.775, data_time: 3.117, memory: 5809, top1_acc: 0.4016, top5_acc: 0.7750, loss_cls: 1.9433, loss: 1.9433, grad_norm: 1.2348 2021-05-06 12:53:36,694 - mmaction - INFO - Epoch [3][40/1853] lr: 9.975e-02, eta: 22:46:34, time: 0.655, data_time: 0.002, memory: 5809, top1_acc: 0.3727, top5_acc: 0.7641, loss_cls: 2.0083, loss: 2.0083, grad_norm: 1.2600 2021-05-06 12:53:49,794 - mmaction - INFO - Epoch [3][60/1853] lr: 9.975e-02, eta: 22:45:44, time: 0.656, data_time: 0.002, memory: 5809, top1_acc: 0.3805, top5_acc: 0.7508, loss_cls: 2.0688, loss: 2.0688, grad_norm: 1.2712 2021-05-06 12:54:02,905 - mmaction - INFO - Epoch [3][80/1853] lr: 9.975e-02, eta: 22:44:55, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.4031, top5_acc: 0.7641, loss_cls: 2.0061, loss: 2.0061, grad_norm: 1.3081 2021-05-06 12:54:16,080 - mmaction - INFO - Epoch [3][100/1853] lr: 9.975e-02, eta: 22:44:08, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.3906, top5_acc: 0.7844, loss_cls: 1.9598, loss: 1.9598, grad_norm: 1.2936 2021-05-06 12:54:29,253 - mmaction - INFO - Epoch [3][120/1853] lr: 9.974e-02, eta: 22:43:21, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.4016, top5_acc: 0.7641, loss_cls: 2.0011, loss: 2.0011, grad_norm: 1.2791 2021-05-06 12:54:42,457 - mmaction - INFO - Epoch [3][140/1853] lr: 9.974e-02, eta: 22:42:35, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.4055, top5_acc: 0.7578, loss_cls: 1.9953, loss: 1.9953, grad_norm: 1.2727 2021-05-06 12:54:55,691 - mmaction - INFO - Epoch [3][160/1853] lr: 9.974e-02, eta: 22:41:51, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.3914, top5_acc: 0.7688, loss_cls: 1.9810, loss: 1.9810, grad_norm: 1.3179 2021-05-06 12:55:08,873 - mmaction - INFO - Epoch [3][180/1853] lr: 9.974e-02, eta: 22:41:05, time: 0.659, data_time: 0.002, memory: 5809, top1_acc: 0.3977, top5_acc: 0.7648, loss_cls: 1.9996, loss: 1.9996, grad_norm: 1.2325 2021-05-06 12:55:22,129 - mmaction - INFO - Epoch [3][200/1853] lr: 9.973e-02, eta: 22:40:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.4016, top5_acc: 0.8063, loss_cls: 1.8674, loss: 1.8674, grad_norm: 1.2912 2021-05-06 12:55:35,373 - mmaction - INFO - Epoch [3][220/1853] lr: 9.973e-02, eta: 22:39:39, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.3883, top5_acc: 0.7672, loss_cls: 2.0169, loss: 2.0169, grad_norm: 1.3133 2021-05-06 12:55:48,625 - mmaction - INFO - Epoch [3][240/1853] lr: 9.973e-02, eta: 22:38:56, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.4109, top5_acc: 0.7594, loss_cls: 1.9939, loss: 1.9939, grad_norm: 1.3026 2021-05-06 12:56:01,874 - mmaction - INFO - Epoch [3][260/1853] lr: 9.972e-02, eta: 22:38:14, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.4070, top5_acc: 0.7703, loss_cls: 1.9379, loss: 1.9379, grad_norm: 1.2890 2021-05-06 12:56:15,148 - mmaction - INFO - Epoch [3][280/1853] lr: 9.972e-02, eta: 22:37:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.4219, top5_acc: 0.7602, loss_cls: 1.9377, loss: 1.9377, grad_norm: 1.3163 2021-05-06 12:56:28,362 - mmaction - INFO - Epoch [3][300/1853] lr: 9.972e-02, eta: 22:36:50, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.4070, top5_acc: 0.7586, loss_cls: 1.9718, loss: 1.9718, grad_norm: 1.2615 2021-05-06 12:56:41,654 - mmaction - INFO - Epoch [3][320/1853] lr: 9.972e-02, eta: 22:36:09, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.3867, top5_acc: 0.7828, loss_cls: 1.9306, loss: 1.9306, grad_norm: 1.2228 2021-05-06 12:56:54,876 - mmaction - INFO - Epoch [3][340/1853] lr: 9.971e-02, eta: 22:35:27, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.4219, top5_acc: 0.7734, loss_cls: 1.9404, loss: 1.9404, grad_norm: 1.3170 2021-05-06 12:57:08,147 - mmaction - INFO - Epoch [3][360/1853] lr: 9.971e-02, eta: 22:34:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.4133, top5_acc: 0.7758, loss_cls: 1.8980, loss: 1.8980, grad_norm: 1.2222 2021-05-06 12:57:21,409 - mmaction - INFO - Epoch [3][380/1853] lr: 9.971e-02, eta: 22:34:07, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.3937, top5_acc: 0.7859, loss_cls: 1.9230, loss: 1.9230, grad_norm: 1.2817 2021-05-06 12:57:34,669 - mmaction - INFO - Epoch [3][400/1853] lr: 9.970e-02, eta: 22:33:26, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.4242, top5_acc: 0.7797, loss_cls: 1.8794, loss: 1.8794, grad_norm: 1.2831 2021-05-06 12:57:47,921 - mmaction - INFO - Epoch [3][420/1853] lr: 9.970e-02, eta: 22:32:46, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.3891, top5_acc: 0.7570, loss_cls: 1.9727, loss: 1.9727, grad_norm: 1.3092 2021-05-06 12:58:01,219 - mmaction - INFO - Epoch [3][440/1853] lr: 9.970e-02, eta: 22:32:08, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.4227, top5_acc: 0.7891, loss_cls: 1.8502, loss: 1.8502, grad_norm: 1.2226 2021-05-06 12:58:14,494 - mmaction - INFO - Epoch [3][460/1853] lr: 9.970e-02, eta: 22:31:29, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.4109, top5_acc: 0.7680, loss_cls: 1.9390, loss: 1.9390, grad_norm: 1.2955 2021-05-06 12:58:27,775 - mmaction - INFO - Epoch [3][480/1853] lr: 9.969e-02, eta: 22:30:50, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.4195, top5_acc: 0.7703, loss_cls: 1.8961, loss: 1.8961, grad_norm: 1.2542 2021-05-06 12:58:41,014 - mmaction - INFO - Epoch [3][500/1853] lr: 9.969e-02, eta: 22:30:11, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.4211, top5_acc: 0.7688, loss_cls: 1.8956, loss: 1.8956, grad_norm: 1.2793 2021-05-06 12:58:54,265 - mmaction - INFO - Epoch [3][520/1853] lr: 9.969e-02, eta: 22:29:32, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.4125, top5_acc: 0.7781, loss_cls: 1.9208, loss: 1.9208, grad_norm: 1.4128 2021-05-06 12:59:07,537 - mmaction - INFO - Epoch [3][540/1853] lr: 9.968e-02, eta: 22:28:54, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.4328, top5_acc: 0.7758, loss_cls: 1.9025, loss: 1.9025, grad_norm: 1.2780 2021-05-06 12:59:20,826 - mmaction - INFO - Epoch [3][560/1853] lr: 9.968e-02, eta: 22:28:16, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.4141, top5_acc: 0.7742, loss_cls: 1.8910, loss: 1.8910, grad_norm: 1.2724 2021-05-06 12:59:34,102 - mmaction - INFO - Epoch [3][580/1853] lr: 9.968e-02, eta: 22:27:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.4375, top5_acc: 0.7789, loss_cls: 1.8830, loss: 1.8830, grad_norm: 1.2482 2021-05-06 12:59:47,366 - mmaction - INFO - Epoch [3][600/1853] lr: 9.968e-02, eta: 22:27:01, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.4359, top5_acc: 0.7875, loss_cls: 1.8975, loss: 1.8975, grad_norm: 1.3310 2021-05-06 13:00:00,593 - mmaction - INFO - Epoch [3][620/1853] lr: 9.967e-02, eta: 22:26:23, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.4500, top5_acc: 0.7984, loss_cls: 1.8126, loss: 1.8126, grad_norm: 1.2148 2021-05-06 13:00:13,865 - mmaction - INFO - Epoch [3][640/1853] lr: 9.967e-02, eta: 22:25:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.4586, top5_acc: 0.8047, loss_cls: 1.7935, loss: 1.7935, grad_norm: 1.2653 2021-05-06 13:00:27,123 - mmaction - INFO - Epoch [3][660/1853] lr: 9.967e-02, eta: 22:25:09, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.4227, top5_acc: 0.7844, loss_cls: 1.8705, loss: 1.8705, grad_norm: 1.3216 2021-05-06 13:00:40,362 - mmaction - INFO - Epoch [3][680/1853] lr: 9.966e-02, eta: 22:24:31, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.4320, top5_acc: 0.7914, loss_cls: 1.9074, loss: 1.9074, grad_norm: 1.3200 2021-05-06 13:00:53,613 - mmaction - INFO - Epoch [3][700/1853] lr: 9.966e-02, eta: 22:23:55, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.4336, top5_acc: 0.7883, loss_cls: 1.8622, loss: 1.8622, grad_norm: 1.2433 2021-05-06 13:01:06,872 - mmaction - INFO - Epoch [3][720/1853] lr: 9.966e-02, eta: 22:23:18, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.4328, top5_acc: 0.8023, loss_cls: 1.7778, loss: 1.7778, grad_norm: 1.2260 2021-05-06 13:01:20,122 - mmaction - INFO - Epoch [3][740/1853] lr: 9.965e-02, eta: 22:22:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.4336, top5_acc: 0.7914, loss_cls: 1.8277, loss: 1.8277, grad_norm: 1.2708 2021-05-06 13:01:33,419 - mmaction - INFO - Epoch [3][760/1853] lr: 9.965e-02, eta: 22:22:07, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.4344, top5_acc: 0.7883, loss_cls: 1.8546, loss: 1.8546, grad_norm: 1.2942 2021-05-06 13:01:46,661 - mmaction - INFO - Epoch [3][780/1853] lr: 9.965e-02, eta: 22:21:31, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.4523, top5_acc: 0.7922, loss_cls: 1.8071, loss: 1.8071, grad_norm: 1.2523 2021-05-06 13:01:59,902 - mmaction - INFO - Epoch [3][800/1853] lr: 9.964e-02, eta: 22:20:54, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.4430, top5_acc: 0.7906, loss_cls: 1.8577, loss: 1.8577, grad_norm: 1.3164 2021-05-06 13:02:13,180 - mmaction - INFO - Epoch [3][820/1853] lr: 9.964e-02, eta: 22:20:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.4641, top5_acc: 0.8039, loss_cls: 1.7227, loss: 1.7227, grad_norm: 1.2361 2021-05-06 13:02:26,424 - mmaction - INFO - Epoch [3][840/1853] lr: 9.964e-02, eta: 22:19:44, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.4367, top5_acc: 0.7898, loss_cls: 1.8079, loss: 1.8079, grad_norm: 1.2816 2021-05-06 13:02:39,645 - mmaction - INFO - Epoch [3][860/1853] lr: 9.963e-02, eta: 22:19:08, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.4367, top5_acc: 0.8133, loss_cls: 1.7767, loss: 1.7767, grad_norm: 1.3310 2021-05-06 13:02:52,904 - mmaction - INFO - Epoch [3][880/1853] lr: 9.963e-02, eta: 22:18:33, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.4617, top5_acc: 0.7852, loss_cls: 1.7777, loss: 1.7777, grad_norm: 1.3560 2021-05-06 13:03:06,124 - mmaction - INFO - Epoch [3][900/1853] lr: 9.963e-02, eta: 22:17:57, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.4680, top5_acc: 0.7930, loss_cls: 1.8080, loss: 1.8080, grad_norm: 1.3279 2021-05-06 13:03:19,360 - mmaction - INFO - Epoch [3][920/1853] lr: 9.963e-02, eta: 22:17:23, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.4719, top5_acc: 0.8086, loss_cls: 1.7302, loss: 1.7302, grad_norm: 1.2095 2021-05-06 13:03:32,638 - mmaction - INFO - Epoch [3][940/1853] lr: 9.962e-02, eta: 22:16:49, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.4664, top5_acc: 0.7977, loss_cls: 1.7450, loss: 1.7450, grad_norm: 1.2773 2021-05-06 13:03:45,875 - mmaction - INFO - Epoch [3][960/1853] lr: 9.962e-02, eta: 22:16:14, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.4711, top5_acc: 0.8219, loss_cls: 1.7152, loss: 1.7152, grad_norm: 1.2992 2021-05-06 13:03:59,101 - mmaction - INFO - Epoch [3][980/1853] lr: 9.962e-02, eta: 22:15:39, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.4313, top5_acc: 0.8156, loss_cls: 1.7779, loss: 1.7779, grad_norm: 1.4435 2021-05-06 13:04:12,362 - mmaction - INFO - Epoch [3][1000/1853] lr: 9.961e-02, eta: 22:15:06, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.4680, top5_acc: 0.8258, loss_cls: 1.7382, loss: 1.7382, grad_norm: 1.2726 2021-05-06 13:04:25,612 - mmaction - INFO - Epoch [3][1020/1853] lr: 9.961e-02, eta: 22:14:32, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.4734, top5_acc: 0.8094, loss_cls: 1.7432, loss: 1.7432, grad_norm: 1.2590 2021-05-06 13:04:38,881 - mmaction - INFO - Epoch [3][1040/1853] lr: 9.961e-02, eta: 22:13:59, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.4484, top5_acc: 0.8016, loss_cls: 1.7557, loss: 1.7557, grad_norm: 1.3168 2021-05-06 13:04:52,140 - mmaction - INFO - Epoch [3][1060/1853] lr: 9.960e-02, eta: 22:13:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.4672, top5_acc: 0.8148, loss_cls: 1.7364, loss: 1.7364, grad_norm: 1.2781 2021-05-06 13:05:05,415 - mmaction - INFO - Epoch [3][1080/1853] lr: 9.960e-02, eta: 22:12:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.4688, top5_acc: 0.8148, loss_cls: 1.7279, loss: 1.7279, grad_norm: 1.3002 2021-05-06 13:05:18,686 - mmaction - INFO - Epoch [3][1100/1853] lr: 9.960e-02, eta: 22:12:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.4461, top5_acc: 0.8031, loss_cls: 1.7646, loss: 1.7646, grad_norm: 1.3533 2021-05-06 13:05:31,945 - mmaction - INFO - Epoch [3][1120/1853] lr: 9.959e-02, eta: 22:11:48, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.4797, top5_acc: 0.8078, loss_cls: 1.6975, loss: 1.6975, grad_norm: 1.2732 2021-05-06 13:05:45,177 - mmaction - INFO - Epoch [3][1140/1853] lr: 9.959e-02, eta: 22:11:14, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.4930, top5_acc: 0.8156, loss_cls: 1.6801, loss: 1.6801, grad_norm: 1.2660 2021-05-06 13:05:58,455 - mmaction - INFO - Epoch [3][1160/1853] lr: 9.959e-02, eta: 22:10:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.4094, top5_acc: 0.7844, loss_cls: 1.9079, loss: 1.9079, grad_norm: 1.4033 2021-05-06 13:06:11,697 - mmaction - INFO - Epoch [3][1180/1853] lr: 9.958e-02, eta: 22:10:10, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.4852, top5_acc: 0.8234, loss_cls: 1.6810, loss: 1.6810, grad_norm: 1.2257 2021-05-06 13:06:24,949 - mmaction - INFO - Epoch [3][1200/1853] lr: 9.958e-02, eta: 22:09:38, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.4859, top5_acc: 0.7992, loss_cls: 1.7258, loss: 1.7258, grad_norm: 1.2908 2021-05-06 13:06:38,197 - mmaction - INFO - Epoch [3][1220/1853] lr: 9.958e-02, eta: 22:09:05, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.4570, top5_acc: 0.7914, loss_cls: 1.8143, loss: 1.8143, grad_norm: 1.3226 2021-05-06 13:06:51,432 - mmaction - INFO - Epoch [3][1240/1853] lr: 9.957e-02, eta: 22:08:33, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.4977, top5_acc: 0.8148, loss_cls: 1.6593, loss: 1.6593, grad_norm: 1.2490 2021-05-06 13:07:04,692 - mmaction - INFO - Epoch [3][1260/1853] lr: 9.957e-02, eta: 22:08:01, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.4891, top5_acc: 0.8125, loss_cls: 1.7016, loss: 1.7016, grad_norm: 1.2760 2021-05-06 13:07:17,949 - mmaction - INFO - Epoch [3][1280/1853] lr: 9.956e-02, eta: 22:07:30, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.4844, top5_acc: 0.8219, loss_cls: 1.6696, loss: 1.6696, grad_norm: 1.2226 2021-05-06 13:07:31,227 - mmaction - INFO - Epoch [3][1300/1853] lr: 9.956e-02, eta: 22:06:59, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.4789, top5_acc: 0.7969, loss_cls: 1.7464, loss: 1.7464, grad_norm: 1.2567 2021-05-06 13:07:44,449 - mmaction - INFO - Epoch [3][1320/1853] lr: 9.956e-02, eta: 22:06:27, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.5008, top5_acc: 0.8219, loss_cls: 1.6393, loss: 1.6393, grad_norm: 1.2382 2021-05-06 13:07:57,698 - mmaction - INFO - Epoch [3][1340/1853] lr: 9.955e-02, eta: 22:05:56, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.4883, top5_acc: 0.8047, loss_cls: 1.7167, loss: 1.7167, grad_norm: 1.3063 2021-05-06 13:08:11,008 - mmaction - INFO - Epoch [3][1360/1853] lr: 9.955e-02, eta: 22:05:26, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.4594, top5_acc: 0.7961, loss_cls: 1.7885, loss: 1.7885, grad_norm: 1.3269 2021-05-06 13:08:24,256 - mmaction - INFO - Epoch [3][1380/1853] lr: 9.955e-02, eta: 22:04:55, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.4953, top5_acc: 0.8164, loss_cls: 1.6820, loss: 1.6820, grad_norm: 1.2842 2021-05-06 13:08:37,537 - mmaction - INFO - Epoch [3][1400/1853] lr: 9.954e-02, eta: 22:04:25, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.4852, top5_acc: 0.8320, loss_cls: 1.6746, loss: 1.6746, grad_norm: 1.2669 2021-05-06 13:08:50,818 - mmaction - INFO - Epoch [3][1420/1853] lr: 9.954e-02, eta: 22:03:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5164, top5_acc: 0.8164, loss_cls: 1.5971, loss: 1.5971, grad_norm: 1.2604 2021-05-06 13:09:04,067 - mmaction - INFO - Epoch [3][1440/1853] lr: 9.954e-02, eta: 22:03:24, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.4781, top5_acc: 0.8180, loss_cls: 1.7022, loss: 1.7022, grad_norm: 1.3695 2021-05-06 13:09:17,352 - mmaction - INFO - Epoch [3][1460/1853] lr: 9.953e-02, eta: 22:02:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.4703, top5_acc: 0.8086, loss_cls: 1.7484, loss: 1.7484, grad_norm: 1.3262 2021-05-06 13:09:30,627 - mmaction - INFO - Epoch [3][1480/1853] lr: 9.953e-02, eta: 22:02:25, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.5141, top5_acc: 0.8086, loss_cls: 1.6344, loss: 1.6344, grad_norm: 1.2711 2021-05-06 13:09:43,885 - mmaction - INFO - Epoch [3][1500/1853] lr: 9.953e-02, eta: 22:01:55, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.4797, top5_acc: 0.8164, loss_cls: 1.6483, loss: 1.6483, grad_norm: 1.2971 2021-05-06 13:09:57,157 - mmaction - INFO - Epoch [3][1520/1853] lr: 9.952e-02, eta: 22:01:25, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.4844, top5_acc: 0.8109, loss_cls: 1.7035, loss: 1.7035, grad_norm: 1.2749 2021-05-06 13:10:10,445 - mmaction - INFO - Epoch [3][1540/1853] lr: 9.952e-02, eta: 22:00:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.4656, top5_acc: 0.8156, loss_cls: 1.6978, loss: 1.6978, grad_norm: 1.2800 2021-05-06 13:10:23,755 - mmaction - INFO - Epoch [3][1560/1853] lr: 9.951e-02, eta: 22:00:27, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.4906, top5_acc: 0.8250, loss_cls: 1.6377, loss: 1.6377, grad_norm: 1.3056 2021-05-06 13:10:36,984 - mmaction - INFO - Epoch [3][1580/1853] lr: 9.951e-02, eta: 21:59:57, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.4969, top5_acc: 0.8008, loss_cls: 1.7261, loss: 1.7261, grad_norm: 1.3354 2021-05-06 13:10:50,236 - mmaction - INFO - Epoch [3][1600/1853] lr: 9.951e-02, eta: 21:59:28, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5039, top5_acc: 0.8398, loss_cls: 1.5920, loss: 1.5920, grad_norm: 1.2231 2021-05-06 13:11:03,517 - mmaction - INFO - Epoch [3][1620/1853] lr: 9.950e-02, eta: 21:58:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5109, top5_acc: 0.8242, loss_cls: 1.6309, loss: 1.6309, grad_norm: 1.3095 2021-05-06 13:11:16,776 - mmaction - INFO - Epoch [3][1640/1853] lr: 9.950e-02, eta: 21:58:30, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.4797, top5_acc: 0.7914, loss_cls: 1.7129, loss: 1.7129, grad_norm: 1.3076 2021-05-06 13:11:30,032 - mmaction - INFO - Epoch [3][1660/1853] lr: 9.950e-02, eta: 21:58:01, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.4961, top5_acc: 0.8172, loss_cls: 1.6797, loss: 1.6797, grad_norm: 1.2719 2021-05-06 13:11:43,310 - mmaction - INFO - Epoch [3][1680/1853] lr: 9.949e-02, eta: 21:57:32, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.4992, top5_acc: 0.8266, loss_cls: 1.6207, loss: 1.6207, grad_norm: 1.2427 2021-05-06 13:11:56,593 - mmaction - INFO - Epoch [3][1700/1853] lr: 9.949e-02, eta: 21:57:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.4984, top5_acc: 0.8203, loss_cls: 1.6463, loss: 1.6463, grad_norm: 1.3271 2021-05-06 13:12:09,870 - mmaction - INFO - Epoch [3][1720/1853] lr: 9.948e-02, eta: 21:56:36, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5125, top5_acc: 0.7945, loss_cls: 1.6572, loss: 1.6572, grad_norm: 1.2333 2021-05-06 13:12:23,176 - mmaction - INFO - Epoch [3][1740/1853] lr: 9.948e-02, eta: 21:56:08, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.5023, top5_acc: 0.8281, loss_cls: 1.6156, loss: 1.6156, grad_norm: 1.2420 2021-05-06 13:12:36,435 - mmaction - INFO - Epoch [3][1760/1853] lr: 9.948e-02, eta: 21:55:40, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5102, top5_acc: 0.8336, loss_cls: 1.5857, loss: 1.5857, grad_norm: 1.2898 2021-05-06 13:12:49,723 - mmaction - INFO - Epoch [3][1780/1853] lr: 9.947e-02, eta: 21:55:12, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.4844, top5_acc: 0.8125, loss_cls: 1.6385, loss: 1.6385, grad_norm: 1.3103 2021-05-06 13:13:02,973 - mmaction - INFO - Epoch [3][1800/1853] lr: 9.947e-02, eta: 21:54:44, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5180, top5_acc: 0.8203, loss_cls: 1.6381, loss: 1.6381, grad_norm: 1.3072 2021-05-06 13:13:16,272 - mmaction - INFO - Epoch [3][1820/1853] lr: 9.947e-02, eta: 21:54:16, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.5102, top5_acc: 0.8430, loss_cls: 1.5757, loss: 1.5757, grad_norm: 1.2747 2021-05-06 13:13:29,558 - mmaction - INFO - Epoch [3][1840/1853] lr: 9.946e-02, eta: 21:53:49, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.4977, top5_acc: 0.8320, loss_cls: 1.5958, loss: 1.5958, grad_norm: 1.2902 2021-05-06 13:13:39,094 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-05-06 13:14:51,295 - mmaction - INFO - Epoch [4][20/1853] lr: 9.946e-02, eta: 22:09:54, time: 3.591, data_time: 2.930, memory: 5809, top1_acc: 0.5242, top5_acc: 0.8266, loss_cls: 1.5924, loss: 1.5924, grad_norm: 1.2763 2021-05-06 13:15:04,464 - mmaction - INFO - Epoch [4][40/1853] lr: 9.945e-02, eta: 22:09:21, time: 0.659, data_time: 0.002, memory: 5809, top1_acc: 0.5133, top5_acc: 0.8227, loss_cls: 1.6060, loss: 1.6060, grad_norm: 1.3289 2021-05-06 13:15:17,644 - mmaction - INFO - Epoch [4][60/1853] lr: 9.945e-02, eta: 22:08:48, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.5156, top5_acc: 0.8195, loss_cls: 1.5858, loss: 1.5858, grad_norm: 1.3556 2021-05-06 13:15:30,814 - mmaction - INFO - Epoch [4][80/1853] lr: 9.944e-02, eta: 22:08:15, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.5070, top5_acc: 0.8367, loss_cls: 1.5874, loss: 1.5874, grad_norm: 1.4106 2021-05-06 13:15:43,991 - mmaction - INFO - Epoch [4][100/1853] lr: 9.944e-02, eta: 22:07:42, time: 0.659, data_time: 0.002, memory: 5809, top1_acc: 0.4922, top5_acc: 0.8156, loss_cls: 1.6348, loss: 1.6348, grad_norm: 1.2929 2021-05-06 13:15:57,200 - mmaction - INFO - Epoch [4][120/1853] lr: 9.944e-02, eta: 22:07:10, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.5039, top5_acc: 0.8187, loss_cls: 1.6336, loss: 1.6336, grad_norm: 1.3814 2021-05-06 13:16:10,455 - mmaction - INFO - Epoch [4][140/1853] lr: 9.943e-02, eta: 22:06:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5055, top5_acc: 0.8156, loss_cls: 1.6195, loss: 1.6195, grad_norm: 1.3555 2021-05-06 13:16:23,665 - mmaction - INFO - Epoch [4][160/1853] lr: 9.943e-02, eta: 22:06:08, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.5203, top5_acc: 0.8133, loss_cls: 1.6190, loss: 1.6190, grad_norm: 1.3264 2021-05-06 13:16:36,896 - mmaction - INFO - Epoch [4][180/1853] lr: 9.942e-02, eta: 22:05:37, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5172, top5_acc: 0.8391, loss_cls: 1.5541, loss: 1.5541, grad_norm: 1.2434 2021-05-06 13:16:50,167 - mmaction - INFO - Epoch [4][200/1853] lr: 9.942e-02, eta: 22:05:06, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5422, top5_acc: 0.8445, loss_cls: 1.5059, loss: 1.5059, grad_norm: 1.2743 2021-05-06 13:17:03,449 - mmaction - INFO - Epoch [4][220/1853] lr: 9.942e-02, eta: 22:04:36, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5312, top5_acc: 0.8227, loss_cls: 1.5813, loss: 1.5813, grad_norm: 1.2652 2021-05-06 13:17:16,695 - mmaction - INFO - Epoch [4][240/1853] lr: 9.941e-02, eta: 22:04:06, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.5078, top5_acc: 0.8453, loss_cls: 1.5311, loss: 1.5311, grad_norm: 1.2854 2021-05-06 13:17:29,991 - mmaction - INFO - Epoch [4][260/1853] lr: 9.941e-02, eta: 22:03:36, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.5188, top5_acc: 0.8047, loss_cls: 1.5800, loss: 1.5800, grad_norm: 1.2744 2021-05-06 13:17:43,248 - mmaction - INFO - Epoch [4][280/1853] lr: 9.940e-02, eta: 22:03:06, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5047, top5_acc: 0.8320, loss_cls: 1.5965, loss: 1.5965, grad_norm: 1.2960 2021-05-06 13:17:56,501 - mmaction - INFO - Epoch [4][300/1853] lr: 9.940e-02, eta: 22:02:36, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.5320, top5_acc: 0.8359, loss_cls: 1.5801, loss: 1.5801, grad_norm: 1.2870 2021-05-06 13:18:09,799 - mmaction - INFO - Epoch [4][320/1853] lr: 9.940e-02, eta: 22:02:07, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.5445, top5_acc: 0.8391, loss_cls: 1.5407, loss: 1.5407, grad_norm: 1.2764 2021-05-06 13:18:23,085 - mmaction - INFO - Epoch [4][340/1853] lr: 9.939e-02, eta: 22:01:38, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5016, top5_acc: 0.8016, loss_cls: 1.6188, loss: 1.6188, grad_norm: 1.2904 2021-05-06 13:18:36,302 - mmaction - INFO - Epoch [4][360/1853] lr: 9.939e-02, eta: 22:01:08, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.5414, top5_acc: 0.8375, loss_cls: 1.5048, loss: 1.5048, grad_norm: 1.2296 2021-05-06 13:18:49,567 - mmaction - INFO - Epoch [4][380/1853] lr: 9.938e-02, eta: 22:00:38, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5437, top5_acc: 0.8414, loss_cls: 1.5066, loss: 1.5066, grad_norm: 1.3153 2021-05-06 13:19:02,798 - mmaction - INFO - Epoch [4][400/1853] lr: 9.938e-02, eta: 22:00:08, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5281, top5_acc: 0.8266, loss_cls: 1.5263, loss: 1.5263, grad_norm: 1.3223 2021-05-06 13:19:16,055 - mmaction - INFO - Epoch [4][420/1853] lr: 9.937e-02, eta: 21:59:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5234, top5_acc: 0.8289, loss_cls: 1.5725, loss: 1.5725, grad_norm: 1.4100 2021-05-06 13:19:29,329 - mmaction - INFO - Epoch [4][440/1853] lr: 9.937e-02, eta: 21:59:10, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.5031, top5_acc: 0.8195, loss_cls: 1.6693, loss: 1.6693, grad_norm: 1.3439 2021-05-06 13:19:42,594 - mmaction - INFO - Epoch [4][460/1853] lr: 9.937e-02, eta: 21:58:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5375, top5_acc: 0.8359, loss_cls: 1.5377, loss: 1.5377, grad_norm: 1.2604 2021-05-06 13:19:55,875 - mmaction - INFO - Epoch [4][480/1853] lr: 9.936e-02, eta: 21:58:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5273, top5_acc: 0.8367, loss_cls: 1.5324, loss: 1.5324, grad_norm: 1.3465 2021-05-06 13:20:09,162 - mmaction - INFO - Epoch [4][500/1853] lr: 9.936e-02, eta: 21:57:45, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5359, top5_acc: 0.8438, loss_cls: 1.5188, loss: 1.5188, grad_norm: 1.3410 2021-05-06 13:20:22,401 - mmaction - INFO - Epoch [4][520/1853] lr: 9.935e-02, eta: 21:57:15, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.5211, top5_acc: 0.8180, loss_cls: 1.5627, loss: 1.5627, grad_norm: 1.3053 2021-05-06 13:20:35,647 - mmaction - INFO - Epoch [4][540/1853] lr: 9.935e-02, eta: 21:56:47, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5250, top5_acc: 0.8523, loss_cls: 1.5149, loss: 1.5149, grad_norm: 1.3448 2021-05-06 13:20:48,873 - mmaction - INFO - Epoch [4][560/1853] lr: 9.934e-02, eta: 21:56:17, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.5250, top5_acc: 0.8414, loss_cls: 1.5545, loss: 1.5545, grad_norm: 1.3704 2021-05-06 13:21:02,081 - mmaction - INFO - Epoch [4][580/1853] lr: 9.934e-02, eta: 21:55:48, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.5188, top5_acc: 0.8523, loss_cls: 1.5358, loss: 1.5358, grad_norm: 1.3128 2021-05-06 13:21:15,379 - mmaction - INFO - Epoch [4][600/1853] lr: 9.934e-02, eta: 21:55:20, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.5227, top5_acc: 0.8172, loss_cls: 1.5719, loss: 1.5719, grad_norm: 1.3389 2021-05-06 13:21:28,644 - mmaction - INFO - Epoch [4][620/1853] lr: 9.933e-02, eta: 21:54:52, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5203, top5_acc: 0.8211, loss_cls: 1.5854, loss: 1.5854, grad_norm: 1.2932 2021-05-06 13:21:41,923 - mmaction - INFO - Epoch [4][640/1853] lr: 9.933e-02, eta: 21:54:24, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.5250, top5_acc: 0.8328, loss_cls: 1.5598, loss: 1.5598, grad_norm: 1.3084 2021-05-06 13:21:55,189 - mmaction - INFO - Epoch [4][660/1853] lr: 9.932e-02, eta: 21:53:57, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.5531, top5_acc: 0.8398, loss_cls: 1.4953, loss: 1.4953, grad_norm: 1.2356 2021-05-06 13:22:08,456 - mmaction - INFO - Epoch [4][680/1853] lr: 9.932e-02, eta: 21:53:29, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.5437, top5_acc: 0.8391, loss_cls: 1.5126, loss: 1.5126, grad_norm: 1.3323 2021-05-06 13:22:21,744 - mmaction - INFO - Epoch [4][700/1853] lr: 9.931e-02, eta: 21:53:02, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.5312, top5_acc: 0.8422, loss_cls: 1.5068, loss: 1.5068, grad_norm: 1.3815 2021-05-06 13:22:35,024 - mmaction - INFO - Epoch [4][720/1853] lr: 9.931e-02, eta: 21:52:34, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5406, top5_acc: 0.8328, loss_cls: 1.5114, loss: 1.5114, grad_norm: 1.2593 2021-05-06 13:22:48,267 - mmaction - INFO - Epoch [4][740/1853] lr: 9.931e-02, eta: 21:52:06, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5453, top5_acc: 0.8516, loss_cls: 1.4810, loss: 1.4810, grad_norm: 1.2742 2021-05-06 13:23:01,555 - mmaction - INFO - Epoch [4][760/1853] lr: 9.930e-02, eta: 21:51:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5195, top5_acc: 0.8289, loss_cls: 1.5558, loss: 1.5558, grad_norm: 1.2733 2021-05-06 13:23:14,888 - mmaction - INFO - Epoch [4][780/1853] lr: 9.930e-02, eta: 21:51:13, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.5664, top5_acc: 0.8570, loss_cls: 1.4157, loss: 1.4157, grad_norm: 1.2441 2021-05-06 13:23:28,159 - mmaction - INFO - Epoch [4][800/1853] lr: 9.929e-02, eta: 21:50:46, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5570, top5_acc: 0.8523, loss_cls: 1.4466, loss: 1.4466, grad_norm: 1.3712 2021-05-06 13:23:41,401 - mmaction - INFO - Epoch [4][820/1853] lr: 9.929e-02, eta: 21:50:18, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5383, top5_acc: 0.8375, loss_cls: 1.5136, loss: 1.5136, grad_norm: 1.3466 2021-05-06 13:23:54,630 - mmaction - INFO - Epoch [4][840/1853] lr: 9.928e-02, eta: 21:49:50, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.5211, top5_acc: 0.8375, loss_cls: 1.5243, loss: 1.5243, grad_norm: 1.3045 2021-05-06 13:24:07,887 - mmaction - INFO - Epoch [4][860/1853] lr: 9.928e-02, eta: 21:49:23, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5633, top5_acc: 0.8453, loss_cls: 1.4552, loss: 1.4552, grad_norm: 1.2660 2021-05-06 13:24:21,197 - mmaction - INFO - Epoch [4][880/1853] lr: 9.927e-02, eta: 21:48:57, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.5563, top5_acc: 0.8398, loss_cls: 1.4624, loss: 1.4624, grad_norm: 1.2683 2021-05-06 13:24:34,488 - mmaction - INFO - Epoch [4][900/1853] lr: 9.927e-02, eta: 21:48:31, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.5477, top5_acc: 0.8297, loss_cls: 1.4917, loss: 1.4917, grad_norm: 1.3636 2021-05-06 13:24:47,735 - mmaction - INFO - Epoch [4][920/1853] lr: 9.927e-02, eta: 21:48:04, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5430, top5_acc: 0.8328, loss_cls: 1.5337, loss: 1.5337, grad_norm: 1.3383 2021-05-06 13:25:01,029 - mmaction - INFO - Epoch [4][940/1853] lr: 9.926e-02, eta: 21:47:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.5547, top5_acc: 0.8273, loss_cls: 1.5122, loss: 1.5122, grad_norm: 1.3168 2021-05-06 13:25:14,315 - mmaction - INFO - Epoch [4][960/1853] lr: 9.926e-02, eta: 21:47:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5539, top5_acc: 0.8281, loss_cls: 1.5125, loss: 1.5125, grad_norm: 1.2714 2021-05-06 13:25:27,563 - mmaction - INFO - Epoch [4][980/1853] lr: 9.925e-02, eta: 21:46:44, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.5617, top5_acc: 0.8469, loss_cls: 1.4369, loss: 1.4369, grad_norm: 1.2863 2021-05-06 13:25:40,821 - mmaction - INFO - Epoch [4][1000/1853] lr: 9.925e-02, eta: 21:46:18, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.5656, top5_acc: 0.8375, loss_cls: 1.4635, loss: 1.4635, grad_norm: 1.3045 2021-05-06 13:25:54,093 - mmaction - INFO - Epoch [4][1020/1853] lr: 9.924e-02, eta: 21:45:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5477, top5_acc: 0.8531, loss_cls: 1.4996, loss: 1.4996, grad_norm: 1.3398 2021-05-06 13:26:07,361 - mmaction - INFO - Epoch [4][1040/1853] lr: 9.924e-02, eta: 21:45:25, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.5609, top5_acc: 0.8484, loss_cls: 1.4481, loss: 1.4481, grad_norm: 1.3396 2021-05-06 13:26:20,646 - mmaction - INFO - Epoch [4][1060/1853] lr: 9.923e-02, eta: 21:44:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5484, top5_acc: 0.8328, loss_cls: 1.5065, loss: 1.5065, grad_norm: 1.3800 2021-05-06 13:26:33,955 - mmaction - INFO - Epoch [4][1080/1853] lr: 9.923e-02, eta: 21:44:34, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.5602, top5_acc: 0.8508, loss_cls: 1.4479, loss: 1.4479, grad_norm: 1.2902 2021-05-06 13:26:47,246 - mmaction - INFO - Epoch [4][1100/1853] lr: 9.922e-02, eta: 21:44:08, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.5648, top5_acc: 0.8523, loss_cls: 1.4240, loss: 1.4240, grad_norm: 1.2965 2021-05-06 13:27:00,515 - mmaction - INFO - Epoch [4][1120/1853] lr: 9.922e-02, eta: 21:43:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5406, top5_acc: 0.8328, loss_cls: 1.5153, loss: 1.5153, grad_norm: 1.3453 2021-05-06 13:27:13,805 - mmaction - INFO - Epoch [4][1140/1853] lr: 9.921e-02, eta: 21:43:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5555, top5_acc: 0.8555, loss_cls: 1.4169, loss: 1.4169, grad_norm: 1.2908 2021-05-06 13:27:27,089 - mmaction - INFO - Epoch [4][1160/1853] lr: 9.921e-02, eta: 21:42:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5523, top5_acc: 0.8258, loss_cls: 1.5108, loss: 1.5108, grad_norm: 1.3429 2021-05-06 13:27:40,364 - mmaction - INFO - Epoch [4][1180/1853] lr: 9.921e-02, eta: 21:42:26, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5602, top5_acc: 0.8531, loss_cls: 1.4521, loss: 1.4521, grad_norm: 1.3433 2021-05-06 13:27:53,592 - mmaction - INFO - Epoch [4][1200/1853] lr: 9.920e-02, eta: 21:42:00, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5516, top5_acc: 0.8328, loss_cls: 1.4882, loss: 1.4882, grad_norm: 1.3083 2021-05-06 13:28:06,888 - mmaction - INFO - Epoch [4][1220/1853] lr: 9.920e-02, eta: 21:41:34, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.5711, top5_acc: 0.8398, loss_cls: 1.4500, loss: 1.4500, grad_norm: 1.3083 2021-05-06 13:28:20,151 - mmaction - INFO - Epoch [4][1240/1853] lr: 9.919e-02, eta: 21:41:09, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5805, top5_acc: 0.8469, loss_cls: 1.4113, loss: 1.4113, grad_norm: 1.3387 2021-05-06 13:28:33,408 - mmaction - INFO - Epoch [4][1260/1853] lr: 9.919e-02, eta: 21:40:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5727, top5_acc: 0.8516, loss_cls: 1.4162, loss: 1.4162, grad_norm: 1.3519 2021-05-06 13:28:46,662 - mmaction - INFO - Epoch [4][1280/1853] lr: 9.918e-02, eta: 21:40:18, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5617, top5_acc: 0.8453, loss_cls: 1.4367, loss: 1.4367, grad_norm: 1.3363 2021-05-06 13:28:59,989 - mmaction - INFO - Epoch [4][1300/1853] lr: 9.918e-02, eta: 21:39:53, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.5656, top5_acc: 0.8414, loss_cls: 1.4494, loss: 1.4494, grad_norm: 1.2829 2021-05-06 13:29:13,235 - mmaction - INFO - Epoch [4][1320/1853] lr: 9.917e-02, eta: 21:39:28, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5555, top5_acc: 0.8406, loss_cls: 1.4579, loss: 1.4579, grad_norm: 1.3312 2021-05-06 13:29:26,532 - mmaction - INFO - Epoch [4][1340/1853] lr: 9.917e-02, eta: 21:39:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.5539, top5_acc: 0.8383, loss_cls: 1.4999, loss: 1.4999, grad_norm: 1.3217 2021-05-06 13:29:39,812 - mmaction - INFO - Epoch [4][1360/1853] lr: 9.916e-02, eta: 21:38:38, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5477, top5_acc: 0.8344, loss_cls: 1.5037, loss: 1.5037, grad_norm: 1.3166 2021-05-06 13:29:53,074 - mmaction - INFO - Epoch [4][1380/1853] lr: 9.916e-02, eta: 21:38:13, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5547, top5_acc: 0.8414, loss_cls: 1.4671, loss: 1.4671, grad_norm: 1.2559 2021-05-06 13:30:06,345 - mmaction - INFO - Epoch [4][1400/1853] lr: 9.915e-02, eta: 21:37:48, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.5813, top5_acc: 0.8570, loss_cls: 1.3726, loss: 1.3726, grad_norm: 1.2598 2021-05-06 13:30:19,627 - mmaction - INFO - Epoch [4][1420/1853] lr: 9.915e-02, eta: 21:37:24, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5773, top5_acc: 0.8703, loss_cls: 1.3882, loss: 1.3882, grad_norm: 1.3047 2021-05-06 13:30:32,930 - mmaction - INFO - Epoch [4][1440/1853] lr: 9.914e-02, eta: 21:36:59, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.5570, top5_acc: 0.8352, loss_cls: 1.4668, loss: 1.4668, grad_norm: 1.3228 2021-05-06 13:30:46,193 - mmaction - INFO - Epoch [4][1460/1853] lr: 9.914e-02, eta: 21:36:34, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5711, top5_acc: 0.8320, loss_cls: 1.4329, loss: 1.4329, grad_norm: 1.3311 2021-05-06 13:30:59,476 - mmaction - INFO - Epoch [4][1480/1853] lr: 9.913e-02, eta: 21:36:10, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.5602, top5_acc: 0.8445, loss_cls: 1.4579, loss: 1.4579, grad_norm: 1.3046 2021-05-06 13:31:12,791 - mmaction - INFO - Epoch [4][1500/1853] lr: 9.913e-02, eta: 21:35:46, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.5609, top5_acc: 0.8438, loss_cls: 1.4879, loss: 1.4879, grad_norm: 1.3412 2021-05-06 13:31:26,064 - mmaction - INFO - Epoch [4][1520/1853] lr: 9.912e-02, eta: 21:35:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5852, top5_acc: 0.8469, loss_cls: 1.3903, loss: 1.3903, grad_norm: 1.3059 2021-05-06 13:31:39,330 - mmaction - INFO - Epoch [4][1540/1853] lr: 9.912e-02, eta: 21:34:57, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6000, top5_acc: 0.8555, loss_cls: 1.3742, loss: 1.3742, grad_norm: 1.2879 2021-05-06 13:31:52,612 - mmaction - INFO - Epoch [4][1560/1853] lr: 9.911e-02, eta: 21:34:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5914, top5_acc: 0.8547, loss_cls: 1.3677, loss: 1.3677, grad_norm: 1.2722 2021-05-06 13:32:05,899 - mmaction - INFO - Epoch [4][1580/1853] lr: 9.911e-02, eta: 21:34:09, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5523, top5_acc: 0.8305, loss_cls: 1.4769, loss: 1.4769, grad_norm: 1.3425 2021-05-06 13:32:19,160 - mmaction - INFO - Epoch [4][1600/1853] lr: 9.910e-02, eta: 21:33:45, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.5734, top5_acc: 0.8375, loss_cls: 1.4296, loss: 1.4296, grad_norm: 1.2498 2021-05-06 13:32:32,459 - mmaction - INFO - Epoch [4][1620/1853] lr: 9.910e-02, eta: 21:33:21, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.5852, top5_acc: 0.8641, loss_cls: 1.3702, loss: 1.3702, grad_norm: 1.3307 2021-05-06 13:32:45,751 - mmaction - INFO - Epoch [4][1640/1853] lr: 9.909e-02, eta: 21:32:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5516, top5_acc: 0.8453, loss_cls: 1.4558, loss: 1.4558, grad_norm: 1.3595 2021-05-06 13:32:59,033 - mmaction - INFO - Epoch [4][1660/1853] lr: 9.909e-02, eta: 21:32:33, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.5898, top5_acc: 0.8570, loss_cls: 1.3759, loss: 1.3759, grad_norm: 1.2866 2021-05-06 13:33:12,278 - mmaction - INFO - Epoch [4][1680/1853] lr: 9.908e-02, eta: 21:32:09, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5547, top5_acc: 0.8492, loss_cls: 1.4416, loss: 1.4416, grad_norm: 1.3497 2021-05-06 13:33:25,519 - mmaction - INFO - Epoch [4][1700/1853] lr: 9.908e-02, eta: 21:31:44, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5836, top5_acc: 0.8523, loss_cls: 1.3842, loss: 1.3842, grad_norm: 1.2718 2021-05-06 13:33:38,776 - mmaction - INFO - Epoch [4][1720/1853] lr: 9.907e-02, eta: 21:31:20, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5500, top5_acc: 0.8398, loss_cls: 1.4664, loss: 1.4664, grad_norm: 1.3453 2021-05-06 13:33:52,063 - mmaction - INFO - Epoch [4][1740/1853] lr: 9.907e-02, eta: 21:30:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5461, top5_acc: 0.8273, loss_cls: 1.4987, loss: 1.4987, grad_norm: 1.3100 2021-05-06 13:34:05,304 - mmaction - INFO - Epoch [4][1760/1853] lr: 9.906e-02, eta: 21:30:32, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5820, top5_acc: 0.8602, loss_cls: 1.4117, loss: 1.4117, grad_norm: 1.2929 2021-05-06 13:34:18,544 - mmaction - INFO - Epoch [4][1780/1853] lr: 9.906e-02, eta: 21:30:08, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5602, top5_acc: 0.8539, loss_cls: 1.4190, loss: 1.4190, grad_norm: 1.3579 2021-05-06 13:34:31,781 - mmaction - INFO - Epoch [4][1800/1853] lr: 9.905e-02, eta: 21:29:44, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5789, top5_acc: 0.8617, loss_cls: 1.3567, loss: 1.3567, grad_norm: 1.3213 2021-05-06 13:34:45,002 - mmaction - INFO - Epoch [4][1820/1853] lr: 9.905e-02, eta: 21:29:20, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.5766, top5_acc: 0.8727, loss_cls: 1.3476, loss: 1.3476, grad_norm: 1.2957 2021-05-06 13:34:58,267 - mmaction - INFO - Epoch [4][1840/1853] lr: 9.904e-02, eta: 21:28:56, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.5719, top5_acc: 0.8555, loss_cls: 1.4012, loss: 1.4012, grad_norm: 1.2989 2021-05-06 13:35:07,753 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-05-06 13:37:08,567 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 13:37:08,597 - mmaction - INFO - top1_acc 0.7565 top5_acc 0.9585 2021-05-06 13:37:08,597 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 13:37:08,605 - mmaction - INFO - mean_acc 0.7574 2021-05-06 13:37:08,976 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-05-06 13:37:08,976 - mmaction - INFO - Best top1_acc is 0.7565 at 4 epoch. 2021-05-06 13:37:08,979 - mmaction - INFO - Epoch(val) [4][1853] top1_acc: 0.7565, top5_acc: 0.9585, mean_class_accuracy: 0.7574 2021-05-06 13:38:43,735 - mmaction - INFO - Epoch [5][20/1853] lr: 9.903e-02, eta: 21:46:27, time: 4.737, data_time: 4.079, memory: 5809, top1_acc: 0.5586, top5_acc: 0.8344, loss_cls: 1.4452, loss: 1.4452, grad_norm: 1.3052 2021-05-06 13:38:56,812 - mmaction - INFO - Epoch [5][40/1853] lr: 9.903e-02, eta: 21:45:57, time: 0.654, data_time: 0.002, memory: 5809, top1_acc: 0.6062, top5_acc: 0.8688, loss_cls: 1.3108, loss: 1.3108, grad_norm: 1.2792 2021-05-06 13:39:09,897 - mmaction - INFO - Epoch [5][60/1853] lr: 9.902e-02, eta: 21:45:28, time: 0.654, data_time: 0.001, memory: 5809, top1_acc: 0.6070, top5_acc: 0.8617, loss_cls: 1.3213, loss: 1.3213, grad_norm: 1.3029 2021-05-06 13:39:23,008 - mmaction - INFO - Epoch [5][80/1853] lr: 9.902e-02, eta: 21:44:59, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.5609, top5_acc: 0.8617, loss_cls: 1.4279, loss: 1.4279, grad_norm: 1.3433 2021-05-06 13:39:36,170 - mmaction - INFO - Epoch [5][100/1853] lr: 9.901e-02, eta: 21:44:31, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.6039, top5_acc: 0.8727, loss_cls: 1.3456, loss: 1.3456, grad_norm: 1.2542 2021-05-06 13:39:49,308 - mmaction - INFO - Epoch [5][120/1853] lr: 9.901e-02, eta: 21:44:03, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.5734, top5_acc: 0.8500, loss_cls: 1.3830, loss: 1.3830, grad_norm: 1.2686 2021-05-06 13:40:02,516 - mmaction - INFO - Epoch [5][140/1853] lr: 9.900e-02, eta: 21:43:36, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.5898, top5_acc: 0.8539, loss_cls: 1.3518, loss: 1.3518, grad_norm: 1.2591 2021-05-06 13:40:15,728 - mmaction - INFO - Epoch [5][160/1853] lr: 9.900e-02, eta: 21:43:09, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.5656, top5_acc: 0.8477, loss_cls: 1.4311, loss: 1.4311, grad_norm: 1.3403 2021-05-06 13:40:28,925 - mmaction - INFO - Epoch [5][180/1853] lr: 9.899e-02, eta: 21:42:42, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.5797, top5_acc: 0.8414, loss_cls: 1.3909, loss: 1.3909, grad_norm: 1.2938 2021-05-06 13:40:42,133 - mmaction - INFO - Epoch [5][200/1853] lr: 9.899e-02, eta: 21:42:15, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.6023, top5_acc: 0.8586, loss_cls: 1.3158, loss: 1.3158, grad_norm: 1.2153 2021-05-06 13:40:55,358 - mmaction - INFO - Epoch [5][220/1853] lr: 9.898e-02, eta: 21:41:49, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6008, top5_acc: 0.8586, loss_cls: 1.3361, loss: 1.3361, grad_norm: 1.2811 2021-05-06 13:41:08,585 - mmaction - INFO - Epoch [5][240/1853] lr: 9.898e-02, eta: 21:41:22, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.5898, top5_acc: 0.8625, loss_cls: 1.3562, loss: 1.3562, grad_norm: 1.3447 2021-05-06 13:41:21,816 - mmaction - INFO - Epoch [5][260/1853] lr: 9.897e-02, eta: 21:40:56, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5750, top5_acc: 0.8492, loss_cls: 1.3973, loss: 1.3973, grad_norm: 1.3174 2021-05-06 13:41:35,104 - mmaction - INFO - Epoch [5][280/1853] lr: 9.897e-02, eta: 21:40:31, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5953, top5_acc: 0.8641, loss_cls: 1.3459, loss: 1.3459, grad_norm: 1.2829 2021-05-06 13:41:48,346 - mmaction - INFO - Epoch [5][300/1853] lr: 9.896e-02, eta: 21:40:05, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5852, top5_acc: 0.8484, loss_cls: 1.3869, loss: 1.3869, grad_norm: 1.3840 2021-05-06 13:42:01,592 - mmaction - INFO - Epoch [5][320/1853] lr: 9.896e-02, eta: 21:39:39, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5984, top5_acc: 0.8531, loss_cls: 1.3686, loss: 1.3686, grad_norm: 1.3441 2021-05-06 13:42:14,911 - mmaction - INFO - Epoch [5][340/1853] lr: 9.895e-02, eta: 21:39:14, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.5609, top5_acc: 0.8313, loss_cls: 1.4649, loss: 1.4649, grad_norm: 1.3186 2021-05-06 13:42:28,142 - mmaction - INFO - Epoch [5][360/1853] lr: 9.894e-02, eta: 21:38:48, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5883, top5_acc: 0.8438, loss_cls: 1.3839, loss: 1.3839, grad_norm: 1.2927 2021-05-06 13:42:41,382 - mmaction - INFO - Epoch [5][380/1853] lr: 9.894e-02, eta: 21:38:22, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5875, top5_acc: 0.8516, loss_cls: 1.3962, loss: 1.3962, grad_norm: 1.3292 2021-05-06 13:42:54,652 - mmaction - INFO - Epoch [5][400/1853] lr: 9.893e-02, eta: 21:37:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6148, top5_acc: 0.8617, loss_cls: 1.2789, loss: 1.2789, grad_norm: 1.2524 2021-05-06 13:43:07,891 - mmaction - INFO - Epoch [5][420/1853] lr: 9.893e-02, eta: 21:37:31, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5703, top5_acc: 0.8547, loss_cls: 1.3441, loss: 1.3441, grad_norm: 1.2965 2021-05-06 13:43:21,182 - mmaction - INFO - Epoch [5][440/1853] lr: 9.892e-02, eta: 21:37:06, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6016, top5_acc: 0.8633, loss_cls: 1.3268, loss: 1.3268, grad_norm: 1.2789 2021-05-06 13:43:34,507 - mmaction - INFO - Epoch [5][460/1853] lr: 9.892e-02, eta: 21:36:42, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.5992, top5_acc: 0.8430, loss_cls: 1.3410, loss: 1.3410, grad_norm: 1.2759 2021-05-06 13:43:47,779 - mmaction - INFO - Epoch [5][480/1853] lr: 9.891e-02, eta: 21:36:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5992, top5_acc: 0.8625, loss_cls: 1.3064, loss: 1.3064, grad_norm: 1.2943 2021-05-06 13:44:01,040 - mmaction - INFO - Epoch [5][500/1853] lr: 9.891e-02, eta: 21:35:52, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5531, top5_acc: 0.8328, loss_cls: 1.4617, loss: 1.4617, grad_norm: 1.3574 2021-05-06 13:44:14,324 - mmaction - INFO - Epoch [5][520/1853] lr: 9.890e-02, eta: 21:35:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5797, top5_acc: 0.8406, loss_cls: 1.4092, loss: 1.4092, grad_norm: 1.3346 2021-05-06 13:44:27,551 - mmaction - INFO - Epoch [5][540/1853] lr: 9.889e-02, eta: 21:35:02, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.5898, top5_acc: 0.8633, loss_cls: 1.3120, loss: 1.3120, grad_norm: 1.3003 2021-05-06 13:44:40,868 - mmaction - INFO - Epoch [5][560/1853] lr: 9.889e-02, eta: 21:34:38, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6070, top5_acc: 0.8453, loss_cls: 1.3234, loss: 1.3234, grad_norm: 1.2601 2021-05-06 13:44:54,142 - mmaction - INFO - Epoch [5][580/1853] lr: 9.888e-02, eta: 21:34:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6016, top5_acc: 0.8422, loss_cls: 1.3502, loss: 1.3502, grad_norm: 1.2754 2021-05-06 13:45:07,387 - mmaction - INFO - Epoch [5][600/1853] lr: 9.888e-02, eta: 21:33:48, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5945, top5_acc: 0.8469, loss_cls: 1.3571, loss: 1.3571, grad_norm: 1.2903 2021-05-06 13:45:20,653 - mmaction - INFO - Epoch [5][620/1853] lr: 9.887e-02, eta: 21:33:23, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6188, top5_acc: 0.8641, loss_cls: 1.3475, loss: 1.3475, grad_norm: 1.2807 2021-05-06 13:45:33,916 - mmaction - INFO - Epoch [5][640/1853] lr: 9.887e-02, eta: 21:32:58, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6016, top5_acc: 0.8656, loss_cls: 1.3848, loss: 1.3848, grad_norm: 1.2841 2021-05-06 13:45:47,157 - mmaction - INFO - Epoch [5][660/1853] lr: 9.886e-02, eta: 21:32:33, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5758, top5_acc: 0.8633, loss_cls: 1.3581, loss: 1.3581, grad_norm: 1.3164 2021-05-06 13:46:00,423 - mmaction - INFO - Epoch [5][680/1853] lr: 9.886e-02, eta: 21:32:09, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6047, top5_acc: 0.8539, loss_cls: 1.3286, loss: 1.3286, grad_norm: 1.2730 2021-05-06 13:46:13,717 - mmaction - INFO - Epoch [5][700/1853] lr: 9.885e-02, eta: 21:31:45, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.5891, top5_acc: 0.8609, loss_cls: 1.3669, loss: 1.3669, grad_norm: 1.3502 2021-05-06 13:46:26,983 - mmaction - INFO - Epoch [5][720/1853] lr: 9.884e-02, eta: 21:31:20, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5977, top5_acc: 0.8578, loss_cls: 1.3616, loss: 1.3616, grad_norm: 1.3454 2021-05-06 13:46:40,228 - mmaction - INFO - Epoch [5][740/1853] lr: 9.884e-02, eta: 21:30:56, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5930, top5_acc: 0.8539, loss_cls: 1.3519, loss: 1.3519, grad_norm: 1.3050 2021-05-06 13:46:53,487 - mmaction - INFO - Epoch [5][760/1853] lr: 9.883e-02, eta: 21:30:31, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5945, top5_acc: 0.8547, loss_cls: 1.3128, loss: 1.3128, grad_norm: 1.2700 2021-05-06 13:47:06,735 - mmaction - INFO - Epoch [5][780/1853] lr: 9.883e-02, eta: 21:30:07, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5953, top5_acc: 0.8609, loss_cls: 1.3269, loss: 1.3269, grad_norm: 1.3224 2021-05-06 13:47:20,006 - mmaction - INFO - Epoch [5][800/1853] lr: 9.882e-02, eta: 21:29:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6047, top5_acc: 0.8672, loss_cls: 1.3189, loss: 1.3189, grad_norm: 1.3187 2021-05-06 13:47:33,293 - mmaction - INFO - Epoch [5][820/1853] lr: 9.882e-02, eta: 21:29:19, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5953, top5_acc: 0.8477, loss_cls: 1.3859, loss: 1.3859, grad_norm: 1.3298 2021-05-06 13:47:46,566 - mmaction - INFO - Epoch [5][840/1853] lr: 9.881e-02, eta: 21:28:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5969, top5_acc: 0.8508, loss_cls: 1.3773, loss: 1.3773, grad_norm: 1.2822 2021-05-06 13:47:59,839 - mmaction - INFO - Epoch [5][860/1853] lr: 9.880e-02, eta: 21:28:31, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6055, top5_acc: 0.8547, loss_cls: 1.3324, loss: 1.3324, grad_norm: 1.3007 2021-05-06 13:48:13,110 - mmaction - INFO - Epoch [5][880/1853] lr: 9.880e-02, eta: 21:28:07, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5992, top5_acc: 0.8469, loss_cls: 1.3470, loss: 1.3470, grad_norm: 1.2641 2021-05-06 13:48:26,350 - mmaction - INFO - Epoch [5][900/1853] lr: 9.879e-02, eta: 21:27:43, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.5687, top5_acc: 0.8453, loss_cls: 1.4126, loss: 1.4126, grad_norm: 1.3651 2021-05-06 13:48:39,664 - mmaction - INFO - Epoch [5][920/1853] lr: 9.879e-02, eta: 21:27:19, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6008, top5_acc: 0.8742, loss_cls: 1.2894, loss: 1.2894, grad_norm: 1.2483 2021-05-06 13:48:52,926 - mmaction - INFO - Epoch [5][940/1853] lr: 9.878e-02, eta: 21:26:56, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6078, top5_acc: 0.8641, loss_cls: 1.2982, loss: 1.2982, grad_norm: 1.2837 2021-05-06 13:49:06,180 - mmaction - INFO - Epoch [5][960/1853] lr: 9.878e-02, eta: 21:26:32, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6211, top5_acc: 0.8844, loss_cls: 1.2645, loss: 1.2645, grad_norm: 1.3432 2021-05-06 13:49:19,484 - mmaction - INFO - Epoch [5][980/1853] lr: 9.877e-02, eta: 21:26:08, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6195, top5_acc: 0.8570, loss_cls: 1.2968, loss: 1.2968, grad_norm: 1.3489 2021-05-06 13:49:32,773 - mmaction - INFO - Epoch [5][1000/1853] lr: 9.876e-02, eta: 21:25:45, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6336, top5_acc: 0.8688, loss_cls: 1.2503, loss: 1.2503, grad_norm: 1.2940 2021-05-06 13:49:46,043 - mmaction - INFO - Epoch [5][1020/1853] lr: 9.876e-02, eta: 21:25:21, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6273, top5_acc: 0.8695, loss_cls: 1.2800, loss: 1.2800, grad_norm: 1.3033 2021-05-06 13:49:59,327 - mmaction - INFO - Epoch [5][1040/1853] lr: 9.875e-02, eta: 21:24:58, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6180, top5_acc: 0.8711, loss_cls: 1.2926, loss: 1.2926, grad_norm: 1.3003 2021-05-06 13:50:12,603 - mmaction - INFO - Epoch [5][1060/1853] lr: 9.875e-02, eta: 21:24:35, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.5930, top5_acc: 0.8648, loss_cls: 1.3152, loss: 1.3152, grad_norm: 1.3906 2021-05-06 13:50:25,846 - mmaction - INFO - Epoch [5][1080/1853] lr: 9.874e-02, eta: 21:24:11, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6156, top5_acc: 0.8797, loss_cls: 1.2704, loss: 1.2704, grad_norm: 1.2885 2021-05-06 13:50:39,148 - mmaction - INFO - Epoch [5][1100/1853] lr: 9.873e-02, eta: 21:23:48, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6141, top5_acc: 0.8703, loss_cls: 1.2843, loss: 1.2843, grad_norm: 1.3480 2021-05-06 13:50:52,441 - mmaction - INFO - Epoch [5][1120/1853] lr: 9.873e-02, eta: 21:23:25, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.5914, top5_acc: 0.8367, loss_cls: 1.3668, loss: 1.3668, grad_norm: 1.3234 2021-05-06 13:51:05,695 - mmaction - INFO - Epoch [5][1140/1853] lr: 9.872e-02, eta: 21:23:01, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6070, top5_acc: 0.8617, loss_cls: 1.3334, loss: 1.3334, grad_norm: 1.3435 2021-05-06 13:51:18,985 - mmaction - INFO - Epoch [5][1160/1853] lr: 9.872e-02, eta: 21:22:38, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5852, top5_acc: 0.8602, loss_cls: 1.3541, loss: 1.3541, grad_norm: 1.3097 2021-05-06 13:51:32,244 - mmaction - INFO - Epoch [5][1180/1853] lr: 9.871e-02, eta: 21:22:15, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.5938, top5_acc: 0.8477, loss_cls: 1.3264, loss: 1.3264, grad_norm: 1.2667 2021-05-06 13:51:45,509 - mmaction - INFO - Epoch [5][1200/1853] lr: 9.870e-02, eta: 21:21:52, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5836, top5_acc: 0.8422, loss_cls: 1.3467, loss: 1.3467, grad_norm: 1.3227 2021-05-06 13:51:58,770 - mmaction - INFO - Epoch [5][1220/1853] lr: 9.870e-02, eta: 21:21:28, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6109, top5_acc: 0.8508, loss_cls: 1.3816, loss: 1.3816, grad_norm: 1.3128 2021-05-06 13:52:12,000 - mmaction - INFO - Epoch [5][1240/1853] lr: 9.869e-02, eta: 21:21:05, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6148, top5_acc: 0.8703, loss_cls: 1.2889, loss: 1.2889, grad_norm: 1.3177 2021-05-06 13:52:25,267 - mmaction - INFO - Epoch [5][1260/1853] lr: 9.869e-02, eta: 21:20:42, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.6258, top5_acc: 0.8656, loss_cls: 1.2698, loss: 1.2698, grad_norm: 1.2601 2021-05-06 13:52:38,579 - mmaction - INFO - Epoch [5][1280/1853] lr: 9.868e-02, eta: 21:20:19, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.6312, top5_acc: 0.8695, loss_cls: 1.2302, loss: 1.2302, grad_norm: 1.2466 2021-05-06 13:52:51,842 - mmaction - INFO - Epoch [5][1300/1853] lr: 9.867e-02, eta: 21:19:56, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6039, top5_acc: 0.8508, loss_cls: 1.3421, loss: 1.3421, grad_norm: 1.3855 2021-05-06 13:53:05,110 - mmaction - INFO - Epoch [5][1320/1853] lr: 9.867e-02, eta: 21:19:33, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6031, top5_acc: 0.8430, loss_cls: 1.3310, loss: 1.3310, grad_norm: 1.3063 2021-05-06 13:53:18,402 - mmaction - INFO - Epoch [5][1340/1853] lr: 9.866e-02, eta: 21:19:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6047, top5_acc: 0.8789, loss_cls: 1.3075, loss: 1.3075, grad_norm: 1.3273 2021-05-06 13:53:31,693 - mmaction - INFO - Epoch [5][1360/1853] lr: 9.866e-02, eta: 21:18:48, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6180, top5_acc: 0.8703, loss_cls: 1.2614, loss: 1.2614, grad_norm: 1.2855 2021-05-06 13:53:44,960 - mmaction - INFO - Epoch [5][1380/1853] lr: 9.865e-02, eta: 21:18:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6117, top5_acc: 0.8648, loss_cls: 1.3103, loss: 1.3103, grad_norm: 1.3268 2021-05-06 13:53:58,281 - mmaction - INFO - Epoch [5][1400/1853] lr: 9.864e-02, eta: 21:18:03, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.6164, top5_acc: 0.8641, loss_cls: 1.2712, loss: 1.2712, grad_norm: 1.3026 2021-05-06 13:54:11,540 - mmaction - INFO - Epoch [5][1420/1853] lr: 9.864e-02, eta: 21:17:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6094, top5_acc: 0.8750, loss_cls: 1.2989, loss: 1.2989, grad_norm: 1.3414 2021-05-06 13:54:24,844 - mmaction - INFO - Epoch [5][1440/1853] lr: 9.863e-02, eta: 21:17:18, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6359, top5_acc: 0.8766, loss_cls: 1.2374, loss: 1.2374, grad_norm: 1.2797 2021-05-06 13:54:38,117 - mmaction - INFO - Epoch [5][1460/1853] lr: 9.863e-02, eta: 21:16:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6133, top5_acc: 0.8742, loss_cls: 1.2330, loss: 1.2330, grad_norm: 1.2234 2021-05-06 13:54:51,372 - mmaction - INFO - Epoch [5][1480/1853] lr: 9.862e-02, eta: 21:16:33, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5938, top5_acc: 0.8500, loss_cls: 1.3717, loss: 1.3717, grad_norm: 1.3434 2021-05-06 13:55:04,663 - mmaction - INFO - Epoch [5][1500/1853] lr: 9.861e-02, eta: 21:16:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6078, top5_acc: 0.8688, loss_cls: 1.2888, loss: 1.2888, grad_norm: 1.2834 2021-05-06 13:55:17,946 - mmaction - INFO - Epoch [5][1520/1853] lr: 9.861e-02, eta: 21:15:49, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6125, top5_acc: 0.8492, loss_cls: 1.2979, loss: 1.2979, grad_norm: 1.2976 2021-05-06 13:55:31,214 - mmaction - INFO - Epoch [5][1540/1853] lr: 9.860e-02, eta: 21:15:26, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.5781, top5_acc: 0.8516, loss_cls: 1.3608, loss: 1.3608, grad_norm: 1.3619 2021-05-06 13:55:44,539 - mmaction - INFO - Epoch [5][1560/1853] lr: 9.859e-02, eta: 21:15:04, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6047, top5_acc: 0.8656, loss_cls: 1.2965, loss: 1.2965, grad_norm: 1.3577 2021-05-06 13:55:57,811 - mmaction - INFO - Epoch [5][1580/1853] lr: 9.859e-02, eta: 21:14:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6102, top5_acc: 0.8594, loss_cls: 1.2719, loss: 1.2719, grad_norm: 1.3054 2021-05-06 13:56:11,067 - mmaction - INFO - Epoch [5][1600/1853] lr: 9.858e-02, eta: 21:14:20, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6445, top5_acc: 0.8789, loss_cls: 1.2316, loss: 1.2316, grad_norm: 1.2984 2021-05-06 13:56:24,329 - mmaction - INFO - Epoch [5][1620/1853] lr: 9.858e-02, eta: 21:13:57, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6078, top5_acc: 0.8617, loss_cls: 1.3013, loss: 1.3013, grad_norm: 1.3163 2021-05-06 13:56:37,658 - mmaction - INFO - Epoch [5][1640/1853] lr: 9.857e-02, eta: 21:13:36, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6086, top5_acc: 0.8570, loss_cls: 1.3277, loss: 1.3277, grad_norm: 1.2553 2021-05-06 13:56:50,927 - mmaction - INFO - Epoch [5][1660/1853] lr: 9.856e-02, eta: 21:13:14, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.5969, top5_acc: 0.8562, loss_cls: 1.3290, loss: 1.3290, grad_norm: 1.3251 2021-05-06 13:57:04,227 - mmaction - INFO - Epoch [5][1680/1853] lr: 9.856e-02, eta: 21:12:52, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6281, top5_acc: 0.8719, loss_cls: 1.2337, loss: 1.2337, grad_norm: 1.2284 2021-05-06 13:57:17,519 - mmaction - INFO - Epoch [5][1700/1853] lr: 9.855e-02, eta: 21:12:30, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6180, top5_acc: 0.8625, loss_cls: 1.2788, loss: 1.2788, grad_norm: 1.3838 2021-05-06 13:57:30,779 - mmaction - INFO - Epoch [5][1720/1853] lr: 9.854e-02, eta: 21:12:08, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6250, top5_acc: 0.8680, loss_cls: 1.2614, loss: 1.2614, grad_norm: 1.2832 2021-05-06 13:57:44,052 - mmaction - INFO - Epoch [5][1740/1853] lr: 9.854e-02, eta: 21:11:46, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6133, top5_acc: 0.8609, loss_cls: 1.2744, loss: 1.2744, grad_norm: 1.2709 2021-05-06 13:57:57,351 - mmaction - INFO - Epoch [5][1760/1853] lr: 9.853e-02, eta: 21:11:24, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6250, top5_acc: 0.8703, loss_cls: 1.2385, loss: 1.2385, grad_norm: 1.2476 2021-05-06 13:58:10,587 - mmaction - INFO - Epoch [5][1780/1853] lr: 9.853e-02, eta: 21:11:02, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6047, top5_acc: 0.8625, loss_cls: 1.2852, loss: 1.2852, grad_norm: 1.3351 2021-05-06 13:58:23,883 - mmaction - INFO - Epoch [5][1800/1853] lr: 9.852e-02, eta: 21:10:40, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6336, top5_acc: 0.8711, loss_cls: 1.2439, loss: 1.2439, grad_norm: 1.2663 2021-05-06 13:58:37,193 - mmaction - INFO - Epoch [5][1820/1853] lr: 9.851e-02, eta: 21:10:19, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6297, top5_acc: 0.8906, loss_cls: 1.2048, loss: 1.2048, grad_norm: 1.2789 2021-05-06 13:58:50,477 - mmaction - INFO - Epoch [5][1840/1853] lr: 9.851e-02, eta: 21:09:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6289, top5_acc: 0.8602, loss_cls: 1.2717, loss: 1.2717, grad_norm: 1.3290 2021-05-06 13:59:00,167 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-05-06 14:00:10,879 - mmaction - INFO - Epoch [6][20/1853] lr: 9.850e-02, eta: 21:18:51, time: 3.514, data_time: 2.854, memory: 5809, top1_acc: 0.5875, top5_acc: 0.8594, loss_cls: 1.3310, loss: 1.3310, grad_norm: 1.3654 2021-05-06 14:00:24,011 - mmaction - INFO - Epoch [6][40/1853] lr: 9.849e-02, eta: 21:18:26, time: 0.656, data_time: 0.002, memory: 5809, top1_acc: 0.6125, top5_acc: 0.8633, loss_cls: 1.2807, loss: 1.2807, grad_norm: 1.3375 2021-05-06 14:00:37,139 - mmaction - INFO - Epoch [6][60/1853] lr: 9.848e-02, eta: 21:18:01, time: 0.656, data_time: 0.002, memory: 5809, top1_acc: 0.6352, top5_acc: 0.8695, loss_cls: 1.2216, loss: 1.2216, grad_norm: 1.2755 2021-05-06 14:00:50,336 - mmaction - INFO - Epoch [6][80/1853] lr: 9.848e-02, eta: 21:17:37, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.6289, top5_acc: 0.8820, loss_cls: 1.2345, loss: 1.2345, grad_norm: 1.3630 2021-05-06 14:01:03,542 - mmaction - INFO - Epoch [6][100/1853] lr: 9.847e-02, eta: 21:17:14, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.6125, top5_acc: 0.8625, loss_cls: 1.2960, loss: 1.2960, grad_norm: 1.3253 2021-05-06 14:01:16,745 - mmaction - INFO - Epoch [6][120/1853] lr: 9.846e-02, eta: 21:16:50, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.6242, top5_acc: 0.8719, loss_cls: 1.2837, loss: 1.2837, grad_norm: 1.2825 2021-05-06 14:01:30,008 - mmaction - INFO - Epoch [6][140/1853] lr: 9.846e-02, eta: 21:16:27, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6516, top5_acc: 0.8898, loss_cls: 1.1663, loss: 1.1663, grad_norm: 1.2657 2021-05-06 14:01:43,268 - mmaction - INFO - Epoch [6][160/1853] lr: 9.845e-02, eta: 21:16:04, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6195, top5_acc: 0.8609, loss_cls: 1.2942, loss: 1.2942, grad_norm: 1.3779 2021-05-06 14:01:56,485 - mmaction - INFO - Epoch [6][180/1853] lr: 9.844e-02, eta: 21:15:41, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6328, top5_acc: 0.8859, loss_cls: 1.2079, loss: 1.2079, grad_norm: 1.2733 2021-05-06 14:02:09,748 - mmaction - INFO - Epoch [6][200/1853] lr: 9.844e-02, eta: 21:15:18, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.5984, top5_acc: 0.8492, loss_cls: 1.3405, loss: 1.3405, grad_norm: 1.3954 2021-05-06 14:02:22,994 - mmaction - INFO - Epoch [6][220/1853] lr: 9.843e-02, eta: 21:14:55, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5984, top5_acc: 0.8555, loss_cls: 1.3543, loss: 1.3543, grad_norm: 1.3653 2021-05-06 14:02:36,224 - mmaction - INFO - Epoch [6][240/1853] lr: 9.842e-02, eta: 21:14:32, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6125, top5_acc: 0.8430, loss_cls: 1.3430, loss: 1.3430, grad_norm: 1.3093 2021-05-06 14:02:49,489 - mmaction - INFO - Epoch [6][260/1853] lr: 9.842e-02, eta: 21:14:09, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6359, top5_acc: 0.8727, loss_cls: 1.2318, loss: 1.2318, grad_norm: 1.2704 2021-05-06 14:03:02,774 - mmaction - INFO - Epoch [6][280/1853] lr: 9.841e-02, eta: 21:13:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6141, top5_acc: 0.8672, loss_cls: 1.3071, loss: 1.3071, grad_norm: 1.3255 2021-05-06 14:03:16,014 - mmaction - INFO - Epoch [6][300/1853] lr: 9.840e-02, eta: 21:13:24, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.5898, top5_acc: 0.8594, loss_cls: 1.3389, loss: 1.3389, grad_norm: 1.3495 2021-05-06 14:03:29,273 - mmaction - INFO - Epoch [6][320/1853] lr: 9.840e-02, eta: 21:13:01, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6359, top5_acc: 0.8766, loss_cls: 1.2410, loss: 1.2410, grad_norm: 1.2533 2021-05-06 14:03:42,538 - mmaction - INFO - Epoch [6][340/1853] lr: 9.839e-02, eta: 21:12:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6305, top5_acc: 0.8703, loss_cls: 1.2440, loss: 1.2440, grad_norm: 1.3254 2021-05-06 14:03:55,812 - mmaction - INFO - Epoch [6][360/1853] lr: 9.838e-02, eta: 21:12:16, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6211, top5_acc: 0.8539, loss_cls: 1.2536, loss: 1.2536, grad_norm: 1.3001 2021-05-06 14:04:09,109 - mmaction - INFO - Epoch [6][380/1853] lr: 9.838e-02, eta: 21:11:54, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6164, top5_acc: 0.8508, loss_cls: 1.2766, loss: 1.2766, grad_norm: 1.3417 2021-05-06 14:04:22,440 - mmaction - INFO - Epoch [6][400/1853] lr: 9.837e-02, eta: 21:11:33, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.5984, top5_acc: 0.8570, loss_cls: 1.3295, loss: 1.3295, grad_norm: 1.2955 2021-05-06 14:04:35,737 - mmaction - INFO - Epoch [6][420/1853] lr: 9.836e-02, eta: 21:11:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6367, top5_acc: 0.8812, loss_cls: 1.1888, loss: 1.1888, grad_norm: 1.2059 2021-05-06 14:04:49,030 - mmaction - INFO - Epoch [6][440/1853] lr: 9.836e-02, eta: 21:10:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6273, top5_acc: 0.8727, loss_cls: 1.2340, loss: 1.2340, grad_norm: 1.3072 2021-05-06 14:05:02,349 - mmaction - INFO - Epoch [6][460/1853] lr: 9.835e-02, eta: 21:10:27, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6219, top5_acc: 0.8797, loss_cls: 1.1924, loss: 1.1924, grad_norm: 1.2752 2021-05-06 14:05:15,627 - mmaction - INFO - Epoch [6][480/1853] lr: 9.834e-02, eta: 21:10:05, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6406, top5_acc: 0.8883, loss_cls: 1.1772, loss: 1.1772, grad_norm: 1.3237 2021-05-06 14:05:28,929 - mmaction - INFO - Epoch [6][500/1853] lr: 9.834e-02, eta: 21:09:43, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6172, top5_acc: 0.8672, loss_cls: 1.2569, loss: 1.2569, grad_norm: 1.2816 2021-05-06 14:05:42,202 - mmaction - INFO - Epoch [6][520/1853] lr: 9.833e-02, eta: 21:09:21, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6570, top5_acc: 0.8812, loss_cls: 1.1790, loss: 1.1790, grad_norm: 1.3024 2021-05-06 14:05:55,489 - mmaction - INFO - Epoch [6][540/1853] lr: 9.832e-02, eta: 21:08:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6195, top5_acc: 0.8758, loss_cls: 1.2731, loss: 1.2731, grad_norm: 1.3582 2021-05-06 14:06:08,779 - mmaction - INFO - Epoch [6][560/1853] lr: 9.832e-02, eta: 21:08:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6258, top5_acc: 0.8773, loss_cls: 1.2283, loss: 1.2283, grad_norm: 1.2990 2021-05-06 14:06:22,064 - mmaction - INFO - Epoch [6][580/1853] lr: 9.831e-02, eta: 21:08:15, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6305, top5_acc: 0.8609, loss_cls: 1.2421, loss: 1.2421, grad_norm: 1.2652 2021-05-06 14:06:35,343 - mmaction - INFO - Epoch [6][600/1853] lr: 9.830e-02, eta: 21:07:53, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.6375, top5_acc: 0.8734, loss_cls: 1.2047, loss: 1.2047, grad_norm: 1.3147 2021-05-06 14:06:48,640 - mmaction - INFO - Epoch [6][620/1853] lr: 9.830e-02, eta: 21:07:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6453, top5_acc: 0.8680, loss_cls: 1.2153, loss: 1.2153, grad_norm: 1.2683 2021-05-06 14:07:01,920 - mmaction - INFO - Epoch [6][640/1853] lr: 9.829e-02, eta: 21:07:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6312, top5_acc: 0.8750, loss_cls: 1.2163, loss: 1.2163, grad_norm: 1.2673 2021-05-06 14:07:15,197 - mmaction - INFO - Epoch [6][660/1853] lr: 9.828e-02, eta: 21:06:48, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6289, top5_acc: 0.8773, loss_cls: 1.2249, loss: 1.2249, grad_norm: 1.3212 2021-05-06 14:07:28,463 - mmaction - INFO - Epoch [6][680/1853] lr: 9.828e-02, eta: 21:06:26, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6539, top5_acc: 0.8789, loss_cls: 1.1788, loss: 1.1788, grad_norm: 1.2904 2021-05-06 14:07:41,777 - mmaction - INFO - Epoch [6][700/1853] lr: 9.827e-02, eta: 21:06:05, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.6102, top5_acc: 0.8531, loss_cls: 1.2990, loss: 1.2990, grad_norm: 1.3319 2021-05-06 14:07:55,114 - mmaction - INFO - Epoch [6][720/1853] lr: 9.826e-02, eta: 21:05:44, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.6367, top5_acc: 0.8773, loss_cls: 1.2581, loss: 1.2581, grad_norm: 1.2846 2021-05-06 14:08:08,359 - mmaction - INFO - Epoch [6][740/1853] lr: 9.825e-02, eta: 21:05:22, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6359, top5_acc: 0.8586, loss_cls: 1.2563, loss: 1.2563, grad_norm: 1.3220 2021-05-06 14:08:21,658 - mmaction - INFO - Epoch [6][760/1853] lr: 9.825e-02, eta: 21:05:00, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6336, top5_acc: 0.8883, loss_cls: 1.1888, loss: 1.1888, grad_norm: 1.2724 2021-05-06 14:08:34,932 - mmaction - INFO - Epoch [6][780/1853] lr: 9.824e-02, eta: 21:04:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6492, top5_acc: 0.8688, loss_cls: 1.2057, loss: 1.2057, grad_norm: 1.2759 2021-05-06 14:08:48,180 - mmaction - INFO - Epoch [6][800/1853] lr: 9.823e-02, eta: 21:04:17, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6289, top5_acc: 0.8648, loss_cls: 1.2156, loss: 1.2156, grad_norm: 1.3139 2021-05-06 14:09:01,418 - mmaction - INFO - Epoch [6][820/1853] lr: 9.823e-02, eta: 21:03:55, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6508, top5_acc: 0.8789, loss_cls: 1.1918, loss: 1.1918, grad_norm: 1.2584 2021-05-06 14:09:14,726 - mmaction - INFO - Epoch [6][840/1853] lr: 9.822e-02, eta: 21:03:34, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6234, top5_acc: 0.8500, loss_cls: 1.2611, loss: 1.2611, grad_norm: 1.2459 2021-05-06 14:09:28,027 - mmaction - INFO - Epoch [6][860/1853] lr: 9.821e-02, eta: 21:03:13, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6320, top5_acc: 0.8641, loss_cls: 1.2360, loss: 1.2360, grad_norm: 1.3156 2021-05-06 14:09:41,300 - mmaction - INFO - Epoch [6][880/1853] lr: 9.821e-02, eta: 21:02:51, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.6445, top5_acc: 0.8719, loss_cls: 1.2281, loss: 1.2281, grad_norm: 1.2521 2021-05-06 14:09:54,615 - mmaction - INFO - Epoch [6][900/1853] lr: 9.820e-02, eta: 21:02:30, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6312, top5_acc: 0.8727, loss_cls: 1.2100, loss: 1.2100, grad_norm: 1.3352 2021-05-06 14:10:07,892 - mmaction - INFO - Epoch [6][920/1853] lr: 9.819e-02, eta: 21:02:09, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6469, top5_acc: 0.8750, loss_cls: 1.1682, loss: 1.1682, grad_norm: 1.2722 2021-05-06 14:10:21,142 - mmaction - INFO - Epoch [6][940/1853] lr: 9.818e-02, eta: 21:01:47, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6141, top5_acc: 0.8539, loss_cls: 1.2849, loss: 1.2849, grad_norm: 1.2939 2021-05-06 14:10:34,422 - mmaction - INFO - Epoch [6][960/1853] lr: 9.818e-02, eta: 21:01:26, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6320, top5_acc: 0.8680, loss_cls: 1.2660, loss: 1.2660, grad_norm: 1.3529 2021-05-06 14:10:47,729 - mmaction - INFO - Epoch [6][980/1853] lr: 9.817e-02, eta: 21:01:05, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6516, top5_acc: 0.8844, loss_cls: 1.1317, loss: 1.1317, grad_norm: 1.2666 2021-05-06 14:11:00,994 - mmaction - INFO - Epoch [6][1000/1853] lr: 9.816e-02, eta: 21:00:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6344, top5_acc: 0.8773, loss_cls: 1.2349, loss: 1.2349, grad_norm: 1.3559 2021-05-06 14:11:14,225 - mmaction - INFO - Epoch [6][1020/1853] lr: 9.816e-02, eta: 21:00:22, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6687, top5_acc: 0.8828, loss_cls: 1.1625, loss: 1.1625, grad_norm: 1.2504 2021-05-06 14:11:27,513 - mmaction - INFO - Epoch [6][1040/1853] lr: 9.815e-02, eta: 21:00:01, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.6352, top5_acc: 0.8742, loss_cls: 1.2230, loss: 1.2230, grad_norm: 1.2871 2021-05-06 14:11:40,768 - mmaction - INFO - Epoch [6][1060/1853] lr: 9.814e-02, eta: 20:59:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6430, top5_acc: 0.8883, loss_cls: 1.1945, loss: 1.1945, grad_norm: 1.2759 2021-05-06 14:11:53,999 - mmaction - INFO - Epoch [6][1080/1853] lr: 9.813e-02, eta: 20:59:18, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6281, top5_acc: 0.8695, loss_cls: 1.2200, loss: 1.2200, grad_norm: 1.2763 2021-05-06 14:12:07,330 - mmaction - INFO - Epoch [6][1100/1853] lr: 9.813e-02, eta: 20:58:57, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6492, top5_acc: 0.8781, loss_cls: 1.1909, loss: 1.1909, grad_norm: 1.2331 2021-05-06 14:12:20,606 - mmaction - INFO - Epoch [6][1120/1853] lr: 9.812e-02, eta: 20:58:36, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6641, top5_acc: 0.8797, loss_cls: 1.1621, loss: 1.1621, grad_norm: 1.2755 2021-05-06 14:12:33,847 - mmaction - INFO - Epoch [6][1140/1853] lr: 9.811e-02, eta: 20:58:15, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6328, top5_acc: 0.8750, loss_cls: 1.2225, loss: 1.2225, grad_norm: 1.3391 2021-05-06 14:12:47,162 - mmaction - INFO - Epoch [6][1160/1853] lr: 9.811e-02, eta: 20:57:54, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6227, top5_acc: 0.8695, loss_cls: 1.2516, loss: 1.2516, grad_norm: 1.2558 2021-05-06 14:13:00,410 - mmaction - INFO - Epoch [6][1180/1853] lr: 9.810e-02, eta: 20:57:33, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6430, top5_acc: 0.8766, loss_cls: 1.1859, loss: 1.1859, grad_norm: 1.2776 2021-05-06 14:13:13,635 - mmaction - INFO - Epoch [6][1200/1853] lr: 9.809e-02, eta: 20:57:11, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6430, top5_acc: 0.8789, loss_cls: 1.1927, loss: 1.1927, grad_norm: 1.2859 2021-05-06 14:13:26,922 - mmaction - INFO - Epoch [6][1220/1853] lr: 9.808e-02, eta: 20:56:50, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6359, top5_acc: 0.8781, loss_cls: 1.2462, loss: 1.2462, grad_norm: 1.3406 2021-05-06 14:13:40,204 - mmaction - INFO - Epoch [6][1240/1853] lr: 9.808e-02, eta: 20:56:30, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6266, top5_acc: 0.8625, loss_cls: 1.2606, loss: 1.2606, grad_norm: 1.2571 2021-05-06 14:13:53,460 - mmaction - INFO - Epoch [6][1260/1853] lr: 9.807e-02, eta: 20:56:09, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6227, top5_acc: 0.8688, loss_cls: 1.2470, loss: 1.2470, grad_norm: 1.3162 2021-05-06 14:14:06,731 - mmaction - INFO - Epoch [6][1280/1853] lr: 9.806e-02, eta: 20:55:48, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6367, top5_acc: 0.8750, loss_cls: 1.2193, loss: 1.2193, grad_norm: 1.2540 2021-05-06 14:14:20,002 - mmaction - INFO - Epoch [6][1300/1853] lr: 9.805e-02, eta: 20:55:27, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.6375, top5_acc: 0.8758, loss_cls: 1.2105, loss: 1.2105, grad_norm: 1.2377 2021-05-06 14:14:33,310 - mmaction - INFO - Epoch [6][1320/1853] lr: 9.805e-02, eta: 20:55:06, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6531, top5_acc: 0.8711, loss_cls: 1.1976, loss: 1.1976, grad_norm: 1.2422 2021-05-06 14:14:46,595 - mmaction - INFO - Epoch [6][1340/1853] lr: 9.804e-02, eta: 20:54:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6711, top5_acc: 0.8781, loss_cls: 1.1208, loss: 1.1208, grad_norm: 1.1982 2021-05-06 14:14:59,884 - mmaction - INFO - Epoch [6][1360/1853] lr: 9.803e-02, eta: 20:54:25, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6312, top5_acc: 0.8727, loss_cls: 1.2550, loss: 1.2550, grad_norm: 1.3636 2021-05-06 14:15:13,164 - mmaction - INFO - Epoch [6][1380/1853] lr: 9.803e-02, eta: 20:54:05, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.6500, top5_acc: 0.8797, loss_cls: 1.1848, loss: 1.1848, grad_norm: 1.3229 2021-05-06 14:15:26,444 - mmaction - INFO - Epoch [6][1400/1853] lr: 9.802e-02, eta: 20:53:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6398, top5_acc: 0.8586, loss_cls: 1.2383, loss: 1.2383, grad_norm: 1.3140 2021-05-06 14:15:39,723 - mmaction - INFO - Epoch [6][1420/1853] lr: 9.801e-02, eta: 20:53:23, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6492, top5_acc: 0.8766, loss_cls: 1.1708, loss: 1.1708, grad_norm: 1.3050 2021-05-06 14:15:52,990 - mmaction - INFO - Epoch [6][1440/1853] lr: 9.800e-02, eta: 20:53:02, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6391, top5_acc: 0.8766, loss_cls: 1.2344, loss: 1.2344, grad_norm: 1.2636 2021-05-06 14:16:06,238 - mmaction - INFO - Epoch [6][1460/1853] lr: 9.800e-02, eta: 20:52:42, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6687, top5_acc: 0.8750, loss_cls: 1.1506, loss: 1.1506, grad_norm: 1.2734 2021-05-06 14:16:19,527 - mmaction - INFO - Epoch [6][1480/1853] lr: 9.799e-02, eta: 20:52:21, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6492, top5_acc: 0.8773, loss_cls: 1.1744, loss: 1.1744, grad_norm: 1.2686 2021-05-06 14:16:32,780 - mmaction - INFO - Epoch [6][1500/1853] lr: 9.798e-02, eta: 20:52:00, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6242, top5_acc: 0.8602, loss_cls: 1.2840, loss: 1.2840, grad_norm: 1.3532 2021-05-06 14:16:46,056 - mmaction - INFO - Epoch [6][1520/1853] lr: 9.797e-02, eta: 20:51:40, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6562, top5_acc: 0.8906, loss_cls: 1.1415, loss: 1.1415, grad_norm: 1.2391 2021-05-06 14:16:59,339 - mmaction - INFO - Epoch [6][1540/1853] lr: 9.797e-02, eta: 20:51:19, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6320, top5_acc: 0.8781, loss_cls: 1.2231, loss: 1.2231, grad_norm: 1.3525 2021-05-06 14:17:12,664 - mmaction - INFO - Epoch [6][1560/1853] lr: 9.796e-02, eta: 20:51:00, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.6398, top5_acc: 0.8906, loss_cls: 1.2115, loss: 1.2115, grad_norm: 1.3363 2021-05-06 14:17:25,931 - mmaction - INFO - Epoch [6][1580/1853] lr: 9.795e-02, eta: 20:50:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6617, top5_acc: 0.8695, loss_cls: 1.2044, loss: 1.2044, grad_norm: 1.3038 2021-05-06 14:17:39,181 - mmaction - INFO - Epoch [6][1600/1853] lr: 9.794e-02, eta: 20:50:18, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6273, top5_acc: 0.8625, loss_cls: 1.2429, loss: 1.2429, grad_norm: 1.3172 2021-05-06 14:17:52,473 - mmaction - INFO - Epoch [6][1620/1853] lr: 9.794e-02, eta: 20:49:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6227, top5_acc: 0.8672, loss_cls: 1.2239, loss: 1.2239, grad_norm: 1.3497 2021-05-06 14:18:05,713 - mmaction - INFO - Epoch [6][1640/1853] lr: 9.793e-02, eta: 20:49:37, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6695, top5_acc: 0.8727, loss_cls: 1.1924, loss: 1.1924, grad_norm: 1.2948 2021-05-06 14:18:19,003 - mmaction - INFO - Epoch [6][1660/1853] lr: 9.792e-02, eta: 20:49:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6516, top5_acc: 0.8781, loss_cls: 1.1689, loss: 1.1689, grad_norm: 1.2069 2021-05-06 14:18:32,308 - mmaction - INFO - Epoch [6][1680/1853] lr: 9.791e-02, eta: 20:48:57, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6555, top5_acc: 0.8750, loss_cls: 1.1542, loss: 1.1542, grad_norm: 1.2822 2021-05-06 14:18:45,581 - mmaction - INFO - Epoch [6][1700/1853] lr: 9.791e-02, eta: 20:48:37, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6094, top5_acc: 0.8586, loss_cls: 1.2944, loss: 1.2944, grad_norm: 1.2811 2021-05-06 14:18:58,854 - mmaction - INFO - Epoch [6][1720/1853] lr: 9.790e-02, eta: 20:48:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6383, top5_acc: 0.8750, loss_cls: 1.2250, loss: 1.2250, grad_norm: 1.3315 2021-05-06 14:19:12,135 - mmaction - INFO - Epoch [6][1740/1853] lr: 9.789e-02, eta: 20:47:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6445, top5_acc: 0.8844, loss_cls: 1.1909, loss: 1.1909, grad_norm: 1.2696 2021-05-06 14:19:25,366 - mmaction - INFO - Epoch [6][1760/1853] lr: 9.788e-02, eta: 20:47:36, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6625, top5_acc: 0.8734, loss_cls: 1.1776, loss: 1.1776, grad_norm: 1.2776 2021-05-06 14:19:38,630 - mmaction - INFO - Epoch [6][1780/1853] lr: 9.788e-02, eta: 20:47:16, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6742, top5_acc: 0.8891, loss_cls: 1.0873, loss: 1.0873, grad_norm: 1.2293 2021-05-06 14:19:51,910 - mmaction - INFO - Epoch [6][1800/1853] lr: 9.787e-02, eta: 20:46:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6523, top5_acc: 0.8789, loss_cls: 1.1421, loss: 1.1421, grad_norm: 1.3260 2021-05-06 14:20:05,180 - mmaction - INFO - Epoch [6][1820/1853] lr: 9.786e-02, eta: 20:46:35, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6227, top5_acc: 0.8781, loss_cls: 1.2243, loss: 1.2243, grad_norm: 1.3798 2021-05-06 14:20:18,439 - mmaction - INFO - Epoch [6][1840/1853] lr: 9.785e-02, eta: 20:46:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6414, top5_acc: 0.8781, loss_cls: 1.1670, loss: 1.1670, grad_norm: 1.2530 2021-05-06 14:20:27,981 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-05-06 14:22:26,845 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 14:22:26,874 - mmaction - INFO - top1_acc 0.8304 top5_acc 0.9750 2021-05-06 14:22:26,874 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 14:22:26,882 - mmaction - INFO - mean_acc 0.8281 2021-05-06 14:22:27,257 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-05-06 14:22:27,257 - mmaction - INFO - Best top1_acc is 0.8304 at 6 epoch. 2021-05-06 14:22:27,260 - mmaction - INFO - Epoch(val) [6][1853] top1_acc: 0.8304, top5_acc: 0.9750, mean_class_accuracy: 0.8281 2021-05-06 14:23:56,573 - mmaction - INFO - Epoch [7][20/1853] lr: 9.784e-02, eta: 20:56:32, time: 4.465, data_time: 3.807, memory: 5809, top1_acc: 0.6344, top5_acc: 0.8695, loss_cls: 1.1900, loss: 1.1900, grad_norm: 1.2499 2021-05-06 14:24:09,649 - mmaction - INFO - Epoch [7][40/1853] lr: 9.783e-02, eta: 20:56:09, time: 0.654, data_time: 0.002, memory: 5809, top1_acc: 0.6539, top5_acc: 0.8727, loss_cls: 1.1418, loss: 1.1418, grad_norm: 1.2748 2021-05-06 14:24:22,740 - mmaction - INFO - Epoch [7][60/1853] lr: 9.782e-02, eta: 20:55:46, time: 0.655, data_time: 0.001, memory: 5809, top1_acc: 0.6391, top5_acc: 0.8727, loss_cls: 1.2297, loss: 1.2297, grad_norm: 1.3906 2021-05-06 14:24:35,915 - mmaction - INFO - Epoch [7][80/1853] lr: 9.782e-02, eta: 20:55:24, time: 0.659, data_time: 0.002, memory: 5809, top1_acc: 0.6273, top5_acc: 0.8625, loss_cls: 1.2491, loss: 1.2491, grad_norm: 1.3494 2021-05-06 14:24:49,109 - mmaction - INFO - Epoch [7][100/1853] lr: 9.781e-02, eta: 20:55:01, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.6273, top5_acc: 0.8805, loss_cls: 1.2156, loss: 1.2156, grad_norm: 1.2997 2021-05-06 14:25:02,274 - mmaction - INFO - Epoch [7][120/1853] lr: 9.780e-02, eta: 20:54:39, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.6695, top5_acc: 0.8727, loss_cls: 1.1565, loss: 1.1565, grad_norm: 1.2058 2021-05-06 14:25:15,425 - mmaction - INFO - Epoch [7][140/1853] lr: 9.779e-02, eta: 20:54:17, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.6609, top5_acc: 0.8750, loss_cls: 1.1394, loss: 1.1394, grad_norm: 1.2472 2021-05-06 14:25:28,651 - mmaction - INFO - Epoch [7][160/1853] lr: 9.779e-02, eta: 20:53:55, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.6508, top5_acc: 0.8805, loss_cls: 1.1618, loss: 1.1618, grad_norm: 1.2657 2021-05-06 14:25:41,861 - mmaction - INFO - Epoch [7][180/1853] lr: 9.778e-02, eta: 20:53:34, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6570, top5_acc: 0.8875, loss_cls: 1.1519, loss: 1.1519, grad_norm: 1.2421 2021-05-06 14:25:55,098 - mmaction - INFO - Epoch [7][200/1853] lr: 9.777e-02, eta: 20:53:12, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6430, top5_acc: 0.8805, loss_cls: 1.1579, loss: 1.1579, grad_norm: 1.3260 2021-05-06 14:26:08,395 - mmaction - INFO - Epoch [7][220/1853] lr: 9.776e-02, eta: 20:52:51, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6438, top5_acc: 0.8734, loss_cls: 1.1480, loss: 1.1480, grad_norm: 1.2630 2021-05-06 14:26:21,646 - mmaction - INFO - Epoch [7][240/1853] lr: 9.775e-02, eta: 20:52:30, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6391, top5_acc: 0.8734, loss_cls: 1.1979, loss: 1.1979, grad_norm: 1.2955 2021-05-06 14:26:34,914 - mmaction - INFO - Epoch [7][260/1853] lr: 9.775e-02, eta: 20:52:09, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6484, top5_acc: 0.8656, loss_cls: 1.2283, loss: 1.2283, grad_norm: 1.3446 2021-05-06 14:26:48,175 - mmaction - INFO - Epoch [7][280/1853] lr: 9.774e-02, eta: 20:51:48, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6469, top5_acc: 0.8742, loss_cls: 1.2171, loss: 1.2171, grad_norm: 1.3329 2021-05-06 14:27:01,457 - mmaction - INFO - Epoch [7][300/1853] lr: 9.773e-02, eta: 20:51:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6500, top5_acc: 0.8703, loss_cls: 1.1654, loss: 1.1654, grad_norm: 1.2791 2021-05-06 14:27:14,695 - mmaction - INFO - Epoch [7][320/1853] lr: 9.772e-02, eta: 20:51:06, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6453, top5_acc: 0.8883, loss_cls: 1.1462, loss: 1.1462, grad_norm: 1.3757 2021-05-06 14:27:27,947 - mmaction - INFO - Epoch [7][340/1853] lr: 9.771e-02, eta: 20:50:45, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6508, top5_acc: 0.8758, loss_cls: 1.1707, loss: 1.1707, grad_norm: 1.3039 2021-05-06 14:27:41,218 - mmaction - INFO - Epoch [7][360/1853] lr: 9.771e-02, eta: 20:50:24, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6414, top5_acc: 0.8781, loss_cls: 1.1634, loss: 1.1634, grad_norm: 1.2791 2021-05-06 14:27:54,455 - mmaction - INFO - Epoch [7][380/1853] lr: 9.770e-02, eta: 20:50:02, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6398, top5_acc: 0.8766, loss_cls: 1.1989, loss: 1.1989, grad_norm: 1.3341 2021-05-06 14:28:07,691 - mmaction - INFO - Epoch [7][400/1853] lr: 9.769e-02, eta: 20:49:41, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6547, top5_acc: 0.8836, loss_cls: 1.1774, loss: 1.1774, grad_norm: 1.3286 2021-05-06 14:28:21,004 - mmaction - INFO - Epoch [7][420/1853] lr: 9.768e-02, eta: 20:49:21, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.6508, top5_acc: 0.8805, loss_cls: 1.2080, loss: 1.2080, grad_norm: 1.2951 2021-05-06 14:28:34,312 - mmaction - INFO - Epoch [7][440/1853] lr: 9.767e-02, eta: 20:49:00, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6609, top5_acc: 0.8859, loss_cls: 1.2065, loss: 1.2065, grad_norm: 1.3328 2021-05-06 14:28:47,551 - mmaction - INFO - Epoch [7][460/1853] lr: 9.767e-02, eta: 20:48:39, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6422, top5_acc: 0.8734, loss_cls: 1.1839, loss: 1.1839, grad_norm: 1.2499 2021-05-06 14:29:00,849 - mmaction - INFO - Epoch [7][480/1853] lr: 9.766e-02, eta: 20:48:19, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6445, top5_acc: 0.8719, loss_cls: 1.1700, loss: 1.1700, grad_norm: 1.2426 2021-05-06 14:29:14,178 - mmaction - INFO - Epoch [7][500/1853] lr: 9.765e-02, eta: 20:47:59, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6375, top5_acc: 0.8508, loss_cls: 1.2302, loss: 1.2302, grad_norm: 1.3187 2021-05-06 14:29:27,433 - mmaction - INFO - Epoch [7][520/1853] lr: 9.764e-02, eta: 20:47:38, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6547, top5_acc: 0.8859, loss_cls: 1.1595, loss: 1.1595, grad_norm: 1.2900 2021-05-06 14:29:40,715 - mmaction - INFO - Epoch [7][540/1853] lr: 9.763e-02, eta: 20:47:17, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.6445, top5_acc: 0.8828, loss_cls: 1.1940, loss: 1.1940, grad_norm: 1.2901 2021-05-06 14:29:53,953 - mmaction - INFO - Epoch [7][560/1853] lr: 9.763e-02, eta: 20:46:56, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6727, top5_acc: 0.8891, loss_cls: 1.0948, loss: 1.0948, grad_norm: 1.2352 2021-05-06 14:30:07,234 - mmaction - INFO - Epoch [7][580/1853] lr: 9.762e-02, eta: 20:46:36, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6469, top5_acc: 0.8750, loss_cls: 1.1590, loss: 1.1590, grad_norm: 1.3118 2021-05-06 14:30:20,557 - mmaction - INFO - Epoch [7][600/1853] lr: 9.761e-02, eta: 20:46:16, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6703, top5_acc: 0.8789, loss_cls: 1.1295, loss: 1.1295, grad_norm: 1.3000 2021-05-06 14:30:33,795 - mmaction - INFO - Epoch [7][620/1853] lr: 9.760e-02, eta: 20:45:55, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6367, top5_acc: 0.8664, loss_cls: 1.1987, loss: 1.1987, grad_norm: 1.3135 2021-05-06 14:30:47,081 - mmaction - INFO - Epoch [7][640/1853] lr: 9.759e-02, eta: 20:45:34, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.6406, top5_acc: 0.8820, loss_cls: 1.2247, loss: 1.2247, grad_norm: 1.3339 2021-05-06 14:31:00,411 - mmaction - INFO - Epoch [7][660/1853] lr: 9.759e-02, eta: 20:45:14, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.6461, top5_acc: 0.8812, loss_cls: 1.1916, loss: 1.1916, grad_norm: 1.3164 2021-05-06 14:31:13,661 - mmaction - INFO - Epoch [7][680/1853] lr: 9.758e-02, eta: 20:44:54, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6508, top5_acc: 0.8711, loss_cls: 1.1753, loss: 1.1753, grad_norm: 1.3011 2021-05-06 14:31:26,925 - mmaction - INFO - Epoch [7][700/1853] lr: 9.757e-02, eta: 20:44:33, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6531, top5_acc: 0.8844, loss_cls: 1.1472, loss: 1.1472, grad_norm: 1.3308 2021-05-06 14:31:40,197 - mmaction - INFO - Epoch [7][720/1853] lr: 9.756e-02, eta: 20:44:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6625, top5_acc: 0.8914, loss_cls: 1.1512, loss: 1.1512, grad_norm: 1.3467 2021-05-06 14:31:53,442 - mmaction - INFO - Epoch [7][740/1853] lr: 9.755e-02, eta: 20:43:52, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6492, top5_acc: 0.8836, loss_cls: 1.2001, loss: 1.2001, grad_norm: 1.3473 2021-05-06 14:32:06,733 - mmaction - INFO - Epoch [7][760/1853] lr: 9.755e-02, eta: 20:43:32, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6742, top5_acc: 0.8883, loss_cls: 1.0997, loss: 1.0997, grad_norm: 1.2422 2021-05-06 14:32:20,063 - mmaction - INFO - Epoch [7][780/1853] lr: 9.754e-02, eta: 20:43:12, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6516, top5_acc: 0.8711, loss_cls: 1.1533, loss: 1.1533, grad_norm: 1.2735 2021-05-06 14:32:33,359 - mmaction - INFO - Epoch [7][800/1853] lr: 9.753e-02, eta: 20:42:52, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6477, top5_acc: 0.8836, loss_cls: 1.1785, loss: 1.1785, grad_norm: 1.2984 2021-05-06 14:32:46,655 - mmaction - INFO - Epoch [7][820/1853] lr: 9.752e-02, eta: 20:42:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6836, top5_acc: 0.8836, loss_cls: 1.0997, loss: 1.0997, grad_norm: 1.2717 2021-05-06 14:32:59,964 - mmaction - INFO - Epoch [7][840/1853] lr: 9.751e-02, eta: 20:42:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6719, top5_acc: 0.8859, loss_cls: 1.1301, loss: 1.1301, grad_norm: 1.2696 2021-05-06 14:33:13,229 - mmaction - INFO - Epoch [7][860/1853] lr: 9.750e-02, eta: 20:41:51, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6789, top5_acc: 0.8836, loss_cls: 1.1257, loss: 1.1257, grad_norm: 1.3063 2021-05-06 14:33:26,514 - mmaction - INFO - Epoch [7][880/1853] lr: 9.750e-02, eta: 20:41:31, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6273, top5_acc: 0.8844, loss_cls: 1.2172, loss: 1.2172, grad_norm: 1.4716 2021-05-06 14:33:39,771 - mmaction - INFO - Epoch [7][900/1853] lr: 9.749e-02, eta: 20:41:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6219, top5_acc: 0.8617, loss_cls: 1.2522, loss: 1.2522, grad_norm: 1.3059 2021-05-06 14:33:53,070 - mmaction - INFO - Epoch [7][920/1853] lr: 9.748e-02, eta: 20:40:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6523, top5_acc: 0.8711, loss_cls: 1.2182, loss: 1.2182, grad_norm: 1.3689 2021-05-06 14:34:06,337 - mmaction - INFO - Epoch [7][940/1853] lr: 9.747e-02, eta: 20:40:31, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.6258, top5_acc: 0.8695, loss_cls: 1.2258, loss: 1.2258, grad_norm: 1.2973 2021-05-06 14:34:19,578 - mmaction - INFO - Epoch [7][960/1853] lr: 9.746e-02, eta: 20:40:10, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6469, top5_acc: 0.8578, loss_cls: 1.1910, loss: 1.1910, grad_norm: 1.2837 2021-05-06 14:34:32,908 - mmaction - INFO - Epoch [7][980/1853] lr: 9.745e-02, eta: 20:39:51, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.6391, top5_acc: 0.8719, loss_cls: 1.2158, loss: 1.2158, grad_norm: 1.3501 2021-05-06 14:34:46,211 - mmaction - INFO - Epoch [7][1000/1853] lr: 9.745e-02, eta: 20:39:31, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6539, top5_acc: 0.8820, loss_cls: 1.1608, loss: 1.1608, grad_norm: 1.2708 2021-05-06 14:34:59,477 - mmaction - INFO - Epoch [7][1020/1853] lr: 9.744e-02, eta: 20:39:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6617, top5_acc: 0.8961, loss_cls: 1.1063, loss: 1.1063, grad_norm: 1.2661 2021-05-06 14:35:12,770 - mmaction - INFO - Epoch [7][1040/1853] lr: 9.743e-02, eta: 20:38:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6383, top5_acc: 0.8773, loss_cls: 1.2001, loss: 1.2001, grad_norm: 1.3442 2021-05-06 14:35:26,066 - mmaction - INFO - Epoch [7][1060/1853] lr: 9.742e-02, eta: 20:38:31, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6422, top5_acc: 0.8641, loss_cls: 1.2355, loss: 1.2355, grad_norm: 1.2804 2021-05-06 14:35:39,344 - mmaction - INFO - Epoch [7][1080/1853] lr: 9.741e-02, eta: 20:38:11, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.6562, top5_acc: 0.8867, loss_cls: 1.1144, loss: 1.1144, grad_norm: 1.2260 2021-05-06 14:35:52,630 - mmaction - INFO - Epoch [7][1100/1853] lr: 9.740e-02, eta: 20:37:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6383, top5_acc: 0.8859, loss_cls: 1.1725, loss: 1.1725, grad_norm: 1.2700 2021-05-06 14:36:05,917 - mmaction - INFO - Epoch [7][1120/1853] lr: 9.740e-02, eta: 20:37:31, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6633, top5_acc: 0.8930, loss_cls: 1.0951, loss: 1.0951, grad_norm: 1.2185 2021-05-06 14:36:19,180 - mmaction - INFO - Epoch [7][1140/1853] lr: 9.739e-02, eta: 20:37:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6594, top5_acc: 0.8812, loss_cls: 1.1404, loss: 1.1404, grad_norm: 1.3006 2021-05-06 14:36:32,454 - mmaction - INFO - Epoch [7][1160/1853] lr: 9.738e-02, eta: 20:36:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6625, top5_acc: 0.8781, loss_cls: 1.1505, loss: 1.1505, grad_norm: 1.2364 2021-05-06 14:36:45,766 - mmaction - INFO - Epoch [7][1180/1853] lr: 9.737e-02, eta: 20:36:32, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6555, top5_acc: 0.8836, loss_cls: 1.1608, loss: 1.1608, grad_norm: 1.2909 2021-05-06 14:36:59,014 - mmaction - INFO - Epoch [7][1200/1853] lr: 9.736e-02, eta: 20:36:12, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6781, top5_acc: 0.8875, loss_cls: 1.0930, loss: 1.0930, grad_norm: 1.2325 2021-05-06 14:37:12,323 - mmaction - INFO - Epoch [7][1220/1853] lr: 9.735e-02, eta: 20:35:52, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6695, top5_acc: 0.8906, loss_cls: 1.0955, loss: 1.0955, grad_norm: 1.3174 2021-05-06 14:37:25,573 - mmaction - INFO - Epoch [7][1240/1853] lr: 9.734e-02, eta: 20:35:32, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6625, top5_acc: 0.8805, loss_cls: 1.1546, loss: 1.1546, grad_norm: 1.3179 2021-05-06 14:37:38,822 - mmaction - INFO - Epoch [7][1260/1853] lr: 9.734e-02, eta: 20:35:12, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6523, top5_acc: 0.8828, loss_cls: 1.1546, loss: 1.1546, grad_norm: 1.2850 2021-05-06 14:37:52,131 - mmaction - INFO - Epoch [7][1280/1853] lr: 9.733e-02, eta: 20:34:53, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.6586, top5_acc: 0.8828, loss_cls: 1.1657, loss: 1.1657, grad_norm: 1.3206 2021-05-06 14:38:05,413 - mmaction - INFO - Epoch [7][1300/1853] lr: 9.732e-02, eta: 20:34:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6656, top5_acc: 0.8766, loss_cls: 1.1552, loss: 1.1552, grad_norm: 1.2307 2021-05-06 14:38:18,702 - mmaction - INFO - Epoch [7][1320/1853] lr: 9.731e-02, eta: 20:34:13, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6562, top5_acc: 0.8719, loss_cls: 1.1722, loss: 1.1722, grad_norm: 1.2887 2021-05-06 14:38:31,987 - mmaction - INFO - Epoch [7][1340/1853] lr: 9.730e-02, eta: 20:33:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6469, top5_acc: 0.8734, loss_cls: 1.1572, loss: 1.1572, grad_norm: 1.3303 2021-05-06 14:38:45,277 - mmaction - INFO - Epoch [7][1360/1853] lr: 9.729e-02, eta: 20:33:34, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6609, top5_acc: 0.8742, loss_cls: 1.1338, loss: 1.1338, grad_norm: 1.2846 2021-05-06 14:38:58,534 - mmaction - INFO - Epoch [7][1380/1853] lr: 9.728e-02, eta: 20:33:14, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6539, top5_acc: 0.8812, loss_cls: 1.1614, loss: 1.1614, grad_norm: 1.2362 2021-05-06 14:39:11,839 - mmaction - INFO - Epoch [7][1400/1853] lr: 9.728e-02, eta: 20:32:55, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.6727, top5_acc: 0.8898, loss_cls: 1.1007, loss: 1.1007, grad_norm: 1.2687 2021-05-06 14:39:25,134 - mmaction - INFO - Epoch [7][1420/1853] lr: 9.727e-02, eta: 20:32:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6531, top5_acc: 0.8883, loss_cls: 1.1392, loss: 1.1392, grad_norm: 1.3128 2021-05-06 14:39:38,456 - mmaction - INFO - Epoch [7][1440/1853] lr: 9.726e-02, eta: 20:32:16, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.6531, top5_acc: 0.8719, loss_cls: 1.1497, loss: 1.1497, grad_norm: 1.2568 2021-05-06 14:39:51,725 - mmaction - INFO - Epoch [7][1460/1853] lr: 9.725e-02, eta: 20:31:56, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6727, top5_acc: 0.8719, loss_cls: 1.1714, loss: 1.1714, grad_norm: 1.3077 2021-05-06 14:40:04,961 - mmaction - INFO - Epoch [7][1480/1853] lr: 9.724e-02, eta: 20:31:37, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6477, top5_acc: 0.8758, loss_cls: 1.1811, loss: 1.1811, grad_norm: 1.3199 2021-05-06 14:40:18,235 - mmaction - INFO - Epoch [7][1500/1853] lr: 9.723e-02, eta: 20:31:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6383, top5_acc: 0.8844, loss_cls: 1.1557, loss: 1.1557, grad_norm: 1.3827 2021-05-06 14:40:31,512 - mmaction - INFO - Epoch [7][1520/1853] lr: 9.722e-02, eta: 20:30:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6570, top5_acc: 0.8742, loss_cls: 1.1508, loss: 1.1508, grad_norm: 1.2621 2021-05-06 14:40:44,792 - mmaction - INFO - Epoch [7][1540/1853] lr: 9.722e-02, eta: 20:30:38, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6625, top5_acc: 0.8883, loss_cls: 1.1197, loss: 1.1197, grad_norm: 1.3066 2021-05-06 14:40:58,094 - mmaction - INFO - Epoch [7][1560/1853] lr: 9.721e-02, eta: 20:30:19, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6719, top5_acc: 0.8867, loss_cls: 1.1226, loss: 1.1226, grad_norm: 1.3444 2021-05-06 14:41:11,362 - mmaction - INFO - Epoch [7][1580/1853] lr: 9.720e-02, eta: 20:29:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6672, top5_acc: 0.8789, loss_cls: 1.1323, loss: 1.1323, grad_norm: 1.2933 2021-05-06 14:41:24,669 - mmaction - INFO - Epoch [7][1600/1853] lr: 9.719e-02, eta: 20:29:40, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6656, top5_acc: 0.8719, loss_cls: 1.1358, loss: 1.1358, grad_norm: 1.2984 2021-05-06 14:41:38,001 - mmaction - INFO - Epoch [7][1620/1853] lr: 9.718e-02, eta: 20:29:21, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.6609, top5_acc: 0.8906, loss_cls: 1.1244, loss: 1.1244, grad_norm: 1.2867 2021-05-06 14:41:51,259 - mmaction - INFO - Epoch [7][1640/1853] lr: 9.717e-02, eta: 20:29:01, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6469, top5_acc: 0.8961, loss_cls: 1.1201, loss: 1.1201, grad_norm: 1.2942 2021-05-06 14:42:04,536 - mmaction - INFO - Epoch [7][1660/1853] lr: 9.716e-02, eta: 20:28:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6719, top5_acc: 0.8977, loss_cls: 1.0797, loss: 1.0797, grad_norm: 1.3182 2021-05-06 14:42:17,867 - mmaction - INFO - Epoch [7][1680/1853] lr: 9.715e-02, eta: 20:28:23, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6797, top5_acc: 0.8875, loss_cls: 1.0543, loss: 1.0543, grad_norm: 1.2802 2021-05-06 14:42:31,139 - mmaction - INFO - Epoch [7][1700/1853] lr: 9.715e-02, eta: 20:28:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6734, top5_acc: 0.8891, loss_cls: 1.0895, loss: 1.0895, grad_norm: 1.2941 2021-05-06 14:42:44,433 - mmaction - INFO - Epoch [7][1720/1853] lr: 9.714e-02, eta: 20:27:45, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6641, top5_acc: 0.8906, loss_cls: 1.1303, loss: 1.1303, grad_norm: 1.3207 2021-05-06 14:42:57,681 - mmaction - INFO - Epoch [7][1740/1853] lr: 9.713e-02, eta: 20:27:25, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6695, top5_acc: 0.8742, loss_cls: 1.0933, loss: 1.0933, grad_norm: 1.2439 2021-05-06 14:43:10,928 - mmaction - INFO - Epoch [7][1760/1853] lr: 9.712e-02, eta: 20:27:05, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6734, top5_acc: 0.8773, loss_cls: 1.1314, loss: 1.1314, grad_norm: 1.3200 2021-05-06 14:43:24,218 - mmaction - INFO - Epoch [7][1780/1853] lr: 9.711e-02, eta: 20:26:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6695, top5_acc: 0.8727, loss_cls: 1.1351, loss: 1.1351, grad_norm: 1.2951 2021-05-06 14:43:37,509 - mmaction - INFO - Epoch [7][1800/1853] lr: 9.710e-02, eta: 20:26:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6438, top5_acc: 0.8758, loss_cls: 1.1658, loss: 1.1658, grad_norm: 1.2924 2021-05-06 14:43:50,746 - mmaction - INFO - Epoch [7][1820/1853] lr: 9.709e-02, eta: 20:26:08, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6672, top5_acc: 0.8828, loss_cls: 1.1278, loss: 1.1278, grad_norm: 1.3323 2021-05-06 14:44:04,025 - mmaction - INFO - Epoch [7][1840/1853] lr: 9.708e-02, eta: 20:25:48, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6484, top5_acc: 0.8758, loss_cls: 1.1571, loss: 1.1571, grad_norm: 1.3908 2021-05-06 14:44:13,775 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-05-06 14:45:43,048 - mmaction - INFO - Epoch [8][20/1853] lr: 9.707e-02, eta: 20:34:21, time: 4.443, data_time: 3.723, memory: 5809, top1_acc: 0.6750, top5_acc: 0.8805, loss_cls: 1.0986, loss: 1.0986, grad_norm: 1.2424 2021-05-06 14:45:56,317 - mmaction - INFO - Epoch [8][40/1853] lr: 9.706e-02, eta: 20:34:01, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.6641, top5_acc: 0.8781, loss_cls: 1.1279, loss: 1.1279, grad_norm: 1.2779 2021-05-06 14:46:09,414 - mmaction - INFO - Epoch [8][60/1853] lr: 9.705e-02, eta: 20:33:39, time: 0.655, data_time: 0.001, memory: 5809, top1_acc: 0.6680, top5_acc: 0.8758, loss_cls: 1.1417, loss: 1.1417, grad_norm: 1.2509 2021-05-06 14:46:22,589 - mmaction - INFO - Epoch [8][80/1853] lr: 9.704e-02, eta: 20:33:18, time: 0.659, data_time: 0.002, memory: 5809, top1_acc: 0.6711, top5_acc: 0.8922, loss_cls: 1.0850, loss: 1.0850, grad_norm: 1.3126 2021-05-06 14:46:35,795 - mmaction - INFO - Epoch [8][100/1853] lr: 9.703e-02, eta: 20:32:58, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6633, top5_acc: 0.8664, loss_cls: 1.1354, loss: 1.1354, grad_norm: 1.2704 2021-05-06 14:46:48,975 - mmaction - INFO - Epoch [8][120/1853] lr: 9.702e-02, eta: 20:32:37, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.6687, top5_acc: 0.8719, loss_cls: 1.0914, loss: 1.0914, grad_norm: 1.2646 2021-05-06 14:47:02,196 - mmaction - INFO - Epoch [8][140/1853] lr: 9.701e-02, eta: 20:32:17, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6719, top5_acc: 0.8820, loss_cls: 1.1127, loss: 1.1127, grad_norm: 1.3154 2021-05-06 14:47:15,409 - mmaction - INFO - Epoch [8][160/1853] lr: 9.701e-02, eta: 20:31:56, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6859, top5_acc: 0.8922, loss_cls: 1.0649, loss: 1.0649, grad_norm: 1.2677 2021-05-06 14:47:28,619 - mmaction - INFO - Epoch [8][180/1853] lr: 9.700e-02, eta: 20:31:36, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6523, top5_acc: 0.8773, loss_cls: 1.1478, loss: 1.1478, grad_norm: 1.3437 2021-05-06 14:47:41,853 - mmaction - INFO - Epoch [8][200/1853] lr: 9.699e-02, eta: 20:31:15, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6789, top5_acc: 0.8992, loss_cls: 1.0901, loss: 1.0901, grad_norm: 1.3442 2021-05-06 14:47:55,071 - mmaction - INFO - Epoch [8][220/1853] lr: 9.698e-02, eta: 20:30:55, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6523, top5_acc: 0.8703, loss_cls: 1.1604, loss: 1.1604, grad_norm: 1.3450 2021-05-06 14:48:08,311 - mmaction - INFO - Epoch [8][240/1853] lr: 9.697e-02, eta: 20:30:35, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6766, top5_acc: 0.8930, loss_cls: 1.0988, loss: 1.0988, grad_norm: 1.2394 2021-05-06 14:48:21,527 - mmaction - INFO - Epoch [8][260/1853] lr: 9.696e-02, eta: 20:30:14, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6477, top5_acc: 0.8836, loss_cls: 1.1522, loss: 1.1522, grad_norm: 1.3307 2021-05-06 14:48:34,809 - mmaction - INFO - Epoch [8][280/1853] lr: 9.695e-02, eta: 20:29:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6797, top5_acc: 0.9031, loss_cls: 1.0596, loss: 1.0596, grad_norm: 1.2439 2021-05-06 14:48:48,082 - mmaction - INFO - Epoch [8][300/1853] lr: 9.694e-02, eta: 20:29:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6414, top5_acc: 0.8664, loss_cls: 1.2064, loss: 1.2064, grad_norm: 1.3641 2021-05-06 14:49:01,320 - mmaction - INFO - Epoch [8][320/1853] lr: 9.693e-02, eta: 20:29:15, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6609, top5_acc: 0.8820, loss_cls: 1.1027, loss: 1.1027, grad_norm: 1.2883 2021-05-06 14:49:14,588 - mmaction - INFO - Epoch [8][340/1853] lr: 9.692e-02, eta: 20:28:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6641, top5_acc: 0.8844, loss_cls: 1.1281, loss: 1.1281, grad_norm: 1.2724 2021-05-06 14:49:27,864 - mmaction - INFO - Epoch [8][360/1853] lr: 9.691e-02, eta: 20:28:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6719, top5_acc: 0.8703, loss_cls: 1.1173, loss: 1.1173, grad_norm: 1.2428 2021-05-06 14:49:41,118 - mmaction - INFO - Epoch [8][380/1853] lr: 9.691e-02, eta: 20:28:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6734, top5_acc: 0.8930, loss_cls: 1.0570, loss: 1.0570, grad_norm: 1.3157 2021-05-06 14:49:54,388 - mmaction - INFO - Epoch [8][400/1853] lr: 9.690e-02, eta: 20:27:55, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6562, top5_acc: 0.8688, loss_cls: 1.1735, loss: 1.1735, grad_norm: 1.2673 2021-05-06 14:50:07,659 - mmaction - INFO - Epoch [8][420/1853] lr: 9.689e-02, eta: 20:27:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6617, top5_acc: 0.8922, loss_cls: 1.1381, loss: 1.1381, grad_norm: 1.2759 2021-05-06 14:50:20,925 - mmaction - INFO - Epoch [8][440/1853] lr: 9.688e-02, eta: 20:27:16, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6594, top5_acc: 0.8812, loss_cls: 1.1610, loss: 1.1610, grad_norm: 1.3987 2021-05-06 14:50:34,209 - mmaction - INFO - Epoch [8][460/1853] lr: 9.687e-02, eta: 20:26:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6867, top5_acc: 0.8852, loss_cls: 1.1126, loss: 1.1126, grad_norm: 1.2571 2021-05-06 14:50:47,461 - mmaction - INFO - Epoch [8][480/1853] lr: 9.686e-02, eta: 20:26:36, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6609, top5_acc: 0.8820, loss_cls: 1.1297, loss: 1.1297, grad_norm: 1.3249 2021-05-06 14:51:00,709 - mmaction - INFO - Epoch [8][500/1853] lr: 9.685e-02, eta: 20:26:16, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6602, top5_acc: 0.8648, loss_cls: 1.1872, loss: 1.1872, grad_norm: 1.3579 2021-05-06 14:51:14,024 - mmaction - INFO - Epoch [8][520/1853] lr: 9.684e-02, eta: 20:25:57, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.6727, top5_acc: 0.8914, loss_cls: 1.0613, loss: 1.0613, grad_norm: 1.1843 2021-05-06 14:51:27,290 - mmaction - INFO - Epoch [8][540/1853] lr: 9.683e-02, eta: 20:25:37, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6695, top5_acc: 0.8797, loss_cls: 1.1216, loss: 1.1216, grad_norm: 1.2931 2021-05-06 14:51:40,637 - mmaction - INFO - Epoch [8][560/1853] lr: 9.682e-02, eta: 20:25:18, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.6727, top5_acc: 0.8820, loss_cls: 1.0896, loss: 1.0896, grad_norm: 1.2591 2021-05-06 14:51:53,874 - mmaction - INFO - Epoch [8][580/1853] lr: 9.681e-02, eta: 20:24:58, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6562, top5_acc: 0.8805, loss_cls: 1.1128, loss: 1.1128, grad_norm: 1.2371 2021-05-06 14:52:07,171 - mmaction - INFO - Epoch [8][600/1853] lr: 9.680e-02, eta: 20:24:39, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6867, top5_acc: 0.8914, loss_cls: 1.0646, loss: 1.0646, grad_norm: 1.2698 2021-05-06 14:52:20,457 - mmaction - INFO - Epoch [8][620/1853] lr: 9.679e-02, eta: 20:24:20, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6742, top5_acc: 0.8969, loss_cls: 1.0811, loss: 1.0811, grad_norm: 1.2727 2021-05-06 14:52:33,716 - mmaction - INFO - Epoch [8][640/1853] lr: 9.679e-02, eta: 20:24:00, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6516, top5_acc: 0.8922, loss_cls: 1.1465, loss: 1.1465, grad_norm: 1.3326 2021-05-06 14:52:46,965 - mmaction - INFO - Epoch [8][660/1853] lr: 9.678e-02, eta: 20:23:40, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6875, top5_acc: 0.8992, loss_cls: 1.0777, loss: 1.0777, grad_norm: 1.2350 2021-05-06 14:53:00,260 - mmaction - INFO - Epoch [8][680/1853] lr: 9.677e-02, eta: 20:23:21, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6547, top5_acc: 0.8625, loss_cls: 1.1763, loss: 1.1763, grad_norm: 1.2868 2021-05-06 14:53:13,538 - mmaction - INFO - Epoch [8][700/1853] lr: 9.676e-02, eta: 20:23:01, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6844, top5_acc: 0.8914, loss_cls: 1.0872, loss: 1.0872, grad_norm: 1.2797 2021-05-06 14:53:26,763 - mmaction - INFO - Epoch [8][720/1853] lr: 9.675e-02, eta: 20:22:42, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6820, top5_acc: 0.8867, loss_cls: 1.0601, loss: 1.0601, grad_norm: 1.2855 2021-05-06 14:53:40,034 - mmaction - INFO - Epoch [8][740/1853] lr: 9.674e-02, eta: 20:22:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6672, top5_acc: 0.8867, loss_cls: 1.1277, loss: 1.1277, grad_norm: 1.3005 2021-05-06 14:53:53,316 - mmaction - INFO - Epoch [8][760/1853] lr: 9.673e-02, eta: 20:22:03, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6750, top5_acc: 0.8914, loss_cls: 1.1189, loss: 1.1189, grad_norm: 1.3186 2021-05-06 14:54:06,566 - mmaction - INFO - Epoch [8][780/1853] lr: 9.672e-02, eta: 20:21:43, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6914, top5_acc: 0.8781, loss_cls: 1.0474, loss: 1.0474, grad_norm: 1.1910 2021-05-06 14:54:19,824 - mmaction - INFO - Epoch [8][800/1853] lr: 9.671e-02, eta: 20:21:24, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6664, top5_acc: 0.8789, loss_cls: 1.0998, loss: 1.0998, grad_norm: 1.2986 2021-05-06 14:54:33,088 - mmaction - INFO - Epoch [8][820/1853] lr: 9.670e-02, eta: 20:21:04, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6648, top5_acc: 0.8789, loss_cls: 1.0886, loss: 1.0886, grad_norm: 1.2033 2021-05-06 14:54:46,366 - mmaction - INFO - Epoch [8][840/1853] lr: 9.669e-02, eta: 20:20:45, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6602, top5_acc: 0.8805, loss_cls: 1.1701, loss: 1.1701, grad_norm: 1.3775 2021-05-06 14:54:59,583 - mmaction - INFO - Epoch [8][860/1853] lr: 9.668e-02, eta: 20:20:25, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6594, top5_acc: 0.8820, loss_cls: 1.1622, loss: 1.1622, grad_norm: 1.3939 2021-05-06 14:55:12,870 - mmaction - INFO - Epoch [8][880/1853] lr: 9.667e-02, eta: 20:20:06, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6531, top5_acc: 0.8695, loss_cls: 1.1763, loss: 1.1763, grad_norm: 1.3169 2021-05-06 14:55:26,147 - mmaction - INFO - Epoch [8][900/1853] lr: 9.666e-02, eta: 20:19:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6562, top5_acc: 0.8820, loss_cls: 1.1368, loss: 1.1368, grad_norm: 1.3033 2021-05-06 14:55:39,401 - mmaction - INFO - Epoch [8][920/1853] lr: 9.665e-02, eta: 20:19:27, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6531, top5_acc: 0.8750, loss_cls: 1.1706, loss: 1.1706, grad_norm: 1.2991 2021-05-06 14:55:52,694 - mmaction - INFO - Epoch [8][940/1853] lr: 9.664e-02, eta: 20:19:08, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6664, top5_acc: 0.8914, loss_cls: 1.1149, loss: 1.1149, grad_norm: 1.2465 2021-05-06 14:56:05,959 - mmaction - INFO - Epoch [8][960/1853] lr: 9.663e-02, eta: 20:18:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6820, top5_acc: 0.8867, loss_cls: 1.0881, loss: 1.0881, grad_norm: 1.3110 2021-05-06 14:56:19,214 - mmaction - INFO - Epoch [8][980/1853] lr: 9.662e-02, eta: 20:18:29, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6805, top5_acc: 0.8867, loss_cls: 1.1060, loss: 1.1060, grad_norm: 1.2781 2021-05-06 14:56:32,487 - mmaction - INFO - Epoch [8][1000/1853] lr: 9.661e-02, eta: 20:18:10, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7008, top5_acc: 0.9047, loss_cls: 0.9753, loss: 0.9753, grad_norm: 1.2118 2021-05-06 14:56:45,744 - mmaction - INFO - Epoch [8][1020/1853] lr: 9.661e-02, eta: 20:17:51, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6648, top5_acc: 0.8742, loss_cls: 1.1128, loss: 1.1128, grad_norm: 1.2688 2021-05-06 14:56:59,028 - mmaction - INFO - Epoch [8][1040/1853] lr: 9.660e-02, eta: 20:17:32, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6687, top5_acc: 0.8859, loss_cls: 1.1162, loss: 1.1162, grad_norm: 1.3227 2021-05-06 14:57:12,303 - mmaction - INFO - Epoch [8][1060/1853] lr: 9.659e-02, eta: 20:17:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6633, top5_acc: 0.8812, loss_cls: 1.1192, loss: 1.1192, grad_norm: 1.2652 2021-05-06 14:57:25,576 - mmaction - INFO - Epoch [8][1080/1853] lr: 9.658e-02, eta: 20:16:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6648, top5_acc: 0.8781, loss_cls: 1.1040, loss: 1.1040, grad_norm: 1.2773 2021-05-06 14:57:38,843 - mmaction - INFO - Epoch [8][1100/1853] lr: 9.657e-02, eta: 20:16:34, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6898, top5_acc: 0.8961, loss_cls: 1.0708, loss: 1.0708, grad_norm: 1.2621 2021-05-06 14:57:52,113 - mmaction - INFO - Epoch [8][1120/1853] lr: 9.656e-02, eta: 20:16:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6828, top5_acc: 0.8922, loss_cls: 1.0654, loss: 1.0654, grad_norm: 1.3049 2021-05-06 14:58:05,355 - mmaction - INFO - Epoch [8][1140/1853] lr: 9.655e-02, eta: 20:15:56, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6992, top5_acc: 0.8953, loss_cls: 1.0558, loss: 1.0558, grad_norm: 1.2925 2021-05-06 14:58:18,623 - mmaction - INFO - Epoch [8][1160/1853] lr: 9.654e-02, eta: 20:15:37, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6844, top5_acc: 0.8750, loss_cls: 1.0817, loss: 1.0817, grad_norm: 1.2598 2021-05-06 14:58:31,933 - mmaction - INFO - Epoch [8][1180/1853] lr: 9.653e-02, eta: 20:15:18, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6844, top5_acc: 0.8953, loss_cls: 1.0541, loss: 1.0541, grad_norm: 1.2436 2021-05-06 14:58:45,212 - mmaction - INFO - Epoch [8][1200/1853] lr: 9.652e-02, eta: 20:14:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6789, top5_acc: 0.8945, loss_cls: 1.1142, loss: 1.1142, grad_norm: 1.3726 2021-05-06 14:58:58,480 - mmaction - INFO - Epoch [8][1220/1853] lr: 9.651e-02, eta: 20:14:40, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6906, top5_acc: 0.8898, loss_cls: 1.0526, loss: 1.0526, grad_norm: 1.2219 2021-05-06 14:59:11,781 - mmaction - INFO - Epoch [8][1240/1853] lr: 9.650e-02, eta: 20:14:21, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6578, top5_acc: 0.8938, loss_cls: 1.1034, loss: 1.1034, grad_norm: 1.4084 2021-05-06 14:59:25,078 - mmaction - INFO - Epoch [8][1260/1853] lr: 9.649e-02, eta: 20:14:02, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6734, top5_acc: 0.8867, loss_cls: 1.1373, loss: 1.1373, grad_norm: 1.3440 2021-05-06 14:59:38,341 - mmaction - INFO - Epoch [8][1280/1853] lr: 9.648e-02, eta: 20:13:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6883, top5_acc: 0.9031, loss_cls: 1.0380, loss: 1.0380, grad_norm: 1.2394 2021-05-06 14:59:51,643 - mmaction - INFO - Epoch [8][1300/1853] lr: 9.647e-02, eta: 20:13:24, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6828, top5_acc: 0.8797, loss_cls: 1.0826, loss: 1.0826, grad_norm: 1.3614 2021-05-06 15:00:04,938 - mmaction - INFO - Epoch [8][1320/1853] lr: 9.646e-02, eta: 20:13:05, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6719, top5_acc: 0.8914, loss_cls: 1.1231, loss: 1.1231, grad_norm: 1.3106 2021-05-06 15:00:18,213 - mmaction - INFO - Epoch [8][1340/1853] lr: 9.645e-02, eta: 20:12:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6609, top5_acc: 0.8773, loss_cls: 1.1336, loss: 1.1336, grad_norm: 1.2963 2021-05-06 15:00:31,496 - mmaction - INFO - Epoch [8][1360/1853] lr: 9.644e-02, eta: 20:12:28, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6656, top5_acc: 0.8914, loss_cls: 1.1072, loss: 1.1072, grad_norm: 1.3517 2021-05-06 15:00:44,767 - mmaction - INFO - Epoch [8][1380/1853] lr: 9.643e-02, eta: 20:12:09, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6641, top5_acc: 0.8961, loss_cls: 1.0592, loss: 1.0592, grad_norm: 1.2822 2021-05-06 15:00:58,020 - mmaction - INFO - Epoch [8][1400/1853] lr: 9.642e-02, eta: 20:11:50, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6945, top5_acc: 0.9000, loss_cls: 1.0360, loss: 1.0360, grad_norm: 1.2675 2021-05-06 15:01:11,295 - mmaction - INFO - Epoch [8][1420/1853] lr: 9.641e-02, eta: 20:11:31, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6672, top5_acc: 0.8797, loss_cls: 1.0997, loss: 1.0997, grad_norm: 1.2927 2021-05-06 15:01:24,583 - mmaction - INFO - Epoch [8][1440/1853] lr: 9.640e-02, eta: 20:11:12, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6937, top5_acc: 0.9000, loss_cls: 1.0245, loss: 1.0245, grad_norm: 1.2627 2021-05-06 15:01:37,839 - mmaction - INFO - Epoch [8][1460/1853] lr: 9.639e-02, eta: 20:10:53, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6703, top5_acc: 0.8906, loss_cls: 1.0931, loss: 1.0931, grad_norm: 1.2931 2021-05-06 15:01:51,113 - mmaction - INFO - Epoch [8][1480/1853] lr: 9.638e-02, eta: 20:10:34, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6742, top5_acc: 0.8781, loss_cls: 1.1004, loss: 1.1004, grad_norm: 1.2854 2021-05-06 15:02:04,373 - mmaction - INFO - Epoch [8][1500/1853] lr: 9.637e-02, eta: 20:10:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6813, top5_acc: 0.8836, loss_cls: 1.0709, loss: 1.0709, grad_norm: 1.3092 2021-05-06 15:02:17,679 - mmaction - INFO - Epoch [8][1520/1853] lr: 9.636e-02, eta: 20:09:57, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6672, top5_acc: 0.8703, loss_cls: 1.1382, loss: 1.1382, grad_norm: 1.3482 2021-05-06 15:02:30,953 - mmaction - INFO - Epoch [8][1540/1853] lr: 9.635e-02, eta: 20:09:38, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6977, top5_acc: 0.8945, loss_cls: 1.0613, loss: 1.0613, grad_norm: 1.3154 2021-05-06 15:02:44,223 - mmaction - INFO - Epoch [8][1560/1853] lr: 9.634e-02, eta: 20:09:19, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6781, top5_acc: 0.8836, loss_cls: 1.0879, loss: 1.0879, grad_norm: 1.3045 2021-05-06 15:02:57,510 - mmaction - INFO - Epoch [8][1580/1853] lr: 9.633e-02, eta: 20:09:01, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6945, top5_acc: 0.8961, loss_cls: 1.0512, loss: 1.0512, grad_norm: 1.3260 2021-05-06 15:03:10,759 - mmaction - INFO - Epoch [8][1600/1853] lr: 9.632e-02, eta: 20:08:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6625, top5_acc: 0.8734, loss_cls: 1.1567, loss: 1.1567, grad_norm: 1.3475 2021-05-06 15:03:24,027 - mmaction - INFO - Epoch [8][1620/1853] lr: 9.631e-02, eta: 20:08:23, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6586, top5_acc: 0.8750, loss_cls: 1.1736, loss: 1.1736, grad_norm: 1.3947 2021-05-06 15:03:37,275 - mmaction - INFO - Epoch [8][1640/1853] lr: 9.630e-02, eta: 20:08:04, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6641, top5_acc: 0.8867, loss_cls: 1.1270, loss: 1.1270, grad_norm: 1.2741 2021-05-06 15:03:50,548 - mmaction - INFO - Epoch [8][1660/1853] lr: 9.629e-02, eta: 20:07:45, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6891, top5_acc: 0.8930, loss_cls: 1.0778, loss: 1.0778, grad_norm: 1.3181 2021-05-06 15:04:03,843 - mmaction - INFO - Epoch [8][1680/1853] lr: 9.628e-02, eta: 20:07:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6844, top5_acc: 0.8898, loss_cls: 1.0571, loss: 1.0571, grad_norm: 1.3103 2021-05-06 15:04:17,120 - mmaction - INFO - Epoch [8][1700/1853] lr: 9.627e-02, eta: 20:07:08, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6570, top5_acc: 0.8914, loss_cls: 1.1007, loss: 1.1007, grad_norm: 1.2930 2021-05-06 15:04:30,406 - mmaction - INFO - Epoch [8][1720/1853] lr: 9.626e-02, eta: 20:06:50, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6656, top5_acc: 0.9008, loss_cls: 1.0950, loss: 1.0950, grad_norm: 1.3781 2021-05-06 15:04:43,701 - mmaction - INFO - Epoch [8][1740/1853] lr: 9.625e-02, eta: 20:06:31, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6578, top5_acc: 0.8852, loss_cls: 1.1271, loss: 1.1271, grad_norm: 1.3861 2021-05-06 15:04:56,978 - mmaction - INFO - Epoch [8][1760/1853] lr: 9.624e-02, eta: 20:06:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6539, top5_acc: 0.8703, loss_cls: 1.1543, loss: 1.1543, grad_norm: 1.3218 2021-05-06 15:05:10,251 - mmaction - INFO - Epoch [8][1780/1853] lr: 9.623e-02, eta: 20:05:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6703, top5_acc: 0.8797, loss_cls: 1.0888, loss: 1.0888, grad_norm: 1.3085 2021-05-06 15:05:23,505 - mmaction - INFO - Epoch [8][1800/1853] lr: 9.622e-02, eta: 20:05:35, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6891, top5_acc: 0.8875, loss_cls: 1.0269, loss: 1.0269, grad_norm: 1.2150 2021-05-06 15:05:36,758 - mmaction - INFO - Epoch [8][1820/1853] lr: 9.621e-02, eta: 20:05:17, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6859, top5_acc: 0.8930, loss_cls: 1.0651, loss: 1.0651, grad_norm: 1.2800 2021-05-06 15:05:50,026 - mmaction - INFO - Epoch [8][1840/1853] lr: 9.620e-02, eta: 20:04:58, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6828, top5_acc: 0.8836, loss_cls: 1.0774, loss: 1.0774, grad_norm: 1.2894 2021-05-06 15:05:59,738 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-05-06 15:07:59,020 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 15:07:59,051 - mmaction - INFO - top1_acc 0.8814 top5_acc 0.9876 2021-05-06 15:07:59,052 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 15:07:59,060 - mmaction - INFO - mean_acc 0.8756 2021-05-06 15:07:59,437 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2021-05-06 15:07:59,437 - mmaction - INFO - Best top1_acc is 0.8814 at 8 epoch. 2021-05-06 15:07:59,440 - mmaction - INFO - Epoch(val) [8][1853] top1_acc: 0.8814, top5_acc: 0.9876, mean_class_accuracy: 0.8756 2021-05-06 15:09:29,533 - mmaction - INFO - Epoch [9][20/1853] lr: 9.618e-02, eta: 20:12:24, time: 4.504, data_time: 3.773, memory: 5809, top1_acc: 0.6703, top5_acc: 0.8828, loss_cls: 1.1255, loss: 1.1255, grad_norm: 1.3037 2021-05-06 15:09:42,999 - mmaction - INFO - Epoch [9][40/1853] lr: 9.617e-02, eta: 20:12:06, time: 0.673, data_time: 0.002, memory: 5809, top1_acc: 0.6844, top5_acc: 0.8820, loss_cls: 1.0612, loss: 1.0612, grad_norm: 1.2527 2021-05-06 15:09:56,117 - mmaction - INFO - Epoch [9][60/1853] lr: 9.616e-02, eta: 20:11:46, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.6758, top5_acc: 0.8938, loss_cls: 1.0531, loss: 1.0531, grad_norm: 1.2871 2021-05-06 15:10:09,275 - mmaction - INFO - Epoch [9][80/1853] lr: 9.615e-02, eta: 20:11:26, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.6742, top5_acc: 0.8898, loss_cls: 1.0790, loss: 1.0790, grad_norm: 1.3527 2021-05-06 15:10:22,423 - mmaction - INFO - Epoch [9][100/1853] lr: 9.614e-02, eta: 20:11:05, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.6711, top5_acc: 0.8930, loss_cls: 1.0726, loss: 1.0726, grad_norm: 1.3506 2021-05-06 15:10:35,594 - mmaction - INFO - Epoch [9][120/1853] lr: 9.613e-02, eta: 20:10:46, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.6555, top5_acc: 0.8828, loss_cls: 1.1630, loss: 1.1630, grad_norm: 1.3853 2021-05-06 15:10:48,820 - mmaction - INFO - Epoch [9][140/1853] lr: 9.612e-02, eta: 20:10:26, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6492, top5_acc: 0.8703, loss_cls: 1.1560, loss: 1.1560, grad_norm: 1.2952 2021-05-06 15:11:02,063 - mmaction - INFO - Epoch [9][160/1853] lr: 9.611e-02, eta: 20:10:07, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6742, top5_acc: 0.8812, loss_cls: 1.0932, loss: 1.0932, grad_norm: 1.3502 2021-05-06 15:11:15,255 - mmaction - INFO - Epoch [9][180/1853] lr: 9.610e-02, eta: 20:09:47, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.6805, top5_acc: 0.8922, loss_cls: 1.0669, loss: 1.0669, grad_norm: 1.1956 2021-05-06 15:11:28,510 - mmaction - INFO - Epoch [9][200/1853] lr: 9.609e-02, eta: 20:09:28, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7023, top5_acc: 0.8977, loss_cls: 1.0429, loss: 1.0429, grad_norm: 1.2807 2021-05-06 15:11:41,737 - mmaction - INFO - Epoch [9][220/1853] lr: 9.608e-02, eta: 20:09:08, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6641, top5_acc: 0.8805, loss_cls: 1.1528, loss: 1.1528, grad_norm: 1.3581 2021-05-06 15:11:54,950 - mmaction - INFO - Epoch [9][240/1853] lr: 9.607e-02, eta: 20:08:49, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.6937, top5_acc: 0.8922, loss_cls: 1.0591, loss: 1.0591, grad_norm: 1.2813 2021-05-06 15:12:08,219 - mmaction - INFO - Epoch [9][260/1853] lr: 9.606e-02, eta: 20:08:30, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6609, top5_acc: 0.8648, loss_cls: 1.1555, loss: 1.1555, grad_norm: 1.3055 2021-05-06 15:12:21,515 - mmaction - INFO - Epoch [9][280/1853] lr: 9.605e-02, eta: 20:08:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6555, top5_acc: 0.8758, loss_cls: 1.1519, loss: 1.1519, grad_norm: 1.3677 2021-05-06 15:12:34,761 - mmaction - INFO - Epoch [9][300/1853] lr: 9.604e-02, eta: 20:07:52, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6820, top5_acc: 0.8875, loss_cls: 1.0611, loss: 1.0611, grad_norm: 1.2715 2021-05-06 15:12:48,010 - mmaction - INFO - Epoch [9][320/1853] lr: 9.603e-02, eta: 20:07:32, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6852, top5_acc: 0.8883, loss_cls: 1.0792, loss: 1.0792, grad_norm: 1.3011 2021-05-06 15:13:01,324 - mmaction - INFO - Epoch [9][340/1853] lr: 9.602e-02, eta: 20:07:14, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6680, top5_acc: 0.8734, loss_cls: 1.1254, loss: 1.1254, grad_norm: 1.3448 2021-05-06 15:13:14,588 - mmaction - INFO - Epoch [9][360/1853] lr: 9.601e-02, eta: 20:06:55, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6695, top5_acc: 0.8906, loss_cls: 1.1044, loss: 1.1044, grad_norm: 1.2942 2021-05-06 15:13:27,872 - mmaction - INFO - Epoch [9][380/1853] lr: 9.600e-02, eta: 20:06:36, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6633, top5_acc: 0.8773, loss_cls: 1.1220, loss: 1.1220, grad_norm: 1.3736 2021-05-06 15:13:41,149 - mmaction - INFO - Epoch [9][400/1853] lr: 9.599e-02, eta: 20:06:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6586, top5_acc: 0.8719, loss_cls: 1.1247, loss: 1.1247, grad_norm: 1.3478 2021-05-06 15:13:54,414 - mmaction - INFO - Epoch [9][420/1853] lr: 9.598e-02, eta: 20:05:58, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6852, top5_acc: 0.8859, loss_cls: 1.0524, loss: 1.0524, grad_norm: 1.2675 2021-05-06 15:14:07,670 - mmaction - INFO - Epoch [9][440/1853] lr: 9.597e-02, eta: 20:05:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6789, top5_acc: 0.8945, loss_cls: 1.0499, loss: 1.0499, grad_norm: 1.3076 2021-05-06 15:14:20,937 - mmaction - INFO - Epoch [9][460/1853] lr: 9.596e-02, eta: 20:05:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6867, top5_acc: 0.8914, loss_cls: 1.0279, loss: 1.0279, grad_norm: 1.2429 2021-05-06 15:14:34,229 - mmaction - INFO - Epoch [9][480/1853] lr: 9.595e-02, eta: 20:05:01, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6727, top5_acc: 0.8914, loss_cls: 1.0910, loss: 1.0910, grad_norm: 1.3748 2021-05-06 15:14:47,485 - mmaction - INFO - Epoch [9][500/1853] lr: 9.594e-02, eta: 20:04:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6844, top5_acc: 0.8938, loss_cls: 1.0577, loss: 1.0577, grad_norm: 1.2859 2021-05-06 15:15:00,755 - mmaction - INFO - Epoch [9][520/1853] lr: 9.593e-02, eta: 20:04:23, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6922, top5_acc: 0.8867, loss_cls: 1.0563, loss: 1.0563, grad_norm: 1.2843 2021-05-06 15:15:14,076 - mmaction - INFO - Epoch [9][540/1853] lr: 9.592e-02, eta: 20:04:04, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6859, top5_acc: 0.8875, loss_cls: 1.0704, loss: 1.0704, grad_norm: 1.2997 2021-05-06 15:15:27,354 - mmaction - INFO - Epoch [9][560/1853] lr: 9.591e-02, eta: 20:03:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6594, top5_acc: 0.8648, loss_cls: 1.1476, loss: 1.1476, grad_norm: 1.2873 2021-05-06 15:15:40,608 - mmaction - INFO - Epoch [9][580/1853] lr: 9.590e-02, eta: 20:03:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6648, top5_acc: 0.8906, loss_cls: 1.0593, loss: 1.0593, grad_norm: 1.2882 2021-05-06 15:15:53,877 - mmaction - INFO - Epoch [9][600/1853] lr: 9.588e-02, eta: 20:03:08, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6883, top5_acc: 0.9055, loss_cls: 1.0291, loss: 1.0291, grad_norm: 1.3032 2021-05-06 15:16:07,136 - mmaction - INFO - Epoch [9][620/1853] lr: 9.587e-02, eta: 20:02:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6625, top5_acc: 0.8672, loss_cls: 1.1466, loss: 1.1466, grad_norm: 1.3770 2021-05-06 15:16:20,371 - mmaction - INFO - Epoch [9][640/1853] lr: 9.586e-02, eta: 20:02:30, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6906, top5_acc: 0.8828, loss_cls: 1.0542, loss: 1.0542, grad_norm: 1.2847 2021-05-06 15:16:33,691 - mmaction - INFO - Epoch [9][660/1853] lr: 9.585e-02, eta: 20:02:11, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6781, top5_acc: 0.8836, loss_cls: 1.0627, loss: 1.0627, grad_norm: 1.2292 2021-05-06 15:16:46,922 - mmaction - INFO - Epoch [9][680/1853] lr: 9.584e-02, eta: 20:01:52, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7039, top5_acc: 0.8773, loss_cls: 1.0639, loss: 1.0639, grad_norm: 1.2816 2021-05-06 15:17:00,192 - mmaction - INFO - Epoch [9][700/1853] lr: 9.583e-02, eta: 20:01:34, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6797, top5_acc: 0.8984, loss_cls: 1.0607, loss: 1.0607, grad_norm: 1.3012 2021-05-06 15:17:13,441 - mmaction - INFO - Epoch [9][720/1853] lr: 9.582e-02, eta: 20:01:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6922, top5_acc: 0.8852, loss_cls: 1.0551, loss: 1.0551, grad_norm: 1.3360 2021-05-06 15:17:26,684 - mmaction - INFO - Epoch [9][740/1853] lr: 9.581e-02, eta: 20:00:56, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6758, top5_acc: 0.8914, loss_cls: 1.0713, loss: 1.0713, grad_norm: 1.3278 2021-05-06 15:17:39,946 - mmaction - INFO - Epoch [9][760/1853] lr: 9.580e-02, eta: 20:00:37, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6695, top5_acc: 0.8953, loss_cls: 1.0740, loss: 1.0740, grad_norm: 1.3373 2021-05-06 15:17:53,222 - mmaction - INFO - Epoch [9][780/1853] lr: 9.579e-02, eta: 20:00:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6945, top5_acc: 0.8805, loss_cls: 1.0479, loss: 1.0479, grad_norm: 1.2530 2021-05-06 15:18:06,442 - mmaction - INFO - Epoch [9][800/1853] lr: 9.578e-02, eta: 19:59:59, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6719, top5_acc: 0.8773, loss_cls: 1.1205, loss: 1.1205, grad_norm: 1.3533 2021-05-06 15:18:19,709 - mmaction - INFO - Epoch [9][820/1853] lr: 9.577e-02, eta: 19:59:41, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6773, top5_acc: 0.8758, loss_cls: 1.0925, loss: 1.0925, grad_norm: 1.2609 2021-05-06 15:18:32,982 - mmaction - INFO - Epoch [9][840/1853] lr: 9.576e-02, eta: 19:59:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6719, top5_acc: 0.8703, loss_cls: 1.1079, loss: 1.1079, grad_norm: 1.2561 2021-05-06 15:18:46,236 - mmaction - INFO - Epoch [9][860/1853] lr: 9.575e-02, eta: 19:59:03, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6891, top5_acc: 0.8906, loss_cls: 1.0741, loss: 1.0741, grad_norm: 1.3109 2021-05-06 15:18:59,514 - mmaction - INFO - Epoch [9][880/1853] lr: 9.574e-02, eta: 19:58:45, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.0630, loss: 1.0630, grad_norm: 1.3156 2021-05-06 15:19:12,778 - mmaction - INFO - Epoch [9][900/1853] lr: 9.573e-02, eta: 19:58:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6703, top5_acc: 0.9016, loss_cls: 1.0561, loss: 1.0561, grad_norm: 1.3050 2021-05-06 15:19:26,036 - mmaction - INFO - Epoch [9][920/1853] lr: 9.571e-02, eta: 19:58:07, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7023, top5_acc: 0.8992, loss_cls: 1.0232, loss: 1.0232, grad_norm: 1.2934 2021-05-06 15:19:39,313 - mmaction - INFO - Epoch [9][940/1853] lr: 9.570e-02, eta: 19:57:49, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6984, top5_acc: 0.8859, loss_cls: 1.0488, loss: 1.0488, grad_norm: 1.2786 2021-05-06 15:19:52,565 - mmaction - INFO - Epoch [9][960/1853] lr: 9.569e-02, eta: 19:57:30, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7008, top5_acc: 0.8898, loss_cls: 1.0386, loss: 1.0386, grad_norm: 1.2984 2021-05-06 15:20:05,833 - mmaction - INFO - Epoch [9][980/1853] lr: 9.568e-02, eta: 19:57:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6531, top5_acc: 0.8828, loss_cls: 1.1579, loss: 1.1579, grad_norm: 1.3182 2021-05-06 15:20:19,101 - mmaction - INFO - Epoch [9][1000/1853] lr: 9.567e-02, eta: 19:56:53, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6766, top5_acc: 0.8883, loss_cls: 1.0971, loss: 1.0971, grad_norm: 1.2489 2021-05-06 15:20:32,337 - mmaction - INFO - Epoch [9][1020/1853] lr: 9.566e-02, eta: 19:56:34, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.6984, top5_acc: 0.8914, loss_cls: 1.0607, loss: 1.0607, grad_norm: 1.3242 2021-05-06 15:20:45,606 - mmaction - INFO - Epoch [9][1040/1853] lr: 9.565e-02, eta: 19:56:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6586, top5_acc: 0.8977, loss_cls: 1.1014, loss: 1.1014, grad_norm: 1.3684 2021-05-06 15:20:58,867 - mmaction - INFO - Epoch [9][1060/1853] lr: 9.564e-02, eta: 19:55:57, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6641, top5_acc: 0.8938, loss_cls: 1.1448, loss: 1.1448, grad_norm: 1.3627 2021-05-06 15:21:12,105 - mmaction - INFO - Epoch [9][1080/1853] lr: 9.563e-02, eta: 19:55:38, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6633, top5_acc: 0.8820, loss_cls: 1.0978, loss: 1.0978, grad_norm: 1.3043 2021-05-06 15:21:25,384 - mmaction - INFO - Epoch [9][1100/1853] lr: 9.562e-02, eta: 19:55:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6594, top5_acc: 0.8812, loss_cls: 1.1427, loss: 1.1427, grad_norm: 1.3877 2021-05-06 15:21:38,656 - mmaction - INFO - Epoch [9][1120/1853] lr: 9.561e-02, eta: 19:55:01, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6805, top5_acc: 0.8852, loss_cls: 1.0767, loss: 1.0767, grad_norm: 1.3152 2021-05-06 15:21:51,910 - mmaction - INFO - Epoch [9][1140/1853] lr: 9.560e-02, eta: 19:54:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6898, top5_acc: 0.8859, loss_cls: 1.0446, loss: 1.0446, grad_norm: 1.3070 2021-05-06 15:22:05,187 - mmaction - INFO - Epoch [9][1160/1853] lr: 9.558e-02, eta: 19:54:24, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.6844, top5_acc: 0.8844, loss_cls: 1.1021, loss: 1.1021, grad_norm: 1.3507 2021-05-06 15:22:18,471 - mmaction - INFO - Epoch [9][1180/1853] lr: 9.557e-02, eta: 19:54:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6727, top5_acc: 0.8820, loss_cls: 1.0898, loss: 1.0898, grad_norm: 1.2667 2021-05-06 15:22:31,797 - mmaction - INFO - Epoch [9][1200/1853] lr: 9.556e-02, eta: 19:53:48, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6852, top5_acc: 0.8953, loss_cls: 1.0471, loss: 1.0471, grad_norm: 1.3708 2021-05-06 15:22:45,067 - mmaction - INFO - Epoch [9][1220/1853] lr: 9.555e-02, eta: 19:53:29, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6531, top5_acc: 0.8688, loss_cls: 1.1746, loss: 1.1746, grad_norm: 1.3601 2021-05-06 15:22:58,340 - mmaction - INFO - Epoch [9][1240/1853] lr: 9.554e-02, eta: 19:53:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6570, top5_acc: 0.8789, loss_cls: 1.1204, loss: 1.1204, grad_norm: 1.3132 2021-05-06 15:23:11,614 - mmaction - INFO - Epoch [9][1260/1853] lr: 9.553e-02, eta: 19:52:53, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6633, top5_acc: 0.8828, loss_cls: 1.0792, loss: 1.0792, grad_norm: 1.3447 2021-05-06 15:23:24,861 - mmaction - INFO - Epoch [9][1280/1853] lr: 9.552e-02, eta: 19:52:34, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6586, top5_acc: 0.8688, loss_cls: 1.1530, loss: 1.1530, grad_norm: 1.4395 2021-05-06 15:23:38,108 - mmaction - INFO - Epoch [9][1300/1853] lr: 9.551e-02, eta: 19:52:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6914, top5_acc: 0.8844, loss_cls: 1.0663, loss: 1.0663, grad_norm: 1.2649 2021-05-06 15:23:51,357 - mmaction - INFO - Epoch [9][1320/1853] lr: 9.550e-02, eta: 19:51:57, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6891, top5_acc: 0.8859, loss_cls: 1.0291, loss: 1.0291, grad_norm: 1.2606 2021-05-06 15:24:04,593 - mmaction - INFO - Epoch [9][1340/1853] lr: 9.549e-02, eta: 19:51:38, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6922, top5_acc: 0.8945, loss_cls: 1.0420, loss: 1.0420, grad_norm: 1.2721 2021-05-06 15:24:17,875 - mmaction - INFO - Epoch [9][1360/1853] lr: 9.548e-02, eta: 19:51:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6984, top5_acc: 0.8828, loss_cls: 1.0395, loss: 1.0395, grad_norm: 1.2814 2021-05-06 15:24:31,168 - mmaction - INFO - Epoch [9][1380/1853] lr: 9.546e-02, eta: 19:51:02, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6922, top5_acc: 0.9070, loss_cls: 1.0049, loss: 1.0049, grad_norm: 1.2695 2021-05-06 15:24:44,417 - mmaction - INFO - Epoch [9][1400/1853] lr: 9.545e-02, eta: 19:50:44, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.6906, top5_acc: 0.8883, loss_cls: 1.0434, loss: 1.0434, grad_norm: 1.2660 2021-05-06 15:24:57,687 - mmaction - INFO - Epoch [9][1420/1853] lr: 9.544e-02, eta: 19:50:25, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6687, top5_acc: 0.8836, loss_cls: 1.1155, loss: 1.1155, grad_norm: 1.4383 2021-05-06 15:25:10,986 - mmaction - INFO - Epoch [9][1440/1853] lr: 9.543e-02, eta: 19:50:07, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6750, top5_acc: 0.8898, loss_cls: 1.0820, loss: 1.0820, grad_norm: 1.3930 2021-05-06 15:25:24,237 - mmaction - INFO - Epoch [9][1460/1853] lr: 9.542e-02, eta: 19:49:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6844, top5_acc: 0.8969, loss_cls: 1.0506, loss: 1.0506, grad_norm: 1.2573 2021-05-06 15:25:37,479 - mmaction - INFO - Epoch [9][1480/1853] lr: 9.541e-02, eta: 19:49:30, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6852, top5_acc: 0.8930, loss_cls: 1.0399, loss: 1.0399, grad_norm: 1.2924 2021-05-06 15:25:50,746 - mmaction - INFO - Epoch [9][1500/1853] lr: 9.540e-02, eta: 19:49:12, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6625, top5_acc: 0.8766, loss_cls: 1.1074, loss: 1.1074, grad_norm: 1.3430 2021-05-06 15:26:04,020 - mmaction - INFO - Epoch [9][1520/1853] lr: 9.539e-02, eta: 19:48:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7031, top5_acc: 0.8898, loss_cls: 1.0220, loss: 1.0220, grad_norm: 1.3042 2021-05-06 15:26:17,357 - mmaction - INFO - Epoch [9][1540/1853] lr: 9.538e-02, eta: 19:48:36, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7016, top5_acc: 0.8820, loss_cls: 1.0174, loss: 1.0174, grad_norm: 1.2934 2021-05-06 15:26:30,599 - mmaction - INFO - Epoch [9][1560/1853] lr: 9.536e-02, eta: 19:48:18, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6742, top5_acc: 0.8797, loss_cls: 1.1024, loss: 1.1024, grad_norm: 1.3697 2021-05-06 15:26:43,853 - mmaction - INFO - Epoch [9][1580/1853] lr: 9.535e-02, eta: 19:47:59, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6758, top5_acc: 0.8930, loss_cls: 1.0630, loss: 1.0630, grad_norm: 1.2602 2021-05-06 15:26:57,121 - mmaction - INFO - Epoch [9][1600/1853] lr: 9.534e-02, eta: 19:47:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6844, top5_acc: 0.8969, loss_cls: 1.0456, loss: 1.0456, grad_norm: 1.3142 2021-05-06 15:27:10,396 - mmaction - INFO - Epoch [9][1620/1853] lr: 9.533e-02, eta: 19:47:23, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.6898, top5_acc: 0.8852, loss_cls: 1.0601, loss: 1.0601, grad_norm: 1.3375 2021-05-06 15:27:23,655 - mmaction - INFO - Epoch [9][1640/1853] lr: 9.532e-02, eta: 19:47:05, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6844, top5_acc: 0.8828, loss_cls: 1.0708, loss: 1.0708, grad_norm: 1.2777 2021-05-06 15:27:36,929 - mmaction - INFO - Epoch [9][1660/1853] lr: 9.531e-02, eta: 19:46:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6867, top5_acc: 0.8898, loss_cls: 1.0672, loss: 1.0672, grad_norm: 1.2562 2021-05-06 15:27:50,161 - mmaction - INFO - Epoch [9][1680/1853] lr: 9.530e-02, eta: 19:46:28, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.6945, top5_acc: 0.9000, loss_cls: 1.0047, loss: 1.0047, grad_norm: 1.2553 2021-05-06 15:28:03,471 - mmaction - INFO - Epoch [9][1700/1853] lr: 9.529e-02, eta: 19:46:10, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6625, top5_acc: 0.8867, loss_cls: 1.1108, loss: 1.1108, grad_norm: 1.3702 2021-05-06 15:28:16,759 - mmaction - INFO - Epoch [9][1720/1853] lr: 9.528e-02, eta: 19:45:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6883, top5_acc: 0.8883, loss_cls: 1.0582, loss: 1.0582, grad_norm: 1.3097 2021-05-06 15:28:30,011 - mmaction - INFO - Epoch [9][1740/1853] lr: 9.526e-02, eta: 19:45:34, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6961, top5_acc: 0.8898, loss_cls: 1.0304, loss: 1.0304, grad_norm: 1.3309 2021-05-06 15:28:43,295 - mmaction - INFO - Epoch [9][1760/1853] lr: 9.525e-02, eta: 19:45:16, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6930, top5_acc: 0.8852, loss_cls: 1.0623, loss: 1.0623, grad_norm: 1.3169 2021-05-06 15:28:56,552 - mmaction - INFO - Epoch [9][1780/1853] lr: 9.524e-02, eta: 19:44:58, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6937, top5_acc: 0.8906, loss_cls: 1.0661, loss: 1.0661, grad_norm: 1.2472 2021-05-06 15:29:09,823 - mmaction - INFO - Epoch [9][1800/1853] lr: 9.523e-02, eta: 19:44:40, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6680, top5_acc: 0.8812, loss_cls: 1.0988, loss: 1.0988, grad_norm: 1.3074 2021-05-06 15:29:23,090 - mmaction - INFO - Epoch [9][1820/1853] lr: 9.522e-02, eta: 19:44:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6945, top5_acc: 0.8930, loss_cls: 1.0133, loss: 1.0133, grad_norm: 1.2775 2021-05-06 15:29:36,347 - mmaction - INFO - Epoch [9][1840/1853] lr: 9.521e-02, eta: 19:44:04, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6813, top5_acc: 0.8961, loss_cls: 1.0703, loss: 1.0703, grad_norm: 1.3845 2021-05-06 15:29:46,082 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-05-06 15:30:56,921 - mmaction - INFO - Epoch [10][20/1853] lr: 9.519e-02, eta: 19:48:30, time: 3.521, data_time: 2.862, memory: 5809, top1_acc: 0.6789, top5_acc: 0.8875, loss_cls: 1.1178, loss: 1.1178, grad_norm: 1.3812 2021-05-06 15:31:10,022 - mmaction - INFO - Epoch [10][40/1853] lr: 9.518e-02, eta: 19:48:11, time: 0.655, data_time: 0.001, memory: 5809, top1_acc: 0.6750, top5_acc: 0.8734, loss_cls: 1.0962, loss: 1.0962, grad_norm: 1.3120 2021-05-06 15:31:23,166 - mmaction - INFO - Epoch [10][60/1853] lr: 9.517e-02, eta: 19:47:52, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.6695, top5_acc: 0.8750, loss_cls: 1.1060, loss: 1.1060, grad_norm: 1.2884 2021-05-06 15:31:36,392 - mmaction - INFO - Epoch [10][80/1853] lr: 9.515e-02, eta: 19:47:33, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6828, top5_acc: 0.8812, loss_cls: 1.0362, loss: 1.0362, grad_norm: 1.2131 2021-05-06 15:31:49,579 - mmaction - INFO - Epoch [10][100/1853] lr: 9.514e-02, eta: 19:47:14, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.6828, top5_acc: 0.8719, loss_cls: 1.1236, loss: 1.1236, grad_norm: 1.3277 2021-05-06 15:32:02,792 - mmaction - INFO - Epoch [10][120/1853] lr: 9.513e-02, eta: 19:46:55, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.6742, top5_acc: 0.8859, loss_cls: 1.0771, loss: 1.0771, grad_norm: 1.2716 2021-05-06 15:32:16,022 - mmaction - INFO - Epoch [10][140/1853] lr: 9.512e-02, eta: 19:46:37, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.7086, top5_acc: 0.8945, loss_cls: 1.0100, loss: 1.0100, grad_norm: 1.2443 2021-05-06 15:32:29,240 - mmaction - INFO - Epoch [10][160/1853] lr: 9.511e-02, eta: 19:46:18, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6813, top5_acc: 0.9016, loss_cls: 1.0317, loss: 1.0317, grad_norm: 1.3610 2021-05-06 15:32:42,451 - mmaction - INFO - Epoch [10][180/1853] lr: 9.510e-02, eta: 19:45:59, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6750, top5_acc: 0.8742, loss_cls: 1.0751, loss: 1.0751, grad_norm: 1.2730 2021-05-06 15:32:55,719 - mmaction - INFO - Epoch [10][200/1853] lr: 9.509e-02, eta: 19:45:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6969, top5_acc: 0.8852, loss_cls: 1.0246, loss: 1.0246, grad_norm: 1.2015 2021-05-06 15:33:08,984 - mmaction - INFO - Epoch [10][220/1853] lr: 9.507e-02, eta: 19:45:23, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6914, top5_acc: 0.9039, loss_cls: 0.9955, loss: 0.9955, grad_norm: 1.2616 2021-05-06 15:33:22,252 - mmaction - INFO - Epoch [10][240/1853] lr: 9.506e-02, eta: 19:45:04, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6930, top5_acc: 0.8836, loss_cls: 1.0902, loss: 1.0902, grad_norm: 1.3484 2021-05-06 15:33:35,579 - mmaction - INFO - Epoch [10][260/1853] lr: 9.505e-02, eta: 19:44:46, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6969, top5_acc: 0.8852, loss_cls: 1.0252, loss: 1.0252, grad_norm: 1.2730 2021-05-06 15:33:48,829 - mmaction - INFO - Epoch [10][280/1853] lr: 9.504e-02, eta: 19:44:28, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6859, top5_acc: 0.8891, loss_cls: 1.0552, loss: 1.0552, grad_norm: 1.2889 2021-05-06 15:34:02,081 - mmaction - INFO - Epoch [10][300/1853] lr: 9.503e-02, eta: 19:44:10, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6672, top5_acc: 0.8836, loss_cls: 1.0927, loss: 1.0927, grad_norm: 1.3204 2021-05-06 15:34:15,326 - mmaction - INFO - Epoch [10][320/1853] lr: 9.502e-02, eta: 19:43:51, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7023, top5_acc: 0.8984, loss_cls: 0.9858, loss: 0.9858, grad_norm: 1.2175 2021-05-06 15:34:28,666 - mmaction - INFO - Epoch [10][340/1853] lr: 9.501e-02, eta: 19:43:33, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.6984, top5_acc: 0.8852, loss_cls: 1.0419, loss: 1.0419, grad_norm: 1.2842 2021-05-06 15:34:41,966 - mmaction - INFO - Epoch [10][360/1853] lr: 9.499e-02, eta: 19:43:15, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6945, top5_acc: 0.8906, loss_cls: 1.0233, loss: 1.0233, grad_norm: 1.2472 2021-05-06 15:34:55,252 - mmaction - INFO - Epoch [10][380/1853] lr: 9.498e-02, eta: 19:42:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6852, top5_acc: 0.8883, loss_cls: 1.0691, loss: 1.0691, grad_norm: 1.2801 2021-05-06 15:35:08,574 - mmaction - INFO - Epoch [10][400/1853] lr: 9.497e-02, eta: 19:42:39, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7047, top5_acc: 0.8961, loss_cls: 0.9967, loss: 0.9967, grad_norm: 1.2941 2021-05-06 15:35:21,852 - mmaction - INFO - Epoch [10][420/1853] lr: 9.496e-02, eta: 19:42:21, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6719, top5_acc: 0.8859, loss_cls: 1.0627, loss: 1.0627, grad_norm: 1.3308 2021-05-06 15:35:35,127 - mmaction - INFO - Epoch [10][440/1853] lr: 9.495e-02, eta: 19:42:03, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6789, top5_acc: 0.8891, loss_cls: 1.0745, loss: 1.0745, grad_norm: 1.3730 2021-05-06 15:35:48,407 - mmaction - INFO - Epoch [10][460/1853] lr: 9.494e-02, eta: 19:41:45, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.6883, top5_acc: 0.8844, loss_cls: 1.0684, loss: 1.0684, grad_norm: 1.3634 2021-05-06 15:36:01,686 - mmaction - INFO - Epoch [10][480/1853] lr: 9.492e-02, eta: 19:41:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6984, top5_acc: 0.8812, loss_cls: 1.0236, loss: 1.0236, grad_norm: 1.3169 2021-05-06 15:36:14,942 - mmaction - INFO - Epoch [10][500/1853] lr: 9.491e-02, eta: 19:41:09, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6953, top5_acc: 0.8922, loss_cls: 1.0210, loss: 1.0210, grad_norm: 1.3679 2021-05-06 15:36:28,256 - mmaction - INFO - Epoch [10][520/1853] lr: 9.490e-02, eta: 19:40:51, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.6906, top5_acc: 0.8945, loss_cls: 1.0326, loss: 1.0326, grad_norm: 1.3170 2021-05-06 15:36:41,552 - mmaction - INFO - Epoch [10][540/1853] lr: 9.489e-02, eta: 19:40:33, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6891, top5_acc: 0.8906, loss_cls: 1.0469, loss: 1.0469, grad_norm: 1.2757 2021-05-06 15:36:54,838 - mmaction - INFO - Epoch [10][560/1853] lr: 9.488e-02, eta: 19:40:15, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7039, top5_acc: 0.9031, loss_cls: 0.9759, loss: 0.9759, grad_norm: 1.2256 2021-05-06 15:37:08,134 - mmaction - INFO - Epoch [10][580/1853] lr: 9.487e-02, eta: 19:39:57, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7234, top5_acc: 0.9070, loss_cls: 0.9411, loss: 0.9411, grad_norm: 1.2792 2021-05-06 15:37:21,409 - mmaction - INFO - Epoch [10][600/1853] lr: 9.485e-02, eta: 19:39:39, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.6844, top5_acc: 0.8922, loss_cls: 1.0675, loss: 1.0675, grad_norm: 1.3119 2021-05-06 15:37:34,696 - mmaction - INFO - Epoch [10][620/1853] lr: 9.484e-02, eta: 19:39:21, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6937, top5_acc: 0.8828, loss_cls: 1.0658, loss: 1.0658, grad_norm: 1.3073 2021-05-06 15:37:47,986 - mmaction - INFO - Epoch [10][640/1853] lr: 9.483e-02, eta: 19:39:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6922, top5_acc: 0.8883, loss_cls: 1.0455, loss: 1.0455, grad_norm: 1.3250 2021-05-06 15:38:01,247 - mmaction - INFO - Epoch [10][660/1853] lr: 9.482e-02, eta: 19:38:45, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6672, top5_acc: 0.8789, loss_cls: 1.0932, loss: 1.0932, grad_norm: 1.3873 2021-05-06 15:38:14,556 - mmaction - INFO - Epoch [10][680/1853] lr: 9.481e-02, eta: 19:38:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6703, top5_acc: 0.9008, loss_cls: 1.0738, loss: 1.0738, grad_norm: 1.3580 2021-05-06 15:38:27,825 - mmaction - INFO - Epoch [10][700/1853] lr: 9.480e-02, eta: 19:38:09, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7016, top5_acc: 0.9000, loss_cls: 1.0074, loss: 1.0074, grad_norm: 1.3247 2021-05-06 15:38:41,142 - mmaction - INFO - Epoch [10][720/1853] lr: 9.478e-02, eta: 19:37:51, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.6789, top5_acc: 0.8875, loss_cls: 1.0781, loss: 1.0781, grad_norm: 1.3566 2021-05-06 15:38:54,378 - mmaction - INFO - Epoch [10][740/1853] lr: 9.477e-02, eta: 19:37:33, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 0.9486, loss: 0.9486, grad_norm: 1.2650 2021-05-06 15:39:07,659 - mmaction - INFO - Epoch [10][760/1853] lr: 9.476e-02, eta: 19:37:15, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7031, top5_acc: 0.8758, loss_cls: 1.0534, loss: 1.0534, grad_norm: 1.2997 2021-05-06 15:39:20,954 - mmaction - INFO - Epoch [10][780/1853] lr: 9.475e-02, eta: 19:36:57, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6984, top5_acc: 0.8945, loss_cls: 1.0081, loss: 1.0081, grad_norm: 1.2241 2021-05-06 15:39:34,213 - mmaction - INFO - Epoch [10][800/1853] lr: 9.474e-02, eta: 19:36:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6789, top5_acc: 0.8945, loss_cls: 1.0500, loss: 1.0500, grad_norm: 1.3020 2021-05-06 15:39:47,486 - mmaction - INFO - Epoch [10][820/1853] lr: 9.473e-02, eta: 19:36:21, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6930, top5_acc: 0.8961, loss_cls: 1.0045, loss: 1.0045, grad_norm: 1.2894 2021-05-06 15:40:00,799 - mmaction - INFO - Epoch [10][840/1853] lr: 9.471e-02, eta: 19:36:03, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.6914, top5_acc: 0.8883, loss_cls: 1.0392, loss: 1.0392, grad_norm: 1.3364 2021-05-06 15:40:14,090 - mmaction - INFO - Epoch [10][860/1853] lr: 9.470e-02, eta: 19:35:45, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6734, top5_acc: 0.8875, loss_cls: 1.0701, loss: 1.0701, grad_norm: 1.3829 2021-05-06 15:40:27,311 - mmaction - INFO - Epoch [10][880/1853] lr: 9.469e-02, eta: 19:35:27, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7180, top5_acc: 0.9023, loss_cls: 0.9526, loss: 0.9526, grad_norm: 1.2356 2021-05-06 15:40:40,607 - mmaction - INFO - Epoch [10][900/1853] lr: 9.468e-02, eta: 19:35:09, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6828, top5_acc: 0.8852, loss_cls: 1.0825, loss: 1.0825, grad_norm: 1.2762 2021-05-06 15:40:53,872 - mmaction - INFO - Epoch [10][920/1853] lr: 9.467e-02, eta: 19:34:51, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6727, top5_acc: 0.8773, loss_cls: 1.0731, loss: 1.0731, grad_norm: 1.3362 2021-05-06 15:41:07,145 - mmaction - INFO - Epoch [10][940/1853] lr: 9.465e-02, eta: 19:34:34, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6641, top5_acc: 0.8766, loss_cls: 1.1112, loss: 1.1112, grad_norm: 1.3227 2021-05-06 15:41:20,444 - mmaction - INFO - Epoch [10][960/1853] lr: 9.464e-02, eta: 19:34:16, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6680, top5_acc: 0.8750, loss_cls: 1.1151, loss: 1.1151, grad_norm: 1.3482 2021-05-06 15:41:33,726 - mmaction - INFO - Epoch [10][980/1853] lr: 9.463e-02, eta: 19:33:58, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6930, top5_acc: 0.8852, loss_cls: 1.0245, loss: 1.0245, grad_norm: 1.2744 2021-05-06 15:41:46,996 - mmaction - INFO - Epoch [10][1000/1853] lr: 9.462e-02, eta: 19:33:40, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6852, top5_acc: 0.8953, loss_cls: 1.0326, loss: 1.0326, grad_norm: 1.3700 2021-05-06 15:42:00,303 - mmaction - INFO - Epoch [10][1020/1853] lr: 9.461e-02, eta: 19:33:22, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.6672, top5_acc: 0.8828, loss_cls: 1.1034, loss: 1.1034, grad_norm: 1.3843 2021-05-06 15:42:13,577 - mmaction - INFO - Epoch [10][1040/1853] lr: 9.459e-02, eta: 19:33:05, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6937, top5_acc: 0.8867, loss_cls: 1.0529, loss: 1.0529, grad_norm: 1.3058 2021-05-06 15:42:26,807 - mmaction - INFO - Epoch [10][1060/1853] lr: 9.458e-02, eta: 19:32:47, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6859, top5_acc: 0.8930, loss_cls: 1.0472, loss: 1.0472, grad_norm: 1.3319 2021-05-06 15:42:40,094 - mmaction - INFO - Epoch [10][1080/1853] lr: 9.457e-02, eta: 19:32:29, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7055, top5_acc: 0.8992, loss_cls: 1.0309, loss: 1.0309, grad_norm: 1.3303 2021-05-06 15:42:53,354 - mmaction - INFO - Epoch [10][1100/1853] lr: 9.456e-02, eta: 19:32:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6992, top5_acc: 0.8969, loss_cls: 1.0073, loss: 1.0073, grad_norm: 1.2980 2021-05-06 15:43:06,664 - mmaction - INFO - Epoch [10][1120/1853] lr: 9.455e-02, eta: 19:31:53, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6914, top5_acc: 0.8883, loss_cls: 1.0317, loss: 1.0317, grad_norm: 1.2640 2021-05-06 15:43:19,978 - mmaction - INFO - Epoch [10][1140/1853] lr: 9.453e-02, eta: 19:31:36, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7273, top5_acc: 0.8977, loss_cls: 0.9545, loss: 0.9545, grad_norm: 1.2395 2021-05-06 15:43:33,235 - mmaction - INFO - Epoch [10][1160/1853] lr: 9.452e-02, eta: 19:31:18, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6883, top5_acc: 0.8945, loss_cls: 1.0718, loss: 1.0718, grad_norm: 1.4263 2021-05-06 15:43:46,502 - mmaction - INFO - Epoch [10][1180/1853] lr: 9.451e-02, eta: 19:31:00, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6852, top5_acc: 0.8781, loss_cls: 1.0763, loss: 1.0763, grad_norm: 1.3194 2021-05-06 15:43:59,805 - mmaction - INFO - Epoch [10][1200/1853] lr: 9.450e-02, eta: 19:30:42, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7219, top5_acc: 0.8875, loss_cls: 0.9905, loss: 0.9905, grad_norm: 1.2040 2021-05-06 15:44:13,074 - mmaction - INFO - Epoch [10][1220/1853] lr: 9.449e-02, eta: 19:30:25, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7023, top5_acc: 0.9008, loss_cls: 0.9802, loss: 0.9802, grad_norm: 1.2921 2021-05-06 15:44:26,342 - mmaction - INFO - Epoch [10][1240/1853] lr: 9.447e-02, eta: 19:30:07, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7141, top5_acc: 0.8992, loss_cls: 0.9838, loss: 0.9838, grad_norm: 1.3296 2021-05-06 15:44:39,635 - mmaction - INFO - Epoch [10][1260/1853] lr: 9.446e-02, eta: 19:29:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6703, top5_acc: 0.8680, loss_cls: 1.0801, loss: 1.0801, grad_norm: 1.3347 2021-05-06 15:44:52,946 - mmaction - INFO - Epoch [10][1280/1853] lr: 9.445e-02, eta: 19:29:32, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6695, top5_acc: 0.8797, loss_cls: 1.0902, loss: 1.0902, grad_norm: 1.3364 2021-05-06 15:45:06,201 - mmaction - INFO - Epoch [10][1300/1853] lr: 9.444e-02, eta: 19:29:14, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7008, top5_acc: 0.8953, loss_cls: 1.0144, loss: 1.0144, grad_norm: 1.3401 2021-05-06 15:45:19,503 - mmaction - INFO - Epoch [10][1320/1853] lr: 9.443e-02, eta: 19:28:56, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6984, top5_acc: 0.8891, loss_cls: 1.0129, loss: 1.0129, grad_norm: 1.3142 2021-05-06 15:45:32,820 - mmaction - INFO - Epoch [10][1340/1853] lr: 9.441e-02, eta: 19:28:39, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6789, top5_acc: 0.8797, loss_cls: 1.1071, loss: 1.1071, grad_norm: 1.3845 2021-05-06 15:45:46,097 - mmaction - INFO - Epoch [10][1360/1853] lr: 9.440e-02, eta: 19:28:21, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6734, top5_acc: 0.8891, loss_cls: 1.1203, loss: 1.1203, grad_norm: 1.3149 2021-05-06 15:45:59,388 - mmaction - INFO - Epoch [10][1380/1853] lr: 9.439e-02, eta: 19:28:04, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6766, top5_acc: 0.8930, loss_cls: 1.0374, loss: 1.0374, grad_norm: 1.2581 2021-05-06 15:46:12,673 - mmaction - INFO - Epoch [10][1400/1853] lr: 9.438e-02, eta: 19:27:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6867, top5_acc: 0.8969, loss_cls: 1.0032, loss: 1.0032, grad_norm: 1.2631 2021-05-06 15:46:25,913 - mmaction - INFO - Epoch [10][1420/1853] lr: 9.436e-02, eta: 19:27:28, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6906, top5_acc: 0.9016, loss_cls: 1.0539, loss: 1.0539, grad_norm: 1.3466 2021-05-06 15:46:39,181 - mmaction - INFO - Epoch [10][1440/1853] lr: 9.435e-02, eta: 19:27:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7031, top5_acc: 0.9008, loss_cls: 1.0425, loss: 1.0425, grad_norm: 1.2863 2021-05-06 15:46:52,463 - mmaction - INFO - Epoch [10][1460/1853] lr: 9.434e-02, eta: 19:26:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7320, top5_acc: 0.9125, loss_cls: 0.9295, loss: 0.9295, grad_norm: 1.2661 2021-05-06 15:47:05,747 - mmaction - INFO - Epoch [10][1480/1853] lr: 9.433e-02, eta: 19:26:36, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6844, top5_acc: 0.8961, loss_cls: 1.0619, loss: 1.0619, grad_norm: 1.3891 2021-05-06 15:47:19,027 - mmaction - INFO - Epoch [10][1500/1853] lr: 9.432e-02, eta: 19:26:18, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.6977, top5_acc: 0.8930, loss_cls: 1.0362, loss: 1.0362, grad_norm: 1.3956 2021-05-06 15:47:32,293 - mmaction - INFO - Epoch [10][1520/1853] lr: 9.430e-02, eta: 19:26:00, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6820, top5_acc: 0.8922, loss_cls: 1.0587, loss: 1.0587, grad_norm: 1.3245 2021-05-06 15:47:45,563 - mmaction - INFO - Epoch [10][1540/1853] lr: 9.429e-02, eta: 19:25:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6789, top5_acc: 0.8859, loss_cls: 1.0545, loss: 1.0545, grad_norm: 1.3127 2021-05-06 15:47:58,842 - mmaction - INFO - Epoch [10][1560/1853] lr: 9.428e-02, eta: 19:25:25, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.6883, top5_acc: 0.8969, loss_cls: 1.0181, loss: 1.0181, grad_norm: 1.2810 2021-05-06 15:48:12,110 - mmaction - INFO - Epoch [10][1580/1853] lr: 9.427e-02, eta: 19:25:07, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6836, top5_acc: 0.8938, loss_cls: 1.0706, loss: 1.0706, grad_norm: 1.2725 2021-05-06 15:48:25,396 - mmaction - INFO - Epoch [10][1600/1853] lr: 9.425e-02, eta: 19:24:50, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6844, top5_acc: 0.8859, loss_cls: 1.0548, loss: 1.0548, grad_norm: 1.2622 2021-05-06 15:48:38,701 - mmaction - INFO - Epoch [10][1620/1853] lr: 9.424e-02, eta: 19:24:33, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6742, top5_acc: 0.8875, loss_cls: 1.0665, loss: 1.0665, grad_norm: 1.3490 2021-05-06 15:48:51,951 - mmaction - INFO - Epoch [10][1640/1853] lr: 9.423e-02, eta: 19:24:15, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7000, top5_acc: 0.8930, loss_cls: 1.0272, loss: 1.0272, grad_norm: 1.3717 2021-05-06 15:49:05,242 - mmaction - INFO - Epoch [10][1660/1853] lr: 9.422e-02, eta: 19:23:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7000, top5_acc: 0.8961, loss_cls: 1.0000, loss: 1.0000, grad_norm: 1.2488 2021-05-06 15:49:18,543 - mmaction - INFO - Epoch [10][1680/1853] lr: 9.420e-02, eta: 19:23:40, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7023, top5_acc: 0.8914, loss_cls: 1.0235, loss: 1.0235, grad_norm: 1.3455 2021-05-06 15:49:31,768 - mmaction - INFO - Epoch [10][1700/1853] lr: 9.419e-02, eta: 19:23:22, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7102, top5_acc: 0.9016, loss_cls: 0.9826, loss: 0.9826, grad_norm: 1.3375 2021-05-06 15:49:45,034 - mmaction - INFO - Epoch [10][1720/1853] lr: 9.418e-02, eta: 19:23:05, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6922, top5_acc: 0.8938, loss_cls: 1.0458, loss: 1.0458, grad_norm: 1.3259 2021-05-06 15:49:58,295 - mmaction - INFO - Epoch [10][1740/1853] lr: 9.417e-02, eta: 19:22:47, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6969, top5_acc: 0.8961, loss_cls: 1.0517, loss: 1.0517, grad_norm: 1.3133 2021-05-06 15:50:11,568 - mmaction - INFO - Epoch [10][1760/1853] lr: 9.415e-02, eta: 19:22:30, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7023, top5_acc: 0.8938, loss_cls: 1.0137, loss: 1.0137, grad_norm: 1.3162 2021-05-06 15:50:24,792 - mmaction - INFO - Epoch [10][1780/1853] lr: 9.414e-02, eta: 19:22:12, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7031, top5_acc: 0.8930, loss_cls: 0.9842, loss: 0.9842, grad_norm: 1.2655 2021-05-06 15:50:38,079 - mmaction - INFO - Epoch [10][1800/1853] lr: 9.413e-02, eta: 19:21:55, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.6852, top5_acc: 0.8828, loss_cls: 1.0764, loss: 1.0764, grad_norm: 1.2467 2021-05-06 15:50:51,371 - mmaction - INFO - Epoch [10][1820/1853] lr: 9.412e-02, eta: 19:21:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6945, top5_acc: 0.8852, loss_cls: 1.0159, loss: 1.0159, grad_norm: 1.2977 2021-05-06 15:51:04,582 - mmaction - INFO - Epoch [10][1840/1853] lr: 9.410e-02, eta: 19:21:19, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.6711, top5_acc: 0.8727, loss_cls: 1.0925, loss: 1.0925, grad_norm: 1.2952 2021-05-06 15:51:14,164 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-05-06 15:52:48,747 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 15:52:48,777 - mmaction - INFO - top1_acc 0.8835 top5_acc 0.9872 2021-05-06 15:52:48,777 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 15:52:48,785 - mmaction - INFO - mean_acc 0.8820 2021-05-06 15:52:49,175 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2021-05-06 15:52:49,175 - mmaction - INFO - Best top1_acc is 0.8835 at 10 epoch. 2021-05-06 15:52:49,178 - mmaction - INFO - Epoch(val) [10][1853] top1_acc: 0.8835, top5_acc: 0.9872, mean_class_accuracy: 0.8820 2021-05-06 15:53:52,269 - mmaction - INFO - Epoch [11][20/1853] lr: 9.408e-02, eta: 19:24:33, time: 3.154, data_time: 2.493, memory: 5809, top1_acc: 0.6891, top5_acc: 0.8969, loss_cls: 0.9990, loss: 0.9990, grad_norm: 1.3013 2021-05-06 15:54:05,371 - mmaction - INFO - Epoch [11][40/1853] lr: 9.407e-02, eta: 19:24:14, time: 0.655, data_time: 0.002, memory: 5809, top1_acc: 0.6898, top5_acc: 0.8969, loss_cls: 1.0212, loss: 1.0212, grad_norm: 1.3193 2021-05-06 15:54:18,461 - mmaction - INFO - Epoch [11][60/1853] lr: 9.406e-02, eta: 19:23:55, time: 0.654, data_time: 0.001, memory: 5809, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 0.9934, loss: 0.9934, grad_norm: 1.2575 2021-05-06 15:54:31,577 - mmaction - INFO - Epoch [11][80/1853] lr: 9.405e-02, eta: 19:23:37, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.7148, top5_acc: 0.8945, loss_cls: 0.9869, loss: 0.9869, grad_norm: 1.2564 2021-05-06 15:54:44,722 - mmaction - INFO - Epoch [11][100/1853] lr: 9.403e-02, eta: 19:23:18, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.7078, top5_acc: 0.8938, loss_cls: 1.0116, loss: 1.0116, grad_norm: 1.2393 2021-05-06 15:54:57,901 - mmaction - INFO - Epoch [11][120/1853] lr: 9.402e-02, eta: 19:23:00, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.6836, top5_acc: 0.8930, loss_cls: 1.0581, loss: 1.0581, grad_norm: 1.3779 2021-05-06 15:55:11,105 - mmaction - INFO - Epoch [11][140/1853] lr: 9.401e-02, eta: 19:22:42, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.6984, top5_acc: 0.8969, loss_cls: 1.0682, loss: 1.0682, grad_norm: 1.3441 2021-05-06 15:55:24,267 - mmaction - INFO - Epoch [11][160/1853] lr: 9.400e-02, eta: 19:22:24, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.6945, top5_acc: 0.8977, loss_cls: 1.0101, loss: 1.0101, grad_norm: 1.2997 2021-05-06 15:55:37,471 - mmaction - INFO - Epoch [11][180/1853] lr: 9.398e-02, eta: 19:22:06, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 0.9616, loss: 0.9616, grad_norm: 1.3437 2021-05-06 15:55:50,682 - mmaction - INFO - Epoch [11][200/1853] lr: 9.397e-02, eta: 19:21:48, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.6813, top5_acc: 0.9008, loss_cls: 1.0510, loss: 1.0510, grad_norm: 1.3820 2021-05-06 15:56:03,888 - mmaction - INFO - Epoch [11][220/1853] lr: 9.396e-02, eta: 19:21:30, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7016, top5_acc: 0.8906, loss_cls: 1.0356, loss: 1.0356, grad_norm: 1.2772 2021-05-06 15:56:17,091 - mmaction - INFO - Epoch [11][240/1853] lr: 9.395e-02, eta: 19:21:12, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7039, top5_acc: 0.8930, loss_cls: 1.0020, loss: 1.0020, grad_norm: 1.3123 2021-05-06 15:56:30,302 - mmaction - INFO - Epoch [11][260/1853] lr: 9.393e-02, eta: 19:20:54, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.6930, top5_acc: 0.8734, loss_cls: 1.0436, loss: 1.0436, grad_norm: 1.3094 2021-05-06 15:56:43,474 - mmaction - INFO - Epoch [11][280/1853] lr: 9.392e-02, eta: 19:20:36, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7078, top5_acc: 0.8945, loss_cls: 1.0226, loss: 1.0226, grad_norm: 1.3407 2021-05-06 15:56:56,678 - mmaction - INFO - Epoch [11][300/1853] lr: 9.391e-02, eta: 19:20:18, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.6797, top5_acc: 0.8875, loss_cls: 1.0644, loss: 1.0644, grad_norm: 1.4417 2021-05-06 15:57:09,921 - mmaction - INFO - Epoch [11][320/1853] lr: 9.390e-02, eta: 19:20:00, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6758, top5_acc: 0.8805, loss_cls: 1.0764, loss: 1.0764, grad_norm: 1.3363 2021-05-06 15:57:23,145 - mmaction - INFO - Epoch [11][340/1853] lr: 9.388e-02, eta: 19:19:42, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6977, top5_acc: 0.9016, loss_cls: 1.0295, loss: 1.0295, grad_norm: 1.3362 2021-05-06 15:57:36,373 - mmaction - INFO - Epoch [11][360/1853] lr: 9.387e-02, eta: 19:19:25, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6953, top5_acc: 0.8867, loss_cls: 1.0508, loss: 1.0508, grad_norm: 1.3097 2021-05-06 15:57:49,594 - mmaction - INFO - Epoch [11][380/1853] lr: 9.386e-02, eta: 19:19:07, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6578, top5_acc: 0.8836, loss_cls: 1.0851, loss: 1.0851, grad_norm: 1.3212 2021-05-06 15:58:02,825 - mmaction - INFO - Epoch [11][400/1853] lr: 9.384e-02, eta: 19:18:49, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6820, top5_acc: 0.8938, loss_cls: 1.0478, loss: 1.0478, grad_norm: 1.3302 2021-05-06 15:58:16,089 - mmaction - INFO - Epoch [11][420/1853] lr: 9.383e-02, eta: 19:18:32, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7055, top5_acc: 0.8961, loss_cls: 1.0186, loss: 1.0186, grad_norm: 1.2791 2021-05-06 15:58:29,356 - mmaction - INFO - Epoch [11][440/1853] lr: 9.382e-02, eta: 19:18:14, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7102, top5_acc: 0.8938, loss_cls: 0.9870, loss: 0.9870, grad_norm: 1.2980 2021-05-06 15:58:42,618 - mmaction - INFO - Epoch [11][460/1853] lr: 9.381e-02, eta: 19:17:56, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7070, top5_acc: 0.8984, loss_cls: 0.9503, loss: 0.9503, grad_norm: 1.2020 2021-05-06 15:58:55,870 - mmaction - INFO - Epoch [11][480/1853] lr: 9.379e-02, eta: 19:17:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7188, top5_acc: 0.8820, loss_cls: 1.0030, loss: 1.0030, grad_norm: 1.2648 2021-05-06 15:59:09,114 - mmaction - INFO - Epoch [11][500/1853] lr: 9.378e-02, eta: 19:17:21, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7000, top5_acc: 0.8883, loss_cls: 1.0273, loss: 1.0273, grad_norm: 1.3609 2021-05-06 15:59:22,360 - mmaction - INFO - Epoch [11][520/1853] lr: 9.377e-02, eta: 19:17:03, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7031, top5_acc: 0.8914, loss_cls: 1.0303, loss: 1.0303, grad_norm: 1.3465 2021-05-06 15:59:35,648 - mmaction - INFO - Epoch [11][540/1853] lr: 9.376e-02, eta: 19:16:46, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7117, top5_acc: 0.8852, loss_cls: 0.9858, loss: 0.9858, grad_norm: 1.2343 2021-05-06 15:59:48,864 - mmaction - INFO - Epoch [11][560/1853] lr: 9.374e-02, eta: 19:16:28, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6820, top5_acc: 0.8844, loss_cls: 1.0574, loss: 1.0574, grad_norm: 1.3234 2021-05-06 16:00:02,119 - mmaction - INFO - Epoch [11][580/1853] lr: 9.373e-02, eta: 19:16:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6969, top5_acc: 0.8914, loss_cls: 1.0133, loss: 1.0133, grad_norm: 1.3224 2021-05-06 16:00:15,427 - mmaction - INFO - Epoch [11][600/1853] lr: 9.372e-02, eta: 19:15:54, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7133, top5_acc: 0.8930, loss_cls: 0.9670, loss: 0.9670, grad_norm: 1.3389 2021-05-06 16:00:28,647 - mmaction - INFO - Epoch [11][620/1853] lr: 9.370e-02, eta: 19:15:36, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7195, top5_acc: 0.9047, loss_cls: 0.9777, loss: 0.9777, grad_norm: 1.3631 2021-05-06 16:00:41,906 - mmaction - INFO - Epoch [11][640/1853] lr: 9.369e-02, eta: 19:15:18, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7094, top5_acc: 0.8938, loss_cls: 0.9638, loss: 0.9638, grad_norm: 1.2913 2021-05-06 16:00:55,192 - mmaction - INFO - Epoch [11][660/1853] lr: 9.368e-02, eta: 19:15:01, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6961, top5_acc: 0.8984, loss_cls: 1.0362, loss: 1.0362, grad_norm: 1.3678 2021-05-06 16:01:08,411 - mmaction - INFO - Epoch [11][680/1853] lr: 9.366e-02, eta: 19:14:43, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6727, top5_acc: 0.8953, loss_cls: 1.0802, loss: 1.0802, grad_norm: 1.4779 2021-05-06 16:01:21,667 - mmaction - INFO - Epoch [11][700/1853] lr: 9.365e-02, eta: 19:14:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6977, top5_acc: 0.8938, loss_cls: 1.0145, loss: 1.0145, grad_norm: 1.3516 2021-05-06 16:01:34,905 - mmaction - INFO - Epoch [11][720/1853] lr: 9.364e-02, eta: 19:14:08, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7133, top5_acc: 0.9047, loss_cls: 0.9762, loss: 0.9762, grad_norm: 1.2960 2021-05-06 16:01:48,130 - mmaction - INFO - Epoch [11][740/1853] lr: 9.363e-02, eta: 19:13:51, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7227, top5_acc: 0.9000, loss_cls: 0.9390, loss: 0.9390, grad_norm: 1.2611 2021-05-06 16:02:01,405 - mmaction - INFO - Epoch [11][760/1853] lr: 9.361e-02, eta: 19:13:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7188, top5_acc: 0.9070, loss_cls: 0.9493, loss: 0.9493, grad_norm: 1.3132 2021-05-06 16:02:14,671 - mmaction - INFO - Epoch [11][780/1853] lr: 9.360e-02, eta: 19:13:16, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6953, top5_acc: 0.8984, loss_cls: 1.0193, loss: 1.0193, grad_norm: 1.3673 2021-05-06 16:02:27,885 - mmaction - INFO - Epoch [11][800/1853] lr: 9.359e-02, eta: 19:12:58, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.7023, top5_acc: 0.8898, loss_cls: 1.0207, loss: 1.0207, grad_norm: 1.3793 2021-05-06 16:02:41,176 - mmaction - INFO - Epoch [11][820/1853] lr: 9.357e-02, eta: 19:12:41, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6859, top5_acc: 0.8930, loss_cls: 1.0306, loss: 1.0306, grad_norm: 1.3297 2021-05-06 16:02:54,437 - mmaction - INFO - Epoch [11][840/1853] lr: 9.356e-02, eta: 19:12:23, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7008, top5_acc: 0.8922, loss_cls: 0.9893, loss: 0.9893, grad_norm: 1.3178 2021-05-06 16:03:07,681 - mmaction - INFO - Epoch [11][860/1853] lr: 9.355e-02, eta: 19:12:06, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7227, top5_acc: 0.8984, loss_cls: 0.9542, loss: 0.9542, grad_norm: 1.2675 2021-05-06 16:03:20,945 - mmaction - INFO - Epoch [11][880/1853] lr: 9.354e-02, eta: 19:11:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6680, top5_acc: 0.8891, loss_cls: 1.0649, loss: 1.0649, grad_norm: 1.4250 2021-05-06 16:03:34,195 - mmaction - INFO - Epoch [11][900/1853] lr: 9.352e-02, eta: 19:11:31, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6789, top5_acc: 0.8898, loss_cls: 1.0592, loss: 1.0592, grad_norm: 1.3385 2021-05-06 16:03:47,477 - mmaction - INFO - Epoch [11][920/1853] lr: 9.351e-02, eta: 19:11:14, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6992, top5_acc: 0.8906, loss_cls: 1.0123, loss: 1.0123, grad_norm: 1.3079 2021-05-06 16:04:00,762 - mmaction - INFO - Epoch [11][940/1853] lr: 9.350e-02, eta: 19:10:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7063, top5_acc: 0.9062, loss_cls: 1.0090, loss: 1.0090, grad_norm: 1.3332 2021-05-06 16:04:14,012 - mmaction - INFO - Epoch [11][960/1853] lr: 9.348e-02, eta: 19:10:39, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6875, top5_acc: 0.8984, loss_cls: 1.0666, loss: 1.0666, grad_norm: 1.3881 2021-05-06 16:04:27,274 - mmaction - INFO - Epoch [11][980/1853] lr: 9.347e-02, eta: 19:10:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6852, top5_acc: 0.8914, loss_cls: 1.0309, loss: 1.0309, grad_norm: 1.3357 2021-05-06 16:04:40,522 - mmaction - INFO - Epoch [11][1000/1853] lr: 9.346e-02, eta: 19:10:05, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7039, top5_acc: 0.9102, loss_cls: 0.9620, loss: 0.9620, grad_norm: 1.3304 2021-05-06 16:04:53,778 - mmaction - INFO - Epoch [11][1020/1853] lr: 9.344e-02, eta: 19:09:47, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6992, top5_acc: 0.8844, loss_cls: 1.0228, loss: 1.0228, grad_norm: 1.3183 2021-05-06 16:05:07,039 - mmaction - INFO - Epoch [11][1040/1853] lr: 9.343e-02, eta: 19:09:30, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6859, top5_acc: 0.8867, loss_cls: 1.0571, loss: 1.0571, grad_norm: 1.3087 2021-05-06 16:05:20,305 - mmaction - INFO - Epoch [11][1060/1853] lr: 9.342e-02, eta: 19:09:13, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6852, top5_acc: 0.8953, loss_cls: 1.0295, loss: 1.0295, grad_norm: 1.3737 2021-05-06 16:05:33,558 - mmaction - INFO - Epoch [11][1080/1853] lr: 9.340e-02, eta: 19:08:55, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7117, top5_acc: 0.8930, loss_cls: 0.9852, loss: 0.9852, grad_norm: 1.2776 2021-05-06 16:05:46,796 - mmaction - INFO - Epoch [11][1100/1853] lr: 9.339e-02, eta: 19:08:38, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6805, top5_acc: 0.8914, loss_cls: 1.0813, loss: 1.0813, grad_norm: 1.3745 2021-05-06 16:06:00,070 - mmaction - INFO - Epoch [11][1120/1853] lr: 9.338e-02, eta: 19:08:21, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6875, top5_acc: 0.8930, loss_cls: 1.0516, loss: 1.0516, grad_norm: 1.3102 2021-05-06 16:06:13,344 - mmaction - INFO - Epoch [11][1140/1853] lr: 9.336e-02, eta: 19:08:03, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6969, top5_acc: 0.8906, loss_cls: 1.0288, loss: 1.0288, grad_norm: 1.3764 2021-05-06 16:06:26,583 - mmaction - INFO - Epoch [11][1160/1853] lr: 9.335e-02, eta: 19:07:46, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6875, top5_acc: 0.8914, loss_cls: 1.0563, loss: 1.0563, grad_norm: 1.2477 2021-05-06 16:06:39,855 - mmaction - INFO - Epoch [11][1180/1853] lr: 9.334e-02, eta: 19:07:29, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7125, top5_acc: 0.8945, loss_cls: 0.9906, loss: 0.9906, grad_norm: 1.2834 2021-05-06 16:06:53,129 - mmaction - INFO - Epoch [11][1200/1853] lr: 9.333e-02, eta: 19:07:12, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7000, top5_acc: 0.8898, loss_cls: 0.9913, loss: 0.9913, grad_norm: 1.2730 2021-05-06 16:07:06,349 - mmaction - INFO - Epoch [11][1220/1853] lr: 9.331e-02, eta: 19:06:54, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6953, top5_acc: 0.8938, loss_cls: 1.0057, loss: 1.0057, grad_norm: 1.3194 2021-05-06 16:07:19,669 - mmaction - INFO - Epoch [11][1240/1853] lr: 9.330e-02, eta: 19:06:37, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6953, top5_acc: 0.8938, loss_cls: 0.9898, loss: 0.9898, grad_norm: 1.3369 2021-05-06 16:07:32,920 - mmaction - INFO - Epoch [11][1260/1853] lr: 9.329e-02, eta: 19:06:20, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7109, top5_acc: 0.8961, loss_cls: 0.9999, loss: 0.9999, grad_norm: 1.3413 2021-05-06 16:07:46,265 - mmaction - INFO - Epoch [11][1280/1853] lr: 9.327e-02, eta: 19:06:03, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.6828, top5_acc: 0.8961, loss_cls: 1.0722, loss: 1.0722, grad_norm: 1.4068 2021-05-06 16:07:59,543 - mmaction - INFO - Epoch [11][1300/1853] lr: 9.326e-02, eta: 19:05:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7047, top5_acc: 0.9102, loss_cls: 0.9959, loss: 0.9959, grad_norm: 1.3037 2021-05-06 16:08:12,810 - mmaction - INFO - Epoch [11][1320/1853] lr: 9.325e-02, eta: 19:05:29, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7070, top5_acc: 0.9008, loss_cls: 0.9526, loss: 0.9526, grad_norm: 1.3109 2021-05-06 16:08:26,035 - mmaction - INFO - Epoch [11][1340/1853] lr: 9.323e-02, eta: 19:05:11, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6859, top5_acc: 0.8992, loss_cls: 1.0248, loss: 1.0248, grad_norm: 1.3314 2021-05-06 16:08:39,323 - mmaction - INFO - Epoch [11][1360/1853] lr: 9.322e-02, eta: 19:04:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6977, top5_acc: 0.8984, loss_cls: 1.0088, loss: 1.0088, grad_norm: 1.3855 2021-05-06 16:08:52,587 - mmaction - INFO - Epoch [11][1380/1853] lr: 9.321e-02, eta: 19:04:37, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6852, top5_acc: 0.8930, loss_cls: 1.0486, loss: 1.0486, grad_norm: 1.3173 2021-05-06 16:09:05,842 - mmaction - INFO - Epoch [11][1400/1853] lr: 9.319e-02, eta: 19:04:20, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6898, top5_acc: 0.8992, loss_cls: 1.0269, loss: 1.0269, grad_norm: 1.3235 2021-05-06 16:09:19,155 - mmaction - INFO - Epoch [11][1420/1853] lr: 9.318e-02, eta: 19:04:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6969, top5_acc: 0.8953, loss_cls: 0.9936, loss: 0.9936, grad_norm: 1.3664 2021-05-06 16:09:32,472 - mmaction - INFO - Epoch [11][1440/1853] lr: 9.317e-02, eta: 19:03:46, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.6992, top5_acc: 0.8969, loss_cls: 1.0130, loss: 1.0130, grad_norm: 1.3243 2021-05-06 16:09:45,711 - mmaction - INFO - Epoch [11][1460/1853] lr: 9.315e-02, eta: 19:03:29, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6984, top5_acc: 0.9008, loss_cls: 1.0083, loss: 1.0083, grad_norm: 1.2715 2021-05-06 16:09:58,970 - mmaction - INFO - Epoch [11][1480/1853] lr: 9.314e-02, eta: 19:03:12, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7086, top5_acc: 0.8867, loss_cls: 1.0210, loss: 1.0210, grad_norm: 1.2867 2021-05-06 16:10:12,265 - mmaction - INFO - Epoch [11][1500/1853] lr: 9.313e-02, eta: 19:02:55, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7180, top5_acc: 0.8961, loss_cls: 0.9726, loss: 0.9726, grad_norm: 1.2466 2021-05-06 16:10:25,563 - mmaction - INFO - Epoch [11][1520/1853] lr: 9.311e-02, eta: 19:02:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.0359, loss: 1.0359, grad_norm: 1.3071 2021-05-06 16:10:38,822 - mmaction - INFO - Epoch [11][1540/1853] lr: 9.310e-02, eta: 19:02:21, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7258, top5_acc: 0.9133, loss_cls: 0.9256, loss: 0.9256, grad_norm: 1.1621 2021-05-06 16:10:52,099 - mmaction - INFO - Epoch [11][1560/1853] lr: 9.309e-02, eta: 19:02:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6844, top5_acc: 0.8773, loss_cls: 1.0817, loss: 1.0817, grad_norm: 1.3293 2021-05-06 16:11:05,346 - mmaction - INFO - Epoch [11][1580/1853] lr: 9.307e-02, eta: 19:01:46, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6820, top5_acc: 0.8906, loss_cls: 1.0459, loss: 1.0459, grad_norm: 1.2987 2021-05-06 16:11:18,615 - mmaction - INFO - Epoch [11][1600/1853] lr: 9.306e-02, eta: 19:01:29, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6945, top5_acc: 0.8914, loss_cls: 1.0153, loss: 1.0153, grad_norm: 1.2580 2021-05-06 16:11:31,901 - mmaction - INFO - Epoch [11][1620/1853] lr: 9.304e-02, eta: 19:01:12, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6953, top5_acc: 0.8914, loss_cls: 1.0203, loss: 1.0203, grad_norm: 1.2991 2021-05-06 16:11:45,181 - mmaction - INFO - Epoch [11][1640/1853] lr: 9.303e-02, eta: 19:00:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7094, top5_acc: 0.8945, loss_cls: 1.0120, loss: 1.0120, grad_norm: 1.3512 2021-05-06 16:11:58,458 - mmaction - INFO - Epoch [11][1660/1853] lr: 9.302e-02, eta: 19:00:38, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7234, top5_acc: 0.9094, loss_cls: 0.9278, loss: 0.9278, grad_norm: 1.3005 2021-05-06 16:12:11,700 - mmaction - INFO - Epoch [11][1680/1853] lr: 9.300e-02, eta: 19:00:21, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6906, top5_acc: 0.8898, loss_cls: 1.0304, loss: 1.0304, grad_norm: 1.3530 2021-05-06 16:12:24,987 - mmaction - INFO - Epoch [11][1700/1853] lr: 9.299e-02, eta: 19:00:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6750, top5_acc: 0.8789, loss_cls: 1.0969, loss: 1.0969, grad_norm: 1.4049 2021-05-06 16:12:38,258 - mmaction - INFO - Epoch [11][1720/1853] lr: 9.298e-02, eta: 18:59:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6930, top5_acc: 0.8930, loss_cls: 1.0513, loss: 1.0513, grad_norm: 1.3582 2021-05-06 16:12:51,521 - mmaction - INFO - Epoch [11][1740/1853] lr: 9.296e-02, eta: 18:59:30, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7266, top5_acc: 0.9117, loss_cls: 0.9200, loss: 0.9200, grad_norm: 1.2557 2021-05-06 16:13:04,818 - mmaction - INFO - Epoch [11][1760/1853] lr: 9.295e-02, eta: 18:59:13, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7039, top5_acc: 0.8898, loss_cls: 1.0370, loss: 1.0370, grad_norm: 1.3592 2021-05-06 16:13:18,043 - mmaction - INFO - Epoch [11][1780/1853] lr: 9.294e-02, eta: 18:58:56, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7102, top5_acc: 0.8969, loss_cls: 0.9856, loss: 0.9856, grad_norm: 1.3318 2021-05-06 16:13:31,346 - mmaction - INFO - Epoch [11][1800/1853] lr: 9.292e-02, eta: 18:58:39, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7188, top5_acc: 0.8977, loss_cls: 0.9803, loss: 0.9803, grad_norm: 1.3000 2021-05-06 16:13:44,670 - mmaction - INFO - Epoch [11][1820/1853] lr: 9.291e-02, eta: 18:58:23, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7180, top5_acc: 0.9062, loss_cls: 0.9515, loss: 0.9515, grad_norm: 1.3305 2021-05-06 16:13:57,933 - mmaction - INFO - Epoch [11][1840/1853] lr: 9.290e-02, eta: 18:58:06, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7070, top5_acc: 0.8914, loss_cls: 1.0124, loss: 1.0124, grad_norm: 1.3195 2021-05-06 16:14:07,765 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-05-06 16:15:42,146 - mmaction - INFO - Epoch [12][20/1853] lr: 9.287e-02, eta: 19:03:25, time: 4.699, data_time: 4.038, memory: 5809, top1_acc: 0.7039, top5_acc: 0.8969, loss_cls: 1.0035, loss: 1.0035, grad_norm: 1.2964 2021-05-06 16:15:55,248 - mmaction - INFO - Epoch [12][40/1853] lr: 9.286e-02, eta: 19:03:06, time: 0.655, data_time: 0.002, memory: 5809, top1_acc: 0.6906, top5_acc: 0.8906, loss_cls: 1.0281, loss: 1.0281, grad_norm: 1.3985 2021-05-06 16:16:08,374 - mmaction - INFO - Epoch [12][60/1853] lr: 9.285e-02, eta: 19:02:48, time: 0.656, data_time: 0.002, memory: 5809, top1_acc: 0.6906, top5_acc: 0.8938, loss_cls: 1.0527, loss: 1.0527, grad_norm: 1.3500 2021-05-06 16:16:21,497 - mmaction - INFO - Epoch [12][80/1853] lr: 9.283e-02, eta: 19:02:30, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.7172, top5_acc: 0.9000, loss_cls: 0.9919, loss: 0.9919, grad_norm: 1.3261 2021-05-06 16:16:34,683 - mmaction - INFO - Epoch [12][100/1853] lr: 9.282e-02, eta: 19:02:13, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7078, top5_acc: 0.8859, loss_cls: 1.0207, loss: 1.0207, grad_norm: 1.3054 2021-05-06 16:16:47,850 - mmaction - INFO - Epoch [12][120/1853] lr: 9.281e-02, eta: 19:01:55, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.6852, top5_acc: 0.8883, loss_cls: 1.0387, loss: 1.0387, grad_norm: 1.3756 2021-05-06 16:17:01,061 - mmaction - INFO - Epoch [12][140/1853] lr: 9.279e-02, eta: 19:01:37, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 0.9294, loss: 0.9294, grad_norm: 1.2814 2021-05-06 16:17:14,311 - mmaction - INFO - Epoch [12][160/1853] lr: 9.278e-02, eta: 19:01:20, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7180, top5_acc: 0.9031, loss_cls: 0.9839, loss: 0.9839, grad_norm: 1.3062 2021-05-06 16:17:27,510 - mmaction - INFO - Epoch [12][180/1853] lr: 9.276e-02, eta: 19:01:02, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.6953, top5_acc: 0.8992, loss_cls: 0.9845, loss: 0.9845, grad_norm: 1.3494 2021-05-06 16:17:40,702 - mmaction - INFO - Epoch [12][200/1853] lr: 9.275e-02, eta: 19:00:45, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.6844, top5_acc: 0.8898, loss_cls: 1.0519, loss: 1.0519, grad_norm: 1.4446 2021-05-06 16:17:53,933 - mmaction - INFO - Epoch [12][220/1853] lr: 9.274e-02, eta: 19:00:27, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6953, top5_acc: 0.8977, loss_cls: 1.0181, loss: 1.0181, grad_norm: 1.4340 2021-05-06 16:18:07,126 - mmaction - INFO - Epoch [12][240/1853] lr: 9.272e-02, eta: 19:00:09, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.6961, top5_acc: 0.9023, loss_cls: 0.9876, loss: 0.9876, grad_norm: 1.3717 2021-05-06 16:18:20,378 - mmaction - INFO - Epoch [12][260/1853] lr: 9.271e-02, eta: 18:59:52, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7000, top5_acc: 0.8938, loss_cls: 0.9904, loss: 0.9904, grad_norm: 1.3368 2021-05-06 16:18:33,606 - mmaction - INFO - Epoch [12][280/1853] lr: 9.270e-02, eta: 18:59:35, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.7078, top5_acc: 0.8953, loss_cls: 0.9858, loss: 0.9858, grad_norm: 1.3653 2021-05-06 16:18:46,852 - mmaction - INFO - Epoch [12][300/1853] lr: 9.268e-02, eta: 18:59:17, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6961, top5_acc: 0.8812, loss_cls: 1.0482, loss: 1.0482, grad_norm: 1.3638 2021-05-06 16:19:00,108 - mmaction - INFO - Epoch [12][320/1853] lr: 9.267e-02, eta: 18:59:00, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6945, top5_acc: 0.8961, loss_cls: 1.0307, loss: 1.0307, grad_norm: 1.3216 2021-05-06 16:19:13,321 - mmaction - INFO - Epoch [12][340/1853] lr: 9.265e-02, eta: 18:58:42, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6969, top5_acc: 0.8914, loss_cls: 1.0094, loss: 1.0094, grad_norm: 1.2875 2021-05-06 16:19:26,562 - mmaction - INFO - Epoch [12][360/1853] lr: 9.264e-02, eta: 18:58:25, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6828, top5_acc: 0.8984, loss_cls: 1.0491, loss: 1.0491, grad_norm: 1.4174 2021-05-06 16:19:39,854 - mmaction - INFO - Epoch [12][380/1853] lr: 9.263e-02, eta: 18:58:08, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7078, top5_acc: 0.8914, loss_cls: 0.9811, loss: 0.9811, grad_norm: 1.3324 2021-05-06 16:19:53,088 - mmaction - INFO - Epoch [12][400/1853] lr: 9.261e-02, eta: 18:57:51, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7188, top5_acc: 0.9023, loss_cls: 0.9517, loss: 0.9517, grad_norm: 1.2707 2021-05-06 16:20:06,318 - mmaction - INFO - Epoch [12][420/1853] lr: 9.260e-02, eta: 18:57:33, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7148, top5_acc: 0.9000, loss_cls: 0.9726, loss: 0.9726, grad_norm: 1.3515 2021-05-06 16:20:19,598 - mmaction - INFO - Epoch [12][440/1853] lr: 9.258e-02, eta: 18:57:16, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7188, top5_acc: 0.8984, loss_cls: 0.9234, loss: 0.9234, grad_norm: 1.2681 2021-05-06 16:20:32,831 - mmaction - INFO - Epoch [12][460/1853] lr: 9.257e-02, eta: 18:56:59, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7180, top5_acc: 0.8969, loss_cls: 0.9849, loss: 0.9849, grad_norm: 1.3193 2021-05-06 16:20:46,061 - mmaction - INFO - Epoch [12][480/1853] lr: 9.256e-02, eta: 18:56:41, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7086, top5_acc: 0.8984, loss_cls: 0.9612, loss: 0.9612, grad_norm: 1.3648 2021-05-06 16:20:59,331 - mmaction - INFO - Epoch [12][500/1853] lr: 9.254e-02, eta: 18:56:24, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7023, top5_acc: 0.8938, loss_cls: 1.0099, loss: 1.0099, grad_norm: 1.3652 2021-05-06 16:21:12,593 - mmaction - INFO - Epoch [12][520/1853] lr: 9.253e-02, eta: 18:56:07, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6992, top5_acc: 0.9039, loss_cls: 1.0041, loss: 1.0041, grad_norm: 1.3876 2021-05-06 16:21:25,847 - mmaction - INFO - Epoch [12][540/1853] lr: 9.252e-02, eta: 18:55:50, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7195, top5_acc: 0.8844, loss_cls: 1.0064, loss: 1.0064, grad_norm: 1.2506 2021-05-06 16:21:39,097 - mmaction - INFO - Epoch [12][560/1853] lr: 9.250e-02, eta: 18:55:32, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7266, top5_acc: 0.8922, loss_cls: 0.9457, loss: 0.9457, grad_norm: 1.2496 2021-05-06 16:21:52,358 - mmaction - INFO - Epoch [12][580/1853] lr: 9.249e-02, eta: 18:55:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7289, top5_acc: 0.9070, loss_cls: 0.9001, loss: 0.9001, grad_norm: 1.2273 2021-05-06 16:22:05,586 - mmaction - INFO - Epoch [12][600/1853] lr: 9.247e-02, eta: 18:54:58, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6820, top5_acc: 0.8953, loss_cls: 1.0564, loss: 1.0564, grad_norm: 1.4234 2021-05-06 16:22:18,838 - mmaction - INFO - Epoch [12][620/1853] lr: 9.246e-02, eta: 18:54:41, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7000, top5_acc: 0.8984, loss_cls: 0.9958, loss: 0.9958, grad_norm: 1.3193 2021-05-06 16:22:32,144 - mmaction - INFO - Epoch [12][640/1853] lr: 9.245e-02, eta: 18:54:24, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7227, top5_acc: 0.9047, loss_cls: 0.9407, loss: 0.9407, grad_norm: 1.2095 2021-05-06 16:22:45,397 - mmaction - INFO - Epoch [12][660/1853] lr: 9.243e-02, eta: 18:54:07, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7039, top5_acc: 0.8867, loss_cls: 1.0360, loss: 1.0360, grad_norm: 1.3632 2021-05-06 16:22:58,631 - mmaction - INFO - Epoch [12][680/1853] lr: 9.242e-02, eta: 18:53:49, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6937, top5_acc: 0.8992, loss_cls: 0.9955, loss: 0.9955, grad_norm: 1.3053 2021-05-06 16:23:11,897 - mmaction - INFO - Epoch [12][700/1853] lr: 9.240e-02, eta: 18:53:32, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7039, top5_acc: 0.9008, loss_cls: 0.9873, loss: 0.9873, grad_norm: 1.3491 2021-05-06 16:23:25,147 - mmaction - INFO - Epoch [12][720/1853] lr: 9.239e-02, eta: 18:53:15, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7227, top5_acc: 0.8992, loss_cls: 0.9743, loss: 0.9743, grad_norm: 1.3262 2021-05-06 16:23:38,409 - mmaction - INFO - Epoch [12][740/1853] lr: 9.238e-02, eta: 18:52:58, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6891, top5_acc: 0.9000, loss_cls: 0.9975, loss: 0.9975, grad_norm: 1.3556 2021-05-06 16:23:51,666 - mmaction - INFO - Epoch [12][760/1853] lr: 9.236e-02, eta: 18:52:41, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7078, top5_acc: 0.8930, loss_cls: 0.9568, loss: 0.9568, grad_norm: 1.2072 2021-05-06 16:24:04,940 - mmaction - INFO - Epoch [12][780/1853] lr: 9.235e-02, eta: 18:52:24, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7039, top5_acc: 0.8953, loss_cls: 0.9813, loss: 0.9813, grad_norm: 1.2745 2021-05-06 16:24:18,169 - mmaction - INFO - Epoch [12][800/1853] lr: 9.233e-02, eta: 18:52:06, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7125, top5_acc: 0.9008, loss_cls: 0.9732, loss: 0.9732, grad_norm: 1.2959 2021-05-06 16:24:31,428 - mmaction - INFO - Epoch [12][820/1853] lr: 9.232e-02, eta: 18:51:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6867, top5_acc: 0.8883, loss_cls: 1.0572, loss: 1.0572, grad_norm: 1.3803 2021-05-06 16:24:44,659 - mmaction - INFO - Epoch [12][840/1853] lr: 9.230e-02, eta: 18:51:32, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7039, top5_acc: 0.8867, loss_cls: 1.0103, loss: 1.0103, grad_norm: 1.2649 2021-05-06 16:24:57,879 - mmaction - INFO - Epoch [12][860/1853] lr: 9.229e-02, eta: 18:51:15, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6883, top5_acc: 0.8805, loss_cls: 1.0641, loss: 1.0641, grad_norm: 1.3073 2021-05-06 16:25:11,147 - mmaction - INFO - Epoch [12][880/1853] lr: 9.228e-02, eta: 18:50:58, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7008, top5_acc: 0.8891, loss_cls: 1.0066, loss: 1.0066, grad_norm: 1.3461 2021-05-06 16:25:24,359 - mmaction - INFO - Epoch [12][900/1853] lr: 9.226e-02, eta: 18:50:40, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7109, top5_acc: 0.8992, loss_cls: 0.9841, loss: 0.9841, grad_norm: 1.3194 2021-05-06 16:25:37,640 - mmaction - INFO - Epoch [12][920/1853] lr: 9.225e-02, eta: 18:50:23, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6977, top5_acc: 0.8961, loss_cls: 1.0328, loss: 1.0328, grad_norm: 1.3710 2021-05-06 16:25:50,920 - mmaction - INFO - Epoch [12][940/1853] lr: 9.223e-02, eta: 18:50:07, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7289, top5_acc: 0.9000, loss_cls: 0.9577, loss: 0.9577, grad_norm: 1.2467 2021-05-06 16:26:04,145 - mmaction - INFO - Epoch [12][960/1853] lr: 9.222e-02, eta: 18:49:49, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.6914, top5_acc: 0.8977, loss_cls: 1.0281, loss: 1.0281, grad_norm: 1.3559 2021-05-06 16:26:17,361 - mmaction - INFO - Epoch [12][980/1853] lr: 9.221e-02, eta: 18:49:32, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.7164, top5_acc: 0.9102, loss_cls: 0.9741, loss: 0.9741, grad_norm: 1.2727 2021-05-06 16:26:30,598 - mmaction - INFO - Epoch [12][1000/1853] lr: 9.219e-02, eta: 18:49:15, time: 0.661, data_time: 0.000, memory: 5809, top1_acc: 0.7055, top5_acc: 0.8984, loss_cls: 1.0087, loss: 1.0087, grad_norm: 1.3801 2021-05-06 16:26:43,818 - mmaction - INFO - Epoch [12][1020/1853] lr: 9.218e-02, eta: 18:48:58, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.7070, top5_acc: 0.8883, loss_cls: 1.0185, loss: 1.0185, grad_norm: 1.2763 2021-05-06 16:26:57,070 - mmaction - INFO - Epoch [12][1040/1853] lr: 9.216e-02, eta: 18:48:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7039, top5_acc: 0.8852, loss_cls: 1.0145, loss: 1.0145, grad_norm: 1.3257 2021-05-06 16:27:10,327 - mmaction - INFO - Epoch [12][1060/1853] lr: 9.215e-02, eta: 18:48:24, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7078, top5_acc: 0.9141, loss_cls: 0.9532, loss: 0.9532, grad_norm: 1.3600 2021-05-06 16:27:23,542 - mmaction - INFO - Epoch [12][1080/1853] lr: 9.213e-02, eta: 18:48:06, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7102, top5_acc: 0.8992, loss_cls: 0.9754, loss: 0.9754, grad_norm: 1.3292 2021-05-06 16:27:36,828 - mmaction - INFO - Epoch [12][1100/1853] lr: 9.212e-02, eta: 18:47:50, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7055, top5_acc: 0.8898, loss_cls: 0.9889, loss: 0.9889, grad_norm: 1.2542 2021-05-06 16:27:50,083 - mmaction - INFO - Epoch [12][1120/1853] lr: 9.211e-02, eta: 18:47:33, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6961, top5_acc: 0.9023, loss_cls: 0.9827, loss: 0.9827, grad_norm: 1.3890 2021-05-06 16:28:03,300 - mmaction - INFO - Epoch [12][1140/1853] lr: 9.209e-02, eta: 18:47:15, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7063, top5_acc: 0.9023, loss_cls: 0.9862, loss: 0.9862, grad_norm: 1.3175 2021-05-06 16:28:16,550 - mmaction - INFO - Epoch [12][1160/1853] lr: 9.208e-02, eta: 18:46:58, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7250, top5_acc: 0.9078, loss_cls: 0.9387, loss: 0.9387, grad_norm: 1.2959 2021-05-06 16:28:29,761 - mmaction - INFO - Epoch [12][1180/1853] lr: 9.206e-02, eta: 18:46:41, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7094, top5_acc: 0.8992, loss_cls: 0.9652, loss: 0.9652, grad_norm: 1.2953 2021-05-06 16:28:42,992 - mmaction - INFO - Epoch [12][1200/1853] lr: 9.205e-02, eta: 18:46:24, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6961, top5_acc: 0.9000, loss_cls: 0.9926, loss: 0.9926, grad_norm: 1.4119 2021-05-06 16:28:56,271 - mmaction - INFO - Epoch [12][1220/1853] lr: 9.203e-02, eta: 18:46:07, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.6969, top5_acc: 0.8977, loss_cls: 0.9980, loss: 0.9980, grad_norm: 1.3151 2021-05-06 16:29:09,492 - mmaction - INFO - Epoch [12][1240/1853] lr: 9.202e-02, eta: 18:45:50, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9156, loss_cls: 0.8835, loss: 0.8835, grad_norm: 1.1914 2021-05-06 16:29:22,754 - mmaction - INFO - Epoch [12][1260/1853] lr: 9.201e-02, eta: 18:45:33, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7094, top5_acc: 0.8938, loss_cls: 0.9869, loss: 0.9869, grad_norm: 1.4002 2021-05-06 16:29:36,036 - mmaction - INFO - Epoch [12][1280/1853] lr: 9.199e-02, eta: 18:45:16, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7117, top5_acc: 0.8961, loss_cls: 0.9640, loss: 0.9640, grad_norm: 1.3387 2021-05-06 16:29:49,270 - mmaction - INFO - Epoch [12][1300/1853] lr: 9.198e-02, eta: 18:44:59, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7234, top5_acc: 0.8984, loss_cls: 0.9665, loss: 0.9665, grad_norm: 1.2775 2021-05-06 16:30:02,524 - mmaction - INFO - Epoch [12][1320/1853] lr: 9.196e-02, eta: 18:44:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6992, top5_acc: 0.9008, loss_cls: 1.0274, loss: 1.0274, grad_norm: 1.4069 2021-05-06 16:30:15,789 - mmaction - INFO - Epoch [12][1340/1853] lr: 9.195e-02, eta: 18:44:25, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7289, top5_acc: 0.9070, loss_cls: 0.9435, loss: 0.9435, grad_norm: 1.3035 2021-05-06 16:30:29,027 - mmaction - INFO - Epoch [12][1360/1853] lr: 9.193e-02, eta: 18:44:08, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7109, top5_acc: 0.8922, loss_cls: 0.9830, loss: 0.9830, grad_norm: 1.3387 2021-05-06 16:30:42,305 - mmaction - INFO - Epoch [12][1380/1853] lr: 9.192e-02, eta: 18:43:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7086, top5_acc: 0.9062, loss_cls: 0.9461, loss: 0.9461, grad_norm: 1.3234 2021-05-06 16:30:55,551 - mmaction - INFO - Epoch [12][1400/1853] lr: 9.190e-02, eta: 18:43:35, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6961, top5_acc: 0.8930, loss_cls: 1.0093, loss: 1.0093, grad_norm: 1.4394 2021-05-06 16:31:08,798 - mmaction - INFO - Epoch [12][1420/1853] lr: 9.189e-02, eta: 18:43:18, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7133, top5_acc: 0.9031, loss_cls: 0.9680, loss: 0.9680, grad_norm: 1.2649 2021-05-06 16:31:22,088 - mmaction - INFO - Epoch [12][1440/1853] lr: 9.188e-02, eta: 18:43:01, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7172, top5_acc: 0.9062, loss_cls: 0.9709, loss: 0.9709, grad_norm: 1.3055 2021-05-06 16:31:35,352 - mmaction - INFO - Epoch [12][1460/1853] lr: 9.186e-02, eta: 18:42:44, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7250, top5_acc: 0.8953, loss_cls: 0.9858, loss: 0.9858, grad_norm: 1.3634 2021-05-06 16:31:48,613 - mmaction - INFO - Epoch [12][1480/1853] lr: 9.185e-02, eta: 18:42:27, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6992, top5_acc: 0.8984, loss_cls: 1.0343, loss: 1.0343, grad_norm: 1.3473 2021-05-06 16:32:01,831 - mmaction - INFO - Epoch [12][1500/1853] lr: 9.183e-02, eta: 18:42:10, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7305, top5_acc: 0.9117, loss_cls: 0.9143, loss: 0.9143, grad_norm: 1.2747 2021-05-06 16:32:15,084 - mmaction - INFO - Epoch [12][1520/1853] lr: 9.182e-02, eta: 18:41:53, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7063, top5_acc: 0.8844, loss_cls: 1.0042, loss: 1.0042, grad_norm: 1.3552 2021-05-06 16:32:28,377 - mmaction - INFO - Epoch [12][1540/1853] lr: 9.180e-02, eta: 18:41:37, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7133, top5_acc: 0.8984, loss_cls: 0.9517, loss: 0.9517, grad_norm: 1.2837 2021-05-06 16:32:41,643 - mmaction - INFO - Epoch [12][1560/1853] lr: 9.179e-02, eta: 18:41:20, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7039, top5_acc: 0.8977, loss_cls: 1.0140, loss: 1.0140, grad_norm: 1.3172 2021-05-06 16:32:54,838 - mmaction - INFO - Epoch [12][1580/1853] lr: 9.177e-02, eta: 18:41:03, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.6953, top5_acc: 0.8961, loss_cls: 0.9881, loss: 0.9881, grad_norm: 1.2872 2021-05-06 16:33:08,059 - mmaction - INFO - Epoch [12][1600/1853] lr: 9.176e-02, eta: 18:40:46, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6867, top5_acc: 0.8766, loss_cls: 1.0590, loss: 1.0590, grad_norm: 1.3569 2021-05-06 16:33:21,302 - mmaction - INFO - Epoch [12][1620/1853] lr: 9.174e-02, eta: 18:40:29, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7086, top5_acc: 0.9047, loss_cls: 0.9754, loss: 0.9754, grad_norm: 1.3075 2021-05-06 16:33:34,554 - mmaction - INFO - Epoch [12][1640/1853] lr: 9.173e-02, eta: 18:40:12, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7211, top5_acc: 0.8930, loss_cls: 0.9494, loss: 0.9494, grad_norm: 1.3018 2021-05-06 16:33:47,795 - mmaction - INFO - Epoch [12][1660/1853] lr: 9.172e-02, eta: 18:39:55, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7102, top5_acc: 0.8852, loss_cls: 0.9901, loss: 0.9901, grad_norm: 1.2674 2021-05-06 16:34:01,076 - mmaction - INFO - Epoch [12][1680/1853] lr: 9.170e-02, eta: 18:39:38, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7141, top5_acc: 0.8961, loss_cls: 0.9747, loss: 0.9747, grad_norm: 1.3633 2021-05-06 16:34:14,390 - mmaction - INFO - Epoch [12][1700/1853] lr: 9.169e-02, eta: 18:39:22, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7195, top5_acc: 0.9086, loss_cls: 0.9155, loss: 0.9155, grad_norm: 1.2083 2021-05-06 16:34:27,635 - mmaction - INFO - Epoch [12][1720/1853] lr: 9.167e-02, eta: 18:39:05, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7219, top5_acc: 0.9125, loss_cls: 0.9180, loss: 0.9180, grad_norm: 1.3591 2021-05-06 16:34:40,999 - mmaction - INFO - Epoch [12][1740/1853] lr: 9.166e-02, eta: 18:38:48, time: 0.669, data_time: 0.005, memory: 5809, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 0.9099, loss: 0.9099, grad_norm: 1.2994 2021-05-06 16:34:54,256 - mmaction - INFO - Epoch [12][1760/1853] lr: 9.164e-02, eta: 18:38:32, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6984, top5_acc: 0.8883, loss_cls: 1.0114, loss: 1.0114, grad_norm: 1.3654 2021-05-06 16:35:07,508 - mmaction - INFO - Epoch [12][1780/1853] lr: 9.163e-02, eta: 18:38:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6906, top5_acc: 0.8922, loss_cls: 1.0095, loss: 1.0095, grad_norm: 1.3135 2021-05-06 16:35:20,749 - mmaction - INFO - Epoch [12][1800/1853] lr: 9.161e-02, eta: 18:37:58, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7164, top5_acc: 0.8930, loss_cls: 0.9970, loss: 0.9970, grad_norm: 1.2962 2021-05-06 16:35:33,987 - mmaction - INFO - Epoch [12][1820/1853] lr: 9.160e-02, eta: 18:37:41, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7055, top5_acc: 0.8977, loss_cls: 0.9929, loss: 0.9929, grad_norm: 1.4009 2021-05-06 16:35:47,176 - mmaction - INFO - Epoch [12][1840/1853] lr: 9.158e-02, eta: 18:37:24, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7070, top5_acc: 0.8930, loss_cls: 0.9888, loss: 0.9888, grad_norm: 1.3406 2021-05-06 16:35:56,866 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-05-06 16:37:57,343 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 16:37:57,373 - mmaction - INFO - top1_acc 0.8869 top5_acc 0.9882 2021-05-06 16:37:57,374 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 16:37:57,383 - mmaction - INFO - mean_acc 0.8838 2021-05-06 16:37:57,757 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2021-05-06 16:37:57,757 - mmaction - INFO - Best top1_acc is 0.8869 at 12 epoch. 2021-05-06 16:37:57,759 - mmaction - INFO - Epoch(val) [12][1853] top1_acc: 0.8869, top5_acc: 0.9882, mean_class_accuracy: 0.8838 2021-05-06 16:39:26,924 - mmaction - INFO - Epoch [13][20/1853] lr: 9.156e-02, eta: 18:41:48, time: 4.458, data_time: 3.800, memory: 5809, top1_acc: 0.7305, top5_acc: 0.9086, loss_cls: 0.9321, loss: 0.9321, grad_norm: 1.2544 2021-05-06 16:39:40,042 - mmaction - INFO - Epoch [13][40/1853] lr: 9.154e-02, eta: 18:41:30, time: 0.656, data_time: 0.002, memory: 5809, top1_acc: 0.7172, top5_acc: 0.9023, loss_cls: 1.0040, loss: 1.0040, grad_norm: 1.2928 2021-05-06 16:39:53,128 - mmaction - INFO - Epoch [13][60/1853] lr: 9.153e-02, eta: 18:41:12, time: 0.654, data_time: 0.001, memory: 5809, top1_acc: 0.7164, top5_acc: 0.8875, loss_cls: 0.9797, loss: 0.9797, grad_norm: 1.2904 2021-05-06 16:40:06,256 - mmaction - INFO - Epoch [13][80/1853] lr: 9.152e-02, eta: 18:40:55, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.7094, top5_acc: 0.8977, loss_cls: 0.9799, loss: 0.9799, grad_norm: 1.3175 2021-05-06 16:40:19,439 - mmaction - INFO - Epoch [13][100/1853] lr: 9.150e-02, eta: 18:40:37, time: 0.659, data_time: 0.002, memory: 5809, top1_acc: 0.7000, top5_acc: 0.9039, loss_cls: 0.9756, loss: 0.9756, grad_norm: 1.3459 2021-05-06 16:40:32,634 - mmaction - INFO - Epoch [13][120/1853] lr: 9.149e-02, eta: 18:40:20, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7031, top5_acc: 0.9008, loss_cls: 0.9995, loss: 0.9995, grad_norm: 1.2879 2021-05-06 16:40:45,793 - mmaction - INFO - Epoch [13][140/1853] lr: 9.147e-02, eta: 18:40:02, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.6930, top5_acc: 0.8945, loss_cls: 1.0135, loss: 1.0135, grad_norm: 1.4294 2021-05-06 16:40:59,030 - mmaction - INFO - Epoch [13][160/1853] lr: 9.146e-02, eta: 18:39:45, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.6961, top5_acc: 0.8797, loss_cls: 1.0300, loss: 1.0300, grad_norm: 1.3726 2021-05-06 16:41:12,247 - mmaction - INFO - Epoch [13][180/1853] lr: 9.144e-02, eta: 18:39:28, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7109, top5_acc: 0.8875, loss_cls: 1.0128, loss: 1.0128, grad_norm: 1.3294 2021-05-06 16:41:25,465 - mmaction - INFO - Epoch [13][200/1853] lr: 9.143e-02, eta: 18:39:11, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7234, top5_acc: 0.8969, loss_cls: 0.9365, loss: 0.9365, grad_norm: 1.3411 2021-05-06 16:41:38,752 - mmaction - INFO - Epoch [13][220/1853] lr: 9.141e-02, eta: 18:38:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6922, top5_acc: 0.8914, loss_cls: 0.9999, loss: 0.9999, grad_norm: 1.3350 2021-05-06 16:41:51,997 - mmaction - INFO - Epoch [13][240/1853] lr: 9.140e-02, eta: 18:38:37, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7250, top5_acc: 0.9023, loss_cls: 0.9648, loss: 0.9648, grad_norm: 1.2907 2021-05-06 16:42:05,229 - mmaction - INFO - Epoch [13][260/1853] lr: 9.138e-02, eta: 18:38:20, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7203, top5_acc: 0.8906, loss_cls: 0.9626, loss: 0.9626, grad_norm: 1.2562 2021-05-06 16:42:18,525 - mmaction - INFO - Epoch [13][280/1853] lr: 9.137e-02, eta: 18:38:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7055, top5_acc: 0.8930, loss_cls: 0.9865, loss: 0.9865, grad_norm: 1.2805 2021-05-06 16:42:31,731 - mmaction - INFO - Epoch [13][300/1853] lr: 9.135e-02, eta: 18:37:46, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7109, top5_acc: 0.9000, loss_cls: 0.9650, loss: 0.9650, grad_norm: 1.3340 2021-05-06 16:42:44,985 - mmaction - INFO - Epoch [13][320/1853] lr: 9.134e-02, eta: 18:37:29, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7125, top5_acc: 0.8898, loss_cls: 0.9794, loss: 0.9794, grad_norm: 1.3398 2021-05-06 16:42:58,264 - mmaction - INFO - Epoch [13][340/1853] lr: 9.132e-02, eta: 18:37:12, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7016, top5_acc: 0.8812, loss_cls: 1.0169, loss: 1.0169, grad_norm: 1.3282 2021-05-06 16:43:11,519 - mmaction - INFO - Epoch [13][360/1853] lr: 9.131e-02, eta: 18:36:55, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7047, top5_acc: 0.8992, loss_cls: 0.9644, loss: 0.9644, grad_norm: 1.3552 2021-05-06 16:43:24,778 - mmaction - INFO - Epoch [13][380/1853] lr: 9.129e-02, eta: 18:36:38, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7086, top5_acc: 0.9008, loss_cls: 0.9605, loss: 0.9605, grad_norm: 1.3901 2021-05-06 16:43:38,075 - mmaction - INFO - Epoch [13][400/1853] lr: 9.128e-02, eta: 18:36:21, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7234, top5_acc: 0.9031, loss_cls: 0.9732, loss: 0.9732, grad_norm: 1.3160 2021-05-06 16:43:51,313 - mmaction - INFO - Epoch [13][420/1853] lr: 9.126e-02, eta: 18:36:04, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7133, top5_acc: 0.8906, loss_cls: 0.9512, loss: 0.9512, grad_norm: 1.2822 2021-05-06 16:44:04,634 - mmaction - INFO - Epoch [13][440/1853] lr: 9.125e-02, eta: 18:35:48, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.6883, top5_acc: 0.8773, loss_cls: 1.0404, loss: 1.0404, grad_norm: 1.4367 2021-05-06 16:44:17,902 - mmaction - INFO - Epoch [13][460/1853] lr: 9.123e-02, eta: 18:35:31, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7109, top5_acc: 0.9039, loss_cls: 0.9956, loss: 0.9956, grad_norm: 1.2942 2021-05-06 16:44:31,206 - mmaction - INFO - Epoch [13][480/1853] lr: 9.122e-02, eta: 18:35:14, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7219, top5_acc: 0.9023, loss_cls: 0.9477, loss: 0.9477, grad_norm: 1.3134 2021-05-06 16:44:44,480 - mmaction - INFO - Epoch [13][500/1853] lr: 9.120e-02, eta: 18:34:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7078, top5_acc: 0.9016, loss_cls: 0.9759, loss: 0.9759, grad_norm: 1.2804 2021-05-06 16:44:57,713 - mmaction - INFO - Epoch [13][520/1853] lr: 9.119e-02, eta: 18:34:40, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6945, top5_acc: 0.8938, loss_cls: 1.0415, loss: 1.0415, grad_norm: 1.4054 2021-05-06 16:45:11,016 - mmaction - INFO - Epoch [13][540/1853] lr: 9.117e-02, eta: 18:34:23, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7125, top5_acc: 0.9094, loss_cls: 0.9583, loss: 0.9583, grad_norm: 1.3262 2021-05-06 16:45:24,310 - mmaction - INFO - Epoch [13][560/1853] lr: 9.116e-02, eta: 18:34:07, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7203, top5_acc: 0.8992, loss_cls: 0.9632, loss: 0.9632, grad_norm: 1.3867 2021-05-06 16:45:37,553 - mmaction - INFO - Epoch [13][580/1853] lr: 9.114e-02, eta: 18:33:50, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6977, top5_acc: 0.8992, loss_cls: 1.0405, loss: 1.0405, grad_norm: 1.4776 2021-05-06 16:45:50,843 - mmaction - INFO - Epoch [13][600/1853] lr: 9.113e-02, eta: 18:33:33, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7148, top5_acc: 0.9133, loss_cls: 0.9526, loss: 0.9526, grad_norm: 1.3372 2021-05-06 16:46:04,103 - mmaction - INFO - Epoch [13][620/1853] lr: 9.111e-02, eta: 18:33:16, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7273, top5_acc: 0.9047, loss_cls: 0.9153, loss: 0.9153, grad_norm: 1.2363 2021-05-06 16:46:17,390 - mmaction - INFO - Epoch [13][640/1853] lr: 9.110e-02, eta: 18:32:59, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7211, top5_acc: 0.8938, loss_cls: 0.9274, loss: 0.9274, grad_norm: 1.2960 2021-05-06 16:46:30,668 - mmaction - INFO - Epoch [13][660/1853] lr: 9.108e-02, eta: 18:32:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6969, top5_acc: 0.9016, loss_cls: 1.0117, loss: 1.0117, grad_norm: 1.4061 2021-05-06 16:46:43,947 - mmaction - INFO - Epoch [13][680/1853] lr: 9.107e-02, eta: 18:32:26, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7281, top5_acc: 0.9008, loss_cls: 0.9642, loss: 0.9642, grad_norm: 1.3280 2021-05-06 16:46:57,292 - mmaction - INFO - Epoch [13][700/1853] lr: 9.105e-02, eta: 18:32:09, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.6961, top5_acc: 0.8922, loss_cls: 1.0000, loss: 1.0000, grad_norm: 1.3822 2021-05-06 16:47:10,555 - mmaction - INFO - Epoch [13][720/1853] lr: 9.104e-02, eta: 18:31:53, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7156, top5_acc: 0.8953, loss_cls: 0.9704, loss: 0.9704, grad_norm: 1.2882 2021-05-06 16:47:23,823 - mmaction - INFO - Epoch [13][740/1853] lr: 9.102e-02, eta: 18:31:36, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7164, top5_acc: 0.9109, loss_cls: 0.9344, loss: 0.9344, grad_norm: 1.2823 2021-05-06 16:47:37,092 - mmaction - INFO - Epoch [13][760/1853] lr: 9.101e-02, eta: 18:31:19, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7117, top5_acc: 0.8992, loss_cls: 0.9673, loss: 0.9673, grad_norm: 1.3194 2021-05-06 16:47:50,337 - mmaction - INFO - Epoch [13][780/1853] lr: 9.099e-02, eta: 18:31:02, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7195, top5_acc: 0.9016, loss_cls: 0.9532, loss: 0.9532, grad_norm: 1.2406 2021-05-06 16:48:03,622 - mmaction - INFO - Epoch [13][800/1853] lr: 9.098e-02, eta: 18:30:45, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7039, top5_acc: 0.9016, loss_cls: 0.9978, loss: 0.9978, grad_norm: 1.4105 2021-05-06 16:48:16,918 - mmaction - INFO - Epoch [13][820/1853] lr: 9.096e-02, eta: 18:30:29, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7070, top5_acc: 0.8977, loss_cls: 0.9690, loss: 0.9690, grad_norm: 1.3089 2021-05-06 16:48:30,186 - mmaction - INFO - Epoch [13][840/1853] lr: 9.095e-02, eta: 18:30:12, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7383, top5_acc: 0.9187, loss_cls: 0.8962, loss: 0.8962, grad_norm: 1.3216 2021-05-06 16:48:43,516 - mmaction - INFO - Epoch [13][860/1853] lr: 9.093e-02, eta: 18:29:55, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7102, top5_acc: 0.8938, loss_cls: 0.9514, loss: 0.9514, grad_norm: 1.3450 2021-05-06 16:48:56,771 - mmaction - INFO - Epoch [13][880/1853] lr: 9.092e-02, eta: 18:29:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7086, top5_acc: 0.9000, loss_cls: 0.9765, loss: 0.9765, grad_norm: 1.3197 2021-05-06 16:49:10,038 - mmaction - INFO - Epoch [13][900/1853] lr: 9.090e-02, eta: 18:29:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7102, top5_acc: 0.9023, loss_cls: 0.9743, loss: 0.9743, grad_norm: 1.2968 2021-05-06 16:49:23,313 - mmaction - INFO - Epoch [13][920/1853] lr: 9.088e-02, eta: 18:29:05, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7008, top5_acc: 0.8984, loss_cls: 1.0097, loss: 1.0097, grad_norm: 1.4409 2021-05-06 16:49:36,563 - mmaction - INFO - Epoch [13][940/1853] lr: 9.087e-02, eta: 18:28:48, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6906, top5_acc: 0.9008, loss_cls: 1.0274, loss: 1.0274, grad_norm: 1.4176 2021-05-06 16:49:49,840 - mmaction - INFO - Epoch [13][960/1853] lr: 9.085e-02, eta: 18:28:32, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6953, top5_acc: 0.8922, loss_cls: 0.9897, loss: 0.9897, grad_norm: 1.2943 2021-05-06 16:50:03,117 - mmaction - INFO - Epoch [13][980/1853] lr: 9.084e-02, eta: 18:28:15, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7172, top5_acc: 0.9070, loss_cls: 0.9344, loss: 0.9344, grad_norm: 1.3028 2021-05-06 16:50:16,355 - mmaction - INFO - Epoch [13][1000/1853] lr: 9.082e-02, eta: 18:27:58, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7242, top5_acc: 0.8914, loss_cls: 0.9869, loss: 0.9869, grad_norm: 1.4285 2021-05-06 16:50:29,583 - mmaction - INFO - Epoch [13][1020/1853] lr: 9.081e-02, eta: 18:27:41, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7086, top5_acc: 0.8891, loss_cls: 1.0058, loss: 1.0058, grad_norm: 1.3866 2021-05-06 16:50:42,812 - mmaction - INFO - Epoch [13][1040/1853] lr: 9.079e-02, eta: 18:27:24, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7000, top5_acc: 0.8922, loss_cls: 1.0336, loss: 1.0336, grad_norm: 1.3599 2021-05-06 16:50:56,079 - mmaction - INFO - Epoch [13][1060/1853] lr: 9.078e-02, eta: 18:27:08, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7141, top5_acc: 0.9023, loss_cls: 0.9434, loss: 0.9434, grad_norm: 1.2880 2021-05-06 16:51:09,317 - mmaction - INFO - Epoch [13][1080/1853] lr: 9.076e-02, eta: 18:26:51, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9047, loss_cls: 0.9148, loss: 0.9148, grad_norm: 1.2622 2021-05-06 16:51:22,592 - mmaction - INFO - Epoch [13][1100/1853] lr: 9.075e-02, eta: 18:26:34, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7109, top5_acc: 0.8977, loss_cls: 0.9397, loss: 0.9397, grad_norm: 1.2853 2021-05-06 16:51:35,847 - mmaction - INFO - Epoch [13][1120/1853] lr: 9.073e-02, eta: 18:26:17, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7258, top5_acc: 0.8914, loss_cls: 0.9555, loss: 0.9555, grad_norm: 1.3453 2021-05-06 16:51:49,073 - mmaction - INFO - Epoch [13][1140/1853] lr: 9.072e-02, eta: 18:26:01, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7234, top5_acc: 0.8969, loss_cls: 0.9473, loss: 0.9473, grad_norm: 1.2936 2021-05-06 16:52:02,327 - mmaction - INFO - Epoch [13][1160/1853] lr: 9.070e-02, eta: 18:25:44, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7023, top5_acc: 0.8922, loss_cls: 1.0091, loss: 1.0091, grad_norm: 1.3389 2021-05-06 16:52:15,606 - mmaction - INFO - Epoch [13][1180/1853] lr: 9.069e-02, eta: 18:25:27, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7125, top5_acc: 0.9023, loss_cls: 0.9709, loss: 0.9709, grad_norm: 1.3354 2021-05-06 16:52:28,803 - mmaction - INFO - Epoch [13][1200/1853] lr: 9.067e-02, eta: 18:25:10, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7195, top5_acc: 0.8859, loss_cls: 0.9643, loss: 0.9643, grad_norm: 1.3150 2021-05-06 16:52:42,033 - mmaction - INFO - Epoch [13][1220/1853] lr: 9.065e-02, eta: 18:24:54, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7188, top5_acc: 0.8891, loss_cls: 0.9665, loss: 0.9665, grad_norm: 1.2775 2021-05-06 16:52:55,263 - mmaction - INFO - Epoch [13][1240/1853] lr: 9.064e-02, eta: 18:24:37, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7125, top5_acc: 0.9117, loss_cls: 0.9456, loss: 0.9456, grad_norm: 1.3083 2021-05-06 16:53:08,533 - mmaction - INFO - Epoch [13][1260/1853] lr: 9.062e-02, eta: 18:24:20, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7320, top5_acc: 0.9070, loss_cls: 0.9206, loss: 0.9206, grad_norm: 1.2671 2021-05-06 16:53:21,756 - mmaction - INFO - Epoch [13][1280/1853] lr: 9.061e-02, eta: 18:24:03, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6984, top5_acc: 0.8961, loss_cls: 0.9858, loss: 0.9858, grad_norm: 1.4153 2021-05-06 16:53:34,990 - mmaction - INFO - Epoch [13][1300/1853] lr: 9.059e-02, eta: 18:23:47, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7078, top5_acc: 0.8828, loss_cls: 0.9993, loss: 0.9993, grad_norm: 1.3552 2021-05-06 16:53:48,257 - mmaction - INFO - Epoch [13][1320/1853] lr: 9.058e-02, eta: 18:23:30, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7086, top5_acc: 0.8984, loss_cls: 0.9482, loss: 0.9482, grad_norm: 1.3982 2021-05-06 16:54:01,489 - mmaction - INFO - Epoch [13][1340/1853] lr: 9.056e-02, eta: 18:23:13, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7242, top5_acc: 0.9031, loss_cls: 0.9461, loss: 0.9461, grad_norm: 1.3245 2021-05-06 16:54:14,741 - mmaction - INFO - Epoch [13][1360/1853] lr: 9.055e-02, eta: 18:22:56, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7156, top5_acc: 0.8977, loss_cls: 0.9667, loss: 0.9667, grad_norm: 1.3333 2021-05-06 16:54:27,986 - mmaction - INFO - Epoch [13][1380/1853] lr: 9.053e-02, eta: 18:22:40, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7164, top5_acc: 0.8938, loss_cls: 0.9632, loss: 0.9632, grad_norm: 1.2852 2021-05-06 16:54:41,202 - mmaction - INFO - Epoch [13][1400/1853] lr: 9.052e-02, eta: 18:22:23, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7109, top5_acc: 0.8977, loss_cls: 0.9637, loss: 0.9637, grad_norm: 1.3085 2021-05-06 16:54:54,451 - mmaction - INFO - Epoch [13][1420/1853] lr: 9.050e-02, eta: 18:22:06, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7156, top5_acc: 0.9078, loss_cls: 0.9408, loss: 0.9408, grad_norm: 1.3512 2021-05-06 16:55:07,725 - mmaction - INFO - Epoch [13][1440/1853] lr: 9.048e-02, eta: 18:21:50, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7086, top5_acc: 0.8992, loss_cls: 0.9461, loss: 0.9461, grad_norm: 1.2872 2021-05-06 16:55:20,978 - mmaction - INFO - Epoch [13][1460/1853] lr: 9.047e-02, eta: 18:21:33, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7281, top5_acc: 0.8945, loss_cls: 0.9299, loss: 0.9299, grad_norm: 1.2786 2021-05-06 16:55:34,241 - mmaction - INFO - Epoch [13][1480/1853] lr: 9.045e-02, eta: 18:21:16, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.6984, top5_acc: 0.8992, loss_cls: 0.9858, loss: 0.9858, grad_norm: 1.3759 2021-05-06 16:55:47,475 - mmaction - INFO - Epoch [13][1500/1853] lr: 9.044e-02, eta: 18:21:00, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7289, top5_acc: 0.9062, loss_cls: 0.9494, loss: 0.9494, grad_norm: 1.2987 2021-05-06 16:56:00,765 - mmaction - INFO - Epoch [13][1520/1853] lr: 9.042e-02, eta: 18:20:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7070, top5_acc: 0.8953, loss_cls: 0.9523, loss: 0.9523, grad_norm: 1.3334 2021-05-06 16:56:14,018 - mmaction - INFO - Epoch [13][1540/1853] lr: 9.041e-02, eta: 18:20:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7117, top5_acc: 0.9016, loss_cls: 0.9773, loss: 0.9773, grad_norm: 1.3235 2021-05-06 16:56:27,263 - mmaction - INFO - Epoch [13][1560/1853] lr: 9.039e-02, eta: 18:20:10, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7234, top5_acc: 0.9086, loss_cls: 0.9195, loss: 0.9195, grad_norm: 1.3105 2021-05-06 16:56:40,553 - mmaction - INFO - Epoch [13][1580/1853] lr: 9.038e-02, eta: 18:19:54, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7219, top5_acc: 0.9172, loss_cls: 0.9264, loss: 0.9264, grad_norm: 1.3630 2021-05-06 16:56:53,784 - mmaction - INFO - Epoch [13][1600/1853] lr: 9.036e-02, eta: 18:19:37, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6961, top5_acc: 0.8883, loss_cls: 1.0199, loss: 1.0199, grad_norm: 1.4422 2021-05-06 16:57:07,006 - mmaction - INFO - Epoch [13][1620/1853] lr: 9.034e-02, eta: 18:19:20, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7133, top5_acc: 0.8969, loss_cls: 0.9959, loss: 0.9959, grad_norm: 1.3639 2021-05-06 16:57:20,322 - mmaction - INFO - Epoch [13][1640/1853] lr: 9.033e-02, eta: 18:19:04, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7109, top5_acc: 0.9016, loss_cls: 0.9803, loss: 0.9803, grad_norm: 1.4157 2021-05-06 16:57:33,592 - mmaction - INFO - Epoch [13][1660/1853] lr: 9.031e-02, eta: 18:18:47, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7383, top5_acc: 0.9148, loss_cls: 0.8995, loss: 0.8995, grad_norm: 1.2815 2021-05-06 16:57:46,845 - mmaction - INFO - Epoch [13][1680/1853] lr: 9.030e-02, eta: 18:18:31, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7086, top5_acc: 0.8969, loss_cls: 0.9722, loss: 0.9722, grad_norm: 1.3879 2021-05-06 16:58:00,148 - mmaction - INFO - Epoch [13][1700/1853] lr: 9.028e-02, eta: 18:18:14, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6922, top5_acc: 0.9117, loss_cls: 0.9802, loss: 0.9802, grad_norm: 1.4328 2021-05-06 16:58:13,399 - mmaction - INFO - Epoch [13][1720/1853] lr: 9.027e-02, eta: 18:17:58, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7141, top5_acc: 0.8906, loss_cls: 0.9767, loss: 0.9767, grad_norm: 1.3618 2021-05-06 16:58:26,667 - mmaction - INFO - Epoch [13][1740/1853] lr: 9.025e-02, eta: 18:17:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6930, top5_acc: 0.8945, loss_cls: 1.0099, loss: 1.0099, grad_norm: 1.4979 2021-05-06 16:58:39,944 - mmaction - INFO - Epoch [13][1760/1853] lr: 9.023e-02, eta: 18:17:25, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7156, top5_acc: 0.9133, loss_cls: 0.9517, loss: 0.9517, grad_norm: 1.4198 2021-05-06 16:58:53,233 - mmaction - INFO - Epoch [13][1780/1853] lr: 9.022e-02, eta: 18:17:08, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7102, top5_acc: 0.8930, loss_cls: 0.9632, loss: 0.9632, grad_norm: 1.2786 2021-05-06 16:59:06,486 - mmaction - INFO - Epoch [13][1800/1853] lr: 9.020e-02, eta: 18:16:52, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7141, top5_acc: 0.9008, loss_cls: 0.9753, loss: 0.9753, grad_norm: 1.3356 2021-05-06 16:59:19,854 - mmaction - INFO - Epoch [13][1820/1853] lr: 9.019e-02, eta: 18:16:36, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.7266, top5_acc: 0.9125, loss_cls: 0.9367, loss: 0.9367, grad_norm: 1.3492 2021-05-06 16:59:33,125 - mmaction - INFO - Epoch [13][1840/1853] lr: 9.017e-02, eta: 18:16:19, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7281, top5_acc: 0.9078, loss_cls: 0.8948, loss: 0.8948, grad_norm: 1.3383 2021-05-06 16:59:42,915 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-05-06 17:01:13,661 - mmaction - INFO - Epoch [14][20/1853] lr: 9.015e-02, eta: 18:20:20, time: 4.517, data_time: 3.855, memory: 5809, top1_acc: 0.7117, top5_acc: 0.9023, loss_cls: 0.9696, loss: 0.9696, grad_norm: 1.3780 2021-05-06 17:01:26,782 - mmaction - INFO - Epoch [14][40/1853] lr: 9.013e-02, eta: 18:20:03, time: 0.656, data_time: 0.002, memory: 5809, top1_acc: 0.7172, top5_acc: 0.9055, loss_cls: 0.9801, loss: 0.9801, grad_norm: 1.2829 2021-05-06 17:01:39,870 - mmaction - INFO - Epoch [14][60/1853] lr: 9.011e-02, eta: 18:19:46, time: 0.654, data_time: 0.002, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9133, loss_cls: 0.8760, loss: 0.8760, grad_norm: 1.2533 2021-05-06 17:01:53,083 - mmaction - INFO - Epoch [14][80/1853] lr: 9.010e-02, eta: 18:19:29, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.7266, top5_acc: 0.9062, loss_cls: 0.9259, loss: 0.9259, grad_norm: 1.3107 2021-05-06 17:02:06,220 - mmaction - INFO - Epoch [14][100/1853] lr: 9.008e-02, eta: 18:19:11, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.7383, top5_acc: 0.9156, loss_cls: 0.8984, loss: 0.8984, grad_norm: 1.3314 2021-05-06 17:02:19,396 - mmaction - INFO - Epoch [14][120/1853] lr: 9.007e-02, eta: 18:18:54, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7297, top5_acc: 0.8969, loss_cls: 0.9288, loss: 0.9288, grad_norm: 1.3329 2021-05-06 17:02:32,563 - mmaction - INFO - Epoch [14][140/1853] lr: 9.005e-02, eta: 18:18:37, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.6969, top5_acc: 0.8859, loss_cls: 1.0006, loss: 1.0006, grad_norm: 1.3994 2021-05-06 17:02:45,809 - mmaction - INFO - Epoch [14][160/1853] lr: 9.003e-02, eta: 18:18:20, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7070, top5_acc: 0.8961, loss_cls: 0.9711, loss: 0.9711, grad_norm: 1.3760 2021-05-06 17:02:59,018 - mmaction - INFO - Epoch [14][180/1853] lr: 9.002e-02, eta: 18:18:03, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7086, top5_acc: 0.8992, loss_cls: 0.9608, loss: 0.9608, grad_norm: 1.3586 2021-05-06 17:03:12,223 - mmaction - INFO - Epoch [14][200/1853] lr: 9.000e-02, eta: 18:17:47, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7117, top5_acc: 0.9180, loss_cls: 0.9518, loss: 0.9518, grad_norm: 1.3320 2021-05-06 17:03:25,475 - mmaction - INFO - Epoch [14][220/1853] lr: 8.999e-02, eta: 18:17:30, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7000, top5_acc: 0.8945, loss_cls: 1.0163, loss: 1.0163, grad_norm: 1.3195 2021-05-06 17:03:38,719 - mmaction - INFO - Epoch [14][240/1853] lr: 8.997e-02, eta: 18:17:13, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7141, top5_acc: 0.9055, loss_cls: 0.9439, loss: 0.9439, grad_norm: 1.3528 2021-05-06 17:03:51,966 - mmaction - INFO - Epoch [14][260/1853] lr: 8.996e-02, eta: 18:16:56, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7383, top5_acc: 0.9164, loss_cls: 0.8747, loss: 0.8747, grad_norm: 1.2491 2021-05-06 17:04:05,192 - mmaction - INFO - Epoch [14][280/1853] lr: 8.994e-02, eta: 18:16:39, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7242, top5_acc: 0.9039, loss_cls: 0.9159, loss: 0.9159, grad_norm: 1.3728 2021-05-06 17:04:18,410 - mmaction - INFO - Epoch [14][300/1853] lr: 8.992e-02, eta: 18:16:23, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7047, top5_acc: 0.8992, loss_cls: 0.9765, loss: 0.9765, grad_norm: 1.4052 2021-05-06 17:04:31,663 - mmaction - INFO - Epoch [14][320/1853] lr: 8.991e-02, eta: 18:16:06, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7086, top5_acc: 0.8984, loss_cls: 0.9640, loss: 0.9640, grad_norm: 1.3456 2021-05-06 17:04:44,926 - mmaction - INFO - Epoch [14][340/1853] lr: 8.989e-02, eta: 18:15:49, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7117, top5_acc: 0.9078, loss_cls: 0.9589, loss: 0.9589, grad_norm: 1.3424 2021-05-06 17:04:58,196 - mmaction - INFO - Epoch [14][360/1853] lr: 8.988e-02, eta: 18:15:33, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7164, top5_acc: 0.9008, loss_cls: 0.9588, loss: 0.9588, grad_norm: 1.2591 2021-05-06 17:05:11,424 - mmaction - INFO - Epoch [14][380/1853] lr: 8.986e-02, eta: 18:15:16, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7180, top5_acc: 0.8953, loss_cls: 0.9546, loss: 0.9546, grad_norm: 1.3212 2021-05-06 17:05:24,683 - mmaction - INFO - Epoch [14][400/1853] lr: 8.984e-02, eta: 18:14:59, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7117, top5_acc: 0.8898, loss_cls: 0.9860, loss: 0.9860, grad_norm: 1.3996 2021-05-06 17:05:37,978 - mmaction - INFO - Epoch [14][420/1853] lr: 8.983e-02, eta: 18:14:43, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7148, top5_acc: 0.9000, loss_cls: 0.9312, loss: 0.9312, grad_norm: 1.3570 2021-05-06 17:05:51,248 - mmaction - INFO - Epoch [14][440/1853] lr: 8.981e-02, eta: 18:14:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7063, top5_acc: 0.8969, loss_cls: 0.9916, loss: 0.9916, grad_norm: 1.3963 2021-05-06 17:06:04,513 - mmaction - INFO - Epoch [14][460/1853] lr: 8.980e-02, eta: 18:14:09, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7063, top5_acc: 0.8930, loss_cls: 1.0006, loss: 1.0006, grad_norm: 1.4066 2021-05-06 17:06:17,762 - mmaction - INFO - Epoch [14][480/1853] lr: 8.978e-02, eta: 18:13:53, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7188, top5_acc: 0.8914, loss_cls: 0.9602, loss: 0.9602, grad_norm: 1.3200 2021-05-06 17:06:31,040 - mmaction - INFO - Epoch [14][500/1853] lr: 8.976e-02, eta: 18:13:36, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7109, top5_acc: 0.9070, loss_cls: 0.9540, loss: 0.9540, grad_norm: 1.3755 2021-05-06 17:06:44,294 - mmaction - INFO - Epoch [14][520/1853] lr: 8.975e-02, eta: 18:13:19, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7297, top5_acc: 0.8906, loss_cls: 0.9546, loss: 0.9546, grad_norm: 1.3352 2021-05-06 17:06:57,581 - mmaction - INFO - Epoch [14][540/1853] lr: 8.973e-02, eta: 18:13:03, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7164, top5_acc: 0.8938, loss_cls: 0.9671, loss: 0.9671, grad_norm: 1.3240 2021-05-06 17:07:10,888 - mmaction - INFO - Epoch [14][560/1853] lr: 8.971e-02, eta: 18:12:46, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7094, top5_acc: 0.8906, loss_cls: 1.0035, loss: 1.0035, grad_norm: 1.3722 2021-05-06 17:07:24,135 - mmaction - INFO - Epoch [14][580/1853] lr: 8.970e-02, eta: 18:12:30, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7297, top5_acc: 0.9164, loss_cls: 0.8836, loss: 0.8836, grad_norm: 1.2708 2021-05-06 17:07:37,436 - mmaction - INFO - Epoch [14][600/1853] lr: 8.968e-02, eta: 18:12:13, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7141, top5_acc: 0.8969, loss_cls: 0.9749, loss: 0.9749, grad_norm: 1.4355 2021-05-06 17:07:50,716 - mmaction - INFO - Epoch [14][620/1853] lr: 8.967e-02, eta: 18:11:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7055, top5_acc: 0.9062, loss_cls: 0.9556, loss: 0.9556, grad_norm: 1.4365 2021-05-06 17:08:04,027 - mmaction - INFO - Epoch [14][640/1853] lr: 8.965e-02, eta: 18:11:40, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7156, top5_acc: 0.9023, loss_cls: 0.9523, loss: 0.9523, grad_norm: 1.4045 2021-05-06 17:08:17,280 - mmaction - INFO - Epoch [14][660/1853] lr: 8.963e-02, eta: 18:11:24, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7148, top5_acc: 0.8961, loss_cls: 0.9793, loss: 0.9793, grad_norm: 1.4097 2021-05-06 17:08:30,536 - mmaction - INFO - Epoch [14][680/1853] lr: 8.962e-02, eta: 18:11:07, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7031, top5_acc: 0.8938, loss_cls: 0.9762, loss: 0.9762, grad_norm: 1.3010 2021-05-06 17:08:43,806 - mmaction - INFO - Epoch [14][700/1853] lr: 8.960e-02, eta: 18:10:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7078, top5_acc: 0.9094, loss_cls: 0.9693, loss: 0.9693, grad_norm: 1.3593 2021-05-06 17:08:57,081 - mmaction - INFO - Epoch [14][720/1853] lr: 8.959e-02, eta: 18:10:34, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6937, top5_acc: 0.8984, loss_cls: 0.9930, loss: 0.9930, grad_norm: 1.3459 2021-05-06 17:09:10,345 - mmaction - INFO - Epoch [14][740/1853] lr: 8.957e-02, eta: 18:10:17, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6859, top5_acc: 0.8883, loss_cls: 1.0417, loss: 1.0417, grad_norm: 1.3965 2021-05-06 17:09:23,647 - mmaction - INFO - Epoch [14][760/1853] lr: 8.955e-02, eta: 18:10:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.8961, loss_cls: 0.9653, loss: 0.9653, grad_norm: 1.3152 2021-05-06 17:09:36,906 - mmaction - INFO - Epoch [14][780/1853] lr: 8.954e-02, eta: 18:09:44, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7195, top5_acc: 0.8914, loss_cls: 0.9895, loss: 0.9895, grad_norm: 1.2673 2021-05-06 17:09:50,179 - mmaction - INFO - Epoch [14][800/1853] lr: 8.952e-02, eta: 18:09:28, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7305, top5_acc: 0.8930, loss_cls: 0.9329, loss: 0.9329, grad_norm: 1.2263 2021-05-06 17:10:03,515 - mmaction - INFO - Epoch [14][820/1853] lr: 8.950e-02, eta: 18:09:12, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7156, top5_acc: 0.8891, loss_cls: 0.9719, loss: 0.9719, grad_norm: 1.3096 2021-05-06 17:10:16,804 - mmaction - INFO - Epoch [14][840/1853] lr: 8.949e-02, eta: 18:08:55, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7008, top5_acc: 0.8789, loss_cls: 1.0345, loss: 1.0345, grad_norm: 1.3382 2021-05-06 17:10:30,075 - mmaction - INFO - Epoch [14][860/1853] lr: 8.947e-02, eta: 18:08:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7086, top5_acc: 0.8930, loss_cls: 0.9849, loss: 0.9849, grad_norm: 1.4057 2021-05-06 17:10:43,370 - mmaction - INFO - Epoch [14][880/1853] lr: 8.946e-02, eta: 18:08:22, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7273, top5_acc: 0.9187, loss_cls: 0.9327, loss: 0.9327, grad_norm: 1.3105 2021-05-06 17:10:56,629 - mmaction - INFO - Epoch [14][900/1853] lr: 8.944e-02, eta: 18:08:06, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7180, top5_acc: 0.9000, loss_cls: 0.9149, loss: 0.9149, grad_norm: 1.3297 2021-05-06 17:11:09,918 - mmaction - INFO - Epoch [14][920/1853] lr: 8.942e-02, eta: 18:07:49, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7102, top5_acc: 0.9031, loss_cls: 0.9481, loss: 0.9481, grad_norm: 1.3583 2021-05-06 17:11:23,221 - mmaction - INFO - Epoch [14][940/1853] lr: 8.941e-02, eta: 18:07:33, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7047, top5_acc: 0.8938, loss_cls: 1.0129, loss: 1.0129, grad_norm: 1.4306 2021-05-06 17:11:36,486 - mmaction - INFO - Epoch [14][960/1853] lr: 8.939e-02, eta: 18:07:16, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7031, top5_acc: 0.9047, loss_cls: 0.9720, loss: 0.9720, grad_norm: 1.3310 2021-05-06 17:11:49,812 - mmaction - INFO - Epoch [14][980/1853] lr: 8.937e-02, eta: 18:07:00, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7078, top5_acc: 0.8914, loss_cls: 1.0031, loss: 1.0031, grad_norm: 1.4086 2021-05-06 17:12:03,098 - mmaction - INFO - Epoch [14][1000/1853] lr: 8.936e-02, eta: 18:06:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7266, top5_acc: 0.9055, loss_cls: 0.9501, loss: 0.9501, grad_norm: 1.3441 2021-05-06 17:12:16,397 - mmaction - INFO - Epoch [14][1020/1853] lr: 8.934e-02, eta: 18:06:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7117, top5_acc: 0.8938, loss_cls: 0.9506, loss: 0.9506, grad_norm: 1.2925 2021-05-06 17:12:29,666 - mmaction - INFO - Epoch [14][1040/1853] lr: 8.933e-02, eta: 18:06:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6992, top5_acc: 0.8992, loss_cls: 0.9709, loss: 0.9709, grad_norm: 1.3539 2021-05-06 17:12:42,980 - mmaction - INFO - Epoch [14][1060/1853] lr: 8.931e-02, eta: 18:05:55, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7289, top5_acc: 0.9180, loss_cls: 0.8924, loss: 0.8924, grad_norm: 1.3159 2021-05-06 17:12:56,249 - mmaction - INFO - Epoch [14][1080/1853] lr: 8.929e-02, eta: 18:05:38, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7273, top5_acc: 0.9125, loss_cls: 0.9071, loss: 0.9071, grad_norm: 1.3106 2021-05-06 17:13:09,511 - mmaction - INFO - Epoch [14][1100/1853] lr: 8.928e-02, eta: 18:05:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9000, loss_cls: 0.8941, loss: 0.8941, grad_norm: 1.3251 2021-05-06 17:13:22,803 - mmaction - INFO - Epoch [14][1120/1853] lr: 8.926e-02, eta: 18:05:05, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7195, top5_acc: 0.9070, loss_cls: 0.9268, loss: 0.9268, grad_norm: 1.3684 2021-05-06 17:13:36,034 - mmaction - INFO - Epoch [14][1140/1853] lr: 8.924e-02, eta: 18:04:49, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6945, top5_acc: 0.8914, loss_cls: 1.0022, loss: 1.0022, grad_norm: 1.4150 2021-05-06 17:13:49,329 - mmaction - INFO - Epoch [14][1160/1853] lr: 8.923e-02, eta: 18:04:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7156, top5_acc: 0.8984, loss_cls: 0.9600, loss: 0.9600, grad_norm: 1.3234 2021-05-06 17:14:02,646 - mmaction - INFO - Epoch [14][1180/1853] lr: 8.921e-02, eta: 18:04:16, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7094, top5_acc: 0.8977, loss_cls: 0.9906, loss: 0.9906, grad_norm: 1.4467 2021-05-06 17:14:15,925 - mmaction - INFO - Epoch [14][1200/1853] lr: 8.919e-02, eta: 18:04:00, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7047, top5_acc: 0.8992, loss_cls: 0.9936, loss: 0.9936, grad_norm: 1.3704 2021-05-06 17:14:29,195 - mmaction - INFO - Epoch [14][1220/1853] lr: 8.918e-02, eta: 18:03:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7148, top5_acc: 0.9086, loss_cls: 0.9342, loss: 0.9342, grad_norm: 1.3158 2021-05-06 17:14:42,496 - mmaction - INFO - Epoch [14][1240/1853] lr: 8.916e-02, eta: 18:03:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7211, top5_acc: 0.9102, loss_cls: 0.9407, loss: 0.9407, grad_norm: 1.3139 2021-05-06 17:14:55,763 - mmaction - INFO - Epoch [14][1260/1853] lr: 8.914e-02, eta: 18:03:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7281, top5_acc: 0.9117, loss_cls: 0.9156, loss: 0.9156, grad_norm: 1.3822 2021-05-06 17:15:09,015 - mmaction - INFO - Epoch [14][1280/1853] lr: 8.913e-02, eta: 18:02:54, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7227, top5_acc: 0.9000, loss_cls: 0.9073, loss: 0.9073, grad_norm: 1.3641 2021-05-06 17:15:22,310 - mmaction - INFO - Epoch [14][1300/1853] lr: 8.911e-02, eta: 18:02:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7266, top5_acc: 0.9242, loss_cls: 0.8768, loss: 0.8768, grad_norm: 1.3698 2021-05-06 17:15:35,612 - mmaction - INFO - Epoch [14][1320/1853] lr: 8.910e-02, eta: 18:02:22, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 0.9335, loss: 0.9335, grad_norm: 1.3336 2021-05-06 17:15:48,895 - mmaction - INFO - Epoch [14][1340/1853] lr: 8.908e-02, eta: 18:02:05, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7234, top5_acc: 0.9031, loss_cls: 0.9326, loss: 0.9326, grad_norm: 1.3856 2021-05-06 17:16:02,145 - mmaction - INFO - Epoch [14][1360/1853] lr: 8.906e-02, eta: 18:01:49, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7367, top5_acc: 0.9047, loss_cls: 0.9325, loss: 0.9325, grad_norm: 1.3537 2021-05-06 17:16:15,457 - mmaction - INFO - Epoch [14][1380/1853] lr: 8.905e-02, eta: 18:01:33, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7281, top5_acc: 0.8984, loss_cls: 0.9420, loss: 0.9420, grad_norm: 1.3354 2021-05-06 17:16:28,763 - mmaction - INFO - Epoch [14][1400/1853] lr: 8.903e-02, eta: 18:01:16, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7273, top5_acc: 0.9023, loss_cls: 0.9422, loss: 0.9422, grad_norm: 1.3311 2021-05-06 17:16:42,014 - mmaction - INFO - Epoch [14][1420/1853] lr: 8.901e-02, eta: 18:01:00, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7227, top5_acc: 0.9023, loss_cls: 0.9438, loss: 0.9438, grad_norm: 1.3744 2021-05-06 17:16:55,331 - mmaction - INFO - Epoch [14][1440/1853] lr: 8.900e-02, eta: 18:00:44, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7289, top5_acc: 0.9047, loss_cls: 0.9443, loss: 0.9443, grad_norm: 1.3866 2021-05-06 17:17:08,637 - mmaction - INFO - Epoch [14][1460/1853] lr: 8.898e-02, eta: 18:00:28, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7328, top5_acc: 0.9172, loss_cls: 0.8894, loss: 0.8894, grad_norm: 1.3306 2021-05-06 17:17:21,868 - mmaction - INFO - Epoch [14][1480/1853] lr: 8.896e-02, eta: 18:00:11, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7219, top5_acc: 0.8891, loss_cls: 0.9774, loss: 0.9774, grad_norm: 1.3220 2021-05-06 17:17:35,149 - mmaction - INFO - Epoch [14][1500/1853] lr: 8.895e-02, eta: 17:59:55, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7273, top5_acc: 0.8961, loss_cls: 0.9338, loss: 0.9338, grad_norm: 1.3248 2021-05-06 17:17:48,403 - mmaction - INFO - Epoch [14][1520/1853] lr: 8.893e-02, eta: 17:59:38, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7039, top5_acc: 0.8992, loss_cls: 0.9950, loss: 0.9950, grad_norm: 1.2511 2021-05-06 17:18:01,657 - mmaction - INFO - Epoch [14][1540/1853] lr: 8.891e-02, eta: 17:59:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7242, top5_acc: 0.9023, loss_cls: 0.9428, loss: 0.9428, grad_norm: 1.3412 2021-05-06 17:18:14,953 - mmaction - INFO - Epoch [14][1560/1853] lr: 8.890e-02, eta: 17:59:06, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6922, top5_acc: 0.9008, loss_cls: 1.0001, loss: 1.0001, grad_norm: 1.3840 2021-05-06 17:18:28,170 - mmaction - INFO - Epoch [14][1580/1853] lr: 8.888e-02, eta: 17:58:49, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7047, top5_acc: 0.9000, loss_cls: 0.9885, loss: 0.9885, grad_norm: 1.3494 2021-05-06 17:18:41,452 - mmaction - INFO - Epoch [14][1600/1853] lr: 8.886e-02, eta: 17:58:33, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7258, top5_acc: 0.9094, loss_cls: 0.9223, loss: 0.9223, grad_norm: 1.3725 2021-05-06 17:18:54,721 - mmaction - INFO - Epoch [14][1620/1853] lr: 8.885e-02, eta: 17:58:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7078, top5_acc: 0.9086, loss_cls: 0.9721, loss: 0.9721, grad_norm: 1.3831 2021-05-06 17:19:07,992 - mmaction - INFO - Epoch [14][1640/1853] lr: 8.883e-02, eta: 17:58:00, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7078, top5_acc: 0.8930, loss_cls: 0.9899, loss: 0.9899, grad_norm: 1.3604 2021-05-06 17:19:21,283 - mmaction - INFO - Epoch [14][1660/1853] lr: 8.881e-02, eta: 17:57:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7141, top5_acc: 0.8984, loss_cls: 0.9731, loss: 0.9731, grad_norm: 1.3048 2021-05-06 17:19:34,594 - mmaction - INFO - Epoch [14][1680/1853] lr: 8.880e-02, eta: 17:57:28, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9133, loss_cls: 0.8943, loss: 0.8943, grad_norm: 1.2415 2021-05-06 17:19:47,863 - mmaction - INFO - Epoch [14][1700/1853] lr: 8.878e-02, eta: 17:57:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7305, top5_acc: 0.9047, loss_cls: 0.9285, loss: 0.9285, grad_norm: 1.3625 2021-05-06 17:20:01,156 - mmaction - INFO - Epoch [14][1720/1853] lr: 8.876e-02, eta: 17:56:55, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 0.9144, loss: 0.9144, grad_norm: 1.3952 2021-05-06 17:20:14,436 - mmaction - INFO - Epoch [14][1740/1853] lr: 8.875e-02, eta: 17:56:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7172, top5_acc: 0.9055, loss_cls: 0.9797, loss: 0.9797, grad_norm: 1.4920 2021-05-06 17:20:27,739 - mmaction - INFO - Epoch [14][1760/1853] lr: 8.873e-02, eta: 17:56:23, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.6992, top5_acc: 0.8734, loss_cls: 1.0504, loss: 1.0504, grad_norm: 1.3736 2021-05-06 17:20:41,018 - mmaction - INFO - Epoch [14][1780/1853] lr: 8.871e-02, eta: 17:56:07, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7039, top5_acc: 0.8984, loss_cls: 0.9801, loss: 0.9801, grad_norm: 1.3485 2021-05-06 17:20:54,309 - mmaction - INFO - Epoch [14][1800/1853] lr: 8.870e-02, eta: 17:55:50, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7242, top5_acc: 0.9039, loss_cls: 0.9255, loss: 0.9255, grad_norm: 1.3831 2021-05-06 17:21:07,585 - mmaction - INFO - Epoch [14][1820/1853] lr: 8.868e-02, eta: 17:55:34, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7141, top5_acc: 0.9062, loss_cls: 0.9488, loss: 0.9488, grad_norm: 1.3944 2021-05-06 17:21:20,878 - mmaction - INFO - Epoch [14][1840/1853] lr: 8.866e-02, eta: 17:55:18, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7352, top5_acc: 0.8984, loss_cls: 0.9206, loss: 0.9206, grad_norm: 1.3197 2021-05-06 17:21:30,554 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-05-06 17:23:30,990 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 17:23:31,020 - mmaction - INFO - top1_acc 0.9001 top5_acc 0.9895 2021-05-06 17:23:31,020 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 17:23:31,027 - mmaction - INFO - mean_acc 0.8959 2021-05-06 17:23:31,388 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2021-05-06 17:23:31,388 - mmaction - INFO - Best top1_acc is 0.9001 at 14 epoch. 2021-05-06 17:23:31,391 - mmaction - INFO - Epoch(val) [14][1853] top1_acc: 0.9001, top5_acc: 0.9895, mean_class_accuracy: 0.8959 2021-05-06 17:25:04,314 - mmaction - INFO - Epoch [15][20/1853] lr: 8.863e-02, eta: 17:59:04, time: 4.645, data_time: 3.986, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9062, loss_cls: 0.9137, loss: 0.9137, grad_norm: 1.3529 2021-05-06 17:25:17,428 - mmaction - INFO - Epoch [15][40/1853] lr: 8.862e-02, eta: 17:58:47, time: 0.656, data_time: 0.002, memory: 5809, top1_acc: 0.7172, top5_acc: 0.9078, loss_cls: 0.9689, loss: 0.9689, grad_norm: 1.4464 2021-05-06 17:25:30,553 - mmaction - INFO - Epoch [15][60/1853] lr: 8.860e-02, eta: 17:58:30, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9242, loss_cls: 0.8144, loss: 0.8144, grad_norm: 1.3165 2021-05-06 17:25:43,741 - mmaction - INFO - Epoch [15][80/1853] lr: 8.858e-02, eta: 17:58:14, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.6953, top5_acc: 0.9016, loss_cls: 0.9984, loss: 0.9984, grad_norm: 1.4830 2021-05-06 17:25:56,960 - mmaction - INFO - Epoch [15][100/1853] lr: 8.857e-02, eta: 17:57:57, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.6969, top5_acc: 0.8961, loss_cls: 1.0078, loss: 1.0078, grad_norm: 1.4491 2021-05-06 17:26:10,126 - mmaction - INFO - Epoch [15][120/1853] lr: 8.855e-02, eta: 17:57:40, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.7141, top5_acc: 0.9047, loss_cls: 0.9561, loss: 0.9561, grad_norm: 1.3244 2021-05-06 17:26:23,363 - mmaction - INFO - Epoch [15][140/1853] lr: 8.853e-02, eta: 17:57:23, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7367, top5_acc: 0.9078, loss_cls: 0.8633, loss: 0.8633, grad_norm: 1.2625 2021-05-06 17:26:36,614 - mmaction - INFO - Epoch [15][160/1853] lr: 8.852e-02, eta: 17:57:07, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7180, top5_acc: 0.8852, loss_cls: 0.9805, loss: 0.9805, grad_norm: 1.3627 2021-05-06 17:26:49,814 - mmaction - INFO - Epoch [15][180/1853] lr: 8.850e-02, eta: 17:56:50, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7398, top5_acc: 0.9055, loss_cls: 0.8934, loss: 0.8934, grad_norm: 1.3068 2021-05-06 17:27:03,060 - mmaction - INFO - Epoch [15][200/1853] lr: 8.848e-02, eta: 17:56:34, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7320, top5_acc: 0.9102, loss_cls: 0.9142, loss: 0.9142, grad_norm: 1.3794 2021-05-06 17:27:16,334 - mmaction - INFO - Epoch [15][220/1853] lr: 8.847e-02, eta: 17:56:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7297, top5_acc: 0.9039, loss_cls: 0.9476, loss: 0.9476, grad_norm: 1.3463 2021-05-06 17:27:29,578 - mmaction - INFO - Epoch [15][240/1853] lr: 8.845e-02, eta: 17:56:01, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7164, top5_acc: 0.9008, loss_cls: 0.9600, loss: 0.9600, grad_norm: 1.3408 2021-05-06 17:27:42,848 - mmaction - INFO - Epoch [15][260/1853] lr: 8.843e-02, eta: 17:55:44, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7000, top5_acc: 0.8953, loss_cls: 1.0135, loss: 1.0135, grad_norm: 1.4980 2021-05-06 17:27:56,097 - mmaction - INFO - Epoch [15][280/1853] lr: 8.842e-02, eta: 17:55:28, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7266, top5_acc: 0.8883, loss_cls: 0.9276, loss: 0.9276, grad_norm: 1.2894 2021-05-06 17:28:09,370 - mmaction - INFO - Epoch [15][300/1853] lr: 8.840e-02, eta: 17:55:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7164, top5_acc: 0.9016, loss_cls: 0.9549, loss: 0.9549, grad_norm: 1.3614 2021-05-06 17:28:22,638 - mmaction - INFO - Epoch [15][320/1853] lr: 8.838e-02, eta: 17:54:55, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7258, top5_acc: 0.8977, loss_cls: 0.9645, loss: 0.9645, grad_norm: 1.3622 2021-05-06 17:28:35,926 - mmaction - INFO - Epoch [15][340/1853] lr: 8.836e-02, eta: 17:54:38, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7242, top5_acc: 0.9070, loss_cls: 0.9501, loss: 0.9501, grad_norm: 1.3532 2021-05-06 17:28:49,240 - mmaction - INFO - Epoch [15][360/1853] lr: 8.835e-02, eta: 17:54:22, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7133, top5_acc: 0.9148, loss_cls: 0.9408, loss: 0.9408, grad_norm: 1.3955 2021-05-06 17:29:02,520 - mmaction - INFO - Epoch [15][380/1853] lr: 8.833e-02, eta: 17:54:06, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7297, top5_acc: 0.8953, loss_cls: 0.9199, loss: 0.9199, grad_norm: 1.3052 2021-05-06 17:29:15,817 - mmaction - INFO - Epoch [15][400/1853] lr: 8.831e-02, eta: 17:53:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7117, top5_acc: 0.9023, loss_cls: 0.9609, loss: 0.9609, grad_norm: 1.4381 2021-05-06 17:29:29,081 - mmaction - INFO - Epoch [15][420/1853] lr: 8.830e-02, eta: 17:53:33, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7305, top5_acc: 0.9078, loss_cls: 0.9498, loss: 0.9498, grad_norm: 1.2884 2021-05-06 17:29:42,377 - mmaction - INFO - Epoch [15][440/1853] lr: 8.828e-02, eta: 17:53:17, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7102, top5_acc: 0.9102, loss_cls: 0.9398, loss: 0.9398, grad_norm: 1.3493 2021-05-06 17:29:55,633 - mmaction - INFO - Epoch [15][460/1853] lr: 8.826e-02, eta: 17:53:00, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7203, top5_acc: 0.9133, loss_cls: 0.9067, loss: 0.9067, grad_norm: 1.3645 2021-05-06 17:30:08,904 - mmaction - INFO - Epoch [15][480/1853] lr: 8.824e-02, eta: 17:52:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7164, top5_acc: 0.9117, loss_cls: 0.9405, loss: 0.9405, grad_norm: 1.3353 2021-05-06 17:30:22,201 - mmaction - INFO - Epoch [15][500/1853] lr: 8.823e-02, eta: 17:52:28, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7008, top5_acc: 0.8977, loss_cls: 0.9708, loss: 0.9708, grad_norm: 1.4601 2021-05-06 17:30:35,459 - mmaction - INFO - Epoch [15][520/1853] lr: 8.821e-02, eta: 17:52:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7195, top5_acc: 0.9047, loss_cls: 0.9301, loss: 0.9301, grad_norm: 1.3579 2021-05-06 17:30:48,726 - mmaction - INFO - Epoch [15][540/1853] lr: 8.819e-02, eta: 17:51:55, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7125, top5_acc: 0.8836, loss_cls: 0.9817, loss: 0.9817, grad_norm: 1.2817 2021-05-06 17:31:02,042 - mmaction - INFO - Epoch [15][560/1853] lr: 8.818e-02, eta: 17:51:39, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9266, loss_cls: 0.8234, loss: 0.8234, grad_norm: 1.2025 2021-05-06 17:31:15,306 - mmaction - INFO - Epoch [15][580/1853] lr: 8.816e-02, eta: 17:51:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9109, loss_cls: 0.8924, loss: 0.8924, grad_norm: 1.3077 2021-05-06 17:31:28,590 - mmaction - INFO - Epoch [15][600/1853] lr: 8.814e-02, eta: 17:51:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7281, top5_acc: 0.9008, loss_cls: 0.9203, loss: 0.9203, grad_norm: 1.3622 2021-05-06 17:31:41,856 - mmaction - INFO - Epoch [15][620/1853] lr: 8.813e-02, eta: 17:50:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7289, top5_acc: 0.9047, loss_cls: 0.9289, loss: 0.9289, grad_norm: 1.3771 2021-05-06 17:31:55,131 - mmaction - INFO - Epoch [15][640/1853] lr: 8.811e-02, eta: 17:50:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7172, top5_acc: 0.9023, loss_cls: 0.9432, loss: 0.9432, grad_norm: 1.3773 2021-05-06 17:32:08,416 - mmaction - INFO - Epoch [15][660/1853] lr: 8.809e-02, eta: 17:50:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7211, top5_acc: 0.9086, loss_cls: 0.9548, loss: 0.9548, grad_norm: 1.4212 2021-05-06 17:32:21,691 - mmaction - INFO - Epoch [15][680/1853] lr: 8.807e-02, eta: 17:50:00, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7281, top5_acc: 0.9070, loss_cls: 0.8968, loss: 0.8968, grad_norm: 1.3824 2021-05-06 17:32:34,981 - mmaction - INFO - Epoch [15][700/1853] lr: 8.806e-02, eta: 17:49:44, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7156, top5_acc: 0.8961, loss_cls: 0.9850, loss: 0.9850, grad_norm: 1.4067 2021-05-06 17:32:48,281 - mmaction - INFO - Epoch [15][720/1853] lr: 8.804e-02, eta: 17:49:28, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7297, top5_acc: 0.9047, loss_cls: 0.9232, loss: 0.9232, grad_norm: 1.2596 2021-05-06 17:33:01,544 - mmaction - INFO - Epoch [15][740/1853] lr: 8.802e-02, eta: 17:49:12, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7133, top5_acc: 0.9008, loss_cls: 0.9560, loss: 0.9560, grad_norm: 1.3539 2021-05-06 17:33:14,834 - mmaction - INFO - Epoch [15][760/1853] lr: 8.800e-02, eta: 17:48:55, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9156, loss_cls: 0.8546, loss: 0.8546, grad_norm: 1.2930 2021-05-06 17:33:28,119 - mmaction - INFO - Epoch [15][780/1853] lr: 8.799e-02, eta: 17:48:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7336, top5_acc: 0.8977, loss_cls: 0.9331, loss: 0.9331, grad_norm: 1.2791 2021-05-06 17:33:41,391 - mmaction - INFO - Epoch [15][800/1853] lr: 8.797e-02, eta: 17:48:23, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7023, top5_acc: 0.8969, loss_cls: 0.9689, loss: 0.9689, grad_norm: 1.4241 2021-05-06 17:33:54,661 - mmaction - INFO - Epoch [15][820/1853] lr: 8.795e-02, eta: 17:48:06, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7258, top5_acc: 0.8953, loss_cls: 0.9162, loss: 0.9162, grad_norm: 1.2755 2021-05-06 17:34:07,878 - mmaction - INFO - Epoch [15][840/1853] lr: 8.794e-02, eta: 17:47:50, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.7070, top5_acc: 0.8945, loss_cls: 0.9710, loss: 0.9710, grad_norm: 1.3558 2021-05-06 17:34:21,114 - mmaction - INFO - Epoch [15][860/1853] lr: 8.792e-02, eta: 17:47:33, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9125, loss_cls: 0.8701, loss: 0.8701, grad_norm: 1.2769 2021-05-06 17:34:34,361 - mmaction - INFO - Epoch [15][880/1853] lr: 8.790e-02, eta: 17:47:17, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7148, top5_acc: 0.9031, loss_cls: 0.9311, loss: 0.9311, grad_norm: 1.3968 2021-05-06 17:34:47,594 - mmaction - INFO - Epoch [15][900/1853] lr: 8.788e-02, eta: 17:47:01, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6969, top5_acc: 0.8930, loss_cls: 1.0162, loss: 1.0162, grad_norm: 1.3926 2021-05-06 17:35:00,897 - mmaction - INFO - Epoch [15][920/1853] lr: 8.787e-02, eta: 17:46:44, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7219, top5_acc: 0.8945, loss_cls: 0.9656, loss: 0.9656, grad_norm: 1.3547 2021-05-06 17:35:14,166 - mmaction - INFO - Epoch [15][940/1853] lr: 8.785e-02, eta: 17:46:28, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7133, top5_acc: 0.9070, loss_cls: 0.9638, loss: 0.9638, grad_norm: 1.3715 2021-05-06 17:35:27,416 - mmaction - INFO - Epoch [15][960/1853] lr: 8.783e-02, eta: 17:46:12, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7102, top5_acc: 0.8883, loss_cls: 0.9532, loss: 0.9532, grad_norm: 1.2723 2021-05-06 17:35:40,697 - mmaction - INFO - Epoch [15][980/1853] lr: 8.781e-02, eta: 17:45:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7047, top5_acc: 0.8930, loss_cls: 0.9800, loss: 0.9800, grad_norm: 1.3334 2021-05-06 17:35:53,966 - mmaction - INFO - Epoch [15][1000/1853] lr: 8.780e-02, eta: 17:45:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7125, top5_acc: 0.9070, loss_cls: 0.9245, loss: 0.9245, grad_norm: 1.2630 2021-05-06 17:36:07,238 - mmaction - INFO - Epoch [15][1020/1853] lr: 8.778e-02, eta: 17:45:23, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7172, top5_acc: 0.8953, loss_cls: 0.9521, loss: 0.9521, grad_norm: 1.3938 2021-05-06 17:36:20,505 - mmaction - INFO - Epoch [15][1040/1853] lr: 8.776e-02, eta: 17:45:07, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.6992, top5_acc: 0.8883, loss_cls: 1.0076, loss: 1.0076, grad_norm: 1.4536 2021-05-06 17:36:33,795 - mmaction - INFO - Epoch [15][1060/1853] lr: 8.775e-02, eta: 17:44:51, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9141, loss_cls: 0.8875, loss: 0.8875, grad_norm: 1.3508 2021-05-06 17:36:47,024 - mmaction - INFO - Epoch [15][1080/1853] lr: 8.773e-02, eta: 17:44:34, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7203, top5_acc: 0.8938, loss_cls: 0.9686, loss: 0.9686, grad_norm: 1.3910 2021-05-06 17:37:00,291 - mmaction - INFO - Epoch [15][1100/1853] lr: 8.771e-02, eta: 17:44:18, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7258, top5_acc: 0.9039, loss_cls: 0.9156, loss: 0.9156, grad_norm: 1.3115 2021-05-06 17:37:13,557 - mmaction - INFO - Epoch [15][1120/1853] lr: 8.769e-02, eta: 17:44:02, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7109, top5_acc: 0.9039, loss_cls: 0.9522, loss: 0.9522, grad_norm: 1.4063 2021-05-06 17:37:26,796 - mmaction - INFO - Epoch [15][1140/1853] lr: 8.768e-02, eta: 17:43:45, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9102, loss_cls: 0.8900, loss: 0.8900, grad_norm: 1.2772 2021-05-06 17:37:40,079 - mmaction - INFO - Epoch [15][1160/1853] lr: 8.766e-02, eta: 17:43:29, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.8977, loss_cls: 0.8957, loss: 0.8957, grad_norm: 1.3181 2021-05-06 17:37:53,386 - mmaction - INFO - Epoch [15][1180/1853] lr: 8.764e-02, eta: 17:43:13, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 0.9720, loss: 0.9720, grad_norm: 1.3368 2021-05-06 17:38:06,639 - mmaction - INFO - Epoch [15][1200/1853] lr: 8.762e-02, eta: 17:42:57, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7211, top5_acc: 0.8969, loss_cls: 0.9459, loss: 0.9459, grad_norm: 1.3489 2021-05-06 17:38:19,964 - mmaction - INFO - Epoch [15][1220/1853] lr: 8.761e-02, eta: 17:42:41, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7344, top5_acc: 0.9148, loss_cls: 0.8899, loss: 0.8899, grad_norm: 1.3213 2021-05-06 17:38:33,234 - mmaction - INFO - Epoch [15][1240/1853] lr: 8.759e-02, eta: 17:42:24, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7227, top5_acc: 0.8906, loss_cls: 0.9702, loss: 0.9702, grad_norm: 1.3351 2021-05-06 17:38:46,488 - mmaction - INFO - Epoch [15][1260/1853] lr: 8.757e-02, eta: 17:42:08, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7305, top5_acc: 0.9148, loss_cls: 0.8923, loss: 0.8923, grad_norm: 1.2755 2021-05-06 17:38:59,759 - mmaction - INFO - Epoch [15][1280/1853] lr: 8.755e-02, eta: 17:41:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7344, top5_acc: 0.9016, loss_cls: 0.9185, loss: 0.9185, grad_norm: 1.3340 2021-05-06 17:39:13,010 - mmaction - INFO - Epoch [15][1300/1853] lr: 8.754e-02, eta: 17:41:36, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7195, top5_acc: 0.8992, loss_cls: 0.9611, loss: 0.9611, grad_norm: 1.3352 2021-05-06 17:39:26,285 - mmaction - INFO - Epoch [15][1320/1853] lr: 8.752e-02, eta: 17:41:19, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7328, top5_acc: 0.9125, loss_cls: 0.8510, loss: 0.8510, grad_norm: 1.2919 2021-05-06 17:39:39,593 - mmaction - INFO - Epoch [15][1340/1853] lr: 8.750e-02, eta: 17:41:03, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7250, top5_acc: 0.9102, loss_cls: 0.9022, loss: 0.9022, grad_norm: 1.3223 2021-05-06 17:39:52,861 - mmaction - INFO - Epoch [15][1360/1853] lr: 8.748e-02, eta: 17:40:47, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 0.9139, loss: 0.9139, grad_norm: 1.3995 2021-05-06 17:40:06,163 - mmaction - INFO - Epoch [15][1380/1853] lr: 8.747e-02, eta: 17:40:31, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7117, top5_acc: 0.9039, loss_cls: 0.9522, loss: 0.9522, grad_norm: 1.3692 2021-05-06 17:40:19,462 - mmaction - INFO - Epoch [15][1400/1853] lr: 8.745e-02, eta: 17:40:15, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6898, top5_acc: 0.8875, loss_cls: 0.9880, loss: 0.9880, grad_norm: 1.3643 2021-05-06 17:40:32,721 - mmaction - INFO - Epoch [15][1420/1853] lr: 8.743e-02, eta: 17:39:59, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7133, top5_acc: 0.9008, loss_cls: 0.9569, loss: 0.9569, grad_norm: 1.3878 2021-05-06 17:40:45,988 - mmaction - INFO - Epoch [15][1440/1853] lr: 8.741e-02, eta: 17:39:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7141, top5_acc: 0.8922, loss_cls: 0.9471, loss: 0.9471, grad_norm: 1.3893 2021-05-06 17:40:59,256 - mmaction - INFO - Epoch [15][1460/1853] lr: 8.740e-02, eta: 17:39:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7234, top5_acc: 0.9055, loss_cls: 0.9518, loss: 0.9518, grad_norm: 1.3904 2021-05-06 17:41:12,556 - mmaction - INFO - Epoch [15][1480/1853] lr: 8.738e-02, eta: 17:39:10, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7227, top5_acc: 0.8969, loss_cls: 0.9469, loss: 0.9469, grad_norm: 1.3729 2021-05-06 17:41:25,793 - mmaction - INFO - Epoch [15][1500/1853] lr: 8.736e-02, eta: 17:38:54, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7102, top5_acc: 0.9062, loss_cls: 0.9627, loss: 0.9627, grad_norm: 1.3888 2021-05-06 17:41:39,067 - mmaction - INFO - Epoch [15][1520/1853] lr: 8.734e-02, eta: 17:38:38, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7211, top5_acc: 0.8859, loss_cls: 0.9612, loss: 0.9612, grad_norm: 1.3843 2021-05-06 17:41:52,353 - mmaction - INFO - Epoch [15][1540/1853] lr: 8.733e-02, eta: 17:38:22, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6992, top5_acc: 0.9062, loss_cls: 0.9901, loss: 0.9901, grad_norm: 1.4144 2021-05-06 17:42:05,626 - mmaction - INFO - Epoch [15][1560/1853] lr: 8.731e-02, eta: 17:38:06, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7164, top5_acc: 0.9016, loss_cls: 0.9595, loss: 0.9595, grad_norm: 1.4073 2021-05-06 17:42:18,858 - mmaction - INFO - Epoch [15][1580/1853] lr: 8.729e-02, eta: 17:37:49, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9180, loss_cls: 0.8659, loss: 0.8659, grad_norm: 1.2656 2021-05-06 17:42:32,203 - mmaction - INFO - Epoch [15][1600/1853] lr: 8.727e-02, eta: 17:37:33, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7391, top5_acc: 0.9062, loss_cls: 0.8878, loss: 0.8878, grad_norm: 1.3216 2021-05-06 17:42:45,457 - mmaction - INFO - Epoch [15][1620/1853] lr: 8.725e-02, eta: 17:37:17, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7055, top5_acc: 0.8891, loss_cls: 0.9913, loss: 0.9913, grad_norm: 1.4156 2021-05-06 17:42:58,760 - mmaction - INFO - Epoch [15][1640/1853] lr: 8.724e-02, eta: 17:37:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.6945, top5_acc: 0.8977, loss_cls: 1.0173, loss: 1.0173, grad_norm: 1.4110 2021-05-06 17:43:12,052 - mmaction - INFO - Epoch [15][1660/1853] lr: 8.722e-02, eta: 17:36:45, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7156, top5_acc: 0.8922, loss_cls: 0.9885, loss: 0.9885, grad_norm: 1.4058 2021-05-06 17:43:25,304 - mmaction - INFO - Epoch [15][1680/1853] lr: 8.720e-02, eta: 17:36:29, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7164, top5_acc: 0.8961, loss_cls: 0.9205, loss: 0.9205, grad_norm: 1.3563 2021-05-06 17:43:38,577 - mmaction - INFO - Epoch [15][1700/1853] lr: 8.718e-02, eta: 17:36:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 0.9152, loss: 0.9152, grad_norm: 1.3380 2021-05-06 17:43:51,852 - mmaction - INFO - Epoch [15][1720/1853] lr: 8.717e-02, eta: 17:35:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7031, top5_acc: 0.8961, loss_cls: 0.9916, loss: 0.9916, grad_norm: 1.4149 2021-05-06 17:44:05,102 - mmaction - INFO - Epoch [15][1740/1853] lr: 8.715e-02, eta: 17:35:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7320, top5_acc: 0.9070, loss_cls: 0.9007, loss: 0.9007, grad_norm: 1.3106 2021-05-06 17:44:18,396 - mmaction - INFO - Epoch [15][1760/1853] lr: 8.713e-02, eta: 17:35:24, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7227, top5_acc: 0.9023, loss_cls: 0.9535, loss: 0.9535, grad_norm: 1.4188 2021-05-06 17:44:31,687 - mmaction - INFO - Epoch [15][1780/1853] lr: 8.711e-02, eta: 17:35:08, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7281, top5_acc: 0.9008, loss_cls: 0.9153, loss: 0.9153, grad_norm: 1.3218 2021-05-06 17:44:44,942 - mmaction - INFO - Epoch [15][1800/1853] lr: 8.710e-02, eta: 17:34:52, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9016, loss_cls: 0.8986, loss: 0.8986, grad_norm: 1.2395 2021-05-06 17:44:58,231 - mmaction - INFO - Epoch [15][1820/1853] lr: 8.708e-02, eta: 17:34:36, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7203, top5_acc: 0.8969, loss_cls: 0.9390, loss: 0.9390, grad_norm: 1.3792 2021-05-06 17:45:11,527 - mmaction - INFO - Epoch [15][1840/1853] lr: 8.706e-02, eta: 17:34:20, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7086, top5_acc: 0.9016, loss_cls: 0.9556, loss: 0.9556, grad_norm: 1.4116 2021-05-06 17:45:21,201 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-05-06 17:46:53,162 - mmaction - INFO - Epoch [16][20/1853] lr: 8.703e-02, eta: 17:37:41, time: 4.578, data_time: 3.920, memory: 5809, top1_acc: 0.7047, top5_acc: 0.8984, loss_cls: 0.9634, loss: 0.9634, grad_norm: 1.4359 2021-05-06 17:47:06,288 - mmaction - INFO - Epoch [16][40/1853] lr: 8.701e-02, eta: 17:37:24, time: 0.656, data_time: 0.003, memory: 5809, top1_acc: 0.7219, top5_acc: 0.8938, loss_cls: 0.9643, loss: 0.9643, grad_norm: 1.4450 2021-05-06 17:47:19,414 - mmaction - INFO - Epoch [16][60/1853] lr: 8.700e-02, eta: 17:37:08, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.7094, top5_acc: 0.8977, loss_cls: 0.9360, loss: 0.9360, grad_norm: 1.4259 2021-05-06 17:47:32,615 - mmaction - INFO - Epoch [16][80/1853] lr: 8.698e-02, eta: 17:36:51, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7273, top5_acc: 0.9031, loss_cls: 0.8988, loss: 0.8988, grad_norm: 1.3263 2021-05-06 17:47:45,816 - mmaction - INFO - Epoch [16][100/1853] lr: 8.696e-02, eta: 17:36:34, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7047, top5_acc: 0.8992, loss_cls: 1.0008, loss: 1.0008, grad_norm: 1.4048 2021-05-06 17:47:59,006 - mmaction - INFO - Epoch [16][120/1853] lr: 8.694e-02, eta: 17:36:18, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7070, top5_acc: 0.9031, loss_cls: 0.9940, loss: 0.9940, grad_norm: 1.3381 2021-05-06 17:48:12,220 - mmaction - INFO - Epoch [16][140/1853] lr: 8.692e-02, eta: 17:36:01, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7289, top5_acc: 0.9172, loss_cls: 0.8942, loss: 0.8942, grad_norm: 1.3138 2021-05-06 17:48:25,436 - mmaction - INFO - Epoch [16][160/1853] lr: 8.691e-02, eta: 17:35:45, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.7117, top5_acc: 0.9000, loss_cls: 0.9489, loss: 0.9489, grad_norm: 1.3861 2021-05-06 17:48:38,647 - mmaction - INFO - Epoch [16][180/1853] lr: 8.689e-02, eta: 17:35:29, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9195, loss_cls: 0.8400, loss: 0.8400, grad_norm: 1.2907 2021-05-06 17:48:51,894 - mmaction - INFO - Epoch [16][200/1853] lr: 8.687e-02, eta: 17:35:12, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9117, loss_cls: 0.9139, loss: 0.9139, grad_norm: 1.2999 2021-05-06 17:49:05,199 - mmaction - INFO - Epoch [16][220/1853] lr: 8.685e-02, eta: 17:34:56, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7109, top5_acc: 0.9000, loss_cls: 0.9404, loss: 0.9404, grad_norm: 1.3263 2021-05-06 17:49:18,465 - mmaction - INFO - Epoch [16][240/1853] lr: 8.683e-02, eta: 17:34:40, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7266, top5_acc: 0.9039, loss_cls: 0.9197, loss: 0.9197, grad_norm: 1.3386 2021-05-06 17:49:31,706 - mmaction - INFO - Epoch [16][260/1853] lr: 8.682e-02, eta: 17:34:23, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7141, top5_acc: 0.8984, loss_cls: 0.9433, loss: 0.9433, grad_norm: 1.4035 2021-05-06 17:49:44,989 - mmaction - INFO - Epoch [16][280/1853] lr: 8.680e-02, eta: 17:34:07, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9070, loss_cls: 0.8827, loss: 0.8827, grad_norm: 1.3447 2021-05-06 17:49:58,252 - mmaction - INFO - Epoch [16][300/1853] lr: 8.678e-02, eta: 17:33:51, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7266, top5_acc: 0.8977, loss_cls: 0.9228, loss: 0.9228, grad_norm: 1.3611 2021-05-06 17:50:11,515 - mmaction - INFO - Epoch [16][320/1853] lr: 8.676e-02, eta: 17:33:35, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7219, top5_acc: 0.9023, loss_cls: 0.9198, loss: 0.9198, grad_norm: 1.3218 2021-05-06 17:50:24,789 - mmaction - INFO - Epoch [16][340/1853] lr: 8.674e-02, eta: 17:33:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9070, loss_cls: 0.9233, loss: 0.9233, grad_norm: 1.3581 2021-05-06 17:50:38,096 - mmaction - INFO - Epoch [16][360/1853] lr: 8.673e-02, eta: 17:33:02, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9117, loss_cls: 0.8824, loss: 0.8824, grad_norm: 1.3826 2021-05-06 17:50:51,345 - mmaction - INFO - Epoch [16][380/1853] lr: 8.671e-02, eta: 17:32:46, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9086, loss_cls: 0.8744, loss: 0.8744, grad_norm: 1.3271 2021-05-06 17:51:04,595 - mmaction - INFO - Epoch [16][400/1853] lr: 8.669e-02, eta: 17:32:30, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9102, loss_cls: 0.8901, loss: 0.8901, grad_norm: 1.3286 2021-05-06 17:51:17,892 - mmaction - INFO - Epoch [16][420/1853] lr: 8.667e-02, eta: 17:32:14, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7227, top5_acc: 0.8992, loss_cls: 0.9808, loss: 0.9808, grad_norm: 1.4979 2021-05-06 17:51:31,188 - mmaction - INFO - Epoch [16][440/1853] lr: 8.665e-02, eta: 17:31:58, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7375, top5_acc: 0.9086, loss_cls: 0.9035, loss: 0.9035, grad_norm: 1.3449 2021-05-06 17:51:44,467 - mmaction - INFO - Epoch [16][460/1853] lr: 8.664e-02, eta: 17:31:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7125, top5_acc: 0.8961, loss_cls: 0.9793, loss: 0.9793, grad_norm: 1.4517 2021-05-06 17:51:57,759 - mmaction - INFO - Epoch [16][480/1853] lr: 8.662e-02, eta: 17:31:25, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7273, top5_acc: 0.9031, loss_cls: 0.9402, loss: 0.9402, grad_norm: 1.4384 2021-05-06 17:52:11,047 - mmaction - INFO - Epoch [16][500/1853] lr: 8.660e-02, eta: 17:31:09, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7234, top5_acc: 0.9031, loss_cls: 0.9281, loss: 0.9281, grad_norm: 1.3524 2021-05-06 17:52:24,283 - mmaction - INFO - Epoch [16][520/1853] lr: 8.658e-02, eta: 17:30:53, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7492, top5_acc: 0.8992, loss_cls: 0.8467, loss: 0.8467, grad_norm: 1.1959 2021-05-06 17:52:37,568 - mmaction - INFO - Epoch [16][540/1853] lr: 8.656e-02, eta: 17:30:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9062, loss_cls: 0.8800, loss: 0.8800, grad_norm: 1.3444 2021-05-06 17:52:50,836 - mmaction - INFO - Epoch [16][560/1853] lr: 8.655e-02, eta: 17:30:20, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7266, top5_acc: 0.9070, loss_cls: 0.9030, loss: 0.9030, grad_norm: 1.3815 2021-05-06 17:53:04,059 - mmaction - INFO - Epoch [16][580/1853] lr: 8.653e-02, eta: 17:30:04, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7297, top5_acc: 0.9070, loss_cls: 0.8916, loss: 0.8916, grad_norm: 1.3503 2021-05-06 17:53:17,320 - mmaction - INFO - Epoch [16][600/1853] lr: 8.651e-02, eta: 17:29:48, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7398, top5_acc: 0.9062, loss_cls: 0.8824, loss: 0.8824, grad_norm: 1.2654 2021-05-06 17:53:30,550 - mmaction - INFO - Epoch [16][620/1853] lr: 8.649e-02, eta: 17:29:32, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7328, top5_acc: 0.9023, loss_cls: 0.9224, loss: 0.9224, grad_norm: 1.4553 2021-05-06 17:53:43,813 - mmaction - INFO - Epoch [16][640/1853] lr: 8.647e-02, eta: 17:29:15, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9125, loss_cls: 0.9165, loss: 0.9165, grad_norm: 1.3714 2021-05-06 17:53:57,079 - mmaction - INFO - Epoch [16][660/1853] lr: 8.646e-02, eta: 17:28:59, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7125, top5_acc: 0.9023, loss_cls: 0.9068, loss: 0.9068, grad_norm: 1.3704 2021-05-06 17:54:10,335 - mmaction - INFO - Epoch [16][680/1853] lr: 8.644e-02, eta: 17:28:43, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7102, top5_acc: 0.9062, loss_cls: 0.9601, loss: 0.9601, grad_norm: 1.4206 2021-05-06 17:54:23,570 - mmaction - INFO - Epoch [16][700/1853] lr: 8.642e-02, eta: 17:28:27, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7125, top5_acc: 0.8836, loss_cls: 0.9983, loss: 0.9983, grad_norm: 1.4012 2021-05-06 17:54:36,836 - mmaction - INFO - Epoch [16][720/1853] lr: 8.640e-02, eta: 17:28:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7367, top5_acc: 0.9117, loss_cls: 0.8785, loss: 0.8785, grad_norm: 1.3557 2021-05-06 17:54:50,131 - mmaction - INFO - Epoch [16][740/1853] lr: 8.638e-02, eta: 17:27:54, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9180, loss_cls: 0.8745, loss: 0.8745, grad_norm: 1.3319 2021-05-06 17:55:03,379 - mmaction - INFO - Epoch [16][760/1853] lr: 8.636e-02, eta: 17:27:38, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9156, loss_cls: 0.8559, loss: 0.8559, grad_norm: 1.3655 2021-05-06 17:55:16,646 - mmaction - INFO - Epoch [16][780/1853] lr: 8.635e-02, eta: 17:27:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7273, top5_acc: 0.9047, loss_cls: 0.9406, loss: 0.9406, grad_norm: 1.3258 2021-05-06 17:55:29,898 - mmaction - INFO - Epoch [16][800/1853] lr: 8.633e-02, eta: 17:27:06, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 0.9173, loss: 0.9173, grad_norm: 1.2900 2021-05-06 17:55:43,184 - mmaction - INFO - Epoch [16][820/1853] lr: 8.631e-02, eta: 17:26:50, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7367, top5_acc: 0.9109, loss_cls: 0.8946, loss: 0.8946, grad_norm: 1.4106 2021-05-06 17:55:56,409 - mmaction - INFO - Epoch [16][840/1853] lr: 8.629e-02, eta: 17:26:33, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7234, top5_acc: 0.8992, loss_cls: 0.9461, loss: 0.9461, grad_norm: 1.4285 2021-05-06 17:56:09,626 - mmaction - INFO - Epoch [16][860/1853] lr: 8.627e-02, eta: 17:26:17, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.7328, top5_acc: 0.9047, loss_cls: 0.9008, loss: 0.9008, grad_norm: 1.2981 2021-05-06 17:56:22,872 - mmaction - INFO - Epoch [16][880/1853] lr: 8.626e-02, eta: 17:26:01, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7320, top5_acc: 0.9102, loss_cls: 0.8866, loss: 0.8866, grad_norm: 1.3456 2021-05-06 17:56:36,143 - mmaction - INFO - Epoch [16][900/1853] lr: 8.624e-02, eta: 17:25:45, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9078, loss_cls: 0.8525, loss: 0.8525, grad_norm: 1.2507 2021-05-06 17:56:49,383 - mmaction - INFO - Epoch [16][920/1853] lr: 8.622e-02, eta: 17:25:29, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7250, top5_acc: 0.9141, loss_cls: 0.8734, loss: 0.8734, grad_norm: 1.4100 2021-05-06 17:57:02,660 - mmaction - INFO - Epoch [16][940/1853] lr: 8.620e-02, eta: 17:25:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7164, top5_acc: 0.8898, loss_cls: 0.9391, loss: 0.9391, grad_norm: 1.4091 2021-05-06 17:57:15,897 - mmaction - INFO - Epoch [16][960/1853] lr: 8.618e-02, eta: 17:24:56, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.6930, top5_acc: 0.8828, loss_cls: 1.0480, loss: 1.0480, grad_norm: 1.4818 2021-05-06 17:57:29,186 - mmaction - INFO - Epoch [16][980/1853] lr: 8.616e-02, eta: 17:24:40, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7188, top5_acc: 0.9023, loss_cls: 0.9740, loss: 0.9740, grad_norm: 1.3265 2021-05-06 17:57:42,472 - mmaction - INFO - Epoch [16][1000/1853] lr: 8.615e-02, eta: 17:24:24, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9055, loss_cls: 0.8929, loss: 0.8929, grad_norm: 1.2927 2021-05-06 17:57:55,708 - mmaction - INFO - Epoch [16][1020/1853] lr: 8.613e-02, eta: 17:24:08, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7258, top5_acc: 0.9008, loss_cls: 0.9249, loss: 0.9249, grad_norm: 1.3732 2021-05-06 17:58:08,977 - mmaction - INFO - Epoch [16][1040/1853] lr: 8.611e-02, eta: 17:23:52, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9133, loss_cls: 0.8677, loss: 0.8677, grad_norm: 1.3359 2021-05-06 17:58:22,281 - mmaction - INFO - Epoch [16][1060/1853] lr: 8.609e-02, eta: 17:23:36, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7094, top5_acc: 0.9055, loss_cls: 0.9544, loss: 0.9544, grad_norm: 1.4186 2021-05-06 17:58:35,512 - mmaction - INFO - Epoch [16][1080/1853] lr: 8.607e-02, eta: 17:23:20, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7320, top5_acc: 0.9008, loss_cls: 0.8994, loss: 0.8994, grad_norm: 1.2750 2021-05-06 17:58:48,800 - mmaction - INFO - Epoch [16][1100/1853] lr: 8.605e-02, eta: 17:23:04, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7242, top5_acc: 0.8961, loss_cls: 0.9362, loss: 0.9362, grad_norm: 1.3978 2021-05-06 17:59:02,098 - mmaction - INFO - Epoch [16][1120/1853] lr: 8.604e-02, eta: 17:22:48, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7336, top5_acc: 0.8992, loss_cls: 0.8698, loss: 0.8698, grad_norm: 1.2661 2021-05-06 17:59:15,361 - mmaction - INFO - Epoch [16][1140/1853] lr: 8.602e-02, eta: 17:22:32, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 0.9501, loss: 0.9501, grad_norm: 1.3565 2021-05-06 17:59:28,672 - mmaction - INFO - Epoch [16][1160/1853] lr: 8.600e-02, eta: 17:22:16, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7320, top5_acc: 0.9055, loss_cls: 0.8995, loss: 0.8995, grad_norm: 1.3255 2021-05-06 17:59:41,978 - mmaction - INFO - Epoch [16][1180/1853] lr: 8.598e-02, eta: 17:22:00, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9070, loss_cls: 0.8958, loss: 0.8958, grad_norm: 1.3586 2021-05-06 17:59:55,221 - mmaction - INFO - Epoch [16][1200/1853] lr: 8.596e-02, eta: 17:21:44, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7375, top5_acc: 0.9164, loss_cls: 0.9135, loss: 0.9135, grad_norm: 1.3252 2021-05-06 18:00:08,944 - mmaction - INFO - Epoch [16][1220/1853] lr: 8.594e-02, eta: 17:21:29, time: 0.685, data_time: 0.003, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9242, loss_cls: 0.8576, loss: 0.8576, grad_norm: 1.3253 2021-05-06 18:00:22,734 - mmaction - INFO - Epoch [16][1240/1853] lr: 8.593e-02, eta: 17:21:14, time: 0.690, data_time: 0.004, memory: 5809, top1_acc: 0.7117, top5_acc: 0.9016, loss_cls: 0.9621, loss: 0.9621, grad_norm: 1.3811 2021-05-06 18:00:35,949 - mmaction - INFO - Epoch [16][1260/1853] lr: 8.591e-02, eta: 17:20:58, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9086, loss_cls: 0.9102, loss: 0.9102, grad_norm: 1.3012 2021-05-06 18:00:49,252 - mmaction - INFO - Epoch [16][1280/1853] lr: 8.589e-02, eta: 17:20:42, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7109, top5_acc: 0.9062, loss_cls: 0.9515, loss: 0.9515, grad_norm: 1.4180 2021-05-06 18:01:02,537 - mmaction - INFO - Epoch [16][1300/1853] lr: 8.587e-02, eta: 17:20:26, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.6961, top5_acc: 0.8961, loss_cls: 0.9747, loss: 0.9747, grad_norm: 1.3433 2021-05-06 18:01:15,825 - mmaction - INFO - Epoch [16][1320/1853] lr: 8.585e-02, eta: 17:20:10, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7203, top5_acc: 0.9000, loss_cls: 0.9579, loss: 0.9579, grad_norm: 1.3635 2021-05-06 18:01:29,108 - mmaction - INFO - Epoch [16][1340/1853] lr: 8.583e-02, eta: 17:19:54, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7211, top5_acc: 0.8992, loss_cls: 0.9496, loss: 0.9496, grad_norm: 1.3754 2021-05-06 18:01:42,425 - mmaction - INFO - Epoch [16][1360/1853] lr: 8.581e-02, eta: 17:19:38, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7258, top5_acc: 0.9016, loss_cls: 0.9182, loss: 0.9182, grad_norm: 1.3129 2021-05-06 18:01:55,662 - mmaction - INFO - Epoch [16][1380/1853] lr: 8.580e-02, eta: 17:19:22, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7227, top5_acc: 0.9000, loss_cls: 0.9464, loss: 0.9464, grad_norm: 1.4041 2021-05-06 18:02:08,927 - mmaction - INFO - Epoch [16][1400/1853] lr: 8.578e-02, eta: 17:19:06, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7086, top5_acc: 0.8922, loss_cls: 0.9691, loss: 0.9691, grad_norm: 1.3680 2021-05-06 18:02:22,206 - mmaction - INFO - Epoch [16][1420/1853] lr: 8.576e-02, eta: 17:18:50, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7328, top5_acc: 0.9078, loss_cls: 0.9112, loss: 0.9112, grad_norm: 1.3329 2021-05-06 18:02:35,502 - mmaction - INFO - Epoch [16][1440/1853] lr: 8.574e-02, eta: 17:18:34, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7188, top5_acc: 0.9055, loss_cls: 0.9521, loss: 0.9521, grad_norm: 1.4054 2021-05-06 18:02:48,743 - mmaction - INFO - Epoch [16][1460/1853] lr: 8.572e-02, eta: 17:18:18, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7000, top5_acc: 0.8961, loss_cls: 0.9847, loss: 0.9847, grad_norm: 1.4526 2021-05-06 18:03:02,047 - mmaction - INFO - Epoch [16][1480/1853] lr: 8.570e-02, eta: 17:18:02, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7195, top5_acc: 0.8938, loss_cls: 0.9561, loss: 0.9561, grad_norm: 1.3651 2021-05-06 18:03:15,311 - mmaction - INFO - Epoch [16][1500/1853] lr: 8.569e-02, eta: 17:17:46, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7352, top5_acc: 0.9156, loss_cls: 0.8876, loss: 0.8876, grad_norm: 1.3505 2021-05-06 18:03:28,626 - mmaction - INFO - Epoch [16][1520/1853] lr: 8.567e-02, eta: 17:17:30, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7172, top5_acc: 0.9000, loss_cls: 0.9454, loss: 0.9454, grad_norm: 1.3746 2021-05-06 18:03:41,898 - mmaction - INFO - Epoch [16][1540/1853] lr: 8.565e-02, eta: 17:17:14, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7312, top5_acc: 0.9023, loss_cls: 0.9147, loss: 0.9147, grad_norm: 1.3209 2021-05-06 18:03:55,144 - mmaction - INFO - Epoch [16][1560/1853] lr: 8.563e-02, eta: 17:16:58, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7312, top5_acc: 0.9070, loss_cls: 0.9006, loss: 0.9006, grad_norm: 1.4283 2021-05-06 18:04:08,425 - mmaction - INFO - Epoch [16][1580/1853] lr: 8.561e-02, eta: 17:16:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7242, top5_acc: 0.9039, loss_cls: 0.9321, loss: 0.9321, grad_norm: 1.3882 2021-05-06 18:04:21,690 - mmaction - INFO - Epoch [16][1600/1853] lr: 8.559e-02, eta: 17:16:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7258, top5_acc: 0.9055, loss_cls: 0.9164, loss: 0.9164, grad_norm: 1.3774 2021-05-06 18:04:34,958 - mmaction - INFO - Epoch [16][1620/1853] lr: 8.557e-02, eta: 17:16:10, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7125, top5_acc: 0.9125, loss_cls: 0.9264, loss: 0.9264, grad_norm: 1.4256 2021-05-06 18:04:48,269 - mmaction - INFO - Epoch [16][1640/1853] lr: 8.556e-02, eta: 17:15:55, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7344, top5_acc: 0.9023, loss_cls: 0.9062, loss: 0.9062, grad_norm: 1.3964 2021-05-06 18:05:01,542 - mmaction - INFO - Epoch [16][1660/1853] lr: 8.554e-02, eta: 17:15:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7133, top5_acc: 0.8992, loss_cls: 0.9741, loss: 0.9741, grad_norm: 1.4245 2021-05-06 18:05:14,801 - mmaction - INFO - Epoch [16][1680/1853] lr: 8.552e-02, eta: 17:15:23, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7180, top5_acc: 0.9000, loss_cls: 0.9532, loss: 0.9532, grad_norm: 1.3672 2021-05-06 18:05:28,110 - mmaction - INFO - Epoch [16][1700/1853] lr: 8.550e-02, eta: 17:15:07, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7344, top5_acc: 0.9047, loss_cls: 0.8958, loss: 0.8958, grad_norm: 1.3204 2021-05-06 18:05:41,395 - mmaction - INFO - Epoch [16][1720/1853] lr: 8.548e-02, eta: 17:14:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7109, top5_acc: 0.9016, loss_cls: 0.9640, loss: 0.9640, grad_norm: 1.4014 2021-05-06 18:05:54,649 - mmaction - INFO - Epoch [16][1740/1853] lr: 8.546e-02, eta: 17:14:35, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7242, top5_acc: 0.9031, loss_cls: 0.9246, loss: 0.9246, grad_norm: 1.3558 2021-05-06 18:06:07,937 - mmaction - INFO - Epoch [16][1760/1853] lr: 8.544e-02, eta: 17:14:19, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7367, top5_acc: 0.9156, loss_cls: 0.8903, loss: 0.8903, grad_norm: 1.4085 2021-05-06 18:06:21,203 - mmaction - INFO - Epoch [16][1780/1853] lr: 8.542e-02, eta: 17:14:03, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9125, loss_cls: 0.8781, loss: 0.8781, grad_norm: 1.3245 2021-05-06 18:06:34,449 - mmaction - INFO - Epoch [16][1800/1853] lr: 8.541e-02, eta: 17:13:47, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7289, top5_acc: 0.8992, loss_cls: 0.9116, loss: 0.9116, grad_norm: 1.2848 2021-05-06 18:06:47,718 - mmaction - INFO - Epoch [16][1820/1853] lr: 8.539e-02, eta: 17:13:31, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7289, top5_acc: 0.9125, loss_cls: 0.9214, loss: 0.9214, grad_norm: 1.3734 2021-05-06 18:07:01,024 - mmaction - INFO - Epoch [16][1840/1853] lr: 8.537e-02, eta: 17:13:15, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7281, top5_acc: 0.9023, loss_cls: 0.9011, loss: 0.9011, grad_norm: 1.4224 2021-05-06 18:07:11,057 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-05-06 18:09:17,192 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 18:09:17,222 - mmaction - INFO - top1_acc 0.8977 top5_acc 0.9909 2021-05-06 18:09:17,222 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 18:09:17,231 - mmaction - INFO - mean_acc 0.8904 2021-05-06 18:09:17,233 - mmaction - INFO - Epoch(val) [16][1853] top1_acc: 0.8977, top5_acc: 0.9909, mean_class_accuracy: 0.8904 2021-05-06 18:10:52,840 - mmaction - INFO - Epoch [17][20/1853] lr: 8.534e-02, eta: 17:16:30, time: 4.779, data_time: 4.122, memory: 5809, top1_acc: 0.7031, top5_acc: 0.8906, loss_cls: 0.9854, loss: 0.9854, grad_norm: 1.3745 2021-05-06 18:11:05,923 - mmaction - INFO - Epoch [17][40/1853] lr: 8.532e-02, eta: 17:16:13, time: 0.655, data_time: 0.002, memory: 5809, top1_acc: 0.7023, top5_acc: 0.8930, loss_cls: 0.9705, loss: 0.9705, grad_norm: 1.3755 2021-05-06 18:11:19,019 - mmaction - INFO - Epoch [17][60/1853] lr: 8.530e-02, eta: 17:15:56, time: 0.655, data_time: 0.002, memory: 5809, top1_acc: 0.7281, top5_acc: 0.9070, loss_cls: 0.9239, loss: 0.9239, grad_norm: 1.3593 2021-05-06 18:11:32,179 - mmaction - INFO - Epoch [17][80/1853] lr: 8.528e-02, eta: 17:15:40, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.7172, top5_acc: 0.9133, loss_cls: 0.9421, loss: 0.9421, grad_norm: 1.4278 2021-05-06 18:11:45,355 - mmaction - INFO - Epoch [17][100/1853] lr: 8.526e-02, eta: 17:15:23, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.7320, top5_acc: 0.9062, loss_cls: 0.9061, loss: 0.9061, grad_norm: 1.3656 2021-05-06 18:11:58,490 - mmaction - INFO - Epoch [17][120/1853] lr: 8.524e-02, eta: 17:15:07, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.7391, top5_acc: 0.9156, loss_cls: 0.8740, loss: 0.8740, grad_norm: 1.3806 2021-05-06 18:12:11,737 - mmaction - INFO - Epoch [17][140/1853] lr: 8.522e-02, eta: 17:14:51, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7078, top5_acc: 0.8875, loss_cls: 1.0153, loss: 1.0153, grad_norm: 1.4687 2021-05-06 18:12:25,004 - mmaction - INFO - Epoch [17][160/1853] lr: 8.521e-02, eta: 17:14:35, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9016, loss_cls: 0.9086, loss: 0.9086, grad_norm: 1.3678 2021-05-06 18:12:38,227 - mmaction - INFO - Epoch [17][180/1853] lr: 8.519e-02, eta: 17:14:18, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7383, top5_acc: 0.9070, loss_cls: 0.8915, loss: 0.8915, grad_norm: 1.3277 2021-05-06 18:12:51,513 - mmaction - INFO - Epoch [17][200/1853] lr: 8.517e-02, eta: 17:14:02, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9187, loss_cls: 0.8431, loss: 0.8431, grad_norm: 1.3180 2021-05-06 18:13:04,760 - mmaction - INFO - Epoch [17][220/1853] lr: 8.515e-02, eta: 17:13:46, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7102, top5_acc: 0.9062, loss_cls: 0.9621, loss: 0.9621, grad_norm: 1.3575 2021-05-06 18:13:17,990 - mmaction - INFO - Epoch [17][240/1853] lr: 8.513e-02, eta: 17:13:30, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.7352, top5_acc: 0.8984, loss_cls: 0.9063, loss: 0.9063, grad_norm: 1.2510 2021-05-06 18:13:31,292 - mmaction - INFO - Epoch [17][260/1853] lr: 8.511e-02, eta: 17:13:14, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9141, loss_cls: 0.8699, loss: 0.8699, grad_norm: 1.3565 2021-05-06 18:13:44,534 - mmaction - INFO - Epoch [17][280/1853] lr: 8.509e-02, eta: 17:12:58, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7383, top5_acc: 0.9094, loss_cls: 0.8945, loss: 0.8945, grad_norm: 1.3608 2021-05-06 18:13:57,843 - mmaction - INFO - Epoch [17][300/1853] lr: 8.507e-02, eta: 17:12:42, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7195, top5_acc: 0.9047, loss_cls: 0.9604, loss: 0.9604, grad_norm: 1.4718 2021-05-06 18:14:11,163 - mmaction - INFO - Epoch [17][320/1853] lr: 8.506e-02, eta: 17:12:26, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7477, top5_acc: 0.9117, loss_cls: 0.8480, loss: 0.8480, grad_norm: 1.2900 2021-05-06 18:14:24,434 - mmaction - INFO - Epoch [17][340/1853] lr: 8.504e-02, eta: 17:12:10, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7352, top5_acc: 0.9078, loss_cls: 0.8922, loss: 0.8922, grad_norm: 1.3893 2021-05-06 18:14:37,716 - mmaction - INFO - Epoch [17][360/1853] lr: 8.502e-02, eta: 17:11:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7398, top5_acc: 0.9031, loss_cls: 0.9256, loss: 0.9256, grad_norm: 1.4134 2021-05-06 18:14:50,980 - mmaction - INFO - Epoch [17][380/1853] lr: 8.500e-02, eta: 17:11:38, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7180, top5_acc: 0.8984, loss_cls: 0.9444, loss: 0.9444, grad_norm: 1.4252 2021-05-06 18:15:04,286 - mmaction - INFO - Epoch [17][400/1853] lr: 8.498e-02, eta: 17:11:22, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9219, loss_cls: 0.8214, loss: 0.8214, grad_norm: 1.2808 2021-05-06 18:15:17,532 - mmaction - INFO - Epoch [17][420/1853] lr: 8.496e-02, eta: 17:11:06, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7289, top5_acc: 0.8961, loss_cls: 0.9466, loss: 0.9466, grad_norm: 1.3309 2021-05-06 18:15:30,830 - mmaction - INFO - Epoch [17][440/1853] lr: 8.494e-02, eta: 17:10:50, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.9125, loss_cls: 0.8765, loss: 0.8765, grad_norm: 1.3259 2021-05-06 18:15:44,104 - mmaction - INFO - Epoch [17][460/1853] lr: 8.492e-02, eta: 17:10:34, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7273, top5_acc: 0.9070, loss_cls: 0.9026, loss: 0.9026, grad_norm: 1.3755 2021-05-06 18:15:57,433 - mmaction - INFO - Epoch [17][480/1853] lr: 8.490e-02, eta: 17:10:18, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7211, top5_acc: 0.9023, loss_cls: 0.9337, loss: 0.9337, grad_norm: 1.3920 2021-05-06 18:16:10,708 - mmaction - INFO - Epoch [17][500/1853] lr: 8.488e-02, eta: 17:10:02, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7383, top5_acc: 0.9195, loss_cls: 0.9030, loss: 0.9030, grad_norm: 1.5002 2021-05-06 18:16:23,979 - mmaction - INFO - Epoch [17][520/1853] lr: 8.487e-02, eta: 17:09:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7141, top5_acc: 0.9008, loss_cls: 0.9073, loss: 0.9073, grad_norm: 1.3079 2021-05-06 18:16:37,325 - mmaction - INFO - Epoch [17][540/1853] lr: 8.485e-02, eta: 17:09:30, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7164, top5_acc: 0.9047, loss_cls: 0.9291, loss: 0.9291, grad_norm: 1.3757 2021-05-06 18:16:50,636 - mmaction - INFO - Epoch [17][560/1853] lr: 8.483e-02, eta: 17:09:14, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7094, top5_acc: 0.8961, loss_cls: 0.9579, loss: 0.9579, grad_norm: 1.4056 2021-05-06 18:17:03,899 - mmaction - INFO - Epoch [17][580/1853] lr: 8.481e-02, eta: 17:08:58, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7391, top5_acc: 0.9102, loss_cls: 0.8849, loss: 0.8849, grad_norm: 1.3718 2021-05-06 18:17:17,169 - mmaction - INFO - Epoch [17][600/1853] lr: 8.479e-02, eta: 17:08:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7258, top5_acc: 0.8969, loss_cls: 0.9296, loss: 0.9296, grad_norm: 1.4206 2021-05-06 18:17:30,457 - mmaction - INFO - Epoch [17][620/1853] lr: 8.477e-02, eta: 17:08:26, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7328, top5_acc: 0.9070, loss_cls: 0.8979, loss: 0.8979, grad_norm: 1.3937 2021-05-06 18:17:43,739 - mmaction - INFO - Epoch [17][640/1853] lr: 8.475e-02, eta: 17:08:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7297, top5_acc: 0.9016, loss_cls: 0.9232, loss: 0.9232, grad_norm: 1.4028 2021-05-06 18:17:57,045 - mmaction - INFO - Epoch [17][660/1853] lr: 8.473e-02, eta: 17:07:54, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9055, loss_cls: 0.9302, loss: 0.9302, grad_norm: 1.4263 2021-05-06 18:18:10,336 - mmaction - INFO - Epoch [17][680/1853] lr: 8.471e-02, eta: 17:07:38, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7375, top5_acc: 0.9133, loss_cls: 0.8733, loss: 0.8733, grad_norm: 1.3980 2021-05-06 18:18:23,615 - mmaction - INFO - Epoch [17][700/1853] lr: 8.469e-02, eta: 17:07:22, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7234, top5_acc: 0.9023, loss_cls: 0.9219, loss: 0.9219, grad_norm: 1.3937 2021-05-06 18:18:36,913 - mmaction - INFO - Epoch [17][720/1853] lr: 8.468e-02, eta: 17:07:06, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9062, loss_cls: 0.8676, loss: 0.8676, grad_norm: 1.3076 2021-05-06 18:18:50,137 - mmaction - INFO - Epoch [17][740/1853] lr: 8.466e-02, eta: 17:06:50, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9047, loss_cls: 0.8626, loss: 0.8626, grad_norm: 1.3082 2021-05-06 18:19:03,436 - mmaction - INFO - Epoch [17][760/1853] lr: 8.464e-02, eta: 17:06:34, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9094, loss_cls: 0.9000, loss: 0.9000, grad_norm: 1.3870 2021-05-06 18:19:16,732 - mmaction - INFO - Epoch [17][780/1853] lr: 8.462e-02, eta: 17:06:18, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7375, top5_acc: 0.9102, loss_cls: 0.9081, loss: 0.9081, grad_norm: 1.3306 2021-05-06 18:19:29,974 - mmaction - INFO - Epoch [17][800/1853] lr: 8.460e-02, eta: 17:06:02, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9078, loss_cls: 0.8512, loss: 0.8512, grad_norm: 1.3184 2021-05-06 18:19:43,260 - mmaction - INFO - Epoch [17][820/1853] lr: 8.458e-02, eta: 17:05:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7047, top5_acc: 0.9031, loss_cls: 0.9461, loss: 0.9461, grad_norm: 1.4169 2021-05-06 18:19:56,541 - mmaction - INFO - Epoch [17][840/1853] lr: 8.456e-02, eta: 17:05:30, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9172, loss_cls: 0.8597, loss: 0.8597, grad_norm: 1.3690 2021-05-06 18:20:09,848 - mmaction - INFO - Epoch [17][860/1853] lr: 8.454e-02, eta: 17:05:14, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7047, top5_acc: 0.8992, loss_cls: 1.0190, loss: 1.0190, grad_norm: 1.4799 2021-05-06 18:20:23,125 - mmaction - INFO - Epoch [17][880/1853] lr: 8.452e-02, eta: 17:04:58, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7203, top5_acc: 0.9023, loss_cls: 0.9174, loss: 0.9174, grad_norm: 1.3961 2021-05-06 18:20:36,357 - mmaction - INFO - Epoch [17][900/1853] lr: 8.450e-02, eta: 17:04:42, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7344, top5_acc: 0.8992, loss_cls: 0.8885, loss: 0.8885, grad_norm: 1.2238 2021-05-06 18:20:49,653 - mmaction - INFO - Epoch [17][920/1853] lr: 8.448e-02, eta: 17:04:26, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7305, top5_acc: 0.9094, loss_cls: 0.8980, loss: 0.8980, grad_norm: 1.2767 2021-05-06 18:21:02,903 - mmaction - INFO - Epoch [17][940/1853] lr: 8.447e-02, eta: 17:04:10, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9125, loss_cls: 0.8860, loss: 0.8860, grad_norm: 1.2805 2021-05-06 18:21:16,178 - mmaction - INFO - Epoch [17][960/1853] lr: 8.445e-02, eta: 17:03:54, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7328, top5_acc: 0.9125, loss_cls: 0.8719, loss: 0.8719, grad_norm: 1.3902 2021-05-06 18:21:29,483 - mmaction - INFO - Epoch [17][980/1853] lr: 8.443e-02, eta: 17:03:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7258, top5_acc: 0.9055, loss_cls: 0.9293, loss: 0.9293, grad_norm: 1.3582 2021-05-06 18:21:42,739 - mmaction - INFO - Epoch [17][1000/1853] lr: 8.441e-02, eta: 17:03:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7328, top5_acc: 0.9000, loss_cls: 0.9370, loss: 0.9370, grad_norm: 1.3398 2021-05-06 18:21:56,024 - mmaction - INFO - Epoch [17][1020/1853] lr: 8.439e-02, eta: 17:03:07, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7148, top5_acc: 0.9055, loss_cls: 0.9665, loss: 0.9665, grad_norm: 1.4788 2021-05-06 18:22:09,329 - mmaction - INFO - Epoch [17][1040/1853] lr: 8.437e-02, eta: 17:02:51, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7398, top5_acc: 0.8969, loss_cls: 0.9322, loss: 0.9322, grad_norm: 1.3259 2021-05-06 18:22:22,572 - mmaction - INFO - Epoch [17][1060/1853] lr: 8.435e-02, eta: 17:02:35, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9156, loss_cls: 0.8432, loss: 0.8432, grad_norm: 1.3720 2021-05-06 18:22:35,852 - mmaction - INFO - Epoch [17][1080/1853] lr: 8.433e-02, eta: 17:02:19, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7273, top5_acc: 0.9117, loss_cls: 0.9077, loss: 0.9077, grad_norm: 1.4262 2021-05-06 18:22:49,153 - mmaction - INFO - Epoch [17][1100/1853] lr: 8.431e-02, eta: 17:02:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7125, top5_acc: 0.9031, loss_cls: 0.9344, loss: 0.9344, grad_norm: 1.3687 2021-05-06 18:23:02,449 - mmaction - INFO - Epoch [17][1120/1853] lr: 8.429e-02, eta: 17:01:47, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7352, top5_acc: 0.9133, loss_cls: 0.8870, loss: 0.8870, grad_norm: 1.3109 2021-05-06 18:23:15,731 - mmaction - INFO - Epoch [17][1140/1853] lr: 8.427e-02, eta: 17:01:31, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7383, top5_acc: 0.9211, loss_cls: 0.8677, loss: 0.8677, grad_norm: 1.3575 2021-05-06 18:23:29,000 - mmaction - INFO - Epoch [17][1160/1853] lr: 8.425e-02, eta: 17:01:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9062, loss_cls: 0.8475, loss: 0.8475, grad_norm: 1.3409 2021-05-06 18:23:42,321 - mmaction - INFO - Epoch [17][1180/1853] lr: 8.423e-02, eta: 17:00:59, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7211, top5_acc: 0.8867, loss_cls: 0.9606, loss: 0.9606, grad_norm: 1.4185 2021-05-06 18:23:55,609 - mmaction - INFO - Epoch [17][1200/1853] lr: 8.421e-02, eta: 17:00:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7281, top5_acc: 0.8977, loss_cls: 0.9329, loss: 0.9329, grad_norm: 1.3351 2021-05-06 18:24:08,883 - mmaction - INFO - Epoch [17][1220/1853] lr: 8.420e-02, eta: 17:00:28, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9125, loss_cls: 0.8737, loss: 0.8737, grad_norm: 1.3462 2021-05-06 18:24:22,214 - mmaction - INFO - Epoch [17][1240/1853] lr: 8.418e-02, eta: 17:00:12, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7266, top5_acc: 0.9031, loss_cls: 0.9353, loss: 0.9353, grad_norm: 1.3995 2021-05-06 18:24:35,505 - mmaction - INFO - Epoch [17][1260/1853] lr: 8.416e-02, eta: 16:59:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9078, loss_cls: 0.8970, loss: 0.8970, grad_norm: 1.3807 2021-05-06 18:24:48,809 - mmaction - INFO - Epoch [17][1280/1853] lr: 8.414e-02, eta: 16:59:40, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7250, top5_acc: 0.9102, loss_cls: 0.8975, loss: 0.8975, grad_norm: 1.4643 2021-05-06 18:25:02,139 - mmaction - INFO - Epoch [17][1300/1853] lr: 8.412e-02, eta: 16:59:25, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7289, top5_acc: 0.9117, loss_cls: 0.8927, loss: 0.8927, grad_norm: 1.3330 2021-05-06 18:25:15,411 - mmaction - INFO - Epoch [17][1320/1853] lr: 8.410e-02, eta: 16:59:09, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9094, loss_cls: 0.8846, loss: 0.8846, grad_norm: 1.3501 2021-05-06 18:25:28,699 - mmaction - INFO - Epoch [17][1340/1853] lr: 8.408e-02, eta: 16:58:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9187, loss_cls: 0.8213, loss: 0.8213, grad_norm: 1.3567 2021-05-06 18:25:41,983 - mmaction - INFO - Epoch [17][1360/1853] lr: 8.406e-02, eta: 16:58:37, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7305, top5_acc: 0.9055, loss_cls: 0.8983, loss: 0.8983, grad_norm: 1.4086 2021-05-06 18:25:55,220 - mmaction - INFO - Epoch [17][1380/1853] lr: 8.404e-02, eta: 16:58:21, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9195, loss_cls: 0.8289, loss: 0.8289, grad_norm: 1.3268 2021-05-06 18:26:08,466 - mmaction - INFO - Epoch [17][1400/1853] lr: 8.402e-02, eta: 16:58:05, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7367, top5_acc: 0.9156, loss_cls: 0.8884, loss: 0.8884, grad_norm: 1.4631 2021-05-06 18:26:21,752 - mmaction - INFO - Epoch [17][1420/1853] lr: 8.400e-02, eta: 16:57:49, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7031, top5_acc: 0.9008, loss_cls: 0.9897, loss: 0.9897, grad_norm: 1.5354 2021-05-06 18:26:35,031 - mmaction - INFO - Epoch [17][1440/1853] lr: 8.398e-02, eta: 16:57:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7289, top5_acc: 0.9039, loss_cls: 0.9071, loss: 0.9071, grad_norm: 1.3453 2021-05-06 18:26:48,289 - mmaction - INFO - Epoch [17][1460/1853] lr: 8.396e-02, eta: 16:57:17, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7320, top5_acc: 0.9008, loss_cls: 0.9089, loss: 0.9089, grad_norm: 1.2924 2021-05-06 18:27:01,589 - mmaction - INFO - Epoch [17][1480/1853] lr: 8.394e-02, eta: 16:57:02, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7281, top5_acc: 0.9203, loss_cls: 0.8992, loss: 0.8992, grad_norm: 1.3952 2021-05-06 18:27:14,844 - mmaction - INFO - Epoch [17][1500/1853] lr: 8.392e-02, eta: 16:56:46, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7195, top5_acc: 0.8922, loss_cls: 0.9581, loss: 0.9581, grad_norm: 1.3565 2021-05-06 18:27:28,112 - mmaction - INFO - Epoch [17][1520/1853] lr: 8.390e-02, eta: 16:56:30, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7391, top5_acc: 0.9008, loss_cls: 0.9080, loss: 0.9080, grad_norm: 1.3560 2021-05-06 18:27:41,365 - mmaction - INFO - Epoch [17][1540/1853] lr: 8.388e-02, eta: 16:56:14, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9133, loss_cls: 0.8872, loss: 0.8872, grad_norm: 1.3312 2021-05-06 18:27:54,643 - mmaction - INFO - Epoch [17][1560/1853] lr: 8.387e-02, eta: 16:55:58, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7328, top5_acc: 0.8914, loss_cls: 0.9130, loss: 0.9130, grad_norm: 1.3306 2021-05-06 18:28:07,889 - mmaction - INFO - Epoch [17][1580/1853] lr: 8.385e-02, eta: 16:55:42, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.9039, loss_cls: 0.8833, loss: 0.8833, grad_norm: 1.4063 2021-05-06 18:28:21,143 - mmaction - INFO - Epoch [17][1600/1853] lr: 8.383e-02, eta: 16:55:26, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7203, top5_acc: 0.9078, loss_cls: 0.9129, loss: 0.9129, grad_norm: 1.5401 2021-05-06 18:28:34,512 - mmaction - INFO - Epoch [17][1620/1853] lr: 8.381e-02, eta: 16:55:11, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.7305, top5_acc: 0.9062, loss_cls: 0.9406, loss: 0.9406, grad_norm: 1.4405 2021-05-06 18:28:47,764 - mmaction - INFO - Epoch [17][1640/1853] lr: 8.379e-02, eta: 16:54:55, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9070, loss_cls: 0.9223, loss: 0.9223, grad_norm: 1.2795 2021-05-06 18:29:01,044 - mmaction - INFO - Epoch [17][1660/1853] lr: 8.377e-02, eta: 16:54:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7133, top5_acc: 0.9031, loss_cls: 0.9225, loss: 0.9225, grad_norm: 1.3891 2021-05-06 18:29:14,318 - mmaction - INFO - Epoch [17][1680/1853] lr: 8.375e-02, eta: 16:54:23, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9133, loss_cls: 0.8575, loss: 0.8575, grad_norm: 1.2962 2021-05-06 18:29:27,596 - mmaction - INFO - Epoch [17][1700/1853] lr: 8.373e-02, eta: 16:54:07, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7414, top5_acc: 0.9070, loss_cls: 0.8817, loss: 0.8817, grad_norm: 1.2963 2021-05-06 18:29:40,844 - mmaction - INFO - Epoch [17][1720/1853] lr: 8.371e-02, eta: 16:53:51, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7250, top5_acc: 0.8945, loss_cls: 0.9505, loss: 0.9505, grad_norm: 1.3632 2021-05-06 18:29:54,127 - mmaction - INFO - Epoch [17][1740/1853] lr: 8.369e-02, eta: 16:53:36, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7273, top5_acc: 0.9031, loss_cls: 0.9084, loss: 0.9084, grad_norm: 1.3748 2021-05-06 18:30:07,357 - mmaction - INFO - Epoch [17][1760/1853] lr: 8.367e-02, eta: 16:53:20, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9172, loss_cls: 0.8495, loss: 0.8495, grad_norm: 1.2856 2021-05-06 18:30:20,600 - mmaction - INFO - Epoch [17][1780/1853] lr: 8.365e-02, eta: 16:53:04, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9102, loss_cls: 0.8640, loss: 0.8640, grad_norm: 1.3540 2021-05-06 18:30:33,861 - mmaction - INFO - Epoch [17][1800/1853] lr: 8.363e-02, eta: 16:52:48, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7203, top5_acc: 0.8914, loss_cls: 0.9498, loss: 0.9498, grad_norm: 1.3961 2021-05-06 18:30:47,104 - mmaction - INFO - Epoch [17][1820/1853] lr: 8.361e-02, eta: 16:52:32, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7328, top5_acc: 0.8961, loss_cls: 0.9024, loss: 0.9024, grad_norm: 1.3395 2021-05-06 18:31:00,388 - mmaction - INFO - Epoch [17][1840/1853] lr: 8.359e-02, eta: 16:52:16, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7094, top5_acc: 0.8977, loss_cls: 0.9790, loss: 0.9790, grad_norm: 1.4500 2021-05-06 18:31:10,040 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-05-06 18:32:42,549 - mmaction - INFO - Epoch [18][20/1853] lr: 8.356e-02, eta: 16:55:04, time: 4.604, data_time: 3.945, memory: 5809, top1_acc: 0.7289, top5_acc: 0.9109, loss_cls: 0.8915, loss: 0.8915, grad_norm: 1.4129 2021-05-06 18:32:55,623 - mmaction - INFO - Epoch [18][40/1853] lr: 8.354e-02, eta: 16:54:47, time: 0.654, data_time: 0.001, memory: 5809, top1_acc: 0.7281, top5_acc: 0.9055, loss_cls: 0.8654, loss: 0.8654, grad_norm: 1.3592 2021-05-06 18:33:08,756 - mmaction - INFO - Epoch [18][60/1853] lr: 8.352e-02, eta: 16:54:31, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.7398, top5_acc: 0.9211, loss_cls: 0.8636, loss: 0.8636, grad_norm: 1.3395 2021-05-06 18:33:21,960 - mmaction - INFO - Epoch [18][80/1853] lr: 8.350e-02, eta: 16:54:15, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.7398, top5_acc: 0.9180, loss_cls: 0.8788, loss: 0.8788, grad_norm: 1.4083 2021-05-06 18:33:35,119 - mmaction - INFO - Epoch [18][100/1853] lr: 8.348e-02, eta: 16:53:59, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.8992, loss_cls: 0.8763, loss: 0.8763, grad_norm: 1.2690 2021-05-06 18:33:48,299 - mmaction - INFO - Epoch [18][120/1853] lr: 8.346e-02, eta: 16:53:42, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9148, loss_cls: 0.8537, loss: 0.8537, grad_norm: 1.3112 2021-05-06 18:34:01,493 - mmaction - INFO - Epoch [18][140/1853] lr: 8.344e-02, eta: 16:53:26, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.7312, top5_acc: 0.9055, loss_cls: 0.9080, loss: 0.9080, grad_norm: 1.3857 2021-05-06 18:34:14,737 - mmaction - INFO - Epoch [18][160/1853] lr: 8.342e-02, eta: 16:53:10, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7242, top5_acc: 0.9109, loss_cls: 0.9075, loss: 0.9075, grad_norm: 1.4239 2021-05-06 18:34:27,921 - mmaction - INFO - Epoch [18][180/1853] lr: 8.340e-02, eta: 16:52:54, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.9094, loss_cls: 0.8771, loss: 0.8771, grad_norm: 1.3196 2021-05-06 18:34:41,129 - mmaction - INFO - Epoch [18][200/1853] lr: 8.338e-02, eta: 16:52:38, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9055, loss_cls: 0.8625, loss: 0.8625, grad_norm: 1.3675 2021-05-06 18:34:54,349 - mmaction - INFO - Epoch [18][220/1853] lr: 8.336e-02, eta: 16:52:22, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7180, top5_acc: 0.9016, loss_cls: 0.9307, loss: 0.9307, grad_norm: 1.3885 2021-05-06 18:35:07,545 - mmaction - INFO - Epoch [18][240/1853] lr: 8.334e-02, eta: 16:52:06, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7344, top5_acc: 0.9062, loss_cls: 0.9139, loss: 0.9139, grad_norm: 1.4094 2021-05-06 18:35:20,761 - mmaction - INFO - Epoch [18][260/1853] lr: 8.332e-02, eta: 16:51:50, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7172, top5_acc: 0.8938, loss_cls: 0.9916, loss: 0.9916, grad_norm: 1.5144 2021-05-06 18:35:34,013 - mmaction - INFO - Epoch [18][280/1853] lr: 8.330e-02, eta: 16:51:34, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9078, loss_cls: 0.9149, loss: 0.9149, grad_norm: 1.3567 2021-05-06 18:35:47,243 - mmaction - INFO - Epoch [18][300/1853] lr: 8.328e-02, eta: 16:51:18, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9125, loss_cls: 0.8850, loss: 0.8850, grad_norm: 1.3192 2021-05-06 18:36:00,494 - mmaction - INFO - Epoch [18][320/1853] lr: 8.326e-02, eta: 16:51:02, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9164, loss_cls: 0.8785, loss: 0.8785, grad_norm: 1.3134 2021-05-06 18:36:13,777 - mmaction - INFO - Epoch [18][340/1853] lr: 8.324e-02, eta: 16:50:46, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9117, loss_cls: 0.8907, loss: 0.8907, grad_norm: 1.3654 2021-05-06 18:36:27,016 - mmaction - INFO - Epoch [18][360/1853] lr: 8.322e-02, eta: 16:50:30, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9172, loss_cls: 0.8085, loss: 0.8085, grad_norm: 1.3387 2021-05-06 18:36:40,265 - mmaction - INFO - Epoch [18][380/1853] lr: 8.320e-02, eta: 16:50:14, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9203, loss_cls: 0.8473, loss: 0.8473, grad_norm: 1.4130 2021-05-06 18:36:53,504 - mmaction - INFO - Epoch [18][400/1853] lr: 8.318e-02, eta: 16:49:58, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9148, loss_cls: 0.8619, loss: 0.8619, grad_norm: 1.3748 2021-05-06 18:37:06,785 - mmaction - INFO - Epoch [18][420/1853] lr: 8.316e-02, eta: 16:49:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7219, top5_acc: 0.8977, loss_cls: 0.9337, loss: 0.9337, grad_norm: 1.4145 2021-05-06 18:37:20,011 - mmaction - INFO - Epoch [18][440/1853] lr: 8.314e-02, eta: 16:49:26, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.7352, top5_acc: 0.8953, loss_cls: 0.9360, loss: 0.9360, grad_norm: 1.4018 2021-05-06 18:37:33,243 - mmaction - INFO - Epoch [18][460/1853] lr: 8.313e-02, eta: 16:49:10, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7289, top5_acc: 0.9055, loss_cls: 0.9362, loss: 0.9362, grad_norm: 1.5690 2021-05-06 18:37:46,497 - mmaction - INFO - Epoch [18][480/1853] lr: 8.311e-02, eta: 16:48:54, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7148, top5_acc: 0.8938, loss_cls: 0.9295, loss: 0.9295, grad_norm: 1.2991 2021-05-06 18:37:59,742 - mmaction - INFO - Epoch [18][500/1853] lr: 8.309e-02, eta: 16:48:38, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7180, top5_acc: 0.8992, loss_cls: 0.9623, loss: 0.9623, grad_norm: 1.4089 2021-05-06 18:38:12,965 - mmaction - INFO - Epoch [18][520/1853] lr: 8.307e-02, eta: 16:48:22, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7281, top5_acc: 0.9039, loss_cls: 0.9285, loss: 0.9285, grad_norm: 1.3481 2021-05-06 18:38:26,244 - mmaction - INFO - Epoch [18][540/1853] lr: 8.305e-02, eta: 16:48:06, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9047, loss_cls: 0.8717, loss: 0.8717, grad_norm: 1.2982 2021-05-06 18:38:39,515 - mmaction - INFO - Epoch [18][560/1853] lr: 8.303e-02, eta: 16:47:50, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7492, top5_acc: 0.9125, loss_cls: 0.8176, loss: 0.8176, grad_norm: 1.2863 2021-05-06 18:38:52,750 - mmaction - INFO - Epoch [18][580/1853] lr: 8.301e-02, eta: 16:47:34, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9031, loss_cls: 0.8745, loss: 0.8745, grad_norm: 1.3384 2021-05-06 18:39:06,000 - mmaction - INFO - Epoch [18][600/1853] lr: 8.299e-02, eta: 16:47:18, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9016, loss_cls: 0.9405, loss: 0.9405, grad_norm: 1.3978 2021-05-06 18:39:19,236 - mmaction - INFO - Epoch [18][620/1853] lr: 8.297e-02, eta: 16:47:02, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7141, top5_acc: 0.8992, loss_cls: 0.9576, loss: 0.9576, grad_norm: 1.5155 2021-05-06 18:39:32,488 - mmaction - INFO - Epoch [18][640/1853] lr: 8.295e-02, eta: 16:46:46, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7336, top5_acc: 0.8984, loss_cls: 0.9371, loss: 0.9371, grad_norm: 1.3953 2021-05-06 18:39:45,744 - mmaction - INFO - Epoch [18][660/1853] lr: 8.293e-02, eta: 16:46:31, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9047, loss_cls: 0.8575, loss: 0.8575, grad_norm: 1.3329 2021-05-06 18:39:58,985 - mmaction - INFO - Epoch [18][680/1853] lr: 8.291e-02, eta: 16:46:15, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7164, top5_acc: 0.8961, loss_cls: 0.9565, loss: 0.9565, grad_norm: 1.4132 2021-05-06 18:40:12,236 - mmaction - INFO - Epoch [18][700/1853] lr: 8.289e-02, eta: 16:45:59, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9039, loss_cls: 0.8920, loss: 0.8920, grad_norm: 1.3215 2021-05-06 18:40:25,489 - mmaction - INFO - Epoch [18][720/1853] lr: 8.287e-02, eta: 16:45:43, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7266, top5_acc: 0.9039, loss_cls: 0.9368, loss: 0.9368, grad_norm: 1.4164 2021-05-06 18:40:38,743 - mmaction - INFO - Epoch [18][740/1853] lr: 8.285e-02, eta: 16:45:27, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7281, top5_acc: 0.9062, loss_cls: 0.9120, loss: 0.9120, grad_norm: 1.3302 2021-05-06 18:40:52,017 - mmaction - INFO - Epoch [18][760/1853] lr: 8.283e-02, eta: 16:45:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7211, top5_acc: 0.9070, loss_cls: 0.9563, loss: 0.9563, grad_norm: 1.4855 2021-05-06 18:41:05,243 - mmaction - INFO - Epoch [18][780/1853] lr: 8.281e-02, eta: 16:44:55, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7258, top5_acc: 0.8984, loss_cls: 0.9389, loss: 0.9389, grad_norm: 1.3868 2021-05-06 18:41:18,476 - mmaction - INFO - Epoch [18][800/1853] lr: 8.279e-02, eta: 16:44:39, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9133, loss_cls: 0.8619, loss: 0.8619, grad_norm: 1.3066 2021-05-06 18:41:31,724 - mmaction - INFO - Epoch [18][820/1853] lr: 8.277e-02, eta: 16:44:23, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9031, loss_cls: 0.8675, loss: 0.8675, grad_norm: 1.3112 2021-05-06 18:41:44,989 - mmaction - INFO - Epoch [18][840/1853] lr: 8.275e-02, eta: 16:44:07, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7414, top5_acc: 0.9047, loss_cls: 0.8806, loss: 0.8806, grad_norm: 1.4037 2021-05-06 18:41:58,210 - mmaction - INFO - Epoch [18][860/1853] lr: 8.273e-02, eta: 16:43:51, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7375, top5_acc: 0.9133, loss_cls: 0.8474, loss: 0.8474, grad_norm: 1.3103 2021-05-06 18:42:11,495 - mmaction - INFO - Epoch [18][880/1853] lr: 8.271e-02, eta: 16:43:36, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9172, loss_cls: 0.8743, loss: 0.8743, grad_norm: 1.3491 2021-05-06 18:42:24,761 - mmaction - INFO - Epoch [18][900/1853] lr: 8.269e-02, eta: 16:43:20, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7234, top5_acc: 0.9133, loss_cls: 0.8573, loss: 0.8573, grad_norm: 1.3244 2021-05-06 18:42:38,026 - mmaction - INFO - Epoch [18][920/1853] lr: 8.267e-02, eta: 16:43:04, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9125, loss_cls: 0.8490, loss: 0.8490, grad_norm: 1.4181 2021-05-06 18:42:51,314 - mmaction - INFO - Epoch [18][940/1853] lr: 8.265e-02, eta: 16:42:48, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7266, top5_acc: 0.9008, loss_cls: 0.9586, loss: 0.9586, grad_norm: 1.4468 2021-05-06 18:43:04,556 - mmaction - INFO - Epoch [18][960/1853] lr: 8.263e-02, eta: 16:42:32, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7344, top5_acc: 0.9078, loss_cls: 0.8753, loss: 0.8753, grad_norm: 1.2952 2021-05-06 18:43:17,848 - mmaction - INFO - Epoch [18][980/1853] lr: 8.261e-02, eta: 16:42:16, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7070, top5_acc: 0.9086, loss_cls: 0.9170, loss: 0.9170, grad_norm: 1.4426 2021-05-06 18:43:31,172 - mmaction - INFO - Epoch [18][1000/1853] lr: 8.259e-02, eta: 16:42:01, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9156, loss_cls: 0.8666, loss: 0.8666, grad_norm: 1.4088 2021-05-06 18:43:44,413 - mmaction - INFO - Epoch [18][1020/1853] lr: 8.257e-02, eta: 16:41:45, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7250, top5_acc: 0.8930, loss_cls: 0.9476, loss: 0.9476, grad_norm: 1.4549 2021-05-06 18:43:57,669 - mmaction - INFO - Epoch [18][1040/1853] lr: 8.255e-02, eta: 16:41:29, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9047, loss_cls: 0.9129, loss: 0.9129, grad_norm: 1.3679 2021-05-06 18:44:10,944 - mmaction - INFO - Epoch [18][1060/1853] lr: 8.253e-02, eta: 16:41:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7320, top5_acc: 0.9000, loss_cls: 0.8824, loss: 0.8824, grad_norm: 1.3222 2021-05-06 18:44:24,188 - mmaction - INFO - Epoch [18][1080/1853] lr: 8.251e-02, eta: 16:40:57, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7391, top5_acc: 0.9016, loss_cls: 0.8756, loss: 0.8756, grad_norm: 1.4662 2021-05-06 18:44:37,442 - mmaction - INFO - Epoch [18][1100/1853] lr: 8.249e-02, eta: 16:40:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9172, loss_cls: 0.8573, loss: 0.8573, grad_norm: 1.3368 2021-05-06 18:44:50,696 - mmaction - INFO - Epoch [18][1120/1853] lr: 8.247e-02, eta: 16:40:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7070, top5_acc: 0.8938, loss_cls: 0.9673, loss: 0.9673, grad_norm: 1.4493 2021-05-06 18:45:04,013 - mmaction - INFO - Epoch [18][1140/1853] lr: 8.244e-02, eta: 16:40:10, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9250, loss_cls: 0.8765, loss: 0.8765, grad_norm: 1.3881 2021-05-06 18:45:17,272 - mmaction - INFO - Epoch [18][1160/1853] lr: 8.242e-02, eta: 16:39:54, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7117, top5_acc: 0.8992, loss_cls: 0.9669, loss: 0.9669, grad_norm: 1.4778 2021-05-06 18:45:30,552 - mmaction - INFO - Epoch [18][1180/1853] lr: 8.240e-02, eta: 16:39:38, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7344, top5_acc: 0.9023, loss_cls: 0.9062, loss: 0.9062, grad_norm: 1.3501 2021-05-06 18:45:43,838 - mmaction - INFO - Epoch [18][1200/1853] lr: 8.238e-02, eta: 16:39:23, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7172, top5_acc: 0.8930, loss_cls: 0.9550, loss: 0.9550, grad_norm: 1.3697 2021-05-06 18:45:57,142 - mmaction - INFO - Epoch [18][1220/1853] lr: 8.236e-02, eta: 16:39:07, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7297, top5_acc: 0.9047, loss_cls: 0.9089, loss: 0.9089, grad_norm: 1.3142 2021-05-06 18:46:10,442 - mmaction - INFO - Epoch [18][1240/1853] lr: 8.234e-02, eta: 16:38:51, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9203, loss_cls: 0.8696, loss: 0.8696, grad_norm: 1.4124 2021-05-06 18:46:23,724 - mmaction - INFO - Epoch [18][1260/1853] lr: 8.232e-02, eta: 16:38:36, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7180, top5_acc: 0.9180, loss_cls: 0.9318, loss: 0.9318, grad_norm: 1.4541 2021-05-06 18:46:36,953 - mmaction - INFO - Epoch [18][1280/1853] lr: 8.230e-02, eta: 16:38:20, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9297, loss_cls: 0.8183, loss: 0.8183, grad_norm: 1.3221 2021-05-06 18:46:50,249 - mmaction - INFO - Epoch [18][1300/1853] lr: 8.228e-02, eta: 16:38:04, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7297, top5_acc: 0.9039, loss_cls: 0.8841, loss: 0.8841, grad_norm: 1.3398 2021-05-06 18:47:03,549 - mmaction - INFO - Epoch [18][1320/1853] lr: 8.226e-02, eta: 16:37:48, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9039, loss_cls: 0.8627, loss: 0.8627, grad_norm: 1.4114 2021-05-06 18:47:16,792 - mmaction - INFO - Epoch [18][1340/1853] lr: 8.224e-02, eta: 16:37:32, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7219, top5_acc: 0.9008, loss_cls: 0.9421, loss: 0.9421, grad_norm: 1.4726 2021-05-06 18:47:30,075 - mmaction - INFO - Epoch [18][1360/1853] lr: 8.222e-02, eta: 16:37:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9148, loss_cls: 0.8482, loss: 0.8482, grad_norm: 1.3601 2021-05-06 18:47:43,312 - mmaction - INFO - Epoch [18][1380/1853] lr: 8.220e-02, eta: 16:37:01, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7234, top5_acc: 0.9047, loss_cls: 0.9384, loss: 0.9384, grad_norm: 1.4152 2021-05-06 18:47:56,578 - mmaction - INFO - Epoch [18][1400/1853] lr: 8.218e-02, eta: 16:36:45, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7305, top5_acc: 0.9062, loss_cls: 0.9296, loss: 0.9296, grad_norm: 1.4341 2021-05-06 18:48:09,885 - mmaction - INFO - Epoch [18][1420/1853] lr: 8.216e-02, eta: 16:36:30, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7102, top5_acc: 0.9023, loss_cls: 0.9499, loss: 0.9499, grad_norm: 1.3965 2021-05-06 18:48:23,142 - mmaction - INFO - Epoch [18][1440/1853] lr: 8.214e-02, eta: 16:36:14, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7320, top5_acc: 0.9109, loss_cls: 0.8913, loss: 0.8913, grad_norm: 1.3730 2021-05-06 18:48:36,447 - mmaction - INFO - Epoch [18][1460/1853] lr: 8.212e-02, eta: 16:35:58, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7320, top5_acc: 0.9094, loss_cls: 0.9066, loss: 0.9066, grad_norm: 1.3650 2021-05-06 18:48:49,732 - mmaction - INFO - Epoch [18][1480/1853] lr: 8.210e-02, eta: 16:35:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7477, top5_acc: 0.9195, loss_cls: 0.8333, loss: 0.8333, grad_norm: 1.3245 2021-05-06 18:49:02,988 - mmaction - INFO - Epoch [18][1500/1853] lr: 8.208e-02, eta: 16:35:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.8984, loss_cls: 0.8691, loss: 0.8691, grad_norm: 1.4041 2021-05-06 18:49:16,274 - mmaction - INFO - Epoch [18][1520/1853] lr: 8.206e-02, eta: 16:35:11, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9187, loss_cls: 0.8442, loss: 0.8442, grad_norm: 1.4154 2021-05-06 18:49:29,551 - mmaction - INFO - Epoch [18][1540/1853] lr: 8.204e-02, eta: 16:34:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7289, top5_acc: 0.9047, loss_cls: 0.9232, loss: 0.9232, grad_norm: 1.4088 2021-05-06 18:49:42,860 - mmaction - INFO - Epoch [18][1560/1853] lr: 8.202e-02, eta: 16:34:40, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7281, top5_acc: 0.9000, loss_cls: 0.9197, loss: 0.9197, grad_norm: 1.3923 2021-05-06 18:49:56,114 - mmaction - INFO - Epoch [18][1580/1853] lr: 8.200e-02, eta: 16:34:24, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7320, top5_acc: 0.9016, loss_cls: 0.8950, loss: 0.8950, grad_norm: 1.3994 2021-05-06 18:50:09,404 - mmaction - INFO - Epoch [18][1600/1853] lr: 8.198e-02, eta: 16:34:08, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7211, top5_acc: 0.9039, loss_cls: 0.9143, loss: 0.9143, grad_norm: 1.3978 2021-05-06 18:50:22,687 - mmaction - INFO - Epoch [18][1620/1853] lr: 8.196e-02, eta: 16:33:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9164, loss_cls: 0.8269, loss: 0.8269, grad_norm: 1.4112 2021-05-06 18:50:35,977 - mmaction - INFO - Epoch [18][1640/1853] lr: 8.194e-02, eta: 16:33:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9078, loss_cls: 0.8895, loss: 0.8895, grad_norm: 1.3672 2021-05-06 18:50:49,300 - mmaction - INFO - Epoch [18][1660/1853] lr: 8.192e-02, eta: 16:33:21, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7109, top5_acc: 0.9008, loss_cls: 0.9511, loss: 0.9511, grad_norm: 1.3861 2021-05-06 18:51:02,597 - mmaction - INFO - Epoch [18][1680/1853] lr: 8.190e-02, eta: 16:33:06, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9070, loss_cls: 0.8265, loss: 0.8265, grad_norm: 1.3395 2021-05-06 18:51:15,891 - mmaction - INFO - Epoch [18][1700/1853] lr: 8.188e-02, eta: 16:32:50, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7258, top5_acc: 0.8938, loss_cls: 0.9648, loss: 0.9648, grad_norm: 1.4109 2021-05-06 18:51:29,141 - mmaction - INFO - Epoch [18][1720/1853] lr: 8.186e-02, eta: 16:32:34, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7273, top5_acc: 0.9047, loss_cls: 0.9200, loss: 0.9200, grad_norm: 1.3506 2021-05-06 18:51:42,399 - mmaction - INFO - Epoch [18][1740/1853] lr: 8.184e-02, eta: 16:32:18, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9070, loss_cls: 0.9018, loss: 0.9018, grad_norm: 1.3808 2021-05-06 18:51:55,697 - mmaction - INFO - Epoch [18][1760/1853] lr: 8.182e-02, eta: 16:32:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9102, loss_cls: 0.8586, loss: 0.8586, grad_norm: 1.3710 2021-05-06 18:52:08,959 - mmaction - INFO - Epoch [18][1780/1853] lr: 8.180e-02, eta: 16:31:47, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7414, top5_acc: 0.9000, loss_cls: 0.8771, loss: 0.8771, grad_norm: 1.3412 2021-05-06 18:52:22,268 - mmaction - INFO - Epoch [18][1800/1853] lr: 8.177e-02, eta: 16:31:31, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9125, loss_cls: 0.8413, loss: 0.8413, grad_norm: 1.3529 2021-05-06 18:52:35,549 - mmaction - INFO - Epoch [18][1820/1853] lr: 8.175e-02, eta: 16:31:16, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7172, top5_acc: 0.9070, loss_cls: 0.9171, loss: 0.9171, grad_norm: 1.4520 2021-05-06 18:52:48,843 - mmaction - INFO - Epoch [18][1840/1853] lr: 8.173e-02, eta: 16:31:00, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9117, loss_cls: 0.8514, loss: 0.8514, grad_norm: 1.3351 2021-05-06 18:52:58,478 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-05-06 18:55:01,256 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 18:55:01,292 - mmaction - INFO - top1_acc 0.9132 top5_acc 0.9907 2021-05-06 18:55:01,292 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 18:55:01,300 - mmaction - INFO - mean_acc 0.9077 2021-05-06 18:55:01,693 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. 2021-05-06 18:55:01,693 - mmaction - INFO - Best top1_acc is 0.9132 at 18 epoch. 2021-05-06 18:55:01,696 - mmaction - INFO - Epoch(val) [18][1853] top1_acc: 0.9132, top5_acc: 0.9907, mean_class_accuracy: 0.9077 2021-05-06 18:56:35,759 - mmaction - INFO - Epoch [19][20/1853] lr: 8.170e-02, eta: 16:33:38, time: 4.685, data_time: 4.024, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9234, loss_cls: 0.8523, loss: 0.8523, grad_norm: 1.4248 2021-05-06 18:56:48,828 - mmaction - INFO - Epoch [19][40/1853] lr: 8.168e-02, eta: 16:33:21, time: 0.654, data_time: 0.002, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9234, loss_cls: 0.8143, loss: 0.8143, grad_norm: 1.3062 2021-05-06 18:57:01,968 - mmaction - INFO - Epoch [19][60/1853] lr: 8.166e-02, eta: 16:33:05, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9227, loss_cls: 0.8496, loss: 0.8496, grad_norm: 1.4567 2021-05-06 18:57:15,096 - mmaction - INFO - Epoch [19][80/1853] lr: 8.164e-02, eta: 16:32:49, time: 0.656, data_time: 0.002, memory: 5809, top1_acc: 0.7312, top5_acc: 0.9055, loss_cls: 0.8746, loss: 0.8746, grad_norm: 1.4339 2021-05-06 18:57:28,282 - mmaction - INFO - Epoch [19][100/1853] lr: 8.162e-02, eta: 16:32:33, time: 0.659, data_time: 0.002, memory: 5809, top1_acc: 0.7367, top5_acc: 0.9055, loss_cls: 0.8946, loss: 0.8946, grad_norm: 1.3860 2021-05-06 18:57:41,464 - mmaction - INFO - Epoch [19][120/1853] lr: 8.160e-02, eta: 16:32:17, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7156, top5_acc: 0.9047, loss_cls: 0.9232, loss: 0.9232, grad_norm: 1.5013 2021-05-06 18:57:54,672 - mmaction - INFO - Epoch [19][140/1853] lr: 8.158e-02, eta: 16:32:01, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.7211, top5_acc: 0.9133, loss_cls: 0.9215, loss: 0.9215, grad_norm: 1.5058 2021-05-06 18:58:07,926 - mmaction - INFO - Epoch [19][160/1853] lr: 8.156e-02, eta: 16:31:45, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9102, loss_cls: 0.8707, loss: 0.8707, grad_norm: 1.3523 2021-05-06 18:58:21,198 - mmaction - INFO - Epoch [19][180/1853] lr: 8.154e-02, eta: 16:31:29, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9062, loss_cls: 0.8505, loss: 0.8505, grad_norm: 1.2809 2021-05-06 18:58:34,434 - mmaction - INFO - Epoch [19][200/1853] lr: 8.152e-02, eta: 16:31:13, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9117, loss_cls: 0.8709, loss: 0.8709, grad_norm: 1.2646 2021-05-06 18:58:47,721 - mmaction - INFO - Epoch [19][220/1853] lr: 8.149e-02, eta: 16:30:58, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7156, top5_acc: 0.9164, loss_cls: 0.9628, loss: 0.9628, grad_norm: 1.4596 2021-05-06 18:59:00,966 - mmaction - INFO - Epoch [19][240/1853] lr: 8.147e-02, eta: 16:30:42, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7219, top5_acc: 0.8922, loss_cls: 0.9431, loss: 0.9431, grad_norm: 1.3021 2021-05-06 18:59:14,215 - mmaction - INFO - Epoch [19][260/1853] lr: 8.145e-02, eta: 16:30:26, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9141, loss_cls: 0.8479, loss: 0.8479, grad_norm: 1.3453 2021-05-06 18:59:27,495 - mmaction - INFO - Epoch [19][280/1853] lr: 8.143e-02, eta: 16:30:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7414, top5_acc: 0.9094, loss_cls: 0.8726, loss: 0.8726, grad_norm: 1.4166 2021-05-06 18:59:40,789 - mmaction - INFO - Epoch [19][300/1853] lr: 8.141e-02, eta: 16:29:54, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7492, top5_acc: 0.9133, loss_cls: 0.8387, loss: 0.8387, grad_norm: 1.4464 2021-05-06 18:59:54,042 - mmaction - INFO - Epoch [19][320/1853] lr: 8.139e-02, eta: 16:29:39, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7242, top5_acc: 0.8961, loss_cls: 0.9342, loss: 0.9342, grad_norm: 1.4102 2021-05-06 19:00:07,302 - mmaction - INFO - Epoch [19][340/1853] lr: 8.137e-02, eta: 16:29:23, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9109, loss_cls: 0.8611, loss: 0.8611, grad_norm: 1.3771 2021-05-06 19:00:20,558 - mmaction - INFO - Epoch [19][360/1853] lr: 8.135e-02, eta: 16:29:07, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9141, loss_cls: 0.8494, loss: 0.8494, grad_norm: 1.3605 2021-05-06 19:00:33,806 - mmaction - INFO - Epoch [19][380/1853] lr: 8.133e-02, eta: 16:28:51, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9109, loss_cls: 0.8621, loss: 0.8621, grad_norm: 1.3537 2021-05-06 19:00:47,078 - mmaction - INFO - Epoch [19][400/1853] lr: 8.131e-02, eta: 16:28:35, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7266, top5_acc: 0.9125, loss_cls: 0.9049, loss: 0.9049, grad_norm: 1.3959 2021-05-06 19:01:00,354 - mmaction - INFO - Epoch [19][420/1853] lr: 8.129e-02, eta: 16:28:20, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9109, loss_cls: 0.8926, loss: 0.8926, grad_norm: 1.4358 2021-05-06 19:01:13,640 - mmaction - INFO - Epoch [19][440/1853] lr: 8.127e-02, eta: 16:28:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9055, loss_cls: 0.8775, loss: 0.8775, grad_norm: 1.3686 2021-05-06 19:01:26,910 - mmaction - INFO - Epoch [19][460/1853] lr: 8.125e-02, eta: 16:27:48, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7305, top5_acc: 0.9031, loss_cls: 0.9470, loss: 0.9470, grad_norm: 1.3889 2021-05-06 19:01:40,159 - mmaction - INFO - Epoch [19][480/1853] lr: 8.123e-02, eta: 16:27:32, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9180, loss_cls: 0.8052, loss: 0.8052, grad_norm: 1.3538 2021-05-06 19:01:53,451 - mmaction - INFO - Epoch [19][500/1853] lr: 8.121e-02, eta: 16:27:16, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7305, top5_acc: 0.8891, loss_cls: 0.9162, loss: 0.9162, grad_norm: 1.4199 2021-05-06 19:02:06,704 - mmaction - INFO - Epoch [19][520/1853] lr: 8.119e-02, eta: 16:27:01, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7289, top5_acc: 0.9008, loss_cls: 0.9160, loss: 0.9160, grad_norm: 1.3737 2021-05-06 19:02:19,960 - mmaction - INFO - Epoch [19][540/1853] lr: 8.116e-02, eta: 16:26:45, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7281, top5_acc: 0.9008, loss_cls: 0.9226, loss: 0.9226, grad_norm: 1.4572 2021-05-06 19:02:33,232 - mmaction - INFO - Epoch [19][560/1853] lr: 8.114e-02, eta: 16:26:29, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7641, top5_acc: 0.9172, loss_cls: 0.8109, loss: 0.8109, grad_norm: 1.2766 2021-05-06 19:02:46,524 - mmaction - INFO - Epoch [19][580/1853] lr: 8.112e-02, eta: 16:26:13, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7477, top5_acc: 0.9125, loss_cls: 0.8515, loss: 0.8515, grad_norm: 1.3471 2021-05-06 19:02:59,758 - mmaction - INFO - Epoch [19][600/1853] lr: 8.110e-02, eta: 16:25:58, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7477, top5_acc: 0.9156, loss_cls: 0.8802, loss: 0.8802, grad_norm: 1.4000 2021-05-06 19:03:13,037 - mmaction - INFO - Epoch [19][620/1853] lr: 8.108e-02, eta: 16:25:42, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7297, top5_acc: 0.9102, loss_cls: 0.8994, loss: 0.8994, grad_norm: 1.4569 2021-05-06 19:03:26,313 - mmaction - INFO - Epoch [19][640/1853] lr: 8.106e-02, eta: 16:25:26, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7398, top5_acc: 0.9094, loss_cls: 0.8680, loss: 0.8680, grad_norm: 1.4134 2021-05-06 19:03:39,553 - mmaction - INFO - Epoch [19][660/1853] lr: 8.104e-02, eta: 16:25:10, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7242, top5_acc: 0.9039, loss_cls: 0.9303, loss: 0.9303, grad_norm: 1.5263 2021-05-06 19:03:52,836 - mmaction - INFO - Epoch [19][680/1853] lr: 8.102e-02, eta: 16:24:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7352, top5_acc: 0.9102, loss_cls: 0.8781, loss: 0.8781, grad_norm: 1.3422 2021-05-06 19:04:06,135 - mmaction - INFO - Epoch [19][700/1853] lr: 8.100e-02, eta: 16:24:39, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9125, loss_cls: 0.8411, loss: 0.8411, grad_norm: 1.4210 2021-05-06 19:04:19,393 - mmaction - INFO - Epoch [19][720/1853] lr: 8.098e-02, eta: 16:24:23, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7258, top5_acc: 0.8898, loss_cls: 0.9289, loss: 0.9289, grad_norm: 1.3924 2021-05-06 19:04:32,660 - mmaction - INFO - Epoch [19][740/1853] lr: 8.096e-02, eta: 16:24:07, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7297, top5_acc: 0.9102, loss_cls: 0.8893, loss: 0.8893, grad_norm: 1.3616 2021-05-06 19:04:45,901 - mmaction - INFO - Epoch [19][760/1853] lr: 8.094e-02, eta: 16:23:52, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7328, top5_acc: 0.9109, loss_cls: 0.8941, loss: 0.8941, grad_norm: 1.4759 2021-05-06 19:04:59,156 - mmaction - INFO - Epoch [19][780/1853] lr: 8.092e-02, eta: 16:23:36, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7398, top5_acc: 0.9109, loss_cls: 0.8913, loss: 0.8913, grad_norm: 1.4311 2021-05-06 19:05:12,441 - mmaction - INFO - Epoch [19][800/1853] lr: 8.089e-02, eta: 16:23:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9297, loss_cls: 0.7962, loss: 0.7962, grad_norm: 1.3688 2021-05-06 19:05:25,665 - mmaction - INFO - Epoch [19][820/1853] lr: 8.087e-02, eta: 16:23:04, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.8992, loss_cls: 0.8890, loss: 0.8890, grad_norm: 1.4595 2021-05-06 19:05:38,934 - mmaction - INFO - Epoch [19][840/1853] lr: 8.085e-02, eta: 16:22:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9109, loss_cls: 0.8336, loss: 0.8336, grad_norm: 1.3293 2021-05-06 19:05:52,206 - mmaction - INFO - Epoch [19][860/1853] lr: 8.083e-02, eta: 16:22:33, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9023, loss_cls: 0.8431, loss: 0.8431, grad_norm: 1.3134 2021-05-06 19:06:05,430 - mmaction - INFO - Epoch [19][880/1853] lr: 8.081e-02, eta: 16:22:17, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7344, top5_acc: 0.9156, loss_cls: 0.8952, loss: 0.8952, grad_norm: 1.4926 2021-05-06 19:06:18,658 - mmaction - INFO - Epoch [19][900/1853] lr: 8.079e-02, eta: 16:22:01, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9148, loss_cls: 0.8426, loss: 0.8426, grad_norm: 1.3856 2021-05-06 19:06:31,916 - mmaction - INFO - Epoch [19][920/1853] lr: 8.077e-02, eta: 16:21:46, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9141, loss_cls: 0.8173, loss: 0.8173, grad_norm: 1.2994 2021-05-06 19:06:45,128 - mmaction - INFO - Epoch [19][940/1853] lr: 8.075e-02, eta: 16:21:30, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7281, top5_acc: 0.9227, loss_cls: 0.8989, loss: 0.8989, grad_norm: 1.4620 2021-05-06 19:06:58,405 - mmaction - INFO - Epoch [19][960/1853] lr: 8.073e-02, eta: 16:21:14, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9133, loss_cls: 0.8464, loss: 0.8464, grad_norm: 1.3886 2021-05-06 19:07:11,705 - mmaction - INFO - Epoch [19][980/1853] lr: 8.071e-02, eta: 16:20:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9180, loss_cls: 0.8548, loss: 0.8548, grad_norm: 1.4510 2021-05-06 19:07:24,932 - mmaction - INFO - Epoch [19][1000/1853] lr: 8.069e-02, eta: 16:20:43, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7305, top5_acc: 0.8977, loss_cls: 0.9101, loss: 0.9101, grad_norm: 1.4798 2021-05-06 19:07:38,187 - mmaction - INFO - Epoch [19][1020/1853] lr: 8.066e-02, eta: 16:20:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9000, loss_cls: 0.8688, loss: 0.8688, grad_norm: 1.3651 2021-05-06 19:07:51,448 - mmaction - INFO - Epoch [19][1040/1853] lr: 8.064e-02, eta: 16:20:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7273, top5_acc: 0.9078, loss_cls: 0.9052, loss: 0.9052, grad_norm: 1.4492 2021-05-06 19:08:04,744 - mmaction - INFO - Epoch [19][1060/1853] lr: 8.062e-02, eta: 16:19:56, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7164, top5_acc: 0.8875, loss_cls: 0.9579, loss: 0.9579, grad_norm: 1.4482 2021-05-06 19:08:18,024 - mmaction - INFO - Epoch [19][1080/1853] lr: 8.060e-02, eta: 16:19:40, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7344, top5_acc: 0.8984, loss_cls: 0.8961, loss: 0.8961, grad_norm: 1.3578 2021-05-06 19:08:31,264 - mmaction - INFO - Epoch [19][1100/1853] lr: 8.058e-02, eta: 16:19:24, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9078, loss_cls: 0.8921, loss: 0.8921, grad_norm: 1.4185 2021-05-06 19:08:44,568 - mmaction - INFO - Epoch [19][1120/1853] lr: 8.056e-02, eta: 16:19:09, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7234, top5_acc: 0.8945, loss_cls: 0.9398, loss: 0.9398, grad_norm: 1.4409 2021-05-06 19:08:57,810 - mmaction - INFO - Epoch [19][1140/1853] lr: 8.054e-02, eta: 16:18:53, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9023, loss_cls: 0.8492, loss: 0.8492, grad_norm: 1.3461 2021-05-06 19:09:11,052 - mmaction - INFO - Epoch [19][1160/1853] lr: 8.052e-02, eta: 16:18:37, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7320, top5_acc: 0.9078, loss_cls: 0.9068, loss: 0.9068, grad_norm: 1.4465 2021-05-06 19:09:24,351 - mmaction - INFO - Epoch [19][1180/1853] lr: 8.050e-02, eta: 16:18:22, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7242, top5_acc: 0.8914, loss_cls: 0.9242, loss: 0.9242, grad_norm: 1.4022 2021-05-06 19:09:37,635 - mmaction - INFO - Epoch [19][1200/1853] lr: 8.048e-02, eta: 16:18:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9047, loss_cls: 0.8713, loss: 0.8713, grad_norm: 1.4282 2021-05-06 19:09:50,890 - mmaction - INFO - Epoch [19][1220/1853] lr: 8.046e-02, eta: 16:17:50, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7320, top5_acc: 0.9047, loss_cls: 0.9058, loss: 0.9058, grad_norm: 1.4119 2021-05-06 19:10:04,183 - mmaction - INFO - Epoch [19][1240/1853] lr: 8.043e-02, eta: 16:17:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9195, loss_cls: 0.8030, loss: 0.8030, grad_norm: 1.3033 2021-05-06 19:10:17,447 - mmaction - INFO - Epoch [19][1260/1853] lr: 8.041e-02, eta: 16:17:19, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9352, loss_cls: 0.7342, loss: 0.7342, grad_norm: 1.2940 2021-05-06 19:10:30,679 - mmaction - INFO - Epoch [19][1280/1853] lr: 8.039e-02, eta: 16:17:03, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9016, loss_cls: 0.8443, loss: 0.8443, grad_norm: 1.3474 2021-05-06 19:10:43,925 - mmaction - INFO - Epoch [19][1300/1853] lr: 8.037e-02, eta: 16:16:48, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9203, loss_cls: 0.8340, loss: 0.8340, grad_norm: 1.3816 2021-05-06 19:10:57,180 - mmaction - INFO - Epoch [19][1320/1853] lr: 8.035e-02, eta: 16:16:32, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7227, top5_acc: 0.8914, loss_cls: 0.9500, loss: 0.9500, grad_norm: 1.4279 2021-05-06 19:11:10,393 - mmaction - INFO - Epoch [19][1340/1853] lr: 8.033e-02, eta: 16:16:16, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.8984, loss_cls: 0.9184, loss: 0.9184, grad_norm: 1.3871 2021-05-06 19:11:23,662 - mmaction - INFO - Epoch [19][1360/1853] lr: 8.031e-02, eta: 16:16:00, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7328, top5_acc: 0.9141, loss_cls: 0.8726, loss: 0.8726, grad_norm: 1.4542 2021-05-06 19:11:36,888 - mmaction - INFO - Epoch [19][1380/1853] lr: 8.029e-02, eta: 16:15:45, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7289, top5_acc: 0.9102, loss_cls: 0.9036, loss: 0.9036, grad_norm: 1.4385 2021-05-06 19:11:50,116 - mmaction - INFO - Epoch [19][1400/1853] lr: 8.027e-02, eta: 16:15:29, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7172, top5_acc: 0.8945, loss_cls: 0.9551, loss: 0.9551, grad_norm: 1.4300 2021-05-06 19:12:03,382 - mmaction - INFO - Epoch [19][1420/1853] lr: 8.024e-02, eta: 16:15:13, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7055, top5_acc: 0.8852, loss_cls: 0.9828, loss: 0.9828, grad_norm: 1.4279 2021-05-06 19:12:16,651 - mmaction - INFO - Epoch [19][1440/1853] lr: 8.022e-02, eta: 16:14:58, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7242, top5_acc: 0.9133, loss_cls: 0.9088, loss: 0.9088, grad_norm: 1.4212 2021-05-06 19:12:29,929 - mmaction - INFO - Epoch [19][1460/1853] lr: 8.020e-02, eta: 16:14:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7477, top5_acc: 0.9062, loss_cls: 0.8983, loss: 0.8983, grad_norm: 1.3762 2021-05-06 19:12:43,186 - mmaction - INFO - Epoch [19][1480/1853] lr: 8.018e-02, eta: 16:14:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9117, loss_cls: 0.8313, loss: 0.8313, grad_norm: 1.2725 2021-05-06 19:12:56,465 - mmaction - INFO - Epoch [19][1500/1853] lr: 8.016e-02, eta: 16:14:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9070, loss_cls: 0.8339, loss: 0.8339, grad_norm: 1.3616 2021-05-06 19:13:09,738 - mmaction - INFO - Epoch [19][1520/1853] lr: 8.014e-02, eta: 16:13:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9125, loss_cls: 0.8390, loss: 0.8390, grad_norm: 1.3724 2021-05-06 19:13:23,018 - mmaction - INFO - Epoch [19][1540/1853] lr: 8.012e-02, eta: 16:13:40, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7172, top5_acc: 0.8969, loss_cls: 0.9150, loss: 0.9150, grad_norm: 1.3754 2021-05-06 19:13:36,270 - mmaction - INFO - Epoch [19][1560/1853] lr: 8.010e-02, eta: 16:13:24, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7688, top5_acc: 0.9195, loss_cls: 0.8177, loss: 0.8177, grad_norm: 1.4036 2021-05-06 19:13:49,557 - mmaction - INFO - Epoch [19][1580/1853] lr: 8.008e-02, eta: 16:13:08, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9156, loss_cls: 0.8473, loss: 0.8473, grad_norm: 1.3640 2021-05-06 19:14:02,818 - mmaction - INFO - Epoch [19][1600/1853] lr: 8.005e-02, eta: 16:12:53, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9023, loss_cls: 0.8921, loss: 0.8921, grad_norm: 1.4077 2021-05-06 19:14:16,103 - mmaction - INFO - Epoch [19][1620/1853] lr: 8.003e-02, eta: 16:12:37, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9164, loss_cls: 0.8144, loss: 0.8144, grad_norm: 1.3352 2021-05-06 19:14:29,388 - mmaction - INFO - Epoch [19][1640/1853] lr: 8.001e-02, eta: 16:12:22, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 0.9253, loss: 0.9253, grad_norm: 1.5746 2021-05-06 19:14:42,650 - mmaction - INFO - Epoch [19][1660/1853] lr: 7.999e-02, eta: 16:12:06, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7195, top5_acc: 0.8891, loss_cls: 0.9426, loss: 0.9426, grad_norm: 1.4302 2021-05-06 19:14:55,963 - mmaction - INFO - Epoch [19][1680/1853] lr: 7.997e-02, eta: 16:11:51, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7312, top5_acc: 0.9211, loss_cls: 0.8741, loss: 0.8741, grad_norm: 1.4466 2021-05-06 19:15:09,269 - mmaction - INFO - Epoch [19][1700/1853] lr: 7.995e-02, eta: 16:11:35, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7281, top5_acc: 0.8992, loss_cls: 0.9313, loss: 0.9313, grad_norm: 1.4089 2021-05-06 19:15:22,517 - mmaction - INFO - Epoch [19][1720/1853] lr: 7.993e-02, eta: 16:11:19, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7297, top5_acc: 0.9000, loss_cls: 0.9026, loss: 0.9026, grad_norm: 1.3898 2021-05-06 19:15:35,805 - mmaction - INFO - Epoch [19][1740/1853] lr: 7.991e-02, eta: 16:11:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9047, loss_cls: 0.8901, loss: 0.8901, grad_norm: 1.4136 2021-05-06 19:15:49,102 - mmaction - INFO - Epoch [19][1760/1853] lr: 7.988e-02, eta: 16:10:48, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7344, top5_acc: 0.9148, loss_cls: 0.8875, loss: 0.8875, grad_norm: 1.4947 2021-05-06 19:16:02,362 - mmaction - INFO - Epoch [19][1780/1853] lr: 7.986e-02, eta: 16:10:33, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9031, loss_cls: 0.8414, loss: 0.8414, grad_norm: 1.3819 2021-05-06 19:16:15,653 - mmaction - INFO - Epoch [19][1800/1853] lr: 7.984e-02, eta: 16:10:17, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7312, top5_acc: 0.9008, loss_cls: 0.9250, loss: 0.9250, grad_norm: 1.5100 2021-05-06 19:16:28,939 - mmaction - INFO - Epoch [19][1820/1853] lr: 7.982e-02, eta: 16:10:02, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 0.8831, loss: 0.8831, grad_norm: 1.3207 2021-05-06 19:16:42,189 - mmaction - INFO - Epoch [19][1840/1853] lr: 7.980e-02, eta: 16:09:46, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7297, top5_acc: 0.9156, loss_cls: 0.8748, loss: 0.8748, grad_norm: 1.3442 2021-05-06 19:16:51,811 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-05-06 19:18:09,446 - mmaction - INFO - Epoch [20][20/1853] lr: 7.976e-02, eta: 16:11:31, time: 3.861, data_time: 3.199, memory: 5809, top1_acc: 0.7344, top5_acc: 0.9055, loss_cls: 0.8885, loss: 0.8885, grad_norm: 1.3925 2021-05-06 19:18:22,553 - mmaction - INFO - Epoch [20][40/1853] lr: 7.974e-02, eta: 16:11:15, time: 0.655, data_time: 0.002, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9141, loss_cls: 0.8345, loss: 0.8345, grad_norm: 1.3306 2021-05-06 19:18:35,713 - mmaction - INFO - Epoch [20][60/1853] lr: 7.972e-02, eta: 16:10:59, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9039, loss_cls: 0.8735, loss: 0.8735, grad_norm: 1.2871 2021-05-06 19:18:48,912 - mmaction - INFO - Epoch [20][80/1853] lr: 7.970e-02, eta: 16:10:43, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7133, top5_acc: 0.9086, loss_cls: 0.9160, loss: 0.9160, grad_norm: 1.4554 2021-05-06 19:19:02,113 - mmaction - INFO - Epoch [20][100/1853] lr: 7.968e-02, eta: 16:10:28, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7305, top5_acc: 0.9039, loss_cls: 0.9054, loss: 0.9054, grad_norm: 1.4285 2021-05-06 19:19:15,388 - mmaction - INFO - Epoch [20][120/1853] lr: 7.966e-02, eta: 16:10:12, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9141, loss_cls: 0.8571, loss: 0.8571, grad_norm: 1.4586 2021-05-06 19:19:28,604 - mmaction - INFO - Epoch [20][140/1853] lr: 7.964e-02, eta: 16:09:56, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9242, loss_cls: 0.8385, loss: 0.8385, grad_norm: 1.3491 2021-05-06 19:19:41,880 - mmaction - INFO - Epoch [20][160/1853] lr: 7.962e-02, eta: 16:09:40, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7109, top5_acc: 0.8930, loss_cls: 0.9791, loss: 0.9791, grad_norm: 1.4694 2021-05-06 19:19:55,123 - mmaction - INFO - Epoch [20][180/1853] lr: 7.959e-02, eta: 16:09:25, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.8945, loss_cls: 0.8851, loss: 0.8851, grad_norm: 1.4286 2021-05-06 19:20:08,424 - mmaction - INFO - Epoch [20][200/1853] lr: 7.957e-02, eta: 16:09:09, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9180, loss_cls: 0.8228, loss: 0.8228, grad_norm: 1.3878 2021-05-06 19:20:21,697 - mmaction - INFO - Epoch [20][220/1853] lr: 7.955e-02, eta: 16:08:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9164, loss_cls: 0.8405, loss: 0.8405, grad_norm: 1.3546 2021-05-06 19:20:34,945 - mmaction - INFO - Epoch [20][240/1853] lr: 7.953e-02, eta: 16:08:38, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7133, top5_acc: 0.8844, loss_cls: 0.9570, loss: 0.9570, grad_norm: 1.4177 2021-05-06 19:20:48,218 - mmaction - INFO - Epoch [20][260/1853] lr: 7.951e-02, eta: 16:08:22, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7383, top5_acc: 0.9023, loss_cls: 0.9235, loss: 0.9235, grad_norm: 1.4658 2021-05-06 19:21:01,461 - mmaction - INFO - Epoch [20][280/1853] lr: 7.949e-02, eta: 16:08:06, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7312, top5_acc: 0.9016, loss_cls: 0.9046, loss: 0.9046, grad_norm: 1.3899 2021-05-06 19:21:14,749 - mmaction - INFO - Epoch [20][300/1853] lr: 7.947e-02, eta: 16:07:51, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7383, top5_acc: 0.9133, loss_cls: 0.8954, loss: 0.8954, grad_norm: 1.3572 2021-05-06 19:21:28,047 - mmaction - INFO - Epoch [20][320/1853] lr: 7.944e-02, eta: 16:07:35, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7266, top5_acc: 0.9016, loss_cls: 0.8800, loss: 0.8800, grad_norm: 1.4488 2021-05-06 19:21:41,287 - mmaction - INFO - Epoch [20][340/1853] lr: 7.942e-02, eta: 16:07:20, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.9094, loss_cls: 0.8985, loss: 0.8985, grad_norm: 1.4521 2021-05-06 19:21:54,569 - mmaction - INFO - Epoch [20][360/1853] lr: 7.940e-02, eta: 16:07:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7328, top5_acc: 0.8953, loss_cls: 0.9343, loss: 0.9343, grad_norm: 1.4828 2021-05-06 19:22:07,850 - mmaction - INFO - Epoch [20][380/1853] lr: 7.938e-02, eta: 16:06:48, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.8042, loss: 0.8042, grad_norm: 1.3293 2021-05-06 19:22:21,103 - mmaction - INFO - Epoch [20][400/1853] lr: 7.936e-02, eta: 16:06:33, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9172, loss_cls: 0.8580, loss: 0.8580, grad_norm: 1.3839 2021-05-06 19:22:34,382 - mmaction - INFO - Epoch [20][420/1853] lr: 7.934e-02, eta: 16:06:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7414, top5_acc: 0.9109, loss_cls: 0.8705, loss: 0.8705, grad_norm: 1.4464 2021-05-06 19:22:47,661 - mmaction - INFO - Epoch [20][440/1853] lr: 7.932e-02, eta: 16:06:02, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7305, top5_acc: 0.9141, loss_cls: 0.9187, loss: 0.9187, grad_norm: 1.4293 2021-05-06 19:23:00,935 - mmaction - INFO - Epoch [20][460/1853] lr: 7.929e-02, eta: 16:05:46, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7227, top5_acc: 0.8969, loss_cls: 0.9481, loss: 0.9481, grad_norm: 1.3644 2021-05-06 19:23:14,236 - mmaction - INFO - Epoch [20][480/1853] lr: 7.927e-02, eta: 16:05:30, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7203, top5_acc: 0.9016, loss_cls: 0.9328, loss: 0.9328, grad_norm: 1.4170 2021-05-06 19:23:27,488 - mmaction - INFO - Epoch [20][500/1853] lr: 7.925e-02, eta: 16:05:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7344, top5_acc: 0.9055, loss_cls: 0.8788, loss: 0.8788, grad_norm: 1.4439 2021-05-06 19:23:40,783 - mmaction - INFO - Epoch [20][520/1853] lr: 7.923e-02, eta: 16:04:59, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7328, top5_acc: 0.8969, loss_cls: 0.9054, loss: 0.9054, grad_norm: 1.3744 2021-05-06 19:23:54,080 - mmaction - INFO - Epoch [20][540/1853] lr: 7.921e-02, eta: 16:04:44, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9125, loss_cls: 0.9004, loss: 0.9004, grad_norm: 1.4018 2021-05-06 19:24:07,367 - mmaction - INFO - Epoch [20][560/1853] lr: 7.919e-02, eta: 16:04:28, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9117, loss_cls: 0.8662, loss: 0.8662, grad_norm: 1.3974 2021-05-06 19:24:20,690 - mmaction - INFO - Epoch [20][580/1853] lr: 7.917e-02, eta: 16:04:13, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7008, top5_acc: 0.8891, loss_cls: 0.9783, loss: 0.9783, grad_norm: 1.4701 2021-05-06 19:24:33,956 - mmaction - INFO - Epoch [20][600/1853] lr: 7.914e-02, eta: 16:03:57, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7328, top5_acc: 0.9031, loss_cls: 0.8943, loss: 0.8943, grad_norm: 1.3674 2021-05-06 19:24:47,227 - mmaction - INFO - Epoch [20][620/1853] lr: 7.912e-02, eta: 16:03:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9211, loss_cls: 0.8490, loss: 0.8490, grad_norm: 1.3850 2021-05-06 19:25:00,490 - mmaction - INFO - Epoch [20][640/1853] lr: 7.910e-02, eta: 16:03:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9023, loss_cls: 0.8933, loss: 0.8933, grad_norm: 1.4559 2021-05-06 19:25:13,802 - mmaction - INFO - Epoch [20][660/1853] lr: 7.908e-02, eta: 16:03:10, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7492, top5_acc: 0.9102, loss_cls: 0.8465, loss: 0.8465, grad_norm: 1.3121 2021-05-06 19:25:27,063 - mmaction - INFO - Epoch [20][680/1853] lr: 7.906e-02, eta: 16:02:55, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7391, top5_acc: 0.9172, loss_cls: 0.8736, loss: 0.8736, grad_norm: 1.4243 2021-05-06 19:25:40,361 - mmaction - INFO - Epoch [20][700/1853] lr: 7.904e-02, eta: 16:02:39, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9109, loss_cls: 0.8910, loss: 0.8910, grad_norm: 1.4885 2021-05-06 19:25:53,614 - mmaction - INFO - Epoch [20][720/1853] lr: 7.901e-02, eta: 16:02:24, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7250, top5_acc: 0.8953, loss_cls: 0.9263, loss: 0.9263, grad_norm: 1.3748 2021-05-06 19:26:06,872 - mmaction - INFO - Epoch [20][740/1853] lr: 7.899e-02, eta: 16:02:08, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9211, loss_cls: 0.8047, loss: 0.8047, grad_norm: 1.2477 2021-05-06 19:26:20,148 - mmaction - INFO - Epoch [20][760/1853] lr: 7.897e-02, eta: 16:01:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9109, loss_cls: 0.8076, loss: 0.8076, grad_norm: 1.3458 2021-05-06 19:26:33,429 - mmaction - INFO - Epoch [20][780/1853] lr: 7.895e-02, eta: 16:01:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9187, loss_cls: 0.8440, loss: 0.8440, grad_norm: 1.4212 2021-05-06 19:26:46,643 - mmaction - INFO - Epoch [20][800/1853] lr: 7.893e-02, eta: 16:01:21, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7305, top5_acc: 0.9078, loss_cls: 0.9046, loss: 0.9046, grad_norm: 1.4030 2021-05-06 19:26:59,916 - mmaction - INFO - Epoch [20][820/1853] lr: 7.891e-02, eta: 16:01:06, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9109, loss_cls: 0.8511, loss: 0.8511, grad_norm: 1.4170 2021-05-06 19:27:13,176 - mmaction - INFO - Epoch [20][840/1853] lr: 7.889e-02, eta: 16:00:50, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9070, loss_cls: 0.8825, loss: 0.8825, grad_norm: 1.3630 2021-05-06 19:27:26,418 - mmaction - INFO - Epoch [20][860/1853] lr: 7.886e-02, eta: 16:00:34, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7375, top5_acc: 0.9039, loss_cls: 0.8733, loss: 0.8733, grad_norm: 1.3439 2021-05-06 19:27:39,656 - mmaction - INFO - Epoch [20][880/1853] lr: 7.884e-02, eta: 16:00:19, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9148, loss_cls: 0.8814, loss: 0.8814, grad_norm: 1.3876 2021-05-06 19:27:52,888 - mmaction - INFO - Epoch [20][900/1853] lr: 7.882e-02, eta: 16:00:03, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.9047, loss_cls: 0.9013, loss: 0.9013, grad_norm: 1.4281 2021-05-06 19:28:06,162 - mmaction - INFO - Epoch [20][920/1853] lr: 7.880e-02, eta: 15:59:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9062, loss_cls: 0.8833, loss: 0.8833, grad_norm: 1.4386 2021-05-06 19:28:19,409 - mmaction - INFO - Epoch [20][940/1853] lr: 7.878e-02, eta: 15:59:32, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9148, loss_cls: 0.8460, loss: 0.8460, grad_norm: 1.4263 2021-05-06 19:28:32,666 - mmaction - INFO - Epoch [20][960/1853] lr: 7.876e-02, eta: 15:59:16, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7289, top5_acc: 0.9195, loss_cls: 0.9062, loss: 0.9062, grad_norm: 1.5089 2021-05-06 19:28:45,935 - mmaction - INFO - Epoch [20][980/1853] lr: 7.873e-02, eta: 15:59:01, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9242, loss_cls: 0.8453, loss: 0.8453, grad_norm: 1.4180 2021-05-06 19:28:59,206 - mmaction - INFO - Epoch [20][1000/1853] lr: 7.871e-02, eta: 15:58:45, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7352, top5_acc: 0.9102, loss_cls: 0.8902, loss: 0.8902, grad_norm: 1.4262 2021-05-06 19:29:12,447 - mmaction - INFO - Epoch [20][1020/1853] lr: 7.869e-02, eta: 15:58:30, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9125, loss_cls: 0.8794, loss: 0.8794, grad_norm: 1.3762 2021-05-06 19:29:25,673 - mmaction - INFO - Epoch [20][1040/1853] lr: 7.867e-02, eta: 15:58:14, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7219, top5_acc: 0.9000, loss_cls: 0.9251, loss: 0.9251, grad_norm: 1.4217 2021-05-06 19:29:38,960 - mmaction - INFO - Epoch [20][1060/1853] lr: 7.865e-02, eta: 15:57:58, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7273, top5_acc: 0.9102, loss_cls: 0.8781, loss: 0.8781, grad_norm: 1.4558 2021-05-06 19:29:52,212 - mmaction - INFO - Epoch [20][1080/1853] lr: 7.863e-02, eta: 15:57:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7367, top5_acc: 0.9086, loss_cls: 0.8625, loss: 0.8625, grad_norm: 1.3910 2021-05-06 19:30:05,482 - mmaction - INFO - Epoch [20][1100/1853] lr: 7.860e-02, eta: 15:57:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9062, loss_cls: 0.8503, loss: 0.8503, grad_norm: 1.3600 2021-05-06 19:30:18,730 - mmaction - INFO - Epoch [20][1120/1853] lr: 7.858e-02, eta: 15:57:12, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9078, loss_cls: 0.8386, loss: 0.8386, grad_norm: 1.2754 2021-05-06 19:30:31,963 - mmaction - INFO - Epoch [20][1140/1853] lr: 7.856e-02, eta: 15:56:56, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7297, top5_acc: 0.8984, loss_cls: 0.9018, loss: 0.9018, grad_norm: 1.4385 2021-05-06 19:30:45,239 - mmaction - INFO - Epoch [20][1160/1853] lr: 7.854e-02, eta: 15:56:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9164, loss_cls: 0.8534, loss: 0.8534, grad_norm: 1.4018 2021-05-06 19:30:58,470 - mmaction - INFO - Epoch [20][1180/1853] lr: 7.852e-02, eta: 15:56:25, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7625, top5_acc: 0.9164, loss_cls: 0.8341, loss: 0.8341, grad_norm: 1.3684 2021-05-06 19:31:11,718 - mmaction - INFO - Epoch [20][1200/1853] lr: 7.849e-02, eta: 15:56:09, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7328, top5_acc: 0.9172, loss_cls: 0.8678, loss: 0.8678, grad_norm: 1.4894 2021-05-06 19:31:24,970 - mmaction - INFO - Epoch [20][1220/1853] lr: 7.847e-02, eta: 15:55:54, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9203, loss_cls: 0.8453, loss: 0.8453, grad_norm: 1.4019 2021-05-06 19:31:38,226 - mmaction - INFO - Epoch [20][1240/1853] lr: 7.845e-02, eta: 15:55:38, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7273, top5_acc: 0.8922, loss_cls: 0.9080, loss: 0.9080, grad_norm: 1.4931 2021-05-06 19:31:51,502 - mmaction - INFO - Epoch [20][1260/1853] lr: 7.843e-02, eta: 15:55:23, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7375, top5_acc: 0.9102, loss_cls: 0.8894, loss: 0.8894, grad_norm: 1.4514 2021-05-06 19:32:04,749 - mmaction - INFO - Epoch [20][1280/1853] lr: 7.841e-02, eta: 15:55:07, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7328, top5_acc: 0.9141, loss_cls: 0.8670, loss: 0.8670, grad_norm: 1.4276 2021-05-06 19:32:18,014 - mmaction - INFO - Epoch [20][1300/1853] lr: 7.839e-02, eta: 15:54:52, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7312, top5_acc: 0.9047, loss_cls: 0.9035, loss: 0.9035, grad_norm: 1.5201 2021-05-06 19:32:31,269 - mmaction - INFO - Epoch [20][1320/1853] lr: 7.836e-02, eta: 15:54:36, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9133, loss_cls: 0.8451, loss: 0.8451, grad_norm: 1.3992 2021-05-06 19:32:44,527 - mmaction - INFO - Epoch [20][1340/1853] lr: 7.834e-02, eta: 15:54:21, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9078, loss_cls: 0.8671, loss: 0.8671, grad_norm: 1.4163 2021-05-06 19:32:57,771 - mmaction - INFO - Epoch [20][1360/1853] lr: 7.832e-02, eta: 15:54:05, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7328, top5_acc: 0.9055, loss_cls: 0.8629, loss: 0.8629, grad_norm: 1.3097 2021-05-06 19:33:10,999 - mmaction - INFO - Epoch [20][1380/1853] lr: 7.830e-02, eta: 15:53:49, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9039, loss_cls: 0.8918, loss: 0.8918, grad_norm: 1.4173 2021-05-06 19:33:24,243 - mmaction - INFO - Epoch [20][1400/1853] lr: 7.828e-02, eta: 15:53:34, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7281, top5_acc: 0.9078, loss_cls: 0.8693, loss: 0.8693, grad_norm: 1.4620 2021-05-06 19:33:37,487 - mmaction - INFO - Epoch [20][1420/1853] lr: 7.825e-02, eta: 15:53:18, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7414, top5_acc: 0.9078, loss_cls: 0.8871, loss: 0.8871, grad_norm: 1.4775 2021-05-06 19:33:50,726 - mmaction - INFO - Epoch [20][1440/1853] lr: 7.823e-02, eta: 15:53:03, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9039, loss_cls: 0.8698, loss: 0.8698, grad_norm: 1.4300 2021-05-06 19:34:03,995 - mmaction - INFO - Epoch [20][1460/1853] lr: 7.821e-02, eta: 15:52:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7383, top5_acc: 0.9055, loss_cls: 0.9008, loss: 0.9008, grad_norm: 1.3824 2021-05-06 19:34:17,233 - mmaction - INFO - Epoch [20][1480/1853] lr: 7.819e-02, eta: 15:52:32, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9133, loss_cls: 0.8354, loss: 0.8354, grad_norm: 1.4154 2021-05-06 19:34:30,544 - mmaction - INFO - Epoch [20][1500/1853] lr: 7.817e-02, eta: 15:52:16, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9109, loss_cls: 0.8507, loss: 0.8507, grad_norm: 1.4529 2021-05-06 19:34:43,777 - mmaction - INFO - Epoch [20][1520/1853] lr: 7.815e-02, eta: 15:52:01, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7211, top5_acc: 0.9062, loss_cls: 0.9098, loss: 0.9098, grad_norm: 1.4697 2021-05-06 19:34:57,021 - mmaction - INFO - Epoch [20][1540/1853] lr: 7.812e-02, eta: 15:51:45, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 0.8596, loss: 0.8596, grad_norm: 1.3151 2021-05-06 19:35:10,308 - mmaction - INFO - Epoch [20][1560/1853] lr: 7.810e-02, eta: 15:51:30, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7305, top5_acc: 0.8938, loss_cls: 0.9380, loss: 0.9380, grad_norm: 1.3858 2021-05-06 19:35:23,540 - mmaction - INFO - Epoch [20][1580/1853] lr: 7.808e-02, eta: 15:51:14, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9164, loss_cls: 0.8491, loss: 0.8491, grad_norm: 1.3608 2021-05-06 19:35:36,795 - mmaction - INFO - Epoch [20][1600/1853] lr: 7.806e-02, eta: 15:50:59, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7352, top5_acc: 0.9078, loss_cls: 0.8938, loss: 0.8938, grad_norm: 1.5439 2021-05-06 19:35:50,060 - mmaction - INFO - Epoch [20][1620/1853] lr: 7.804e-02, eta: 15:50:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7398, top5_acc: 0.9125, loss_cls: 0.8786, loss: 0.8786, grad_norm: 1.2894 2021-05-06 19:36:03,280 - mmaction - INFO - Epoch [20][1640/1853] lr: 7.801e-02, eta: 15:50:28, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9172, loss_cls: 0.8940, loss: 0.8940, grad_norm: 1.4131 2021-05-06 19:36:16,561 - mmaction - INFO - Epoch [20][1660/1853] lr: 7.799e-02, eta: 15:50:12, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9102, loss_cls: 0.8784, loss: 0.8784, grad_norm: 1.4268 2021-05-06 19:36:29,822 - mmaction - INFO - Epoch [20][1680/1853] lr: 7.797e-02, eta: 15:49:57, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7289, top5_acc: 0.9187, loss_cls: 0.9038, loss: 0.9038, grad_norm: 1.4504 2021-05-06 19:36:43,026 - mmaction - INFO - Epoch [20][1700/1853] lr: 7.795e-02, eta: 15:49:41, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7398, top5_acc: 0.9109, loss_cls: 0.8771, loss: 0.8771, grad_norm: 1.3378 2021-05-06 19:36:56,303 - mmaction - INFO - Epoch [20][1720/1853] lr: 7.793e-02, eta: 15:49:26, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7273, top5_acc: 0.9000, loss_cls: 0.9198, loss: 0.9198, grad_norm: 1.3440 2021-05-06 19:37:09,577 - mmaction - INFO - Epoch [20][1740/1853] lr: 7.790e-02, eta: 15:49:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9148, loss_cls: 0.8301, loss: 0.8301, grad_norm: 1.3353 2021-05-06 19:37:22,812 - mmaction - INFO - Epoch [20][1760/1853] lr: 7.788e-02, eta: 15:48:55, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7492, top5_acc: 0.9156, loss_cls: 0.8226, loss: 0.8226, grad_norm: 1.3262 2021-05-06 19:37:36,090 - mmaction - INFO - Epoch [20][1780/1853] lr: 7.786e-02, eta: 15:48:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9156, loss_cls: 0.8323, loss: 0.8323, grad_norm: 1.3721 2021-05-06 19:37:49,321 - mmaction - INFO - Epoch [20][1800/1853] lr: 7.784e-02, eta: 15:48:24, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9141, loss_cls: 0.8183, loss: 0.8183, grad_norm: 1.4089 2021-05-06 19:38:02,622 - mmaction - INFO - Epoch [20][1820/1853] lr: 7.782e-02, eta: 15:48:08, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7414, top5_acc: 0.9055, loss_cls: 0.8997, loss: 0.8997, grad_norm: 1.4371 2021-05-06 19:38:15,865 - mmaction - INFO - Epoch [20][1840/1853] lr: 7.779e-02, eta: 15:47:53, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7328, top5_acc: 0.9000, loss_cls: 0.9060, loss: 0.9060, grad_norm: 1.4376 2021-05-06 19:38:25,229 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-05-06 19:40:14,587 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 19:40:14,617 - mmaction - INFO - top1_acc 0.9147 top5_acc 0.9935 2021-05-06 19:40:14,617 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 19:40:14,625 - mmaction - INFO - mean_acc 0.9145 2021-05-06 19:40:15,003 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2021-05-06 19:40:15,004 - mmaction - INFO - Best top1_acc is 0.9147 at 20 epoch. 2021-05-06 19:40:15,006 - mmaction - INFO - Epoch(val) [20][1853] top1_acc: 0.9147, top5_acc: 0.9935, mean_class_accuracy: 0.9145 2021-05-06 19:41:30,733 - mmaction - INFO - Epoch [21][20/1853] lr: 7.776e-02, eta: 15:49:25, time: 3.779, data_time: 3.120, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9094, loss_cls: 0.8678, loss: 0.8678, grad_norm: 1.4900 2021-05-06 19:41:43,856 - mmaction - INFO - Epoch [21][40/1853] lr: 7.774e-02, eta: 15:49:10, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9039, loss_cls: 0.8723, loss: 0.8723, grad_norm: 1.4087 2021-05-06 19:41:56,998 - mmaction - INFO - Epoch [21][60/1853] lr: 7.771e-02, eta: 15:48:54, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9102, loss_cls: 0.8544, loss: 0.8544, grad_norm: 1.3576 2021-05-06 19:42:10,147 - mmaction - INFO - Epoch [21][80/1853] lr: 7.769e-02, eta: 15:48:38, time: 0.658, data_time: 0.002, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9031, loss_cls: 0.8548, loss: 0.8548, grad_norm: 1.3309 2021-05-06 19:42:23,352 - mmaction - INFO - Epoch [21][100/1853] lr: 7.767e-02, eta: 15:48:22, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9086, loss_cls: 0.8667, loss: 0.8667, grad_norm: 1.4664 2021-05-06 19:42:36,560 - mmaction - INFO - Epoch [21][120/1853] lr: 7.765e-02, eta: 15:48:07, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9203, loss_cls: 0.8474, loss: 0.8474, grad_norm: 1.4092 2021-05-06 19:42:49,749 - mmaction - INFO - Epoch [21][140/1853] lr: 7.763e-02, eta: 15:47:51, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9023, loss_cls: 0.8535, loss: 0.8535, grad_norm: 1.2993 2021-05-06 19:43:02,959 - mmaction - INFO - Epoch [21][160/1853] lr: 7.760e-02, eta: 15:47:35, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7273, top5_acc: 0.9070, loss_cls: 0.8893, loss: 0.8893, grad_norm: 1.4462 2021-05-06 19:43:16,193 - mmaction - INFO - Epoch [21][180/1853] lr: 7.758e-02, eta: 15:47:20, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7352, top5_acc: 0.9070, loss_cls: 0.8827, loss: 0.8827, grad_norm: 1.3701 2021-05-06 19:43:29,431 - mmaction - INFO - Epoch [21][200/1853] lr: 7.756e-02, eta: 15:47:04, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9102, loss_cls: 0.8312, loss: 0.8312, grad_norm: 1.3673 2021-05-06 19:43:42,673 - mmaction - INFO - Epoch [21][220/1853] lr: 7.754e-02, eta: 15:46:49, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9148, loss_cls: 0.7955, loss: 0.7955, grad_norm: 1.3709 2021-05-06 19:43:55,961 - mmaction - INFO - Epoch [21][240/1853] lr: 7.751e-02, eta: 15:46:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9180, loss_cls: 0.8602, loss: 0.8602, grad_norm: 1.4258 2021-05-06 19:44:09,188 - mmaction - INFO - Epoch [21][260/1853] lr: 7.749e-02, eta: 15:46:18, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9109, loss_cls: 0.8492, loss: 0.8492, grad_norm: 1.3447 2021-05-06 19:44:22,440 - mmaction - INFO - Epoch [21][280/1853] lr: 7.747e-02, eta: 15:46:02, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9219, loss_cls: 0.8126, loss: 0.8126, grad_norm: 1.3977 2021-05-06 19:44:35,720 - mmaction - INFO - Epoch [21][300/1853] lr: 7.745e-02, eta: 15:45:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9086, loss_cls: 0.8600, loss: 0.8600, grad_norm: 1.3269 2021-05-06 19:44:48,983 - mmaction - INFO - Epoch [21][320/1853] lr: 7.743e-02, eta: 15:45:31, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7477, top5_acc: 0.9016, loss_cls: 0.8817, loss: 0.8817, grad_norm: 1.4188 2021-05-06 19:45:02,247 - mmaction - INFO - Epoch [21][340/1853] lr: 7.740e-02, eta: 15:45:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9133, loss_cls: 0.8831, loss: 0.8831, grad_norm: 1.5158 2021-05-06 19:45:15,486 - mmaction - INFO - Epoch [21][360/1853] lr: 7.738e-02, eta: 15:45:00, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7227, top5_acc: 0.9070, loss_cls: 0.9007, loss: 0.9007, grad_norm: 1.4402 2021-05-06 19:45:28,749 - mmaction - INFO - Epoch [21][380/1853] lr: 7.736e-02, eta: 15:44:44, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7344, top5_acc: 0.9062, loss_cls: 0.8707, loss: 0.8707, grad_norm: 1.4122 2021-05-06 19:45:42,041 - mmaction - INFO - Epoch [21][400/1853] lr: 7.734e-02, eta: 15:44:29, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9070, loss_cls: 0.8693, loss: 0.8693, grad_norm: 1.3462 2021-05-06 19:45:55,316 - mmaction - INFO - Epoch [21][420/1853] lr: 7.732e-02, eta: 15:44:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9078, loss_cls: 0.8554, loss: 0.8554, grad_norm: 1.4010 2021-05-06 19:46:08,571 - mmaction - INFO - Epoch [21][440/1853] lr: 7.729e-02, eta: 15:43:58, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7398, top5_acc: 0.9172, loss_cls: 0.8707, loss: 0.8707, grad_norm: 1.4132 2021-05-06 19:46:21,849 - mmaction - INFO - Epoch [21][460/1853] lr: 7.727e-02, eta: 15:43:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9164, loss_cls: 0.8026, loss: 0.8026, grad_norm: 1.3545 2021-05-06 19:46:35,073 - mmaction - INFO - Epoch [21][480/1853] lr: 7.725e-02, eta: 15:43:27, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9086, loss_cls: 0.8601, loss: 0.8601, grad_norm: 1.4409 2021-05-06 19:46:48,339 - mmaction - INFO - Epoch [21][500/1853] lr: 7.723e-02, eta: 15:43:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9070, loss_cls: 0.8475, loss: 0.8475, grad_norm: 1.3914 2021-05-06 19:47:01,664 - mmaction - INFO - Epoch [21][520/1853] lr: 7.720e-02, eta: 15:42:56, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9195, loss_cls: 0.8533, loss: 0.8533, grad_norm: 1.4169 2021-05-06 19:47:14,923 - mmaction - INFO - Epoch [21][540/1853] lr: 7.718e-02, eta: 15:42:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7211, top5_acc: 0.9070, loss_cls: 0.9055, loss: 0.9055, grad_norm: 1.4377 2021-05-06 19:47:28,159 - mmaction - INFO - Epoch [21][560/1853] lr: 7.716e-02, eta: 15:42:25, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9102, loss_cls: 0.8463, loss: 0.8463, grad_norm: 1.3652 2021-05-06 19:47:41,445 - mmaction - INFO - Epoch [21][580/1853] lr: 7.714e-02, eta: 15:42:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9070, loss_cls: 0.8239, loss: 0.8239, grad_norm: 1.4175 2021-05-06 19:47:54,666 - mmaction - INFO - Epoch [21][600/1853] lr: 7.712e-02, eta: 15:41:54, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9109, loss_cls: 0.8307, loss: 0.8307, grad_norm: 1.3484 2021-05-06 19:48:07,959 - mmaction - INFO - Epoch [21][620/1853] lr: 7.709e-02, eta: 15:41:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7477, top5_acc: 0.9117, loss_cls: 0.8697, loss: 0.8697, grad_norm: 1.4071 2021-05-06 19:48:21,258 - mmaction - INFO - Epoch [21][640/1853] lr: 7.707e-02, eta: 15:41:23, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9039, loss_cls: 0.8576, loss: 0.8576, grad_norm: 1.4270 2021-05-06 19:48:34,513 - mmaction - INFO - Epoch [21][660/1853] lr: 7.705e-02, eta: 15:41:08, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9195, loss_cls: 0.8438, loss: 0.8438, grad_norm: 1.4563 2021-05-06 19:48:47,792 - mmaction - INFO - Epoch [21][680/1853] lr: 7.703e-02, eta: 15:40:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7469, top5_acc: 0.8945, loss_cls: 0.8764, loss: 0.8764, grad_norm: 1.3336 2021-05-06 19:49:01,093 - mmaction - INFO - Epoch [21][700/1853] lr: 7.700e-02, eta: 15:40:37, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9133, loss_cls: 0.8700, loss: 0.8700, grad_norm: 1.4379 2021-05-06 19:49:14,395 - mmaction - INFO - Epoch [21][720/1853] lr: 7.698e-02, eta: 15:40:22, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9133, loss_cls: 0.8256, loss: 0.8256, grad_norm: 1.4325 2021-05-06 19:49:27,632 - mmaction - INFO - Epoch [21][740/1853] lr: 7.696e-02, eta: 15:40:06, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9062, loss_cls: 0.8489, loss: 0.8489, grad_norm: 1.3976 2021-05-06 19:49:40,953 - mmaction - INFO - Epoch [21][760/1853] lr: 7.694e-02, eta: 15:39:51, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9000, loss_cls: 0.8585, loss: 0.8585, grad_norm: 1.3992 2021-05-06 19:49:54,257 - mmaction - INFO - Epoch [21][780/1853] lr: 7.691e-02, eta: 15:39:35, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7195, top5_acc: 0.8953, loss_cls: 0.9462, loss: 0.9462, grad_norm: 1.5745 2021-05-06 19:50:07,510 - mmaction - INFO - Epoch [21][800/1853] lr: 7.689e-02, eta: 15:39:20, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9172, loss_cls: 0.8464, loss: 0.8464, grad_norm: 1.4023 2021-05-06 19:50:20,806 - mmaction - INFO - Epoch [21][820/1853] lr: 7.687e-02, eta: 15:39:04, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9156, loss_cls: 0.8172, loss: 0.8172, grad_norm: 1.4651 2021-05-06 19:50:34,060 - mmaction - INFO - Epoch [21][840/1853] lr: 7.685e-02, eta: 15:38:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9148, loss_cls: 0.8487, loss: 0.8487, grad_norm: 1.3720 2021-05-06 19:50:47,362 - mmaction - INFO - Epoch [21][860/1853] lr: 7.683e-02, eta: 15:38:34, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9187, loss_cls: 0.8806, loss: 0.8806, grad_norm: 1.4261 2021-05-06 19:51:00,646 - mmaction - INFO - Epoch [21][880/1853] lr: 7.680e-02, eta: 15:38:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 0.8230, loss: 0.8230, grad_norm: 1.4004 2021-05-06 19:51:13,946 - mmaction - INFO - Epoch [21][900/1853] lr: 7.678e-02, eta: 15:38:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.8992, loss_cls: 0.8703, loss: 0.8703, grad_norm: 1.3979 2021-05-06 19:51:27,265 - mmaction - INFO - Epoch [21][920/1853] lr: 7.676e-02, eta: 15:37:48, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9086, loss_cls: 0.8427, loss: 0.8427, grad_norm: 1.3676 2021-05-06 19:51:40,543 - mmaction - INFO - Epoch [21][940/1853] lr: 7.674e-02, eta: 15:37:32, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9117, loss_cls: 0.8759, loss: 0.8759, grad_norm: 1.5311 2021-05-06 19:51:53,851 - mmaction - INFO - Epoch [21][960/1853] lr: 7.671e-02, eta: 15:37:17, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9086, loss_cls: 0.8902, loss: 0.8902, grad_norm: 1.3504 2021-05-06 19:52:07,109 - mmaction - INFO - Epoch [21][980/1853] lr: 7.669e-02, eta: 15:37:01, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9086, loss_cls: 0.8489, loss: 0.8489, grad_norm: 1.4244 2021-05-06 19:52:20,375 - mmaction - INFO - Epoch [21][1000/1853] lr: 7.667e-02, eta: 15:36:46, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9117, loss_cls: 0.8219, loss: 0.8219, grad_norm: 1.4359 2021-05-06 19:52:33,689 - mmaction - INFO - Epoch [21][1020/1853] lr: 7.665e-02, eta: 15:36:31, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7289, top5_acc: 0.8984, loss_cls: 0.9040, loss: 0.9040, grad_norm: 1.4137 2021-05-06 19:52:46,946 - mmaction - INFO - Epoch [21][1040/1853] lr: 7.662e-02, eta: 15:36:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7188, top5_acc: 0.9023, loss_cls: 0.9254, loss: 0.9254, grad_norm: 1.4349 2021-05-06 19:53:00,236 - mmaction - INFO - Epoch [21][1060/1853] lr: 7.660e-02, eta: 15:36:00, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7273, top5_acc: 0.9070, loss_cls: 0.9023, loss: 0.9023, grad_norm: 1.4453 2021-05-06 19:53:13,548 - mmaction - INFO - Epoch [21][1080/1853] lr: 7.658e-02, eta: 15:35:44, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9117, loss_cls: 0.8158, loss: 0.8158, grad_norm: 1.3861 2021-05-06 19:53:26,841 - mmaction - INFO - Epoch [21][1100/1853] lr: 7.656e-02, eta: 15:35:29, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9164, loss_cls: 0.8229, loss: 0.8229, grad_norm: 1.4246 2021-05-06 19:53:40,146 - mmaction - INFO - Epoch [21][1120/1853] lr: 7.653e-02, eta: 15:35:14, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9047, loss_cls: 0.8847, loss: 0.8847, grad_norm: 1.4130 2021-05-06 19:53:53,450 - mmaction - INFO - Epoch [21][1140/1853] lr: 7.651e-02, eta: 15:34:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7367, top5_acc: 0.8914, loss_cls: 0.9209, loss: 0.9209, grad_norm: 1.4263 2021-05-06 19:54:06,768 - mmaction - INFO - Epoch [21][1160/1853] lr: 7.649e-02, eta: 15:34:43, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7352, top5_acc: 0.9055, loss_cls: 0.8806, loss: 0.8806, grad_norm: 1.3302 2021-05-06 19:54:20,057 - mmaction - INFO - Epoch [21][1180/1853] lr: 7.647e-02, eta: 15:34:28, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7344, top5_acc: 0.9062, loss_cls: 0.8785, loss: 0.8785, grad_norm: 1.3919 2021-05-06 19:54:33,344 - mmaction - INFO - Epoch [21][1200/1853] lr: 7.644e-02, eta: 15:34:12, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7398, top5_acc: 0.9055, loss_cls: 0.8774, loss: 0.8774, grad_norm: 1.4380 2021-05-06 19:54:46,650 - mmaction - INFO - Epoch [21][1220/1853] lr: 7.642e-02, eta: 15:33:57, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.8977, loss_cls: 0.8958, loss: 0.8958, grad_norm: 1.4608 2021-05-06 19:54:59,923 - mmaction - INFO - Epoch [21][1240/1853] lr: 7.640e-02, eta: 15:33:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7195, top5_acc: 0.9062, loss_cls: 0.9300, loss: 0.9300, grad_norm: 1.4563 2021-05-06 19:55:13,190 - mmaction - INFO - Epoch [21][1260/1853] lr: 7.638e-02, eta: 15:33:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7211, top5_acc: 0.9039, loss_cls: 0.9257, loss: 0.9257, grad_norm: 1.4284 2021-05-06 19:55:26,465 - mmaction - INFO - Epoch [21][1280/1853] lr: 7.635e-02, eta: 15:33:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9062, loss_cls: 0.8935, loss: 0.8935, grad_norm: 1.4724 2021-05-06 19:55:39,735 - mmaction - INFO - Epoch [21][1300/1853] lr: 7.633e-02, eta: 15:32:56, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9156, loss_cls: 0.8449, loss: 0.8449, grad_norm: 1.4199 2021-05-06 19:55:53,018 - mmaction - INFO - Epoch [21][1320/1853] lr: 7.631e-02, eta: 15:32:40, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7305, top5_acc: 0.8969, loss_cls: 0.9156, loss: 0.9156, grad_norm: 1.4736 2021-05-06 19:56:06,308 - mmaction - INFO - Epoch [21][1340/1853] lr: 7.629e-02, eta: 15:32:25, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7391, top5_acc: 0.9055, loss_cls: 0.8520, loss: 0.8520, grad_norm: 1.3708 2021-05-06 19:56:19,579 - mmaction - INFO - Epoch [21][1360/1853] lr: 7.626e-02, eta: 15:32:10, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9234, loss_cls: 0.7745, loss: 0.7745, grad_norm: 1.3292 2021-05-06 19:56:32,874 - mmaction - INFO - Epoch [21][1380/1853] lr: 7.624e-02, eta: 15:31:54, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7414, top5_acc: 0.9102, loss_cls: 0.8850, loss: 0.8850, grad_norm: 1.5553 2021-05-06 19:56:46,157 - mmaction - INFO - Epoch [21][1400/1853] lr: 7.622e-02, eta: 15:31:39, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9117, loss_cls: 0.8302, loss: 0.8302, grad_norm: 1.3649 2021-05-06 19:56:59,390 - mmaction - INFO - Epoch [21][1420/1853] lr: 7.620e-02, eta: 15:31:23, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7266, top5_acc: 0.9016, loss_cls: 0.9430, loss: 0.9430, grad_norm: 1.4857 2021-05-06 19:57:12,684 - mmaction - INFO - Epoch [21][1440/1853] lr: 7.617e-02, eta: 15:31:08, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7227, top5_acc: 0.8977, loss_cls: 0.9091, loss: 0.9091, grad_norm: 1.4657 2021-05-06 19:57:26,016 - mmaction - INFO - Epoch [21][1460/1853] lr: 7.615e-02, eta: 15:30:53, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9094, loss_cls: 0.8781, loss: 0.8781, grad_norm: 1.3797 2021-05-06 19:57:39,257 - mmaction - INFO - Epoch [21][1480/1853] lr: 7.613e-02, eta: 15:30:37, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7383, top5_acc: 0.9055, loss_cls: 0.8974, loss: 0.8974, grad_norm: 1.4712 2021-05-06 19:57:52,524 - mmaction - INFO - Epoch [21][1500/1853] lr: 7.611e-02, eta: 15:30:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7414, top5_acc: 0.9203, loss_cls: 0.8602, loss: 0.8602, grad_norm: 1.3501 2021-05-06 19:58:05,824 - mmaction - INFO - Epoch [21][1520/1853] lr: 7.608e-02, eta: 15:30:07, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7352, top5_acc: 0.9148, loss_cls: 0.8734, loss: 0.8734, grad_norm: 1.4761 2021-05-06 19:58:19,045 - mmaction - INFO - Epoch [21][1540/1853] lr: 7.606e-02, eta: 15:29:51, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9219, loss_cls: 0.8341, loss: 0.8341, grad_norm: 1.3829 2021-05-06 19:58:32,350 - mmaction - INFO - Epoch [21][1560/1853] lr: 7.604e-02, eta: 15:29:36, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9141, loss_cls: 0.8335, loss: 0.8335, grad_norm: 1.4308 2021-05-06 19:58:45,647 - mmaction - INFO - Epoch [21][1580/1853] lr: 7.602e-02, eta: 15:29:21, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9109, loss_cls: 0.8576, loss: 0.8576, grad_norm: 1.4653 2021-05-06 19:58:58,915 - mmaction - INFO - Epoch [21][1600/1853] lr: 7.599e-02, eta: 15:29:05, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7281, top5_acc: 0.8984, loss_cls: 0.8876, loss: 0.8876, grad_norm: 1.4593 2021-05-06 19:59:12,188 - mmaction - INFO - Epoch [21][1620/1853] lr: 7.597e-02, eta: 15:28:50, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7352, top5_acc: 0.9195, loss_cls: 0.8859, loss: 0.8859, grad_norm: 1.4690 2021-05-06 19:59:25,470 - mmaction - INFO - Epoch [21][1640/1853] lr: 7.595e-02, eta: 15:28:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9055, loss_cls: 0.8935, loss: 0.8935, grad_norm: 1.3673 2021-05-06 19:59:38,728 - mmaction - INFO - Epoch [21][1660/1853] lr: 7.593e-02, eta: 15:28:19, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9180, loss_cls: 0.8206, loss: 0.8206, grad_norm: 1.3934 2021-05-06 19:59:52,007 - mmaction - INFO - Epoch [21][1680/1853] lr: 7.590e-02, eta: 15:28:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7281, top5_acc: 0.9008, loss_cls: 0.9061, loss: 0.9061, grad_norm: 1.4926 2021-05-06 20:00:05,256 - mmaction - INFO - Epoch [21][1700/1853] lr: 7.588e-02, eta: 15:27:49, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9219, loss_cls: 0.8138, loss: 0.8138, grad_norm: 1.3263 2021-05-06 20:00:18,518 - mmaction - INFO - Epoch [21][1720/1853] lr: 7.586e-02, eta: 15:27:33, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9172, loss_cls: 0.7959, loss: 0.7959, grad_norm: 1.3837 2021-05-06 20:00:31,765 - mmaction - INFO - Epoch [21][1740/1853] lr: 7.583e-02, eta: 15:27:18, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9055, loss_cls: 0.9061, loss: 0.9061, grad_norm: 1.4589 2021-05-06 20:00:45,007 - mmaction - INFO - Epoch [21][1760/1853] lr: 7.581e-02, eta: 15:27:02, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9133, loss_cls: 0.8817, loss: 0.8817, grad_norm: 1.4289 2021-05-06 20:00:58,270 - mmaction - INFO - Epoch [21][1780/1853] lr: 7.579e-02, eta: 15:26:47, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9039, loss_cls: 0.8470, loss: 0.8470, grad_norm: 1.3170 2021-05-06 20:01:11,569 - mmaction - INFO - Epoch [21][1800/1853] lr: 7.577e-02, eta: 15:26:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9031, loss_cls: 0.8464, loss: 0.8464, grad_norm: 1.3070 2021-05-06 20:01:24,796 - mmaction - INFO - Epoch [21][1820/1853] lr: 7.574e-02, eta: 15:26:16, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9070, loss_cls: 0.8693, loss: 0.8693, grad_norm: 1.3466 2021-05-06 20:01:38,076 - mmaction - INFO - Epoch [21][1840/1853] lr: 7.572e-02, eta: 15:26:01, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7398, top5_acc: 0.9125, loss_cls: 0.8597, loss: 0.8597, grad_norm: 1.3194 2021-05-06 20:01:47,780 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-05-06 20:03:20,255 - mmaction - INFO - Epoch [22][20/1853] lr: 7.568e-02, eta: 15:27:59, time: 4.604, data_time: 3.943, memory: 5809, top1_acc: 0.7234, top5_acc: 0.8992, loss_cls: 0.9430, loss: 0.9430, grad_norm: 1.4753 2021-05-06 20:03:33,367 - mmaction - INFO - Epoch [22][40/1853] lr: 7.566e-02, eta: 15:27:44, time: 0.656, data_time: 0.002, memory: 5809, top1_acc: 0.7133, top5_acc: 0.9094, loss_cls: 0.9255, loss: 0.9255, grad_norm: 1.4964 2021-05-06 20:03:46,494 - mmaction - INFO - Epoch [22][60/1853] lr: 7.564e-02, eta: 15:27:28, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.9086, loss_cls: 0.8405, loss: 0.8405, grad_norm: 1.2955 2021-05-06 20:03:59,621 - mmaction - INFO - Epoch [22][80/1853] lr: 7.562e-02, eta: 15:27:12, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9062, loss_cls: 0.8593, loss: 0.8593, grad_norm: 1.3934 2021-05-06 20:04:12,785 - mmaction - INFO - Epoch [22][100/1853] lr: 7.559e-02, eta: 15:26:57, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.7383, top5_acc: 0.9117, loss_cls: 0.8612, loss: 0.8612, grad_norm: 1.4084 2021-05-06 20:04:25,970 - mmaction - INFO - Epoch [22][120/1853] lr: 7.557e-02, eta: 15:26:41, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9156, loss_cls: 0.7980, loss: 0.7980, grad_norm: 1.3779 2021-05-06 20:04:39,177 - mmaction - INFO - Epoch [22][140/1853] lr: 7.555e-02, eta: 15:26:25, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7250, top5_acc: 0.9039, loss_cls: 0.9104, loss: 0.9104, grad_norm: 1.4868 2021-05-06 20:04:52,342 - mmaction - INFO - Epoch [22][160/1853] lr: 7.552e-02, eta: 15:26:10, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9164, loss_cls: 0.8366, loss: 0.8366, grad_norm: 1.3534 2021-05-06 20:05:05,518 - mmaction - INFO - Epoch [22][180/1853] lr: 7.550e-02, eta: 15:25:54, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9117, loss_cls: 0.8132, loss: 0.8132, grad_norm: 1.3657 2021-05-06 20:05:18,778 - mmaction - INFO - Epoch [22][200/1853] lr: 7.548e-02, eta: 15:25:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 0.8947, loss: 0.8947, grad_norm: 1.4376 2021-05-06 20:05:32,009 - mmaction - INFO - Epoch [22][220/1853] lr: 7.546e-02, eta: 15:25:23, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9164, loss_cls: 0.8729, loss: 0.8729, grad_norm: 1.4290 2021-05-06 20:05:45,238 - mmaction - INFO - Epoch [22][240/1853] lr: 7.543e-02, eta: 15:25:08, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9102, loss_cls: 0.8725, loss: 0.8725, grad_norm: 1.3932 2021-05-06 20:05:58,494 - mmaction - INFO - Epoch [22][260/1853] lr: 7.541e-02, eta: 15:24:52, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9094, loss_cls: 0.8161, loss: 0.8161, grad_norm: 1.4273 2021-05-06 20:06:11,745 - mmaction - INFO - Epoch [22][280/1853] lr: 7.539e-02, eta: 15:24:37, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9141, loss_cls: 0.8408, loss: 0.8408, grad_norm: 1.4006 2021-05-06 20:06:25,013 - mmaction - INFO - Epoch [22][300/1853] lr: 7.536e-02, eta: 15:24:22, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9086, loss_cls: 0.8583, loss: 0.8583, grad_norm: 1.4219 2021-05-06 20:06:38,241 - mmaction - INFO - Epoch [22][320/1853] lr: 7.534e-02, eta: 15:24:06, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9070, loss_cls: 0.8204, loss: 0.8204, grad_norm: 1.3802 2021-05-06 20:06:51,486 - mmaction - INFO - Epoch [22][340/1853] lr: 7.532e-02, eta: 15:23:51, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7492, top5_acc: 0.9187, loss_cls: 0.8259, loss: 0.8259, grad_norm: 1.4499 2021-05-06 20:07:04,747 - mmaction - INFO - Epoch [22][360/1853] lr: 7.530e-02, eta: 15:23:35, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7492, top5_acc: 0.9094, loss_cls: 0.8280, loss: 0.8280, grad_norm: 1.4414 2021-05-06 20:07:18,013 - mmaction - INFO - Epoch [22][380/1853] lr: 7.527e-02, eta: 15:23:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9141, loss_cls: 0.8501, loss: 0.8501, grad_norm: 1.4311 2021-05-06 20:07:31,268 - mmaction - INFO - Epoch [22][400/1853] lr: 7.525e-02, eta: 15:23:04, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9023, loss_cls: 0.8508, loss: 0.8508, grad_norm: 1.3859 2021-05-06 20:07:44,562 - mmaction - INFO - Epoch [22][420/1853] lr: 7.523e-02, eta: 15:22:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9125, loss_cls: 0.8134, loss: 0.8134, grad_norm: 1.3955 2021-05-06 20:07:57,799 - mmaction - INFO - Epoch [22][440/1853] lr: 7.520e-02, eta: 15:22:34, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9266, loss_cls: 0.8076, loss: 0.8076, grad_norm: 1.4376 2021-05-06 20:08:11,056 - mmaction - INFO - Epoch [22][460/1853] lr: 7.518e-02, eta: 15:22:18, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7414, top5_acc: 0.9078, loss_cls: 0.9068, loss: 0.9068, grad_norm: 1.5339 2021-05-06 20:08:24,356 - mmaction - INFO - Epoch [22][480/1853] lr: 7.516e-02, eta: 15:22:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9156, loss_cls: 0.8104, loss: 0.8104, grad_norm: 1.3933 2021-05-06 20:08:37,641 - mmaction - INFO - Epoch [22][500/1853] lr: 7.514e-02, eta: 15:21:48, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9086, loss_cls: 0.9052, loss: 0.9052, grad_norm: 1.4574 2021-05-06 20:08:50,872 - mmaction - INFO - Epoch [22][520/1853] lr: 7.511e-02, eta: 15:21:32, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9023, loss_cls: 0.8898, loss: 0.8898, grad_norm: 1.3895 2021-05-06 20:09:04,132 - mmaction - INFO - Epoch [22][540/1853] lr: 7.509e-02, eta: 15:21:17, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7398, top5_acc: 0.9102, loss_cls: 0.8527, loss: 0.8527, grad_norm: 1.3761 2021-05-06 20:09:17,405 - mmaction - INFO - Epoch [22][560/1853] lr: 7.507e-02, eta: 15:21:01, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7227, top5_acc: 0.9148, loss_cls: 0.9128, loss: 0.9128, grad_norm: 1.4967 2021-05-06 20:09:30,648 - mmaction - INFO - Epoch [22][580/1853] lr: 7.504e-02, eta: 15:20:46, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7344, top5_acc: 0.8984, loss_cls: 0.8798, loss: 0.8798, grad_norm: 1.4749 2021-05-06 20:09:43,931 - mmaction - INFO - Epoch [22][600/1853] lr: 7.502e-02, eta: 15:20:31, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9047, loss_cls: 0.8332, loss: 0.8332, grad_norm: 1.3589 2021-05-06 20:09:57,209 - mmaction - INFO - Epoch [22][620/1853] lr: 7.500e-02, eta: 15:20:15, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7352, top5_acc: 0.8992, loss_cls: 0.9053, loss: 0.9053, grad_norm: 1.4209 2021-05-06 20:10:10,462 - mmaction - INFO - Epoch [22][640/1853] lr: 7.498e-02, eta: 15:20:00, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9102, loss_cls: 0.8818, loss: 0.8818, grad_norm: 1.3496 2021-05-06 20:10:23,745 - mmaction - INFO - Epoch [22][660/1853] lr: 7.495e-02, eta: 15:19:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9078, loss_cls: 0.8540, loss: 0.8540, grad_norm: 1.3962 2021-05-06 20:10:37,057 - mmaction - INFO - Epoch [22][680/1853] lr: 7.493e-02, eta: 15:19:29, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9242, loss_cls: 0.8000, loss: 0.8000, grad_norm: 1.3964 2021-05-06 20:10:50,300 - mmaction - INFO - Epoch [22][700/1853] lr: 7.491e-02, eta: 15:19:14, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7383, top5_acc: 0.8969, loss_cls: 0.8993, loss: 0.8993, grad_norm: 1.4658 2021-05-06 20:11:03,568 - mmaction - INFO - Epoch [22][720/1853] lr: 7.488e-02, eta: 15:18:58, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7367, top5_acc: 0.9055, loss_cls: 0.8663, loss: 0.8663, grad_norm: 1.3934 2021-05-06 20:11:16,853 - mmaction - INFO - Epoch [22][740/1853] lr: 7.486e-02, eta: 15:18:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9219, loss_cls: 0.8172, loss: 0.8172, grad_norm: 1.4047 2021-05-06 20:11:30,120 - mmaction - INFO - Epoch [22][760/1853] lr: 7.484e-02, eta: 15:18:28, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9172, loss_cls: 0.8703, loss: 0.8703, grad_norm: 1.5040 2021-05-06 20:11:43,403 - mmaction - INFO - Epoch [22][780/1853] lr: 7.481e-02, eta: 15:18:12, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9062, loss_cls: 0.8682, loss: 0.8682, grad_norm: 1.4402 2021-05-06 20:11:56,684 - mmaction - INFO - Epoch [22][800/1853] lr: 7.479e-02, eta: 15:17:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.9000, loss_cls: 0.9085, loss: 0.9085, grad_norm: 1.4691 2021-05-06 20:12:09,981 - mmaction - INFO - Epoch [22][820/1853] lr: 7.477e-02, eta: 15:17:42, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9164, loss_cls: 0.8202, loss: 0.8202, grad_norm: 1.3269 2021-05-06 20:12:23,288 - mmaction - INFO - Epoch [22][840/1853] lr: 7.475e-02, eta: 15:17:27, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7398, top5_acc: 0.9133, loss_cls: 0.8243, loss: 0.8243, grad_norm: 1.3664 2021-05-06 20:12:36,589 - mmaction - INFO - Epoch [22][860/1853] lr: 7.472e-02, eta: 15:17:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9320, loss_cls: 0.8144, loss: 0.8144, grad_norm: 1.4875 2021-05-06 20:12:49,876 - mmaction - INFO - Epoch [22][880/1853] lr: 7.470e-02, eta: 15:16:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9000, loss_cls: 0.8385, loss: 0.8385, grad_norm: 1.3678 2021-05-06 20:13:03,134 - mmaction - INFO - Epoch [22][900/1853] lr: 7.468e-02, eta: 15:16:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9172, loss_cls: 0.8534, loss: 0.8534, grad_norm: 1.4441 2021-05-06 20:13:16,385 - mmaction - INFO - Epoch [22][920/1853] lr: 7.465e-02, eta: 15:16:25, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9180, loss_cls: 0.8273, loss: 0.8273, grad_norm: 1.3854 2021-05-06 20:13:29,680 - mmaction - INFO - Epoch [22][940/1853] lr: 7.463e-02, eta: 15:16:10, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7250, top5_acc: 0.9055, loss_cls: 0.8968, loss: 0.8968, grad_norm: 1.4841 2021-05-06 20:13:42,952 - mmaction - INFO - Epoch [22][960/1853] lr: 7.461e-02, eta: 15:15:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7641, top5_acc: 0.9164, loss_cls: 0.7973, loss: 0.7973, grad_norm: 1.4056 2021-05-06 20:13:56,210 - mmaction - INFO - Epoch [22][980/1853] lr: 7.458e-02, eta: 15:15:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9219, loss_cls: 0.7864, loss: 0.7864, grad_norm: 1.3686 2021-05-06 20:14:09,486 - mmaction - INFO - Epoch [22][1000/1853] lr: 7.456e-02, eta: 15:15:24, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.9039, loss_cls: 0.8870, loss: 0.8870, grad_norm: 1.4726 2021-05-06 20:14:22,776 - mmaction - INFO - Epoch [22][1020/1853] lr: 7.454e-02, eta: 15:15:09, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7594, top5_acc: 0.8992, loss_cls: 0.8468, loss: 0.8468, grad_norm: 1.4230 2021-05-06 20:14:36,043 - mmaction - INFO - Epoch [22][1040/1853] lr: 7.452e-02, eta: 15:14:53, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.8992, loss_cls: 0.8682, loss: 0.8682, grad_norm: 1.3928 2021-05-06 20:14:49,302 - mmaction - INFO - Epoch [22][1060/1853] lr: 7.449e-02, eta: 15:14:38, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9203, loss_cls: 0.7584, loss: 0.7584, grad_norm: 1.3601 2021-05-06 20:15:02,577 - mmaction - INFO - Epoch [22][1080/1853] lr: 7.447e-02, eta: 15:14:23, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9125, loss_cls: 0.8581, loss: 0.8581, grad_norm: 1.4209 2021-05-06 20:15:15,821 - mmaction - INFO - Epoch [22][1100/1853] lr: 7.445e-02, eta: 15:14:07, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9195, loss_cls: 0.8087, loss: 0.8087, grad_norm: 1.3980 2021-05-06 20:15:29,072 - mmaction - INFO - Epoch [22][1120/1853] lr: 7.442e-02, eta: 15:13:52, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9172, loss_cls: 0.8464, loss: 0.8464, grad_norm: 1.4629 2021-05-06 20:15:42,330 - mmaction - INFO - Epoch [22][1140/1853] lr: 7.440e-02, eta: 15:13:37, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.8984, loss_cls: 0.8711, loss: 0.8711, grad_norm: 1.5090 2021-05-06 20:15:55,653 - mmaction - INFO - Epoch [22][1160/1853] lr: 7.438e-02, eta: 15:13:21, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7250, top5_acc: 0.8984, loss_cls: 0.9324, loss: 0.9324, grad_norm: 1.5937 2021-05-06 20:16:08,882 - mmaction - INFO - Epoch [22][1180/1853] lr: 7.435e-02, eta: 15:13:06, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9117, loss_cls: 0.8364, loss: 0.8364, grad_norm: 1.3508 2021-05-06 20:16:22,160 - mmaction - INFO - Epoch [22][1200/1853] lr: 7.433e-02, eta: 15:12:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9031, loss_cls: 0.8131, loss: 0.8131, grad_norm: 1.3562 2021-05-06 20:16:35,434 - mmaction - INFO - Epoch [22][1220/1853] lr: 7.431e-02, eta: 15:12:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9102, loss_cls: 0.8447, loss: 0.8447, grad_norm: 1.4189 2021-05-06 20:16:48,768 - mmaction - INFO - Epoch [22][1240/1853] lr: 7.428e-02, eta: 15:12:20, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7398, top5_acc: 0.9039, loss_cls: 0.8691, loss: 0.8691, grad_norm: 1.4664 2021-05-06 20:17:01,968 - mmaction - INFO - Epoch [22][1260/1853] lr: 7.426e-02, eta: 15:12:05, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9234, loss_cls: 0.7679, loss: 0.7679, grad_norm: 1.3496 2021-05-06 20:17:15,277 - mmaction - INFO - Epoch [22][1280/1853] lr: 7.424e-02, eta: 15:11:50, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9125, loss_cls: 0.8380, loss: 0.8380, grad_norm: 1.4411 2021-05-06 20:17:28,555 - mmaction - INFO - Epoch [22][1300/1853] lr: 7.421e-02, eta: 15:11:34, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.9078, loss_cls: 0.8739, loss: 0.8739, grad_norm: 1.3944 2021-05-06 20:17:41,836 - mmaction - INFO - Epoch [22][1320/1853] lr: 7.419e-02, eta: 15:11:19, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7492, top5_acc: 0.9172, loss_cls: 0.8221, loss: 0.8221, grad_norm: 1.3741 2021-05-06 20:17:55,141 - mmaction - INFO - Epoch [22][1340/1853] lr: 7.417e-02, eta: 15:11:04, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7242, top5_acc: 0.8945, loss_cls: 0.9035, loss: 0.9035, grad_norm: 1.4374 2021-05-06 20:18:08,422 - mmaction - INFO - Epoch [22][1360/1853] lr: 7.414e-02, eta: 15:10:49, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 0.8948, loss: 0.8948, grad_norm: 1.3890 2021-05-06 20:18:21,749 - mmaction - INFO - Epoch [22][1380/1853] lr: 7.412e-02, eta: 15:10:33, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9172, loss_cls: 0.7901, loss: 0.7901, grad_norm: 1.4231 2021-05-06 20:18:35,019 - mmaction - INFO - Epoch [22][1400/1853] lr: 7.410e-02, eta: 15:10:18, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7297, top5_acc: 0.9062, loss_cls: 0.9057, loss: 0.9057, grad_norm: 1.4621 2021-05-06 20:18:48,306 - mmaction - INFO - Epoch [22][1420/1853] lr: 7.408e-02, eta: 15:10:03, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9141, loss_cls: 0.8737, loss: 0.8737, grad_norm: 1.4207 2021-05-06 20:19:01,614 - mmaction - INFO - Epoch [22][1440/1853] lr: 7.405e-02, eta: 15:09:48, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9148, loss_cls: 0.8365, loss: 0.8365, grad_norm: 1.4023 2021-05-06 20:19:14,911 - mmaction - INFO - Epoch [22][1460/1853] lr: 7.403e-02, eta: 15:09:32, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7492, top5_acc: 0.9133, loss_cls: 0.8414, loss: 0.8414, grad_norm: 1.4098 2021-05-06 20:19:28,161 - mmaction - INFO - Epoch [22][1480/1853] lr: 7.401e-02, eta: 15:09:17, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9117, loss_cls: 0.8696, loss: 0.8696, grad_norm: 1.4464 2021-05-06 20:19:41,466 - mmaction - INFO - Epoch [22][1500/1853] lr: 7.398e-02, eta: 15:09:02, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7391, top5_acc: 0.9055, loss_cls: 0.8623, loss: 0.8623, grad_norm: 1.4406 2021-05-06 20:19:54,743 - mmaction - INFO - Epoch [22][1520/1853] lr: 7.396e-02, eta: 15:08:47, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9172, loss_cls: 0.8302, loss: 0.8302, grad_norm: 1.3661 2021-05-06 20:20:08,003 - mmaction - INFO - Epoch [22][1540/1853] lr: 7.394e-02, eta: 15:08:31, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7414, top5_acc: 0.9062, loss_cls: 0.8692, loss: 0.8692, grad_norm: 1.4498 2021-05-06 20:20:21,316 - mmaction - INFO - Epoch [22][1560/1853] lr: 7.391e-02, eta: 15:08:16, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7242, top5_acc: 0.8977, loss_cls: 0.9364, loss: 0.9364, grad_norm: 1.5052 2021-05-06 20:20:34,609 - mmaction - INFO - Epoch [22][1580/1853] lr: 7.389e-02, eta: 15:08:01, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9117, loss_cls: 0.8557, loss: 0.8557, grad_norm: 1.3980 2021-05-06 20:20:47,906 - mmaction - INFO - Epoch [22][1600/1853] lr: 7.387e-02, eta: 15:07:46, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9219, loss_cls: 0.8124, loss: 0.8124, grad_norm: 1.3796 2021-05-06 20:21:01,173 - mmaction - INFO - Epoch [22][1620/1853] lr: 7.384e-02, eta: 15:07:30, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9117, loss_cls: 0.8355, loss: 0.8355, grad_norm: 1.4589 2021-05-06 20:21:14,489 - mmaction - INFO - Epoch [22][1640/1853] lr: 7.382e-02, eta: 15:07:15, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7266, top5_acc: 0.9031, loss_cls: 0.9038, loss: 0.9038, grad_norm: 1.4446 2021-05-06 20:21:27,799 - mmaction - INFO - Epoch [22][1660/1853] lr: 7.380e-02, eta: 15:07:00, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9250, loss_cls: 0.8113, loss: 0.8113, grad_norm: 1.3875 2021-05-06 20:21:41,052 - mmaction - INFO - Epoch [22][1680/1853] lr: 7.377e-02, eta: 15:06:45, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9180, loss_cls: 0.8508, loss: 0.8508, grad_norm: 1.4077 2021-05-06 20:21:54,334 - mmaction - INFO - Epoch [22][1700/1853] lr: 7.375e-02, eta: 15:06:30, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7641, top5_acc: 0.9250, loss_cls: 0.7724, loss: 0.7724, grad_norm: 1.3306 2021-05-06 20:22:07,607 - mmaction - INFO - Epoch [22][1720/1853] lr: 7.373e-02, eta: 15:06:14, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9203, loss_cls: 0.7872, loss: 0.7872, grad_norm: 1.4037 2021-05-06 20:22:20,881 - mmaction - INFO - Epoch [22][1740/1853] lr: 7.370e-02, eta: 15:05:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.9102, loss_cls: 0.8597, loss: 0.8597, grad_norm: 1.4544 2021-05-06 20:22:34,192 - mmaction - INFO - Epoch [22][1760/1853] lr: 7.368e-02, eta: 15:05:44, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7367, top5_acc: 0.8961, loss_cls: 0.9063, loss: 0.9063, grad_norm: 1.4240 2021-05-06 20:22:47,467 - mmaction - INFO - Epoch [22][1780/1853] lr: 7.366e-02, eta: 15:05:29, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9078, loss_cls: 0.8332, loss: 0.8332, grad_norm: 1.3036 2021-05-06 20:23:00,738 - mmaction - INFO - Epoch [22][1800/1853] lr: 7.363e-02, eta: 15:05:13, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9242, loss_cls: 0.7980, loss: 0.7980, grad_norm: 1.3326 2021-05-06 20:23:14,037 - mmaction - INFO - Epoch [22][1820/1853] lr: 7.361e-02, eta: 15:04:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9039, loss_cls: 0.8719, loss: 0.8719, grad_norm: 1.4218 2021-05-06 20:23:27,348 - mmaction - INFO - Epoch [22][1840/1853] lr: 7.359e-02, eta: 15:04:43, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9250, loss_cls: 0.8289, loss: 0.8289, grad_norm: 1.4476 2021-05-06 20:23:37,038 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-05-06 20:25:38,956 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 20:25:38,986 - mmaction - INFO - top1_acc 0.9187 top5_acc 0.9920 2021-05-06 20:25:38,986 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 20:25:38,994 - mmaction - INFO - mean_acc 0.9169 2021-05-06 20:25:39,363 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. 2021-05-06 20:25:39,363 - mmaction - INFO - Best top1_acc is 0.9187 at 22 epoch. 2021-05-06 20:25:39,365 - mmaction - INFO - Epoch(val) [22][1853] top1_acc: 0.9187, top5_acc: 0.9920, mean_class_accuracy: 0.9169 2021-05-06 20:27:10,326 - mmaction - INFO - Epoch [23][20/1853] lr: 7.355e-02, eta: 15:06:30, time: 4.546, data_time: 3.888, memory: 5809, top1_acc: 0.7398, top5_acc: 0.9031, loss_cls: 0.8954, loss: 0.8954, grad_norm: 1.5030 2021-05-06 20:27:23,495 - mmaction - INFO - Epoch [23][40/1853] lr: 7.352e-02, eta: 15:06:14, time: 0.659, data_time: 0.003, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9055, loss_cls: 0.8630, loss: 0.8630, grad_norm: 1.4280 2021-05-06 20:27:36,618 - mmaction - INFO - Epoch [23][60/1853] lr: 7.350e-02, eta: 15:05:58, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9102, loss_cls: 0.8424, loss: 0.8424, grad_norm: 1.3782 2021-05-06 20:27:49,778 - mmaction - INFO - Epoch [23][80/1853] lr: 7.348e-02, eta: 15:05:43, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9164, loss_cls: 0.8172, loss: 0.8172, grad_norm: 1.3655 2021-05-06 20:28:02,982 - mmaction - INFO - Epoch [23][100/1853] lr: 7.345e-02, eta: 15:05:27, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9180, loss_cls: 0.7980, loss: 0.7980, grad_norm: 1.4512 2021-05-06 20:28:16,206 - mmaction - INFO - Epoch [23][120/1853] lr: 7.343e-02, eta: 15:05:12, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9125, loss_cls: 0.8546, loss: 0.8546, grad_norm: 1.4556 2021-05-06 20:28:29,429 - mmaction - INFO - Epoch [23][140/1853] lr: 7.341e-02, eta: 15:04:57, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9109, loss_cls: 0.8319, loss: 0.8319, grad_norm: 1.3943 2021-05-06 20:28:42,684 - mmaction - INFO - Epoch [23][160/1853] lr: 7.338e-02, eta: 15:04:41, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9187, loss_cls: 0.8341, loss: 0.8341, grad_norm: 1.4122 2021-05-06 20:28:55,955 - mmaction - INFO - Epoch [23][180/1853] lr: 7.336e-02, eta: 15:04:26, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9062, loss_cls: 0.8127, loss: 0.8127, grad_norm: 1.3965 2021-05-06 20:29:09,188 - mmaction - INFO - Epoch [23][200/1853] lr: 7.334e-02, eta: 15:04:11, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7242, top5_acc: 0.9023, loss_cls: 0.8811, loss: 0.8811, grad_norm: 1.4956 2021-05-06 20:29:22,441 - mmaction - INFO - Epoch [23][220/1853] lr: 7.331e-02, eta: 15:03:55, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7297, top5_acc: 0.9109, loss_cls: 0.8723, loss: 0.8723, grad_norm: 1.5170 2021-05-06 20:29:35,696 - mmaction - INFO - Epoch [23][240/1853] lr: 7.329e-02, eta: 15:03:40, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9109, loss_cls: 0.8419, loss: 0.8419, grad_norm: 1.4096 2021-05-06 20:29:48,913 - mmaction - INFO - Epoch [23][260/1853] lr: 7.327e-02, eta: 15:03:24, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9102, loss_cls: 0.8822, loss: 0.8822, grad_norm: 1.5567 2021-05-06 20:30:02,214 - mmaction - INFO - Epoch [23][280/1853] lr: 7.324e-02, eta: 15:03:09, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7281, top5_acc: 0.9125, loss_cls: 0.8759, loss: 0.8759, grad_norm: 1.4156 2021-05-06 20:30:15,494 - mmaction - INFO - Epoch [23][300/1853] lr: 7.322e-02, eta: 15:02:54, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7289, top5_acc: 0.8977, loss_cls: 0.9173, loss: 0.9173, grad_norm: 1.5134 2021-05-06 20:30:28,743 - mmaction - INFO - Epoch [23][320/1853] lr: 7.320e-02, eta: 15:02:39, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7344, top5_acc: 0.8945, loss_cls: 0.9371, loss: 0.9371, grad_norm: 1.4667 2021-05-06 20:30:42,003 - mmaction - INFO - Epoch [23][340/1853] lr: 7.317e-02, eta: 15:02:23, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9117, loss_cls: 0.8551, loss: 0.8551, grad_norm: 1.4992 2021-05-06 20:30:55,274 - mmaction - INFO - Epoch [23][360/1853] lr: 7.315e-02, eta: 15:02:08, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7344, top5_acc: 0.8953, loss_cls: 0.9212, loss: 0.9212, grad_norm: 1.4161 2021-05-06 20:31:08,540 - mmaction - INFO - Epoch [23][380/1853] lr: 7.313e-02, eta: 15:01:53, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7375, top5_acc: 0.8938, loss_cls: 0.8935, loss: 0.8935, grad_norm: 1.3851 2021-05-06 20:31:21,837 - mmaction - INFO - Epoch [23][400/1853] lr: 7.310e-02, eta: 15:01:37, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9078, loss_cls: 0.8547, loss: 0.8547, grad_norm: 1.4256 2021-05-06 20:31:35,125 - mmaction - INFO - Epoch [23][420/1853] lr: 7.308e-02, eta: 15:01:22, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7383, top5_acc: 0.8961, loss_cls: 0.8860, loss: 0.8860, grad_norm: 1.4119 2021-05-06 20:31:48,399 - mmaction - INFO - Epoch [23][440/1853] lr: 7.306e-02, eta: 15:01:07, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9094, loss_cls: 0.8312, loss: 0.8312, grad_norm: 1.3349 2021-05-06 20:32:01,679 - mmaction - INFO - Epoch [23][460/1853] lr: 7.303e-02, eta: 15:00:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9062, loss_cls: 0.8547, loss: 0.8547, grad_norm: 1.4249 2021-05-06 20:32:14,957 - mmaction - INFO - Epoch [23][480/1853] lr: 7.301e-02, eta: 15:00:36, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.8449, loss: 0.8449, grad_norm: 1.4418 2021-05-06 20:32:28,231 - mmaction - INFO - Epoch [23][500/1853] lr: 7.298e-02, eta: 15:00:21, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9023, loss_cls: 0.8584, loss: 0.8584, grad_norm: 1.3226 2021-05-06 20:32:41,505 - mmaction - INFO - Epoch [23][520/1853] lr: 7.296e-02, eta: 15:00:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9219, loss_cls: 0.8527, loss: 0.8527, grad_norm: 1.3473 2021-05-06 20:32:54,780 - mmaction - INFO - Epoch [23][540/1853] lr: 7.294e-02, eta: 14:59:50, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9180, loss_cls: 0.7967, loss: 0.7967, grad_norm: 1.4117 2021-05-06 20:33:08,076 - mmaction - INFO - Epoch [23][560/1853] lr: 7.291e-02, eta: 14:59:35, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9172, loss_cls: 0.8101, loss: 0.8101, grad_norm: 1.4985 2021-05-06 20:33:21,332 - mmaction - INFO - Epoch [23][580/1853] lr: 7.289e-02, eta: 14:59:20, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9055, loss_cls: 0.8785, loss: 0.8785, grad_norm: 1.4512 2021-05-06 20:33:34,624 - mmaction - INFO - Epoch [23][600/1853] lr: 7.287e-02, eta: 14:59:05, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9047, loss_cls: 0.8397, loss: 0.8397, grad_norm: 1.4971 2021-05-06 20:33:47,884 - mmaction - INFO - Epoch [23][620/1853] lr: 7.284e-02, eta: 14:58:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7367, top5_acc: 0.9156, loss_cls: 0.8371, loss: 0.8371, grad_norm: 1.5780 2021-05-06 20:34:01,146 - mmaction - INFO - Epoch [23][640/1853] lr: 7.282e-02, eta: 14:58:34, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9211, loss_cls: 0.8302, loss: 0.8302, grad_norm: 1.4910 2021-05-06 20:34:14,492 - mmaction - INFO - Epoch [23][660/1853] lr: 7.280e-02, eta: 14:58:19, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7289, top5_acc: 0.9078, loss_cls: 0.8586, loss: 0.8586, grad_norm: 1.4424 2021-05-06 20:34:27,775 - mmaction - INFO - Epoch [23][680/1853] lr: 7.277e-02, eta: 14:58:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9086, loss_cls: 0.8932, loss: 0.8932, grad_norm: 1.4557 2021-05-06 20:34:41,050 - mmaction - INFO - Epoch [23][700/1853] lr: 7.275e-02, eta: 14:57:48, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9164, loss_cls: 0.8291, loss: 0.8291, grad_norm: 1.3799 2021-05-06 20:34:54,351 - mmaction - INFO - Epoch [23][720/1853] lr: 7.273e-02, eta: 14:57:33, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9156, loss_cls: 0.8547, loss: 0.8547, grad_norm: 1.4688 2021-05-06 20:35:07,623 - mmaction - INFO - Epoch [23][740/1853] lr: 7.270e-02, eta: 14:57:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9172, loss_cls: 0.7998, loss: 0.7998, grad_norm: 1.4507 2021-05-06 20:35:20,929 - mmaction - INFO - Epoch [23][760/1853] lr: 7.268e-02, eta: 14:57:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9258, loss_cls: 0.7973, loss: 0.7973, grad_norm: 1.4226 2021-05-06 20:35:34,231 - mmaction - INFO - Epoch [23][780/1853] lr: 7.265e-02, eta: 14:56:48, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7625, top5_acc: 0.9172, loss_cls: 0.8165, loss: 0.8165, grad_norm: 1.4358 2021-05-06 20:35:47,534 - mmaction - INFO - Epoch [23][800/1853] lr: 7.263e-02, eta: 14:56:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9078, loss_cls: 0.8753, loss: 0.8753, grad_norm: 1.4546 2021-05-06 20:36:00,814 - mmaction - INFO - Epoch [23][820/1853] lr: 7.261e-02, eta: 14:56:17, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9234, loss_cls: 0.8146, loss: 0.8146, grad_norm: 1.4222 2021-05-06 20:36:14,133 - mmaction - INFO - Epoch [23][840/1853] lr: 7.258e-02, eta: 14:56:02, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7477, top5_acc: 0.9180, loss_cls: 0.8055, loss: 0.8055, grad_norm: 1.3558 2021-05-06 20:36:27,392 - mmaction - INFO - Epoch [23][860/1853] lr: 7.256e-02, eta: 14:55:47, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9078, loss_cls: 0.8405, loss: 0.8405, grad_norm: 1.4523 2021-05-06 20:36:40,693 - mmaction - INFO - Epoch [23][880/1853] lr: 7.254e-02, eta: 14:55:31, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7367, top5_acc: 0.9148, loss_cls: 0.8476, loss: 0.8476, grad_norm: 1.5310 2021-05-06 20:36:53,988 - mmaction - INFO - Epoch [23][900/1853] lr: 7.251e-02, eta: 14:55:16, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7297, top5_acc: 0.8961, loss_cls: 0.9342, loss: 0.9342, grad_norm: 1.5234 2021-05-06 20:37:07,239 - mmaction - INFO - Epoch [23][920/1853] lr: 7.249e-02, eta: 14:55:01, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7398, top5_acc: 0.8992, loss_cls: 0.8811, loss: 0.8811, grad_norm: 1.4814 2021-05-06 20:37:20,567 - mmaction - INFO - Epoch [23][940/1853] lr: 7.247e-02, eta: 14:54:46, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9234, loss_cls: 0.8116, loss: 0.8116, grad_norm: 1.4625 2021-05-06 20:37:33,905 - mmaction - INFO - Epoch [23][960/1853] lr: 7.244e-02, eta: 14:54:31, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9039, loss_cls: 0.8617, loss: 0.8617, grad_norm: 1.4710 2021-05-06 20:37:47,173 - mmaction - INFO - Epoch [23][980/1853] lr: 7.242e-02, eta: 14:54:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7234, top5_acc: 0.9102, loss_cls: 0.8977, loss: 0.8977, grad_norm: 1.4741 2021-05-06 20:38:00,475 - mmaction - INFO - Epoch [23][1000/1853] lr: 7.239e-02, eta: 14:54:00, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9281, loss_cls: 0.7770, loss: 0.7770, grad_norm: 1.3693 2021-05-06 20:38:13,772 - mmaction - INFO - Epoch [23][1020/1853] lr: 7.237e-02, eta: 14:53:45, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7492, top5_acc: 0.9086, loss_cls: 0.8551, loss: 0.8551, grad_norm: 1.4011 2021-05-06 20:38:27,038 - mmaction - INFO - Epoch [23][1040/1853] lr: 7.235e-02, eta: 14:53:30, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9234, loss_cls: 0.8014, loss: 0.8014, grad_norm: 1.4132 2021-05-06 20:38:40,306 - mmaction - INFO - Epoch [23][1060/1853] lr: 7.232e-02, eta: 14:53:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9258, loss_cls: 0.7991, loss: 0.7991, grad_norm: 1.4187 2021-05-06 20:38:53,608 - mmaction - INFO - Epoch [23][1080/1853] lr: 7.230e-02, eta: 14:52:59, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9203, loss_cls: 0.8347, loss: 0.8347, grad_norm: 1.4327 2021-05-06 20:39:06,881 - mmaction - INFO - Epoch [23][1100/1853] lr: 7.228e-02, eta: 14:52:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9133, loss_cls: 0.8599, loss: 0.8599, grad_norm: 1.4528 2021-05-06 20:39:20,135 - mmaction - INFO - Epoch [23][1120/1853] lr: 7.225e-02, eta: 14:52:29, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9039, loss_cls: 0.8387, loss: 0.8387, grad_norm: 1.3830 2021-05-06 20:39:33,406 - mmaction - INFO - Epoch [23][1140/1853] lr: 7.223e-02, eta: 14:52:14, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9180, loss_cls: 0.8242, loss: 0.8242, grad_norm: 1.3441 2021-05-06 20:39:46,698 - mmaction - INFO - Epoch [23][1160/1853] lr: 7.221e-02, eta: 14:51:59, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9078, loss_cls: 0.8151, loss: 0.8151, grad_norm: 1.4122 2021-05-06 20:39:59,993 - mmaction - INFO - Epoch [23][1180/1853] lr: 7.218e-02, eta: 14:51:43, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9219, loss_cls: 0.7987, loss: 0.7987, grad_norm: 1.4128 2021-05-06 20:40:13,235 - mmaction - INFO - Epoch [23][1200/1853] lr: 7.216e-02, eta: 14:51:28, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9211, loss_cls: 0.7889, loss: 0.7889, grad_norm: 1.3081 2021-05-06 20:40:26,512 - mmaction - INFO - Epoch [23][1220/1853] lr: 7.213e-02, eta: 14:51:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9367, loss_cls: 0.7540, loss: 0.7540, grad_norm: 1.4011 2021-05-06 20:40:39,816 - mmaction - INFO - Epoch [23][1240/1853] lr: 7.211e-02, eta: 14:50:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9094, loss_cls: 0.8836, loss: 0.8836, grad_norm: 1.5895 2021-05-06 20:40:53,091 - mmaction - INFO - Epoch [23][1260/1853] lr: 7.209e-02, eta: 14:50:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9141, loss_cls: 0.8640, loss: 0.8640, grad_norm: 1.4726 2021-05-06 20:41:06,364 - mmaction - INFO - Epoch [23][1280/1853] lr: 7.206e-02, eta: 14:50:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9102, loss_cls: 0.8583, loss: 0.8583, grad_norm: 1.5020 2021-05-06 20:41:19,662 - mmaction - INFO - Epoch [23][1300/1853] lr: 7.204e-02, eta: 14:50:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7492, top5_acc: 0.9039, loss_cls: 0.8590, loss: 0.8590, grad_norm: 1.4923 2021-05-06 20:41:32,924 - mmaction - INFO - Epoch [23][1320/1853] lr: 7.201e-02, eta: 14:49:57, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9187, loss_cls: 0.8467, loss: 0.8467, grad_norm: 1.4171 2021-05-06 20:41:46,214 - mmaction - INFO - Epoch [23][1340/1853] lr: 7.199e-02, eta: 14:49:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9133, loss_cls: 0.7630, loss: 0.7630, grad_norm: 1.3657 2021-05-06 20:41:59,506 - mmaction - INFO - Epoch [23][1360/1853] lr: 7.197e-02, eta: 14:49:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.8005, loss: 0.8005, grad_norm: 1.4144 2021-05-06 20:42:12,774 - mmaction - INFO - Epoch [23][1380/1853] lr: 7.194e-02, eta: 14:49:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9172, loss_cls: 0.8269, loss: 0.8269, grad_norm: 1.4430 2021-05-06 20:42:26,073 - mmaction - INFO - Epoch [23][1400/1853] lr: 7.192e-02, eta: 14:48:56, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7367, top5_acc: 0.9070, loss_cls: 0.8635, loss: 0.8635, grad_norm: 1.4191 2021-05-06 20:42:39,394 - mmaction - INFO - Epoch [23][1420/1853] lr: 7.190e-02, eta: 14:48:41, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9148, loss_cls: 0.8325, loss: 0.8325, grad_norm: 1.4141 2021-05-06 20:42:52,658 - mmaction - INFO - Epoch [23][1440/1853] lr: 7.187e-02, eta: 14:48:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9187, loss_cls: 0.8258, loss: 0.8258, grad_norm: 1.4569 2021-05-06 20:43:05,929 - mmaction - INFO - Epoch [23][1460/1853] lr: 7.185e-02, eta: 14:48:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7375, top5_acc: 0.9078, loss_cls: 0.8838, loss: 0.8838, grad_norm: 1.4836 2021-05-06 20:43:19,183 - mmaction - INFO - Epoch [23][1480/1853] lr: 7.182e-02, eta: 14:47:55, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9078, loss_cls: 0.8489, loss: 0.8489, grad_norm: 1.3786 2021-05-06 20:43:32,468 - mmaction - INFO - Epoch [23][1500/1853] lr: 7.180e-02, eta: 14:47:40, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9094, loss_cls: 0.8632, loss: 0.8632, grad_norm: 1.3928 2021-05-06 20:43:45,770 - mmaction - INFO - Epoch [23][1520/1853] lr: 7.178e-02, eta: 14:47:25, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9141, loss_cls: 0.8144, loss: 0.8144, grad_norm: 1.3648 2021-05-06 20:43:59,084 - mmaction - INFO - Epoch [23][1540/1853] lr: 7.175e-02, eta: 14:47:10, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9258, loss_cls: 0.7987, loss: 0.7987, grad_norm: 1.4208 2021-05-06 20:44:12,382 - mmaction - INFO - Epoch [23][1560/1853] lr: 7.173e-02, eta: 14:46:55, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9164, loss_cls: 0.8085, loss: 0.8085, grad_norm: 1.4915 2021-05-06 20:44:25,665 - mmaction - INFO - Epoch [23][1580/1853] lr: 7.171e-02, eta: 14:46:40, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9086, loss_cls: 0.8445, loss: 0.8445, grad_norm: 1.4335 2021-05-06 20:44:38,917 - mmaction - INFO - Epoch [23][1600/1853] lr: 7.168e-02, eta: 14:46:24, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9039, loss_cls: 0.8413, loss: 0.8413, grad_norm: 1.4232 2021-05-06 20:44:52,240 - mmaction - INFO - Epoch [23][1620/1853] lr: 7.166e-02, eta: 14:46:09, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9289, loss_cls: 0.7696, loss: 0.7696, grad_norm: 1.3942 2021-05-06 20:45:05,513 - mmaction - INFO - Epoch [23][1640/1853] lr: 7.163e-02, eta: 14:45:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9000, loss_cls: 0.8801, loss: 0.8801, grad_norm: 1.4992 2021-05-06 20:45:18,784 - mmaction - INFO - Epoch [23][1660/1853] lr: 7.161e-02, eta: 14:45:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9141, loss_cls: 0.8292, loss: 0.8292, grad_norm: 1.4440 2021-05-06 20:45:32,085 - mmaction - INFO - Epoch [23][1680/1853] lr: 7.159e-02, eta: 14:45:24, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9180, loss_cls: 0.8377, loss: 0.8377, grad_norm: 1.4532 2021-05-06 20:45:45,424 - mmaction - INFO - Epoch [23][1700/1853] lr: 7.156e-02, eta: 14:45:09, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9281, loss_cls: 0.8030, loss: 0.8030, grad_norm: 1.5574 2021-05-06 20:45:58,686 - mmaction - INFO - Epoch [23][1720/1853] lr: 7.154e-02, eta: 14:44:54, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7297, top5_acc: 0.9094, loss_cls: 0.8863, loss: 0.8863, grad_norm: 1.5309 2021-05-06 20:46:11,991 - mmaction - INFO - Epoch [23][1740/1853] lr: 7.151e-02, eta: 14:44:39, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9172, loss_cls: 0.8418, loss: 0.8418, grad_norm: 1.3785 2021-05-06 20:46:25,242 - mmaction - INFO - Epoch [23][1760/1853] lr: 7.149e-02, eta: 14:44:23, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9281, loss_cls: 0.7529, loss: 0.7529, grad_norm: 1.3356 2021-05-06 20:46:38,571 - mmaction - INFO - Epoch [23][1780/1853] lr: 7.147e-02, eta: 14:44:08, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9016, loss_cls: 0.8473, loss: 0.8473, grad_norm: 1.4160 2021-05-06 20:46:51,889 - mmaction - INFO - Epoch [23][1800/1853] lr: 7.144e-02, eta: 14:43:53, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9141, loss_cls: 0.8426, loss: 0.8426, grad_norm: 1.4798 2021-05-06 20:47:05,165 - mmaction - INFO - Epoch [23][1820/1853] lr: 7.142e-02, eta: 14:43:38, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9172, loss_cls: 0.8436, loss: 0.8436, grad_norm: 1.4898 2021-05-06 20:47:18,448 - mmaction - INFO - Epoch [23][1840/1853] lr: 7.139e-02, eta: 14:43:23, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7391, top5_acc: 0.9117, loss_cls: 0.8674, loss: 0.8674, grad_norm: 1.5063 2021-05-06 20:47:28,120 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-05-06 20:49:05,361 - mmaction - INFO - Epoch [24][20/1853] lr: 7.136e-02, eta: 14:45:11, time: 4.842, data_time: 4.181, memory: 5809, top1_acc: 0.7641, top5_acc: 0.9203, loss_cls: 0.8082, loss: 0.8082, grad_norm: 1.4657 2021-05-06 20:49:18,502 - mmaction - INFO - Epoch [24][40/1853] lr: 7.133e-02, eta: 14:44:56, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.7367, top5_acc: 0.9125, loss_cls: 0.8738, loss: 0.8738, grad_norm: 1.4901 2021-05-06 20:49:31,642 - mmaction - INFO - Epoch [24][60/1853] lr: 7.131e-02, eta: 14:44:40, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9172, loss_cls: 0.7994, loss: 0.7994, grad_norm: 1.4010 2021-05-06 20:49:44,850 - mmaction - INFO - Epoch [24][80/1853] lr: 7.128e-02, eta: 14:44:25, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9180, loss_cls: 0.8042, loss: 0.8042, grad_norm: 1.4876 2021-05-06 20:49:58,023 - mmaction - INFO - Epoch [24][100/1853] lr: 7.126e-02, eta: 14:44:10, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.9148, loss_cls: 0.8415, loss: 0.8415, grad_norm: 1.4175 2021-05-06 20:50:11,238 - mmaction - INFO - Epoch [24][120/1853] lr: 7.124e-02, eta: 14:43:54, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9117, loss_cls: 0.8464, loss: 0.8464, grad_norm: 1.4783 2021-05-06 20:50:24,411 - mmaction - INFO - Epoch [24][140/1853] lr: 7.121e-02, eta: 14:43:39, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9172, loss_cls: 0.8417, loss: 0.8417, grad_norm: 1.4798 2021-05-06 20:50:37,665 - mmaction - INFO - Epoch [24][160/1853] lr: 7.119e-02, eta: 14:43:24, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9133, loss_cls: 0.8306, loss: 0.8306, grad_norm: 1.4821 2021-05-06 20:50:50,932 - mmaction - INFO - Epoch [24][180/1853] lr: 7.116e-02, eta: 14:43:08, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9172, loss_cls: 0.8277, loss: 0.8277, grad_norm: 1.4919 2021-05-06 20:51:04,166 - mmaction - INFO - Epoch [24][200/1853] lr: 7.114e-02, eta: 14:42:53, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7414, top5_acc: 0.9008, loss_cls: 0.8835, loss: 0.8835, grad_norm: 1.3982 2021-05-06 20:51:17,460 - mmaction - INFO - Epoch [24][220/1853] lr: 7.112e-02, eta: 14:42:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9055, loss_cls: 0.8381, loss: 0.8381, grad_norm: 1.3516 2021-05-06 20:51:30,710 - mmaction - INFO - Epoch [24][240/1853] lr: 7.109e-02, eta: 14:42:23, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9156, loss_cls: 0.7967, loss: 0.7967, grad_norm: 1.4019 2021-05-06 20:51:43,959 - mmaction - INFO - Epoch [24][260/1853] lr: 7.107e-02, eta: 14:42:07, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9102, loss_cls: 0.8626, loss: 0.8626, grad_norm: 1.4899 2021-05-06 20:51:57,238 - mmaction - INFO - Epoch [24][280/1853] lr: 7.104e-02, eta: 14:41:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9133, loss_cls: 0.7994, loss: 0.7994, grad_norm: 1.3787 2021-05-06 20:52:10,490 - mmaction - INFO - Epoch [24][300/1853] lr: 7.102e-02, eta: 14:41:37, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9094, loss_cls: 0.8723, loss: 0.8723, grad_norm: 1.5207 2021-05-06 20:52:23,760 - mmaction - INFO - Epoch [24][320/1853] lr: 7.100e-02, eta: 14:41:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7305, top5_acc: 0.9148, loss_cls: 0.8834, loss: 0.8834, grad_norm: 1.4980 2021-05-06 20:52:37,067 - mmaction - INFO - Epoch [24][340/1853] lr: 7.097e-02, eta: 14:41:06, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9031, loss_cls: 0.8686, loss: 0.8686, grad_norm: 1.4583 2021-05-06 20:52:50,333 - mmaction - INFO - Epoch [24][360/1853] lr: 7.095e-02, eta: 14:40:51, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9242, loss_cls: 0.7487, loss: 0.7487, grad_norm: 1.3968 2021-05-06 20:53:03,574 - mmaction - INFO - Epoch [24][380/1853] lr: 7.092e-02, eta: 14:40:36, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9164, loss_cls: 0.8431, loss: 0.8431, grad_norm: 1.5490 2021-05-06 20:53:16,834 - mmaction - INFO - Epoch [24][400/1853] lr: 7.090e-02, eta: 14:40:21, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9047, loss_cls: 0.8748, loss: 0.8748, grad_norm: 1.4147 2021-05-06 20:53:30,116 - mmaction - INFO - Epoch [24][420/1853] lr: 7.087e-02, eta: 14:40:05, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7367, top5_acc: 0.9172, loss_cls: 0.8403, loss: 0.8403, grad_norm: 1.5489 2021-05-06 20:53:43,365 - mmaction - INFO - Epoch [24][440/1853] lr: 7.085e-02, eta: 14:39:50, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 0.8437, loss: 0.8437, grad_norm: 1.4093 2021-05-06 20:53:56,659 - mmaction - INFO - Epoch [24][460/1853] lr: 7.083e-02, eta: 14:39:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9141, loss_cls: 0.8173, loss: 0.8173, grad_norm: 1.4143 2021-05-06 20:54:09,920 - mmaction - INFO - Epoch [24][480/1853] lr: 7.080e-02, eta: 14:39:20, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9094, loss_cls: 0.8302, loss: 0.8302, grad_norm: 1.4596 2021-05-06 20:54:23,186 - mmaction - INFO - Epoch [24][500/1853] lr: 7.078e-02, eta: 14:39:05, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9148, loss_cls: 0.7887, loss: 0.7887, grad_norm: 1.3615 2021-05-06 20:54:36,467 - mmaction - INFO - Epoch [24][520/1853] lr: 7.075e-02, eta: 14:38:49, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9039, loss_cls: 0.8550, loss: 0.8550, grad_norm: 1.5088 2021-05-06 20:54:49,716 - mmaction - INFO - Epoch [24][540/1853] lr: 7.073e-02, eta: 14:38:34, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9219, loss_cls: 0.8074, loss: 0.8074, grad_norm: 1.4138 2021-05-06 20:55:03,007 - mmaction - INFO - Epoch [24][560/1853] lr: 7.071e-02, eta: 14:38:19, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9180, loss_cls: 0.7939, loss: 0.7939, grad_norm: 1.4718 2021-05-06 20:55:16,304 - mmaction - INFO - Epoch [24][580/1853] lr: 7.068e-02, eta: 14:38:04, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9109, loss_cls: 0.8510, loss: 0.8510, grad_norm: 1.4927 2021-05-06 20:55:29,539 - mmaction - INFO - Epoch [24][600/1853] lr: 7.066e-02, eta: 14:37:48, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9180, loss_cls: 0.8434, loss: 0.8434, grad_norm: 1.4663 2021-05-06 20:55:42,844 - mmaction - INFO - Epoch [24][620/1853] lr: 7.063e-02, eta: 14:37:33, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9211, loss_cls: 0.8271, loss: 0.8271, grad_norm: 1.4835 2021-05-06 20:55:56,149 - mmaction - INFO - Epoch [24][640/1853] lr: 7.061e-02, eta: 14:37:18, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9078, loss_cls: 0.8233, loss: 0.8233, grad_norm: 1.4836 2021-05-06 20:56:09,396 - mmaction - INFO - Epoch [24][660/1853] lr: 7.059e-02, eta: 14:37:03, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9141, loss_cls: 0.7912, loss: 0.7912, grad_norm: 1.3962 2021-05-06 20:56:22,683 - mmaction - INFO - Epoch [24][680/1853] lr: 7.056e-02, eta: 14:36:48, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9125, loss_cls: 0.8087, loss: 0.8087, grad_norm: 1.5034 2021-05-06 20:56:35,953 - mmaction - INFO - Epoch [24][700/1853] lr: 7.054e-02, eta: 14:36:33, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.9070, loss_cls: 0.8512, loss: 0.8512, grad_norm: 1.4792 2021-05-06 20:56:49,203 - mmaction - INFO - Epoch [24][720/1853] lr: 7.051e-02, eta: 14:36:17, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9195, loss_cls: 0.7977, loss: 0.7977, grad_norm: 1.4297 2021-05-06 20:57:02,489 - mmaction - INFO - Epoch [24][740/1853] lr: 7.049e-02, eta: 14:36:02, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7414, top5_acc: 0.9148, loss_cls: 0.8543, loss: 0.8543, grad_norm: 1.6186 2021-05-06 20:57:15,788 - mmaction - INFO - Epoch [24][760/1853] lr: 7.046e-02, eta: 14:35:47, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7414, top5_acc: 0.8969, loss_cls: 0.8826, loss: 0.8826, grad_norm: 1.4534 2021-05-06 20:57:29,086 - mmaction - INFO - Epoch [24][780/1853] lr: 7.044e-02, eta: 14:35:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9242, loss_cls: 0.7960, loss: 0.7960, grad_norm: 1.4608 2021-05-06 20:57:42,363 - mmaction - INFO - Epoch [24][800/1853] lr: 7.042e-02, eta: 14:35:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9016, loss_cls: 0.8687, loss: 0.8687, grad_norm: 1.4319 2021-05-06 20:57:55,656 - mmaction - INFO - Epoch [24][820/1853] lr: 7.039e-02, eta: 14:35:02, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9195, loss_cls: 0.7988, loss: 0.7988, grad_norm: 1.4175 2021-05-06 20:58:08,892 - mmaction - INFO - Epoch [24][840/1853] lr: 7.037e-02, eta: 14:34:46, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7211, top5_acc: 0.9000, loss_cls: 0.9069, loss: 0.9069, grad_norm: 1.4446 2021-05-06 20:58:22,143 - mmaction - INFO - Epoch [24][860/1853] lr: 7.034e-02, eta: 14:34:31, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9141, loss_cls: 0.8186, loss: 0.8186, grad_norm: 1.4503 2021-05-06 20:58:35,429 - mmaction - INFO - Epoch [24][880/1853] lr: 7.032e-02, eta: 14:34:16, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9117, loss_cls: 0.8713, loss: 0.8713, grad_norm: 1.4924 2021-05-06 20:58:48,691 - mmaction - INFO - Epoch [24][900/1853] lr: 7.030e-02, eta: 14:34:01, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9250, loss_cls: 0.7451, loss: 0.7451, grad_norm: 1.3670 2021-05-06 20:59:02,004 - mmaction - INFO - Epoch [24][920/1853] lr: 7.027e-02, eta: 14:33:46, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7352, top5_acc: 0.9117, loss_cls: 0.8780, loss: 0.8780, grad_norm: 1.5858 2021-05-06 20:59:15,271 - mmaction - INFO - Epoch [24][940/1853] lr: 7.025e-02, eta: 14:33:30, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7352, top5_acc: 0.9000, loss_cls: 0.8712, loss: 0.8712, grad_norm: 1.4600 2021-05-06 20:59:28,525 - mmaction - INFO - Epoch [24][960/1853] lr: 7.022e-02, eta: 14:33:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9148, loss_cls: 0.8414, loss: 0.8414, grad_norm: 1.4702 2021-05-06 20:59:41,804 - mmaction - INFO - Epoch [24][980/1853] lr: 7.020e-02, eta: 14:33:00, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9086, loss_cls: 0.8418, loss: 0.8418, grad_norm: 1.4277 2021-05-06 20:59:55,070 - mmaction - INFO - Epoch [24][1000/1853] lr: 7.017e-02, eta: 14:32:45, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9070, loss_cls: 0.8659, loss: 0.8659, grad_norm: 1.4910 2021-05-06 21:00:08,321 - mmaction - INFO - Epoch [24][1020/1853] lr: 7.015e-02, eta: 14:32:30, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9055, loss_cls: 0.8523, loss: 0.8523, grad_norm: 1.4664 2021-05-06 21:00:21,605 - mmaction - INFO - Epoch [24][1040/1853] lr: 7.013e-02, eta: 14:32:15, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9180, loss_cls: 0.8057, loss: 0.8057, grad_norm: 1.4619 2021-05-06 21:00:34,870 - mmaction - INFO - Epoch [24][1060/1853] lr: 7.010e-02, eta: 14:31:59, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7477, top5_acc: 0.9203, loss_cls: 0.8528, loss: 0.8528, grad_norm: 1.4897 2021-05-06 21:00:48,124 - mmaction - INFO - Epoch [24][1080/1853] lr: 7.008e-02, eta: 14:31:44, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9141, loss_cls: 0.8137, loss: 0.8137, grad_norm: 1.3760 2021-05-06 21:01:01,385 - mmaction - INFO - Epoch [24][1100/1853] lr: 7.005e-02, eta: 14:31:29, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9195, loss_cls: 0.7658, loss: 0.7658, grad_norm: 1.4066 2021-05-06 21:01:14,708 - mmaction - INFO - Epoch [24][1120/1853] lr: 7.003e-02, eta: 14:31:14, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9148, loss_cls: 0.8368, loss: 0.8368, grad_norm: 1.4358 2021-05-06 21:01:27,977 - mmaction - INFO - Epoch [24][1140/1853] lr: 7.000e-02, eta: 14:30:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9172, loss_cls: 0.8347, loss: 0.8347, grad_norm: 1.5511 2021-05-06 21:01:41,219 - mmaction - INFO - Epoch [24][1160/1853] lr: 6.998e-02, eta: 14:30:44, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9211, loss_cls: 0.7860, loss: 0.7860, grad_norm: 1.4591 2021-05-06 21:01:54,525 - mmaction - INFO - Epoch [24][1180/1853] lr: 6.996e-02, eta: 14:30:29, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9164, loss_cls: 0.8182, loss: 0.8182, grad_norm: 1.4971 2021-05-06 21:02:07,804 - mmaction - INFO - Epoch [24][1200/1853] lr: 6.993e-02, eta: 14:30:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7367, top5_acc: 0.9227, loss_cls: 0.8586, loss: 0.8586, grad_norm: 1.4901 2021-05-06 21:02:21,076 - mmaction - INFO - Epoch [24][1220/1853] lr: 6.991e-02, eta: 14:29:58, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9148, loss_cls: 0.8119, loss: 0.8119, grad_norm: 1.4803 2021-05-06 21:02:34,368 - mmaction - INFO - Epoch [24][1240/1853] lr: 6.988e-02, eta: 14:29:43, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9172, loss_cls: 0.8348, loss: 0.8348, grad_norm: 1.4623 2021-05-06 21:02:47,652 - mmaction - INFO - Epoch [24][1260/1853] lr: 6.986e-02, eta: 14:29:28, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9187, loss_cls: 0.7933, loss: 0.7933, grad_norm: 1.3215 2021-05-06 21:03:00,912 - mmaction - INFO - Epoch [24][1280/1853] lr: 6.983e-02, eta: 14:29:13, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9102, loss_cls: 0.8149, loss: 0.8149, grad_norm: 1.4304 2021-05-06 21:03:14,202 - mmaction - INFO - Epoch [24][1300/1853] lr: 6.981e-02, eta: 14:28:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9180, loss_cls: 0.8526, loss: 0.8526, grad_norm: 1.4891 2021-05-06 21:03:27,495 - mmaction - INFO - Epoch [24][1320/1853] lr: 6.979e-02, eta: 14:28:43, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9133, loss_cls: 0.8178, loss: 0.8178, grad_norm: 1.3781 2021-05-06 21:03:40,727 - mmaction - INFO - Epoch [24][1340/1853] lr: 6.976e-02, eta: 14:28:27, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7281, top5_acc: 0.9055, loss_cls: 0.8747, loss: 0.8747, grad_norm: 1.5006 2021-05-06 21:03:53,984 - mmaction - INFO - Epoch [24][1360/1853] lr: 6.974e-02, eta: 14:28:12, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9031, loss_cls: 0.8164, loss: 0.8164, grad_norm: 1.4300 2021-05-06 21:04:07,231 - mmaction - INFO - Epoch [24][1380/1853] lr: 6.971e-02, eta: 14:27:57, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9086, loss_cls: 0.8362, loss: 0.8362, grad_norm: 1.4518 2021-05-06 21:04:20,496 - mmaction - INFO - Epoch [24][1400/1853] lr: 6.969e-02, eta: 14:27:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9156, loss_cls: 0.8220, loss: 0.8220, grad_norm: 1.3905 2021-05-06 21:04:33,808 - mmaction - INFO - Epoch [24][1420/1853] lr: 6.966e-02, eta: 14:27:27, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9164, loss_cls: 0.8066, loss: 0.8066, grad_norm: 1.3274 2021-05-06 21:04:47,064 - mmaction - INFO - Epoch [24][1440/1853] lr: 6.964e-02, eta: 14:27:12, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7344, top5_acc: 0.8977, loss_cls: 0.9180, loss: 0.9180, grad_norm: 1.4822 2021-05-06 21:05:00,340 - mmaction - INFO - Epoch [24][1460/1853] lr: 6.962e-02, eta: 14:26:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9023, loss_cls: 0.8636, loss: 0.8636, grad_norm: 1.3735 2021-05-06 21:05:13,628 - mmaction - INFO - Epoch [24][1480/1853] lr: 6.959e-02, eta: 14:26:41, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9133, loss_cls: 0.8102, loss: 0.8102, grad_norm: 1.3542 2021-05-06 21:05:26,891 - mmaction - INFO - Epoch [24][1500/1853] lr: 6.957e-02, eta: 14:26:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9102, loss_cls: 0.8738, loss: 0.8738, grad_norm: 1.5860 2021-05-06 21:05:40,171 - mmaction - INFO - Epoch [24][1520/1853] lr: 6.954e-02, eta: 14:26:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7320, top5_acc: 0.8992, loss_cls: 0.8949, loss: 0.8949, grad_norm: 1.4268 2021-05-06 21:05:53,451 - mmaction - INFO - Epoch [24][1540/1853] lr: 6.952e-02, eta: 14:25:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9109, loss_cls: 0.8050, loss: 0.8050, grad_norm: 1.3643 2021-05-06 21:06:06,719 - mmaction - INFO - Epoch [24][1560/1853] lr: 6.949e-02, eta: 14:25:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9164, loss_cls: 0.8577, loss: 0.8577, grad_norm: 1.4871 2021-05-06 21:06:19,969 - mmaction - INFO - Epoch [24][1580/1853] lr: 6.947e-02, eta: 14:25:26, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9320, loss_cls: 0.7936, loss: 0.7936, grad_norm: 1.4052 2021-05-06 21:06:33,234 - mmaction - INFO - Epoch [24][1600/1853] lr: 6.944e-02, eta: 14:25:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7328, top5_acc: 0.9062, loss_cls: 0.9008, loss: 0.9008, grad_norm: 1.5143 2021-05-06 21:06:46,468 - mmaction - INFO - Epoch [24][1620/1853] lr: 6.942e-02, eta: 14:24:56, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.8914, loss_cls: 0.8811, loss: 0.8811, grad_norm: 1.4066 2021-05-06 21:06:59,751 - mmaction - INFO - Epoch [24][1640/1853] lr: 6.940e-02, eta: 14:24:40, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7641, top5_acc: 0.9164, loss_cls: 0.8223, loss: 0.8223, grad_norm: 1.4750 2021-05-06 21:07:12,985 - mmaction - INFO - Epoch [24][1660/1853] lr: 6.937e-02, eta: 14:24:25, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9219, loss_cls: 0.8041, loss: 0.8041, grad_norm: 1.4608 2021-05-06 21:07:26,236 - mmaction - INFO - Epoch [24][1680/1853] lr: 6.935e-02, eta: 14:24:10, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9055, loss_cls: 0.8321, loss: 0.8321, grad_norm: 1.4102 2021-05-06 21:07:39,536 - mmaction - INFO - Epoch [24][1700/1853] lr: 6.932e-02, eta: 14:23:55, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9125, loss_cls: 0.8077, loss: 0.8077, grad_norm: 1.4460 2021-05-06 21:07:52,787 - mmaction - INFO - Epoch [24][1720/1853] lr: 6.930e-02, eta: 14:23:40, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7492, top5_acc: 0.9039, loss_cls: 0.8776, loss: 0.8776, grad_norm: 1.5131 2021-05-06 21:08:06,057 - mmaction - INFO - Epoch [24][1740/1853] lr: 6.927e-02, eta: 14:23:25, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9180, loss_cls: 0.8227, loss: 0.8227, grad_norm: 1.3482 2021-05-06 21:08:19,378 - mmaction - INFO - Epoch [24][1760/1853] lr: 6.925e-02, eta: 14:23:10, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9133, loss_cls: 0.8034, loss: 0.8034, grad_norm: 1.3623 2021-05-06 21:08:32,596 - mmaction - INFO - Epoch [24][1780/1853] lr: 6.922e-02, eta: 14:22:55, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9180, loss_cls: 0.8563, loss: 0.8563, grad_norm: 1.5428 2021-05-06 21:08:45,863 - mmaction - INFO - Epoch [24][1800/1853] lr: 6.920e-02, eta: 14:22:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9141, loss_cls: 0.8493, loss: 0.8493, grad_norm: 1.4361 2021-05-06 21:08:59,150 - mmaction - INFO - Epoch [24][1820/1853] lr: 6.918e-02, eta: 14:22:24, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9258, loss_cls: 0.7861, loss: 0.7861, grad_norm: 1.4032 2021-05-06 21:09:12,434 - mmaction - INFO - Epoch [24][1840/1853] lr: 6.915e-02, eta: 14:22:09, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7492, top5_acc: 0.9133, loss_cls: 0.8409, loss: 0.8409, grad_norm: 1.4000 2021-05-06 21:09:22,066 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-05-06 21:11:24,771 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 21:11:24,804 - mmaction - INFO - top1_acc 0.9276 top5_acc 0.9944 2021-05-06 21:11:24,804 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 21:11:24,813 - mmaction - INFO - mean_acc 0.9226 2021-05-06 21:11:25,211 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. 2021-05-06 21:11:25,212 - mmaction - INFO - Best top1_acc is 0.9276 at 24 epoch. 2021-05-06 21:11:25,216 - mmaction - INFO - Epoch(val) [24][1853] top1_acc: 0.9276, top5_acc: 0.9944, mean_class_accuracy: 0.9226 2021-05-06 21:12:57,739 - mmaction - INFO - Epoch [25][20/1853] lr: 6.911e-02, eta: 14:23:42, time: 4.625, data_time: 3.965, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9148, loss_cls: 0.8290, loss: 0.8290, grad_norm: 1.4351 2021-05-06 21:13:10,811 - mmaction - INFO - Epoch [25][40/1853] lr: 6.909e-02, eta: 14:23:26, time: 0.654, data_time: 0.002, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9180, loss_cls: 0.7894, loss: 0.7894, grad_norm: 1.4112 2021-05-06 21:13:23,909 - mmaction - INFO - Epoch [25][60/1853] lr: 6.906e-02, eta: 14:23:11, time: 0.655, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9187, loss_cls: 0.7861, loss: 0.7861, grad_norm: 1.4561 2021-05-06 21:13:37,036 - mmaction - INFO - Epoch [25][80/1853] lr: 6.904e-02, eta: 14:22:56, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.7383, top5_acc: 0.8977, loss_cls: 0.8901, loss: 0.8901, grad_norm: 1.5090 2021-05-06 21:13:50,183 - mmaction - INFO - Epoch [25][100/1853] lr: 6.901e-02, eta: 14:22:40, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9086, loss_cls: 0.8071, loss: 0.8071, grad_norm: 1.4140 2021-05-06 21:14:03,339 - mmaction - INFO - Epoch [25][120/1853] lr: 6.899e-02, eta: 14:22:25, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.8891, loss_cls: 0.8907, loss: 0.8907, grad_norm: 1.4659 2021-05-06 21:14:16,529 - mmaction - INFO - Epoch [25][140/1853] lr: 6.896e-02, eta: 14:22:10, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9109, loss_cls: 0.8319, loss: 0.8319, grad_norm: 1.5140 2021-05-06 21:14:29,783 - mmaction - INFO - Epoch [25][160/1853] lr: 6.894e-02, eta: 14:21:54, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9133, loss_cls: 0.8183, loss: 0.8183, grad_norm: 1.5232 2021-05-06 21:14:42,988 - mmaction - INFO - Epoch [25][180/1853] lr: 6.891e-02, eta: 14:21:39, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9148, loss_cls: 0.8350, loss: 0.8350, grad_norm: 1.4916 2021-05-06 21:14:56,204 - mmaction - INFO - Epoch [25][200/1853] lr: 6.889e-02, eta: 14:21:24, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9102, loss_cls: 0.8393, loss: 0.8393, grad_norm: 1.4461 2021-05-06 21:15:09,442 - mmaction - INFO - Epoch [25][220/1853] lr: 6.887e-02, eta: 14:21:09, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9227, loss_cls: 0.8281, loss: 0.8281, grad_norm: 1.5202 2021-05-06 21:15:22,710 - mmaction - INFO - Epoch [25][240/1853] lr: 6.884e-02, eta: 14:20:53, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9125, loss_cls: 0.8385, loss: 0.8385, grad_norm: 1.4375 2021-05-06 21:15:35,941 - mmaction - INFO - Epoch [25][260/1853] lr: 6.882e-02, eta: 14:20:38, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9133, loss_cls: 0.8311, loss: 0.8311, grad_norm: 1.3451 2021-05-06 21:15:49,192 - mmaction - INFO - Epoch [25][280/1853] lr: 6.879e-02, eta: 14:20:23, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9156, loss_cls: 0.8247, loss: 0.8247, grad_norm: 1.4903 2021-05-06 21:16:02,433 - mmaction - INFO - Epoch [25][300/1853] lr: 6.877e-02, eta: 14:20:08, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9117, loss_cls: 0.8594, loss: 0.8594, grad_norm: 1.5071 2021-05-06 21:16:15,648 - mmaction - INFO - Epoch [25][320/1853] lr: 6.874e-02, eta: 14:19:53, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7695, top5_acc: 0.9133, loss_cls: 0.7641, loss: 0.7641, grad_norm: 1.3356 2021-05-06 21:16:28,896 - mmaction - INFO - Epoch [25][340/1853] lr: 6.872e-02, eta: 14:19:37, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9023, loss_cls: 0.8424, loss: 0.8424, grad_norm: 1.5020 2021-05-06 21:16:42,166 - mmaction - INFO - Epoch [25][360/1853] lr: 6.869e-02, eta: 14:19:22, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9117, loss_cls: 0.8328, loss: 0.8328, grad_norm: 1.4850 2021-05-06 21:16:55,398 - mmaction - INFO - Epoch [25][380/1853] lr: 6.867e-02, eta: 14:19:07, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7492, top5_acc: 0.9125, loss_cls: 0.8134, loss: 0.8134, grad_norm: 1.4271 2021-05-06 21:17:08,634 - mmaction - INFO - Epoch [25][400/1853] lr: 6.864e-02, eta: 14:18:52, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9148, loss_cls: 0.8350, loss: 0.8350, grad_norm: 1.4087 2021-05-06 21:17:21,907 - mmaction - INFO - Epoch [25][420/1853] lr: 6.862e-02, eta: 14:18:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9133, loss_cls: 0.8437, loss: 0.8437, grad_norm: 1.4820 2021-05-06 21:17:35,194 - mmaction - INFO - Epoch [25][440/1853] lr: 6.860e-02, eta: 14:18:22, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7352, top5_acc: 0.9039, loss_cls: 0.8594, loss: 0.8594, grad_norm: 1.5236 2021-05-06 21:17:48,490 - mmaction - INFO - Epoch [25][460/1853] lr: 6.857e-02, eta: 14:18:06, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9086, loss_cls: 0.8279, loss: 0.8279, grad_norm: 1.4791 2021-05-06 21:18:01,755 - mmaction - INFO - Epoch [25][480/1853] lr: 6.855e-02, eta: 14:17:51, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9195, loss_cls: 0.7972, loss: 0.7972, grad_norm: 1.4243 2021-05-06 21:18:15,042 - mmaction - INFO - Epoch [25][500/1853] lr: 6.852e-02, eta: 14:17:36, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9234, loss_cls: 0.7454, loss: 0.7454, grad_norm: 1.4102 2021-05-06 21:18:28,281 - mmaction - INFO - Epoch [25][520/1853] lr: 6.850e-02, eta: 14:17:21, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9078, loss_cls: 0.8584, loss: 0.8584, grad_norm: 1.6010 2021-05-06 21:18:41,552 - mmaction - INFO - Epoch [25][540/1853] lr: 6.847e-02, eta: 14:17:06, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.8977, loss_cls: 0.8708, loss: 0.8708, grad_norm: 1.5011 2021-05-06 21:18:54,875 - mmaction - INFO - Epoch [25][560/1853] lr: 6.845e-02, eta: 14:16:51, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7383, top5_acc: 0.9187, loss_cls: 0.8687, loss: 0.8687, grad_norm: 1.5375 2021-05-06 21:19:08,089 - mmaction - INFO - Epoch [25][580/1853] lr: 6.842e-02, eta: 14:16:36, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9086, loss_cls: 0.8237, loss: 0.8237, grad_norm: 1.4181 2021-05-06 21:19:21,322 - mmaction - INFO - Epoch [25][600/1853] lr: 6.840e-02, eta: 14:16:20, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9016, loss_cls: 0.8278, loss: 0.8278, grad_norm: 1.3919 2021-05-06 21:19:34,586 - mmaction - INFO - Epoch [25][620/1853] lr: 6.837e-02, eta: 14:16:05, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7414, top5_acc: 0.9164, loss_cls: 0.8119, loss: 0.8119, grad_norm: 1.5170 2021-05-06 21:19:47,852 - mmaction - INFO - Epoch [25][640/1853] lr: 6.835e-02, eta: 14:15:50, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9141, loss_cls: 0.8704, loss: 0.8704, grad_norm: 1.5454 2021-05-06 21:20:01,083 - mmaction - INFO - Epoch [25][660/1853] lr: 6.832e-02, eta: 14:15:35, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9031, loss_cls: 0.8445, loss: 0.8445, grad_norm: 1.4782 2021-05-06 21:20:14,359 - mmaction - INFO - Epoch [25][680/1853] lr: 6.830e-02, eta: 14:15:20, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9148, loss_cls: 0.8178, loss: 0.8178, grad_norm: 1.4261 2021-05-06 21:20:27,621 - mmaction - INFO - Epoch [25][700/1853] lr: 6.828e-02, eta: 14:15:05, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7477, top5_acc: 0.9016, loss_cls: 0.8772, loss: 0.8772, grad_norm: 1.4576 2021-05-06 21:20:40,865 - mmaction - INFO - Epoch [25][720/1853] lr: 6.825e-02, eta: 14:14:49, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9164, loss_cls: 0.8037, loss: 0.8037, grad_norm: 1.4553 2021-05-06 21:20:54,162 - mmaction - INFO - Epoch [25][740/1853] lr: 6.823e-02, eta: 14:14:34, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7625, top5_acc: 0.9172, loss_cls: 0.7859, loss: 0.7859, grad_norm: 1.4984 2021-05-06 21:21:07,387 - mmaction - INFO - Epoch [25][760/1853] lr: 6.820e-02, eta: 14:14:19, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9227, loss_cls: 0.7480, loss: 0.7480, grad_norm: 1.3213 2021-05-06 21:21:20,660 - mmaction - INFO - Epoch [25][780/1853] lr: 6.818e-02, eta: 14:14:04, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9125, loss_cls: 0.8063, loss: 0.8063, grad_norm: 1.4751 2021-05-06 21:21:33,925 - mmaction - INFO - Epoch [25][800/1853] lr: 6.815e-02, eta: 14:13:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9125, loss_cls: 0.8133, loss: 0.8133, grad_norm: 1.4521 2021-05-06 21:21:47,125 - mmaction - INFO - Epoch [25][820/1853] lr: 6.813e-02, eta: 14:13:34, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9195, loss_cls: 0.8064, loss: 0.8064, grad_norm: 1.4856 2021-05-06 21:22:00,372 - mmaction - INFO - Epoch [25][840/1853] lr: 6.810e-02, eta: 14:13:19, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9133, loss_cls: 0.8467, loss: 0.8467, grad_norm: 1.4339 2021-05-06 21:22:13,617 - mmaction - INFO - Epoch [25][860/1853] lr: 6.808e-02, eta: 14:13:03, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7391, top5_acc: 0.9055, loss_cls: 0.8719, loss: 0.8719, grad_norm: 1.4801 2021-05-06 21:22:26,850 - mmaction - INFO - Epoch [25][880/1853] lr: 6.805e-02, eta: 14:12:48, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7414, top5_acc: 0.9148, loss_cls: 0.8371, loss: 0.8371, grad_norm: 1.4904 2021-05-06 21:22:40,102 - mmaction - INFO - Epoch [25][900/1853] lr: 6.803e-02, eta: 14:12:33, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9180, loss_cls: 0.8320, loss: 0.8320, grad_norm: 1.5461 2021-05-06 21:22:53,366 - mmaction - INFO - Epoch [25][920/1853] lr: 6.800e-02, eta: 14:12:18, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9258, loss_cls: 0.7606, loss: 0.7606, grad_norm: 1.4329 2021-05-06 21:23:06,660 - mmaction - INFO - Epoch [25][940/1853] lr: 6.798e-02, eta: 14:12:03, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7234, top5_acc: 0.9023, loss_cls: 0.9061, loss: 0.9061, grad_norm: 1.5639 2021-05-06 21:23:19,914 - mmaction - INFO - Epoch [25][960/1853] lr: 6.795e-02, eta: 14:11:48, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9148, loss_cls: 0.7880, loss: 0.7880, grad_norm: 1.3601 2021-05-06 21:23:33,167 - mmaction - INFO - Epoch [25][980/1853] lr: 6.793e-02, eta: 14:11:33, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9117, loss_cls: 0.8227, loss: 0.8227, grad_norm: 1.4993 2021-05-06 21:23:46,408 - mmaction - INFO - Epoch [25][1000/1853] lr: 6.791e-02, eta: 14:11:18, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9219, loss_cls: 0.7670, loss: 0.7670, grad_norm: 1.3572 2021-05-06 21:23:59,724 - mmaction - INFO - Epoch [25][1020/1853] lr: 6.788e-02, eta: 14:11:03, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9187, loss_cls: 0.8042, loss: 0.8042, grad_norm: 1.3927 2021-05-06 21:24:12,967 - mmaction - INFO - Epoch [25][1040/1853] lr: 6.786e-02, eta: 14:10:47, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9203, loss_cls: 0.7962, loss: 0.7962, grad_norm: 1.4512 2021-05-06 21:24:26,256 - mmaction - INFO - Epoch [25][1060/1853] lr: 6.783e-02, eta: 14:10:32, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9117, loss_cls: 0.8451, loss: 0.8451, grad_norm: 1.5057 2021-05-06 21:24:39,525 - mmaction - INFO - Epoch [25][1080/1853] lr: 6.781e-02, eta: 14:10:17, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9094, loss_cls: 0.8331, loss: 0.8331, grad_norm: 1.4504 2021-05-06 21:24:52,766 - mmaction - INFO - Epoch [25][1100/1853] lr: 6.778e-02, eta: 14:10:02, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9211, loss_cls: 0.7854, loss: 0.7854, grad_norm: 1.4567 2021-05-06 21:25:06,035 - mmaction - INFO - Epoch [25][1120/1853] lr: 6.776e-02, eta: 14:09:47, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9016, loss_cls: 0.8430, loss: 0.8430, grad_norm: 1.5000 2021-05-06 21:25:19,318 - mmaction - INFO - Epoch [25][1140/1853] lr: 6.773e-02, eta: 14:09:32, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9180, loss_cls: 0.8302, loss: 0.8302, grad_norm: 1.4713 2021-05-06 21:25:32,565 - mmaction - INFO - Epoch [25][1160/1853] lr: 6.771e-02, eta: 14:09:17, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9086, loss_cls: 0.7898, loss: 0.7898, grad_norm: 1.3972 2021-05-06 21:25:45,860 - mmaction - INFO - Epoch [25][1180/1853] lr: 6.768e-02, eta: 14:09:02, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9102, loss_cls: 0.8523, loss: 0.8523, grad_norm: 1.5335 2021-05-06 21:25:59,179 - mmaction - INFO - Epoch [25][1200/1853] lr: 6.766e-02, eta: 14:08:47, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9031, loss_cls: 0.8831, loss: 0.8831, grad_norm: 1.4134 2021-05-06 21:26:12,453 - mmaction - INFO - Epoch [25][1220/1853] lr: 6.763e-02, eta: 14:08:32, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7344, top5_acc: 0.9055, loss_cls: 0.8782, loss: 0.8782, grad_norm: 1.5648 2021-05-06 21:26:25,723 - mmaction - INFO - Epoch [25][1240/1853] lr: 6.761e-02, eta: 14:08:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7383, top5_acc: 0.9125, loss_cls: 0.8900, loss: 0.8900, grad_norm: 1.4530 2021-05-06 21:26:39,070 - mmaction - INFO - Epoch [25][1260/1853] lr: 6.758e-02, eta: 14:08:02, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9352, loss_cls: 0.7763, loss: 0.7763, grad_norm: 1.3802 2021-05-06 21:26:52,312 - mmaction - INFO - Epoch [25][1280/1853] lr: 6.756e-02, eta: 14:07:47, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9172, loss_cls: 0.7896, loss: 0.7896, grad_norm: 1.4566 2021-05-06 21:27:05,559 - mmaction - INFO - Epoch [25][1300/1853] lr: 6.753e-02, eta: 14:07:31, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9234, loss_cls: 0.7386, loss: 0.7386, grad_norm: 1.3525 2021-05-06 21:27:18,893 - mmaction - INFO - Epoch [25][1320/1853] lr: 6.751e-02, eta: 14:07:16, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9031, loss_cls: 0.8953, loss: 0.8953, grad_norm: 1.5265 2021-05-06 21:27:32,207 - mmaction - INFO - Epoch [25][1340/1853] lr: 6.748e-02, eta: 14:07:01, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9133, loss_cls: 0.8322, loss: 0.8322, grad_norm: 1.5063 2021-05-06 21:27:45,462 - mmaction - INFO - Epoch [25][1360/1853] lr: 6.746e-02, eta: 14:06:46, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7492, top5_acc: 0.9172, loss_cls: 0.8120, loss: 0.8120, grad_norm: 1.4180 2021-05-06 21:27:58,751 - mmaction - INFO - Epoch [25][1380/1853] lr: 6.743e-02, eta: 14:06:31, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9117, loss_cls: 0.8085, loss: 0.8085, grad_norm: 1.4070 2021-05-06 21:28:12,027 - mmaction - INFO - Epoch [25][1400/1853] lr: 6.741e-02, eta: 14:06:16, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9180, loss_cls: 0.7610, loss: 0.7610, grad_norm: 1.3132 2021-05-06 21:28:25,302 - mmaction - INFO - Epoch [25][1420/1853] lr: 6.738e-02, eta: 14:06:01, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9320, loss_cls: 0.7080, loss: 0.7080, grad_norm: 1.3826 2021-05-06 21:28:38,557 - mmaction - INFO - Epoch [25][1440/1853] lr: 6.736e-02, eta: 14:05:46, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9258, loss_cls: 0.7957, loss: 0.7957, grad_norm: 1.4444 2021-05-06 21:28:51,858 - mmaction - INFO - Epoch [25][1460/1853] lr: 6.733e-02, eta: 14:05:31, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9164, loss_cls: 0.8195, loss: 0.8195, grad_norm: 1.4029 2021-05-06 21:29:05,155 - mmaction - INFO - Epoch [25][1480/1853] lr: 6.731e-02, eta: 14:05:16, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9117, loss_cls: 0.8367, loss: 0.8367, grad_norm: 1.5243 2021-05-06 21:29:18,423 - mmaction - INFO - Epoch [25][1500/1853] lr: 6.729e-02, eta: 14:05:01, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7352, top5_acc: 0.9078, loss_cls: 0.8677, loss: 0.8677, grad_norm: 1.5115 2021-05-06 21:29:31,707 - mmaction - INFO - Epoch [25][1520/1853] lr: 6.726e-02, eta: 14:04:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9156, loss_cls: 0.8537, loss: 0.8537, grad_norm: 1.4813 2021-05-06 21:29:45,000 - mmaction - INFO - Epoch [25][1540/1853] lr: 6.724e-02, eta: 14:04:31, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9305, loss_cls: 0.8052, loss: 0.8052, grad_norm: 1.4330 2021-05-06 21:29:58,272 - mmaction - INFO - Epoch [25][1560/1853] lr: 6.721e-02, eta: 14:04:16, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9094, loss_cls: 0.8312, loss: 0.8312, grad_norm: 1.4828 2021-05-06 21:30:11,566 - mmaction - INFO - Epoch [25][1580/1853] lr: 6.719e-02, eta: 14:04:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9211, loss_cls: 0.7784, loss: 0.7784, grad_norm: 1.4951 2021-05-06 21:30:24,833 - mmaction - INFO - Epoch [25][1600/1853] lr: 6.716e-02, eta: 14:03:46, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7117, top5_acc: 0.9047, loss_cls: 0.9365, loss: 0.9365, grad_norm: 1.7068 2021-05-06 21:30:38,096 - mmaction - INFO - Epoch [25][1620/1853] lr: 6.714e-02, eta: 14:03:31, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9016, loss_cls: 0.8612, loss: 0.8612, grad_norm: 1.5315 2021-05-06 21:30:51,404 - mmaction - INFO - Epoch [25][1640/1853] lr: 6.711e-02, eta: 14:03:16, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9156, loss_cls: 0.8448, loss: 0.8448, grad_norm: 1.5061 2021-05-06 21:31:04,667 - mmaction - INFO - Epoch [25][1660/1853] lr: 6.709e-02, eta: 14:03:01, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9070, loss_cls: 0.8456, loss: 0.8456, grad_norm: 1.4725 2021-05-06 21:31:17,946 - mmaction - INFO - Epoch [25][1680/1853] lr: 6.706e-02, eta: 14:02:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9281, loss_cls: 0.7982, loss: 0.7982, grad_norm: 1.4272 2021-05-06 21:31:31,251 - mmaction - INFO - Epoch [25][1700/1853] lr: 6.704e-02, eta: 14:02:31, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7414, top5_acc: 0.9180, loss_cls: 0.8126, loss: 0.8126, grad_norm: 1.5344 2021-05-06 21:31:44,552 - mmaction - INFO - Epoch [25][1720/1853] lr: 6.701e-02, eta: 14:02:16, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7328, top5_acc: 0.9117, loss_cls: 0.8787, loss: 0.8787, grad_norm: 1.5386 2021-05-06 21:31:57,838 - mmaction - INFO - Epoch [25][1740/1853] lr: 6.699e-02, eta: 14:02:01, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9211, loss_cls: 0.8228, loss: 0.8228, grad_norm: 1.4799 2021-05-06 21:32:11,156 - mmaction - INFO - Epoch [25][1760/1853] lr: 6.696e-02, eta: 14:01:46, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9211, loss_cls: 0.8186, loss: 0.8186, grad_norm: 1.4040 2021-05-06 21:32:24,401 - mmaction - INFO - Epoch [25][1780/1853] lr: 6.694e-02, eta: 14:01:31, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9180, loss_cls: 0.8176, loss: 0.8176, grad_norm: 1.4753 2021-05-06 21:32:37,714 - mmaction - INFO - Epoch [25][1800/1853] lr: 6.691e-02, eta: 14:01:16, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7477, top5_acc: 0.9102, loss_cls: 0.8372, loss: 0.8372, grad_norm: 1.4153 2021-05-06 21:32:51,006 - mmaction - INFO - Epoch [25][1820/1853] lr: 6.689e-02, eta: 14:01:01, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9219, loss_cls: 0.8522, loss: 0.8522, grad_norm: 1.5187 2021-05-06 21:33:04,346 - mmaction - INFO - Epoch [25][1840/1853] lr: 6.686e-02, eta: 14:00:46, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7477, top5_acc: 0.9148, loss_cls: 0.8160, loss: 0.8160, grad_norm: 1.4814 2021-05-06 21:33:13,939 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-05-06 21:34:50,552 - mmaction - INFO - Epoch [26][20/1853] lr: 6.682e-02, eta: 14:02:17, time: 4.810, data_time: 4.152, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9000, loss_cls: 0.8888, loss: 0.8888, grad_norm: 1.5578 2021-05-06 21:35:03,700 - mmaction - INFO - Epoch [26][40/1853] lr: 6.680e-02, eta: 14:02:01, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9187, loss_cls: 0.8449, loss: 0.8449, grad_norm: 1.4298 2021-05-06 21:35:16,813 - mmaction - INFO - Epoch [26][60/1853] lr: 6.677e-02, eta: 14:01:46, time: 0.656, data_time: 0.002, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9203, loss_cls: 0.7693, loss: 0.7693, grad_norm: 1.4192 2021-05-06 21:35:30,014 - mmaction - INFO - Epoch [26][80/1853] lr: 6.675e-02, eta: 14:01:31, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9242, loss_cls: 0.7524, loss: 0.7524, grad_norm: 1.3908 2021-05-06 21:35:43,192 - mmaction - INFO - Epoch [26][100/1853] lr: 6.672e-02, eta: 14:01:16, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9117, loss_cls: 0.8108, loss: 0.8108, grad_norm: 1.4697 2021-05-06 21:35:56,398 - mmaction - INFO - Epoch [26][120/1853] lr: 6.670e-02, eta: 14:01:00, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9203, loss_cls: 0.7837, loss: 0.7837, grad_norm: 1.4325 2021-05-06 21:36:09,624 - mmaction - INFO - Epoch [26][140/1853] lr: 6.667e-02, eta: 14:00:45, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9266, loss_cls: 0.7540, loss: 0.7540, grad_norm: 1.4318 2021-05-06 21:36:22,821 - mmaction - INFO - Epoch [26][160/1853] lr: 6.665e-02, eta: 14:00:30, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9250, loss_cls: 0.7865, loss: 0.7865, grad_norm: 1.6144 2021-05-06 21:36:36,062 - mmaction - INFO - Epoch [26][180/1853] lr: 6.662e-02, eta: 14:00:15, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9250, loss_cls: 0.8313, loss: 0.8313, grad_norm: 1.5450 2021-05-06 21:36:49,293 - mmaction - INFO - Epoch [26][200/1853] lr: 6.660e-02, eta: 14:00:00, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9078, loss_cls: 0.8154, loss: 0.8154, grad_norm: 1.3261 2021-05-06 21:37:02,601 - mmaction - INFO - Epoch [26][220/1853] lr: 6.657e-02, eta: 13:59:45, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7398, top5_acc: 0.9086, loss_cls: 0.8938, loss: 0.8938, grad_norm: 1.4713 2021-05-06 21:37:15,863 - mmaction - INFO - Epoch [26][240/1853] lr: 6.655e-02, eta: 13:59:30, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9242, loss_cls: 0.8146, loss: 0.8146, grad_norm: 1.4029 2021-05-06 21:37:29,130 - mmaction - INFO - Epoch [26][260/1853] lr: 6.652e-02, eta: 13:59:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9227, loss_cls: 0.7623, loss: 0.7623, grad_norm: 1.5686 2021-05-06 21:37:42,417 - mmaction - INFO - Epoch [26][280/1853] lr: 6.650e-02, eta: 13:58:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9125, loss_cls: 0.8246, loss: 0.8246, grad_norm: 1.5908 2021-05-06 21:37:55,691 - mmaction - INFO - Epoch [26][300/1853] lr: 6.647e-02, eta: 13:58:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9203, loss_cls: 0.7831, loss: 0.7831, grad_norm: 1.4676 2021-05-06 21:38:08,922 - mmaction - INFO - Epoch [26][320/1853] lr: 6.645e-02, eta: 13:58:29, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9141, loss_cls: 0.8380, loss: 0.8380, grad_norm: 1.5326 2021-05-06 21:38:22,172 - mmaction - INFO - Epoch [26][340/1853] lr: 6.642e-02, eta: 13:58:14, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9187, loss_cls: 0.8062, loss: 0.8062, grad_norm: 1.4682 2021-05-06 21:38:35,459 - mmaction - INFO - Epoch [26][360/1853] lr: 6.640e-02, eta: 13:57:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.8984, loss_cls: 0.8665, loss: 0.8665, grad_norm: 1.5354 2021-05-06 21:38:48,697 - mmaction - INFO - Epoch [26][380/1853] lr: 6.637e-02, eta: 13:57:44, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7375, top5_acc: 0.9055, loss_cls: 0.8773, loss: 0.8773, grad_norm: 1.5284 2021-05-06 21:39:02,002 - mmaction - INFO - Epoch [26][400/1853] lr: 6.635e-02, eta: 13:57:29, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9023, loss_cls: 0.8409, loss: 0.8409, grad_norm: 1.4231 2021-05-06 21:39:15,269 - mmaction - INFO - Epoch [26][420/1853] lr: 6.632e-02, eta: 13:57:14, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.9070, loss_cls: 0.8310, loss: 0.8310, grad_norm: 1.4386 2021-05-06 21:39:28,501 - mmaction - INFO - Epoch [26][440/1853] lr: 6.630e-02, eta: 13:56:59, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9102, loss_cls: 0.7946, loss: 0.7946, grad_norm: 1.4294 2021-05-06 21:39:41,741 - mmaction - INFO - Epoch [26][460/1853] lr: 6.627e-02, eta: 13:56:44, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9125, loss_cls: 0.8066, loss: 0.8066, grad_norm: 1.5339 2021-05-06 21:39:54,974 - mmaction - INFO - Epoch [26][480/1853] lr: 6.625e-02, eta: 13:56:28, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9258, loss_cls: 0.8284, loss: 0.8284, grad_norm: 1.5983 2021-05-06 21:40:08,237 - mmaction - INFO - Epoch [26][500/1853] lr: 6.622e-02, eta: 13:56:13, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7695, top5_acc: 0.9141, loss_cls: 0.7885, loss: 0.7885, grad_norm: 1.4404 2021-05-06 21:40:21,477 - mmaction - INFO - Epoch [26][520/1853] lr: 6.620e-02, eta: 13:55:58, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7492, top5_acc: 0.9133, loss_cls: 0.8391, loss: 0.8391, grad_norm: 1.5635 2021-05-06 21:40:34,719 - mmaction - INFO - Epoch [26][540/1853] lr: 6.617e-02, eta: 13:55:43, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7172, top5_acc: 0.9023, loss_cls: 0.9403, loss: 0.9403, grad_norm: 1.6372 2021-05-06 21:40:47,984 - mmaction - INFO - Epoch [26][560/1853] lr: 6.615e-02, eta: 13:55:28, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9148, loss_cls: 0.8115, loss: 0.8115, grad_norm: 1.4956 2021-05-06 21:41:01,219 - mmaction - INFO - Epoch [26][580/1853] lr: 6.612e-02, eta: 13:55:13, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9195, loss_cls: 0.8194, loss: 0.8194, grad_norm: 1.4830 2021-05-06 21:41:14,466 - mmaction - INFO - Epoch [26][600/1853] lr: 6.610e-02, eta: 13:54:58, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9078, loss_cls: 0.8563, loss: 0.8563, grad_norm: 1.4969 2021-05-06 21:41:27,734 - mmaction - INFO - Epoch [26][620/1853] lr: 6.607e-02, eta: 13:54:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9109, loss_cls: 0.8342, loss: 0.8342, grad_norm: 1.6113 2021-05-06 21:41:41,000 - mmaction - INFO - Epoch [26][640/1853] lr: 6.605e-02, eta: 13:54:28, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9133, loss_cls: 0.8509, loss: 0.8509, grad_norm: 1.6175 2021-05-06 21:41:54,281 - mmaction - INFO - Epoch [26][660/1853] lr: 6.602e-02, eta: 13:54:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9313, loss_cls: 0.7712, loss: 0.7712, grad_norm: 1.5362 2021-05-06 21:42:07,552 - mmaction - INFO - Epoch [26][680/1853] lr: 6.600e-02, eta: 13:53:58, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9094, loss_cls: 0.8988, loss: 0.8988, grad_norm: 1.5872 2021-05-06 21:42:20,802 - mmaction - INFO - Epoch [26][700/1853] lr: 6.597e-02, eta: 13:53:42, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9172, loss_cls: 0.8333, loss: 0.8333, grad_norm: 1.4600 2021-05-06 21:42:34,050 - mmaction - INFO - Epoch [26][720/1853] lr: 6.594e-02, eta: 13:53:27, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9180, loss_cls: 0.7588, loss: 0.7588, grad_norm: 1.4362 2021-05-06 21:42:47,351 - mmaction - INFO - Epoch [26][740/1853] lr: 6.592e-02, eta: 13:53:12, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9133, loss_cls: 0.8103, loss: 0.8103, grad_norm: 1.5130 2021-05-06 21:43:00,623 - mmaction - INFO - Epoch [26][760/1853] lr: 6.589e-02, eta: 13:52:57, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9117, loss_cls: 0.8114, loss: 0.8114, grad_norm: 1.4299 2021-05-06 21:43:13,852 - mmaction - INFO - Epoch [26][780/1853] lr: 6.587e-02, eta: 13:52:42, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9187, loss_cls: 0.7879, loss: 0.7879, grad_norm: 1.4794 2021-05-06 21:43:27,140 - mmaction - INFO - Epoch [26][800/1853] lr: 6.584e-02, eta: 13:52:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7383, top5_acc: 0.9078, loss_cls: 0.8849, loss: 0.8849, grad_norm: 1.5600 2021-05-06 21:43:40,371 - mmaction - INFO - Epoch [26][820/1853] lr: 6.582e-02, eta: 13:52:12, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7469, top5_acc: 0.8930, loss_cls: 0.8520, loss: 0.8520, grad_norm: 1.4197 2021-05-06 21:43:53,665 - mmaction - INFO - Epoch [26][840/1853] lr: 6.579e-02, eta: 13:51:57, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9195, loss_cls: 0.8477, loss: 0.8477, grad_norm: 1.5246 2021-05-06 21:44:06,977 - mmaction - INFO - Epoch [26][860/1853] lr: 6.577e-02, eta: 13:51:42, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9242, loss_cls: 0.7649, loss: 0.7649, grad_norm: 1.4988 2021-05-06 21:44:20,226 - mmaction - INFO - Epoch [26][880/1853] lr: 6.574e-02, eta: 13:51:27, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7625, top5_acc: 0.9117, loss_cls: 0.8415, loss: 0.8415, grad_norm: 1.5868 2021-05-06 21:44:33,484 - mmaction - INFO - Epoch [26][900/1853] lr: 6.572e-02, eta: 13:51:12, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9094, loss_cls: 0.8631, loss: 0.8631, grad_norm: 1.5567 2021-05-06 21:44:46,748 - mmaction - INFO - Epoch [26][920/1853] lr: 6.569e-02, eta: 13:50:57, time: 0.663, data_time: 0.000, memory: 5809, top1_acc: 0.7422, top5_acc: 0.9039, loss_cls: 0.8922, loss: 0.8922, grad_norm: 1.5509 2021-05-06 21:44:59,995 - mmaction - INFO - Epoch [26][940/1853] lr: 6.567e-02, eta: 13:50:42, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9227, loss_cls: 0.8082, loss: 0.8082, grad_norm: 1.4957 2021-05-06 21:45:13,289 - mmaction - INFO - Epoch [26][960/1853] lr: 6.564e-02, eta: 13:50:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9156, loss_cls: 0.8442, loss: 0.8442, grad_norm: 1.5629 2021-05-06 21:45:26,587 - mmaction - INFO - Epoch [26][980/1853] lr: 6.562e-02, eta: 13:50:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9031, loss_cls: 0.8520, loss: 0.8520, grad_norm: 1.4296 2021-05-06 21:45:39,835 - mmaction - INFO - Epoch [26][1000/1853] lr: 6.559e-02, eta: 13:49:57, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.9203, loss_cls: 0.8466, loss: 0.8466, grad_norm: 1.5089 2021-05-06 21:45:53,130 - mmaction - INFO - Epoch [26][1020/1853] lr: 6.557e-02, eta: 13:49:42, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9242, loss_cls: 0.7497, loss: 0.7497, grad_norm: 1.4511 2021-05-06 21:46:06,397 - mmaction - INFO - Epoch [26][1040/1853] lr: 6.554e-02, eta: 13:49:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7211, top5_acc: 0.8945, loss_cls: 0.9184, loss: 0.9184, grad_norm: 1.6045 2021-05-06 21:46:19,668 - mmaction - INFO - Epoch [26][1060/1853] lr: 6.552e-02, eta: 13:49:12, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9195, loss_cls: 0.7871, loss: 0.7871, grad_norm: 1.4985 2021-05-06 21:46:32,978 - mmaction - INFO - Epoch [26][1080/1853] lr: 6.549e-02, eta: 13:48:57, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9172, loss_cls: 0.8247, loss: 0.8247, grad_norm: 1.5501 2021-05-06 21:46:46,260 - mmaction - INFO - Epoch [26][1100/1853] lr: 6.547e-02, eta: 13:48:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9141, loss_cls: 0.8152, loss: 0.8152, grad_norm: 1.4559 2021-05-06 21:46:59,542 - mmaction - INFO - Epoch [26][1120/1853] lr: 6.544e-02, eta: 13:48:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9125, loss_cls: 0.8230, loss: 0.8230, grad_norm: 1.4775 2021-05-06 21:47:12,820 - mmaction - INFO - Epoch [26][1140/1853] lr: 6.542e-02, eta: 13:48:12, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9250, loss_cls: 0.7939, loss: 0.7939, grad_norm: 1.4433 2021-05-06 21:47:26,095 - mmaction - INFO - Epoch [26][1160/1853] lr: 6.539e-02, eta: 13:47:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.9062, loss_cls: 0.8763, loss: 0.8763, grad_norm: 1.5837 2021-05-06 21:47:39,393 - mmaction - INFO - Epoch [26][1180/1853] lr: 6.537e-02, eta: 13:47:42, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9031, loss_cls: 0.8523, loss: 0.8523, grad_norm: 1.5313 2021-05-06 21:47:52,738 - mmaction - INFO - Epoch [26][1200/1853] lr: 6.534e-02, eta: 13:47:27, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9266, loss_cls: 0.8172, loss: 0.8172, grad_norm: 1.4741 2021-05-06 21:48:05,990 - mmaction - INFO - Epoch [26][1220/1853] lr: 6.532e-02, eta: 13:47:12, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.8953, loss_cls: 0.8722, loss: 0.8722, grad_norm: 1.4563 2021-05-06 21:48:19,299 - mmaction - INFO - Epoch [26][1240/1853] lr: 6.529e-02, eta: 13:46:57, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9273, loss_cls: 0.7732, loss: 0.7732, grad_norm: 1.5402 2021-05-06 21:48:32,609 - mmaction - INFO - Epoch [26][1260/1853] lr: 6.527e-02, eta: 13:46:42, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9125, loss_cls: 0.8330, loss: 0.8330, grad_norm: 1.5527 2021-05-06 21:48:45,857 - mmaction - INFO - Epoch [26][1280/1853] lr: 6.524e-02, eta: 13:46:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9133, loss_cls: 0.8080, loss: 0.8080, grad_norm: 1.4849 2021-05-06 21:48:59,177 - mmaction - INFO - Epoch [26][1300/1853] lr: 6.521e-02, eta: 13:46:12, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9297, loss_cls: 0.7453, loss: 0.7453, grad_norm: 1.4688 2021-05-06 21:49:12,483 - mmaction - INFO - Epoch [26][1320/1853] lr: 6.519e-02, eta: 13:45:57, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9195, loss_cls: 0.7576, loss: 0.7576, grad_norm: 1.4817 2021-05-06 21:49:25,739 - mmaction - INFO - Epoch [26][1340/1853] lr: 6.516e-02, eta: 13:45:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9148, loss_cls: 0.8700, loss: 0.8700, grad_norm: 1.5591 2021-05-06 21:49:39,039 - mmaction - INFO - Epoch [26][1360/1853] lr: 6.514e-02, eta: 13:45:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9250, loss_cls: 0.7449, loss: 0.7449, grad_norm: 1.4056 2021-05-06 21:49:52,309 - mmaction - INFO - Epoch [26][1380/1853] lr: 6.511e-02, eta: 13:45:12, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9273, loss_cls: 0.7728, loss: 0.7728, grad_norm: 1.4168 2021-05-06 21:50:05,589 - mmaction - INFO - Epoch [26][1400/1853] lr: 6.509e-02, eta: 13:44:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7641, top5_acc: 0.9203, loss_cls: 0.7673, loss: 0.7673, grad_norm: 1.4903 2021-05-06 21:50:18,855 - mmaction - INFO - Epoch [26][1420/1853] lr: 6.506e-02, eta: 13:44:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7625, top5_acc: 0.9016, loss_cls: 0.8266, loss: 0.8266, grad_norm: 1.4444 2021-05-06 21:50:32,115 - mmaction - INFO - Epoch [26][1440/1853] lr: 6.504e-02, eta: 13:44:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9148, loss_cls: 0.8324, loss: 0.8324, grad_norm: 1.5566 2021-05-06 21:50:45,397 - mmaction - INFO - Epoch [26][1460/1853] lr: 6.501e-02, eta: 13:44:12, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9164, loss_cls: 0.8232, loss: 0.8232, grad_norm: 1.5181 2021-05-06 21:50:58,688 - mmaction - INFO - Epoch [26][1480/1853] lr: 6.499e-02, eta: 13:43:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9211, loss_cls: 0.7771, loss: 0.7771, grad_norm: 1.3467 2021-05-06 21:51:11,966 - mmaction - INFO - Epoch [26][1500/1853] lr: 6.496e-02, eta: 13:43:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9195, loss_cls: 0.7320, loss: 0.7320, grad_norm: 1.4116 2021-05-06 21:51:25,250 - mmaction - INFO - Epoch [26][1520/1853] lr: 6.494e-02, eta: 13:43:27, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9227, loss_cls: 0.7583, loss: 0.7583, grad_norm: 1.5439 2021-05-06 21:51:38,522 - mmaction - INFO - Epoch [26][1540/1853] lr: 6.491e-02, eta: 13:43:12, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7336, top5_acc: 0.9086, loss_cls: 0.8514, loss: 0.8514, grad_norm: 1.6408 2021-05-06 21:51:51,783 - mmaction - INFO - Epoch [26][1560/1853] lr: 6.489e-02, eta: 13:42:57, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9281, loss_cls: 0.7836, loss: 0.7836, grad_norm: 1.4663 2021-05-06 21:52:05,047 - mmaction - INFO - Epoch [26][1580/1853] lr: 6.486e-02, eta: 13:42:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9102, loss_cls: 0.8058, loss: 0.8058, grad_norm: 1.4379 2021-05-06 21:52:18,305 - mmaction - INFO - Epoch [26][1600/1853] lr: 6.484e-02, eta: 13:42:27, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7391, top5_acc: 0.9039, loss_cls: 0.8508, loss: 0.8508, grad_norm: 1.5634 2021-05-06 21:52:31,607 - mmaction - INFO - Epoch [26][1620/1853] lr: 6.481e-02, eta: 13:42:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9031, loss_cls: 0.8301, loss: 0.8301, grad_norm: 1.4789 2021-05-06 21:52:44,850 - mmaction - INFO - Epoch [26][1640/1853] lr: 6.479e-02, eta: 13:41:57, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9102, loss_cls: 0.8326, loss: 0.8326, grad_norm: 1.4905 2021-05-06 21:52:58,099 - mmaction - INFO - Epoch [26][1660/1853] lr: 6.476e-02, eta: 13:41:42, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9180, loss_cls: 0.8109, loss: 0.8109, grad_norm: 1.5258 2021-05-06 21:53:11,374 - mmaction - INFO - Epoch [26][1680/1853] lr: 6.473e-02, eta: 13:41:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9313, loss_cls: 0.7650, loss: 0.7650, grad_norm: 1.4597 2021-05-06 21:53:24,660 - mmaction - INFO - Epoch [26][1700/1853] lr: 6.471e-02, eta: 13:41:12, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9062, loss_cls: 0.8122, loss: 0.8122, grad_norm: 1.4671 2021-05-06 21:53:37,908 - mmaction - INFO - Epoch [26][1720/1853] lr: 6.468e-02, eta: 13:40:57, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9141, loss_cls: 0.8329, loss: 0.8329, grad_norm: 1.5455 2021-05-06 21:53:51,184 - mmaction - INFO - Epoch [26][1740/1853] lr: 6.466e-02, eta: 13:40:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7414, top5_acc: 0.9125, loss_cls: 0.8433, loss: 0.8433, grad_norm: 1.4428 2021-05-06 21:54:04,429 - mmaction - INFO - Epoch [26][1760/1853] lr: 6.463e-02, eta: 13:40:27, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9094, loss_cls: 0.8445, loss: 0.8445, grad_norm: 1.4656 2021-05-06 21:54:17,695 - mmaction - INFO - Epoch [26][1780/1853] lr: 6.461e-02, eta: 13:40:12, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9117, loss_cls: 0.8219, loss: 0.8219, grad_norm: 1.4787 2021-05-06 21:54:30,960 - mmaction - INFO - Epoch [26][1800/1853] lr: 6.458e-02, eta: 13:39:57, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9250, loss_cls: 0.7833, loss: 0.7833, grad_norm: 1.4116 2021-05-06 21:54:44,206 - mmaction - INFO - Epoch [26][1820/1853] lr: 6.456e-02, eta: 13:39:42, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9109, loss_cls: 0.8435, loss: 0.8435, grad_norm: 1.5467 2021-05-06 21:54:57,509 - mmaction - INFO - Epoch [26][1840/1853] lr: 6.453e-02, eta: 13:39:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9156, loss_cls: 0.7926, loss: 0.7926, grad_norm: 1.4571 2021-05-06 21:55:07,198 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-05-06 21:57:05,413 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 21:57:05,443 - mmaction - INFO - top1_acc 0.9261 top5_acc 0.9932 2021-05-06 21:57:05,443 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 21:57:05,451 - mmaction - INFO - mean_acc 0.9221 2021-05-06 21:57:05,453 - mmaction - INFO - Epoch(val) [26][1853] top1_acc: 0.9261, top5_acc: 0.9932, mean_class_accuracy: 0.9221 2021-05-06 21:58:35,977 - mmaction - INFO - Epoch [27][20/1853] lr: 6.449e-02, eta: 13:40:42, time: 4.526, data_time: 3.867, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9156, loss_cls: 0.7632, loss: 0.7632, grad_norm: 1.4526 2021-05-06 21:58:49,069 - mmaction - INFO - Epoch [27][40/1853] lr: 6.446e-02, eta: 13:40:27, time: 0.655, data_time: 0.002, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9242, loss_cls: 0.7996, loss: 0.7996, grad_norm: 1.4123 2021-05-06 21:59:02,191 - mmaction - INFO - Epoch [27][60/1853] lr: 6.444e-02, eta: 13:40:12, time: 0.656, data_time: 0.002, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.8297, loss: 0.8297, grad_norm: 1.5659 2021-05-06 21:59:15,369 - mmaction - INFO - Epoch [27][80/1853] lr: 6.441e-02, eta: 13:39:57, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9195, loss_cls: 0.7820, loss: 0.7820, grad_norm: 1.4979 2021-05-06 21:59:28,537 - mmaction - INFO - Epoch [27][100/1853] lr: 6.439e-02, eta: 13:39:42, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9094, loss_cls: 0.8248, loss: 0.8248, grad_norm: 1.5069 2021-05-06 21:59:41,699 - mmaction - INFO - Epoch [27][120/1853] lr: 6.436e-02, eta: 13:39:26, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.7414, top5_acc: 0.9078, loss_cls: 0.8476, loss: 0.8476, grad_norm: 1.4934 2021-05-06 21:59:54,906 - mmaction - INFO - Epoch [27][140/1853] lr: 6.434e-02, eta: 13:39:11, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9125, loss_cls: 0.8458, loss: 0.8458, grad_norm: 1.6183 2021-05-06 22:00:08,155 - mmaction - INFO - Epoch [27][160/1853] lr: 6.431e-02, eta: 13:38:56, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9078, loss_cls: 0.8227, loss: 0.8227, grad_norm: 1.4508 2021-05-06 22:00:21,356 - mmaction - INFO - Epoch [27][180/1853] lr: 6.429e-02, eta: 13:38:41, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9109, loss_cls: 0.8074, loss: 0.8074, grad_norm: 1.4691 2021-05-06 22:00:34,608 - mmaction - INFO - Epoch [27][200/1853] lr: 6.426e-02, eta: 13:38:26, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7586, top5_acc: 0.8984, loss_cls: 0.8253, loss: 0.8253, grad_norm: 1.5505 2021-05-06 22:00:47,931 - mmaction - INFO - Epoch [27][220/1853] lr: 6.424e-02, eta: 13:38:11, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7695, top5_acc: 0.9242, loss_cls: 0.7488, loss: 0.7488, grad_norm: 1.4937 2021-05-06 22:01:01,198 - mmaction - INFO - Epoch [27][240/1853] lr: 6.421e-02, eta: 13:37:56, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.8992, loss_cls: 0.8774, loss: 0.8774, grad_norm: 1.6275 2021-05-06 22:01:14,468 - mmaction - INFO - Epoch [27][260/1853] lr: 6.419e-02, eta: 13:37:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9180, loss_cls: 0.8078, loss: 0.8078, grad_norm: 1.5070 2021-05-06 22:01:27,771 - mmaction - INFO - Epoch [27][280/1853] lr: 6.416e-02, eta: 13:37:26, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9172, loss_cls: 0.7763, loss: 0.7763, grad_norm: 1.3899 2021-05-06 22:01:41,060 - mmaction - INFO - Epoch [27][300/1853] lr: 6.413e-02, eta: 13:37:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7477, top5_acc: 0.9117, loss_cls: 0.8505, loss: 0.8505, grad_norm: 1.4948 2021-05-06 22:01:54,314 - mmaction - INFO - Epoch [27][320/1853] lr: 6.411e-02, eta: 13:36:56, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9219, loss_cls: 0.7845, loss: 0.7845, grad_norm: 1.4695 2021-05-06 22:02:07,602 - mmaction - INFO - Epoch [27][340/1853] lr: 6.408e-02, eta: 13:36:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9273, loss_cls: 0.7152, loss: 0.7152, grad_norm: 1.4344 2021-05-06 22:02:20,891 - mmaction - INFO - Epoch [27][360/1853] lr: 6.406e-02, eta: 13:36:26, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9156, loss_cls: 0.7754, loss: 0.7754, grad_norm: 1.4849 2021-05-06 22:02:34,167 - mmaction - INFO - Epoch [27][380/1853] lr: 6.403e-02, eta: 13:36:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9289, loss_cls: 0.7611, loss: 0.7611, grad_norm: 1.4417 2021-05-06 22:02:47,435 - mmaction - INFO - Epoch [27][400/1853] lr: 6.401e-02, eta: 13:35:56, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9148, loss_cls: 0.7898, loss: 0.7898, grad_norm: 1.5249 2021-05-06 22:03:00,706 - mmaction - INFO - Epoch [27][420/1853] lr: 6.398e-02, eta: 13:35:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9141, loss_cls: 0.8084, loss: 0.8084, grad_norm: 1.4570 2021-05-06 22:03:14,029 - mmaction - INFO - Epoch [27][440/1853] lr: 6.396e-02, eta: 13:35:26, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9195, loss_cls: 0.8440, loss: 0.8440, grad_norm: 1.5521 2021-05-06 22:03:27,250 - mmaction - INFO - Epoch [27][460/1853] lr: 6.393e-02, eta: 13:35:11, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9078, loss_cls: 0.8204, loss: 0.8204, grad_norm: 1.4987 2021-05-06 22:03:40,556 - mmaction - INFO - Epoch [27][480/1853] lr: 6.391e-02, eta: 13:34:56, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9148, loss_cls: 0.8012, loss: 0.8012, grad_norm: 1.4429 2021-05-06 22:03:53,827 - mmaction - INFO - Epoch [27][500/1853] lr: 6.388e-02, eta: 13:34:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9133, loss_cls: 0.8932, loss: 0.8932, grad_norm: 1.4851 2021-05-06 22:04:07,084 - mmaction - INFO - Epoch [27][520/1853] lr: 6.386e-02, eta: 13:34:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9117, loss_cls: 0.8054, loss: 0.8054, grad_norm: 1.4629 2021-05-06 22:04:20,360 - mmaction - INFO - Epoch [27][540/1853] lr: 6.383e-02, eta: 13:34:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9094, loss_cls: 0.8432, loss: 0.8432, grad_norm: 1.4755 2021-05-06 22:04:33,656 - mmaction - INFO - Epoch [27][560/1853] lr: 6.380e-02, eta: 13:33:56, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9125, loss_cls: 0.8105, loss: 0.8105, grad_norm: 1.4485 2021-05-06 22:04:46,923 - mmaction - INFO - Epoch [27][580/1853] lr: 6.378e-02, eta: 13:33:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9156, loss_cls: 0.8242, loss: 0.8242, grad_norm: 1.6047 2021-05-06 22:05:00,203 - mmaction - INFO - Epoch [27][600/1853] lr: 6.375e-02, eta: 13:33:26, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.9094, loss_cls: 0.8464, loss: 0.8464, grad_norm: 1.4851 2021-05-06 22:05:13,525 - mmaction - INFO - Epoch [27][620/1853] lr: 6.373e-02, eta: 13:33:11, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9047, loss_cls: 0.8670, loss: 0.8670, grad_norm: 1.5367 2021-05-06 22:05:26,820 - mmaction - INFO - Epoch [27][640/1853] lr: 6.370e-02, eta: 13:32:56, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9227, loss_cls: 0.7888, loss: 0.7888, grad_norm: 1.4412 2021-05-06 22:05:40,087 - mmaction - INFO - Epoch [27][660/1853] lr: 6.368e-02, eta: 13:32:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9148, loss_cls: 0.8271, loss: 0.8271, grad_norm: 1.5093 2021-05-06 22:05:53,368 - mmaction - INFO - Epoch [27][680/1853] lr: 6.365e-02, eta: 13:32:26, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9109, loss_cls: 0.7871, loss: 0.7871, grad_norm: 1.4911 2021-05-06 22:06:06,643 - mmaction - INFO - Epoch [27][700/1853] lr: 6.363e-02, eta: 13:32:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9258, loss_cls: 0.7724, loss: 0.7724, grad_norm: 1.4235 2021-05-06 22:06:19,885 - mmaction - INFO - Epoch [27][720/1853] lr: 6.360e-02, eta: 13:31:56, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9078, loss_cls: 0.8206, loss: 0.8206, grad_norm: 1.4962 2021-05-06 22:06:33,169 - mmaction - INFO - Epoch [27][740/1853] lr: 6.357e-02, eta: 13:31:41, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9016, loss_cls: 0.8407, loss: 0.8407, grad_norm: 1.4614 2021-05-06 22:06:46,449 - mmaction - INFO - Epoch [27][760/1853] lr: 6.355e-02, eta: 13:31:26, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9070, loss_cls: 0.7962, loss: 0.7962, grad_norm: 1.4102 2021-05-06 22:06:59,716 - mmaction - INFO - Epoch [27][780/1853] lr: 6.352e-02, eta: 13:31:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9117, loss_cls: 0.8190, loss: 0.8190, grad_norm: 1.5463 2021-05-06 22:07:13,019 - mmaction - INFO - Epoch [27][800/1853] lr: 6.350e-02, eta: 13:30:56, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9203, loss_cls: 0.8197, loss: 0.8197, grad_norm: 1.5669 2021-05-06 22:07:26,292 - mmaction - INFO - Epoch [27][820/1853] lr: 6.347e-02, eta: 13:30:41, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9203, loss_cls: 0.8080, loss: 0.8080, grad_norm: 1.4649 2021-05-06 22:07:39,546 - mmaction - INFO - Epoch [27][840/1853] lr: 6.345e-02, eta: 13:30:26, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9148, loss_cls: 0.7947, loss: 0.7947, grad_norm: 1.4083 2021-05-06 22:07:52,834 - mmaction - INFO - Epoch [27][860/1853] lr: 6.342e-02, eta: 13:30:11, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7641, top5_acc: 0.9164, loss_cls: 0.7925, loss: 0.7925, grad_norm: 1.4500 2021-05-06 22:08:06,108 - mmaction - INFO - Epoch [27][880/1853] lr: 6.340e-02, eta: 13:29:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.8969, loss_cls: 0.8404, loss: 0.8404, grad_norm: 1.5172 2021-05-06 22:08:19,382 - mmaction - INFO - Epoch [27][900/1853] lr: 6.337e-02, eta: 13:29:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9125, loss_cls: 0.8556, loss: 0.8556, grad_norm: 1.5824 2021-05-06 22:08:32,655 - mmaction - INFO - Epoch [27][920/1853] lr: 6.335e-02, eta: 13:29:26, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7641, top5_acc: 0.9195, loss_cls: 0.7821, loss: 0.7821, grad_norm: 1.5248 2021-05-06 22:08:45,920 - mmaction - INFO - Epoch [27][940/1853] lr: 6.332e-02, eta: 13:29:11, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9219, loss_cls: 0.7379, loss: 0.7379, grad_norm: 1.4727 2021-05-06 22:08:59,208 - mmaction - INFO - Epoch [27][960/1853] lr: 6.329e-02, eta: 13:28:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9219, loss_cls: 0.7784, loss: 0.7784, grad_norm: 1.5338 2021-05-06 22:09:12,534 - mmaction - INFO - Epoch [27][980/1853] lr: 6.327e-02, eta: 13:28:41, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9164, loss_cls: 0.8039, loss: 0.8039, grad_norm: 1.5416 2021-05-06 22:09:25,783 - mmaction - INFO - Epoch [27][1000/1853] lr: 6.324e-02, eta: 13:28:26, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9156, loss_cls: 0.8304, loss: 0.8304, grad_norm: 1.5199 2021-05-06 22:09:39,026 - mmaction - INFO - Epoch [27][1020/1853] lr: 6.322e-02, eta: 13:28:11, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9102, loss_cls: 0.7901, loss: 0.7901, grad_norm: 1.3771 2021-05-06 22:09:52,317 - mmaction - INFO - Epoch [27][1040/1853] lr: 6.319e-02, eta: 13:27:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9125, loss_cls: 0.8262, loss: 0.8262, grad_norm: 1.5128 2021-05-06 22:10:05,564 - mmaction - INFO - Epoch [27][1060/1853] lr: 6.317e-02, eta: 13:27:42, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9156, loss_cls: 0.8006, loss: 0.8006, grad_norm: 1.4275 2021-05-06 22:10:18,821 - mmaction - INFO - Epoch [27][1080/1853] lr: 6.314e-02, eta: 13:27:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9180, loss_cls: 0.8035, loss: 0.8035, grad_norm: 1.3859 2021-05-06 22:10:32,080 - mmaction - INFO - Epoch [27][1100/1853] lr: 6.312e-02, eta: 13:27:12, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9094, loss_cls: 0.8492, loss: 0.8492, grad_norm: 1.5321 2021-05-06 22:10:45,366 - mmaction - INFO - Epoch [27][1120/1853] lr: 6.309e-02, eta: 13:26:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9016, loss_cls: 0.8295, loss: 0.8295, grad_norm: 1.4489 2021-05-06 22:10:58,617 - mmaction - INFO - Epoch [27][1140/1853] lr: 6.306e-02, eta: 13:26:42, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9297, loss_cls: 0.7903, loss: 0.7903, grad_norm: 1.5653 2021-05-06 22:11:11,864 - mmaction - INFO - Epoch [27][1160/1853] lr: 6.304e-02, eta: 13:26:27, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9187, loss_cls: 0.7607, loss: 0.7607, grad_norm: 1.4250 2021-05-06 22:11:25,158 - mmaction - INFO - Epoch [27][1180/1853] lr: 6.301e-02, eta: 13:26:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9211, loss_cls: 0.8082, loss: 0.8082, grad_norm: 1.5033 2021-05-06 22:11:38,391 - mmaction - INFO - Epoch [27][1200/1853] lr: 6.299e-02, eta: 13:25:57, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9313, loss_cls: 0.7475, loss: 0.7475, grad_norm: 1.4988 2021-05-06 22:11:51,663 - mmaction - INFO - Epoch [27][1220/1853] lr: 6.296e-02, eta: 13:25:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7625, top5_acc: 0.9141, loss_cls: 0.7809, loss: 0.7809, grad_norm: 1.5527 2021-05-06 22:12:04,939 - mmaction - INFO - Epoch [27][1240/1853] lr: 6.294e-02, eta: 13:25:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9094, loss_cls: 0.8632, loss: 0.8632, grad_norm: 1.4896 2021-05-06 22:12:18,208 - mmaction - INFO - Epoch [27][1260/1853] lr: 6.291e-02, eta: 13:25:12, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9297, loss_cls: 0.7574, loss: 0.7574, grad_norm: 1.4249 2021-05-06 22:12:31,478 - mmaction - INFO - Epoch [27][1280/1853] lr: 6.289e-02, eta: 13:24:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9172, loss_cls: 0.7637, loss: 0.7637, grad_norm: 1.4885 2021-05-06 22:12:44,748 - mmaction - INFO - Epoch [27][1300/1853] lr: 6.286e-02, eta: 13:24:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9289, loss_cls: 0.7459, loss: 0.7459, grad_norm: 1.5033 2021-05-06 22:12:58,011 - mmaction - INFO - Epoch [27][1320/1853] lr: 6.283e-02, eta: 13:24:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9156, loss_cls: 0.7569, loss: 0.7569, grad_norm: 1.4459 2021-05-06 22:13:11,298 - mmaction - INFO - Epoch [27][1340/1853] lr: 6.281e-02, eta: 13:24:12, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7383, top5_acc: 0.9031, loss_cls: 0.8431, loss: 0.8431, grad_norm: 1.5502 2021-05-06 22:13:24,563 - mmaction - INFO - Epoch [27][1360/1853] lr: 6.278e-02, eta: 13:23:57, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9125, loss_cls: 0.8161, loss: 0.8161, grad_norm: 1.4787 2021-05-06 22:13:37,845 - mmaction - INFO - Epoch [27][1380/1853] lr: 6.276e-02, eta: 13:23:42, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9227, loss_cls: 0.7998, loss: 0.7998, grad_norm: 1.5347 2021-05-06 22:13:51,119 - mmaction - INFO - Epoch [27][1400/1853] lr: 6.273e-02, eta: 13:23:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7625, top5_acc: 0.9055, loss_cls: 0.8220, loss: 0.8220, grad_norm: 1.3884 2021-05-06 22:14:04,383 - mmaction - INFO - Epoch [27][1420/1853] lr: 6.271e-02, eta: 13:23:12, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9250, loss_cls: 0.7693, loss: 0.7693, grad_norm: 1.4460 2021-05-06 22:14:17,709 - mmaction - INFO - Epoch [27][1440/1853] lr: 6.268e-02, eta: 13:22:57, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.7975, loss: 0.7975, grad_norm: 1.5766 2021-05-06 22:14:30,983 - mmaction - INFO - Epoch [27][1460/1853] lr: 6.265e-02, eta: 13:22:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9266, loss_cls: 0.7836, loss: 0.7836, grad_norm: 1.4034 2021-05-06 22:14:44,288 - mmaction - INFO - Epoch [27][1480/1853] lr: 6.263e-02, eta: 13:22:28, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9133, loss_cls: 0.8287, loss: 0.8287, grad_norm: 1.5874 2021-05-06 22:14:57,614 - mmaction - INFO - Epoch [27][1500/1853] lr: 6.260e-02, eta: 13:22:13, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9102, loss_cls: 0.8238, loss: 0.8238, grad_norm: 1.5642 2021-05-06 22:15:10,894 - mmaction - INFO - Epoch [27][1520/1853] lr: 6.258e-02, eta: 13:21:58, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9219, loss_cls: 0.7789, loss: 0.7789, grad_norm: 1.4877 2021-05-06 22:15:24,163 - mmaction - INFO - Epoch [27][1540/1853] lr: 6.255e-02, eta: 13:21:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9156, loss_cls: 0.8276, loss: 0.8276, grad_norm: 1.5849 2021-05-06 22:15:37,497 - mmaction - INFO - Epoch [27][1560/1853] lr: 6.253e-02, eta: 13:21:28, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9180, loss_cls: 0.8247, loss: 0.8247, grad_norm: 1.5288 2021-05-06 22:15:50,750 - mmaction - INFO - Epoch [27][1580/1853] lr: 6.250e-02, eta: 13:21:13, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9172, loss_cls: 0.8324, loss: 0.8324, grad_norm: 1.4453 2021-05-06 22:16:04,011 - mmaction - INFO - Epoch [27][1600/1853] lr: 6.248e-02, eta: 13:20:58, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9164, loss_cls: 0.8136, loss: 0.8136, grad_norm: 1.5287 2021-05-06 22:16:17,310 - mmaction - INFO - Epoch [27][1620/1853] lr: 6.245e-02, eta: 13:20:43, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9172, loss_cls: 0.7677, loss: 0.7677, grad_norm: 1.4105 2021-05-06 22:16:30,579 - mmaction - INFO - Epoch [27][1640/1853] lr: 6.242e-02, eta: 13:20:28, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9203, loss_cls: 0.7504, loss: 0.7504, grad_norm: 1.3896 2021-05-06 22:16:43,884 - mmaction - INFO - Epoch [27][1660/1853] lr: 6.240e-02, eta: 13:20:13, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9289, loss_cls: 0.7319, loss: 0.7319, grad_norm: 1.4417 2021-05-06 22:16:57,131 - mmaction - INFO - Epoch [27][1680/1853] lr: 6.237e-02, eta: 13:19:58, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9203, loss_cls: 0.7594, loss: 0.7594, grad_norm: 1.4470 2021-05-06 22:17:10,411 - mmaction - INFO - Epoch [27][1700/1853] lr: 6.235e-02, eta: 13:19:43, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9219, loss_cls: 0.7812, loss: 0.7812, grad_norm: 1.4427 2021-05-06 22:17:23,682 - mmaction - INFO - Epoch [27][1720/1853] lr: 6.232e-02, eta: 13:19:29, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7695, top5_acc: 0.9203, loss_cls: 0.8029, loss: 0.8029, grad_norm: 1.5439 2021-05-06 22:17:36,978 - mmaction - INFO - Epoch [27][1740/1853] lr: 6.230e-02, eta: 13:19:14, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9047, loss_cls: 0.8416, loss: 0.8416, grad_norm: 1.5667 2021-05-06 22:17:50,258 - mmaction - INFO - Epoch [27][1760/1853] lr: 6.227e-02, eta: 13:18:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9211, loss_cls: 0.8105, loss: 0.8105, grad_norm: 1.5265 2021-05-06 22:18:03,521 - mmaction - INFO - Epoch [27][1780/1853] lr: 6.224e-02, eta: 13:18:44, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9281, loss_cls: 0.7660, loss: 0.7660, grad_norm: 1.4589 2021-05-06 22:18:16,780 - mmaction - INFO - Epoch [27][1800/1853] lr: 6.222e-02, eta: 13:18:29, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9242, loss_cls: 0.7714, loss: 0.7714, grad_norm: 1.5536 2021-05-06 22:18:30,047 - mmaction - INFO - Epoch [27][1820/1853] lr: 6.219e-02, eta: 13:18:14, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9242, loss_cls: 0.8205, loss: 0.8205, grad_norm: 1.5526 2021-05-06 22:18:43,267 - mmaction - INFO - Epoch [27][1840/1853] lr: 6.217e-02, eta: 13:17:59, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9242, loss_cls: 0.7985, loss: 0.7985, grad_norm: 1.5485 2021-05-06 22:18:52,954 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-05-06 22:20:21,100 - mmaction - INFO - Epoch [28][20/1853] lr: 6.212e-02, eta: 13:19:05, time: 4.386, data_time: 3.726, memory: 5809, top1_acc: 0.7438, top5_acc: 0.9031, loss_cls: 0.8413, loss: 0.8413, grad_norm: 1.4221 2021-05-06 22:20:34,220 - mmaction - INFO - Epoch [28][40/1853] lr: 6.210e-02, eta: 13:18:49, time: 0.656, data_time: 0.002, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9031, loss_cls: 0.8212, loss: 0.8212, grad_norm: 1.3686 2021-05-06 22:20:47,362 - mmaction - INFO - Epoch [28][60/1853] lr: 6.207e-02, eta: 13:18:34, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9070, loss_cls: 0.8037, loss: 0.8037, grad_norm: 1.4089 2021-05-06 22:21:00,564 - mmaction - INFO - Epoch [28][80/1853] lr: 6.205e-02, eta: 13:18:19, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9117, loss_cls: 0.7810, loss: 0.7810, grad_norm: 1.5270 2021-05-06 22:21:13,768 - mmaction - INFO - Epoch [28][100/1853] lr: 6.202e-02, eta: 13:18:04, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7625, top5_acc: 0.9148, loss_cls: 0.7685, loss: 0.7685, grad_norm: 1.4386 2021-05-06 22:21:27,001 - mmaction - INFO - Epoch [28][120/1853] lr: 6.200e-02, eta: 13:17:49, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9195, loss_cls: 0.7809, loss: 0.7809, grad_norm: 1.4737 2021-05-06 22:21:40,192 - mmaction - INFO - Epoch [28][140/1853] lr: 6.197e-02, eta: 13:17:34, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9125, loss_cls: 0.7981, loss: 0.7981, grad_norm: 1.5024 2021-05-06 22:21:53,408 - mmaction - INFO - Epoch [28][160/1853] lr: 6.194e-02, eta: 13:17:19, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9062, loss_cls: 0.8354, loss: 0.8354, grad_norm: 1.4986 2021-05-06 22:22:06,615 - mmaction - INFO - Epoch [28][180/1853] lr: 6.192e-02, eta: 13:17:04, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9008, loss_cls: 0.8536, loss: 0.8536, grad_norm: 1.5137 2021-05-06 22:22:19,871 - mmaction - INFO - Epoch [28][200/1853] lr: 6.189e-02, eta: 13:16:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9297, loss_cls: 0.7685, loss: 0.7685, grad_norm: 1.5376 2021-05-06 22:22:33,154 - mmaction - INFO - Epoch [28][220/1853] lr: 6.187e-02, eta: 13:16:34, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.7799, loss: 0.7799, grad_norm: 1.4951 2021-05-06 22:22:46,388 - mmaction - INFO - Epoch [28][240/1853] lr: 6.184e-02, eta: 13:16:19, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9383, loss_cls: 0.6936, loss: 0.6936, grad_norm: 1.4793 2021-05-06 22:22:59,684 - mmaction - INFO - Epoch [28][260/1853] lr: 6.182e-02, eta: 13:16:04, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7625, top5_acc: 0.9164, loss_cls: 0.8114, loss: 0.8114, grad_norm: 1.4889 2021-05-06 22:23:12,958 - mmaction - INFO - Epoch [28][280/1853] lr: 6.179e-02, eta: 13:15:49, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7359, top5_acc: 0.9187, loss_cls: 0.8308, loss: 0.8308, grad_norm: 1.5396 2021-05-06 22:23:26,240 - mmaction - INFO - Epoch [28][300/1853] lr: 6.176e-02, eta: 13:15:34, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9266, loss_cls: 0.7351, loss: 0.7351, grad_norm: 1.5105 2021-05-06 22:23:39,580 - mmaction - INFO - Epoch [28][320/1853] lr: 6.174e-02, eta: 13:15:19, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7695, top5_acc: 0.9305, loss_cls: 0.7643, loss: 0.7643, grad_norm: 1.5612 2021-05-06 22:23:52,835 - mmaction - INFO - Epoch [28][340/1853] lr: 6.171e-02, eta: 13:15:04, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9234, loss_cls: 0.7690, loss: 0.7690, grad_norm: 1.4755 2021-05-06 22:24:06,106 - mmaction - INFO - Epoch [28][360/1853] lr: 6.169e-02, eta: 13:14:49, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9172, loss_cls: 0.7929, loss: 0.7929, grad_norm: 1.5630 2021-05-06 22:24:19,418 - mmaction - INFO - Epoch [28][380/1853] lr: 6.166e-02, eta: 13:14:34, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9234, loss_cls: 0.7429, loss: 0.7429, grad_norm: 1.3986 2021-05-06 22:24:32,664 - mmaction - INFO - Epoch [28][400/1853] lr: 6.164e-02, eta: 13:14:19, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7625, top5_acc: 0.9117, loss_cls: 0.7674, loss: 0.7674, grad_norm: 1.5304 2021-05-06 22:24:45,954 - mmaction - INFO - Epoch [28][420/1853] lr: 6.161e-02, eta: 13:14:05, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9203, loss_cls: 0.8278, loss: 0.8278, grad_norm: 1.6415 2021-05-06 22:24:59,203 - mmaction - INFO - Epoch [28][440/1853] lr: 6.158e-02, eta: 13:13:50, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9141, loss_cls: 0.8417, loss: 0.8417, grad_norm: 1.4947 2021-05-06 22:25:12,450 - mmaction - INFO - Epoch [28][460/1853] lr: 6.156e-02, eta: 13:13:35, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7695, top5_acc: 0.9156, loss_cls: 0.7732, loss: 0.7732, grad_norm: 1.4906 2021-05-06 22:25:25,754 - mmaction - INFO - Epoch [28][480/1853] lr: 6.153e-02, eta: 13:13:20, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9187, loss_cls: 0.7920, loss: 0.7920, grad_norm: 1.5205 2021-05-06 22:25:39,083 - mmaction - INFO - Epoch [28][500/1853] lr: 6.151e-02, eta: 13:13:05, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9070, loss_cls: 0.8222, loss: 0.8222, grad_norm: 1.5977 2021-05-06 22:25:52,325 - mmaction - INFO - Epoch [28][520/1853] lr: 6.148e-02, eta: 13:12:50, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9023, loss_cls: 0.8270, loss: 0.8270, grad_norm: 1.4856 2021-05-06 22:26:05,608 - mmaction - INFO - Epoch [28][540/1853] lr: 6.146e-02, eta: 13:12:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9102, loss_cls: 0.7876, loss: 0.7876, grad_norm: 1.4326 2021-05-06 22:26:18,884 - mmaction - INFO - Epoch [28][560/1853] lr: 6.143e-02, eta: 13:12:20, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9211, loss_cls: 0.7992, loss: 0.7992, grad_norm: 1.5125 2021-05-06 22:26:32,156 - mmaction - INFO - Epoch [28][580/1853] lr: 6.140e-02, eta: 13:12:05, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7641, top5_acc: 0.9109, loss_cls: 0.8142, loss: 0.8142, grad_norm: 1.5616 2021-05-06 22:26:45,451 - mmaction - INFO - Epoch [28][600/1853] lr: 6.138e-02, eta: 13:11:50, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9133, loss_cls: 0.7965, loss: 0.7965, grad_norm: 1.4753 2021-05-06 22:26:58,742 - mmaction - INFO - Epoch [28][620/1853] lr: 6.135e-02, eta: 13:11:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9086, loss_cls: 0.8384, loss: 0.8384, grad_norm: 1.5290 2021-05-06 22:27:12,024 - mmaction - INFO - Epoch [28][640/1853] lr: 6.133e-02, eta: 13:11:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7477, top5_acc: 0.9141, loss_cls: 0.8226, loss: 0.8226, grad_norm: 1.5876 2021-05-06 22:27:25,332 - mmaction - INFO - Epoch [28][660/1853] lr: 6.130e-02, eta: 13:11:05, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9070, loss_cls: 0.8408, loss: 0.8408, grad_norm: 1.5078 2021-05-06 22:27:38,590 - mmaction - INFO - Epoch [28][680/1853] lr: 6.127e-02, eta: 13:10:50, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9250, loss_cls: 0.7869, loss: 0.7869, grad_norm: 1.6191 2021-05-06 22:27:51,945 - mmaction - INFO - Epoch [28][700/1853] lr: 6.125e-02, eta: 13:10:36, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9141, loss_cls: 0.8212, loss: 0.8212, grad_norm: 1.5428 2021-05-06 22:28:05,245 - mmaction - INFO - Epoch [28][720/1853] lr: 6.122e-02, eta: 13:10:21, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9133, loss_cls: 0.8460, loss: 0.8460, grad_norm: 1.5765 2021-05-06 22:28:18,535 - mmaction - INFO - Epoch [28][740/1853] lr: 6.120e-02, eta: 13:10:06, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9219, loss_cls: 0.8510, loss: 0.8510, grad_norm: 1.6393 2021-05-06 22:28:31,865 - mmaction - INFO - Epoch [28][760/1853] lr: 6.117e-02, eta: 13:09:51, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9062, loss_cls: 0.8178, loss: 0.8178, grad_norm: 1.4292 2021-05-06 22:28:45,095 - mmaction - INFO - Epoch [28][780/1853] lr: 6.115e-02, eta: 13:09:36, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9187, loss_cls: 0.7989, loss: 0.7989, grad_norm: 1.5090 2021-05-06 22:28:58,385 - mmaction - INFO - Epoch [28][800/1853] lr: 6.112e-02, eta: 13:09:21, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9156, loss_cls: 0.8313, loss: 0.8313, grad_norm: 1.5041 2021-05-06 22:29:11,648 - mmaction - INFO - Epoch [28][820/1853] lr: 6.109e-02, eta: 13:09:06, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9313, loss_cls: 0.7081, loss: 0.7081, grad_norm: 1.3802 2021-05-06 22:29:24,956 - mmaction - INFO - Epoch [28][840/1853] lr: 6.107e-02, eta: 13:08:51, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7820, top5_acc: 0.9297, loss_cls: 0.7297, loss: 0.7297, grad_norm: 1.5026 2021-05-06 22:29:38,248 - mmaction - INFO - Epoch [28][860/1853] lr: 6.104e-02, eta: 13:08:36, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9273, loss_cls: 0.7638, loss: 0.7638, grad_norm: 1.4657 2021-05-06 22:29:51,578 - mmaction - INFO - Epoch [28][880/1853] lr: 6.102e-02, eta: 13:08:22, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9344, loss_cls: 0.7001, loss: 0.7001, grad_norm: 1.4460 2021-05-06 22:30:04,883 - mmaction - INFO - Epoch [28][900/1853] lr: 6.099e-02, eta: 13:08:07, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9227, loss_cls: 0.7695, loss: 0.7695, grad_norm: 1.5676 2021-05-06 22:30:18,178 - mmaction - INFO - Epoch [28][920/1853] lr: 6.096e-02, eta: 13:07:52, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9242, loss_cls: 0.7643, loss: 0.7643, grad_norm: 1.5632 2021-05-06 22:30:31,502 - mmaction - INFO - Epoch [28][940/1853] lr: 6.094e-02, eta: 13:07:37, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9187, loss_cls: 0.8081, loss: 0.8081, grad_norm: 1.5237 2021-05-06 22:30:44,776 - mmaction - INFO - Epoch [28][960/1853] lr: 6.091e-02, eta: 13:07:22, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9102, loss_cls: 0.8331, loss: 0.8331, grad_norm: 1.5827 2021-05-06 22:30:58,070 - mmaction - INFO - Epoch [28][980/1853] lr: 6.089e-02, eta: 13:07:07, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9148, loss_cls: 0.7951, loss: 0.7951, grad_norm: 1.5229 2021-05-06 22:31:11,365 - mmaction - INFO - Epoch [28][1000/1853] lr: 6.086e-02, eta: 13:06:52, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9234, loss_cls: 0.7889, loss: 0.7889, grad_norm: 1.5135 2021-05-06 22:31:24,648 - mmaction - INFO - Epoch [28][1020/1853] lr: 6.084e-02, eta: 13:06:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9070, loss_cls: 0.8341, loss: 0.8341, grad_norm: 1.4131 2021-05-06 22:31:37,987 - mmaction - INFO - Epoch [28][1040/1853] lr: 6.081e-02, eta: 13:06:23, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9313, loss_cls: 0.7481, loss: 0.7481, grad_norm: 1.4622 2021-05-06 22:31:51,262 - mmaction - INFO - Epoch [28][1060/1853] lr: 6.078e-02, eta: 13:06:08, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9187, loss_cls: 0.7177, loss: 0.7177, grad_norm: 1.4659 2021-05-06 22:32:04,550 - mmaction - INFO - Epoch [28][1080/1853] lr: 6.076e-02, eta: 13:05:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9164, loss_cls: 0.8345, loss: 0.8345, grad_norm: 1.6148 2021-05-06 22:32:17,839 - mmaction - INFO - Epoch [28][1100/1853] lr: 6.073e-02, eta: 13:05:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9195, loss_cls: 0.7789, loss: 0.7789, grad_norm: 1.4617 2021-05-06 22:32:31,142 - mmaction - INFO - Epoch [28][1120/1853] lr: 6.071e-02, eta: 13:05:23, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9234, loss_cls: 0.7971, loss: 0.7971, grad_norm: 1.5316 2021-05-06 22:32:44,408 - mmaction - INFO - Epoch [28][1140/1853] lr: 6.068e-02, eta: 13:05:08, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9250, loss_cls: 0.7829, loss: 0.7829, grad_norm: 1.5515 2021-05-06 22:32:57,705 - mmaction - INFO - Epoch [28][1160/1853] lr: 6.065e-02, eta: 13:04:53, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9086, loss_cls: 0.8632, loss: 0.8632, grad_norm: 1.5476 2021-05-06 22:33:11,009 - mmaction - INFO - Epoch [28][1180/1853] lr: 6.063e-02, eta: 13:04:38, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7492, top5_acc: 0.9117, loss_cls: 0.8362, loss: 0.8362, grad_norm: 1.5842 2021-05-06 22:33:24,291 - mmaction - INFO - Epoch [28][1200/1853] lr: 6.060e-02, eta: 13:04:24, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9234, loss_cls: 0.7914, loss: 0.7914, grad_norm: 1.4604 2021-05-06 22:33:37,564 - mmaction - INFO - Epoch [28][1220/1853] lr: 6.058e-02, eta: 13:04:09, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9187, loss_cls: 0.7757, loss: 0.7757, grad_norm: 1.3917 2021-05-06 22:33:50,847 - mmaction - INFO - Epoch [28][1240/1853] lr: 6.055e-02, eta: 13:03:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9148, loss_cls: 0.8254, loss: 0.8254, grad_norm: 1.5455 2021-05-06 22:34:04,160 - mmaction - INFO - Epoch [28][1260/1853] lr: 6.052e-02, eta: 13:03:39, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9172, loss_cls: 0.8111, loss: 0.8111, grad_norm: 1.6054 2021-05-06 22:34:17,434 - mmaction - INFO - Epoch [28][1280/1853] lr: 6.050e-02, eta: 13:03:24, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9203, loss_cls: 0.8082, loss: 0.8082, grad_norm: 1.6125 2021-05-06 22:34:30,774 - mmaction - INFO - Epoch [28][1300/1853] lr: 6.047e-02, eta: 13:03:09, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9164, loss_cls: 0.8165, loss: 0.8165, grad_norm: 1.6102 2021-05-06 22:34:44,051 - mmaction - INFO - Epoch [28][1320/1853] lr: 6.045e-02, eta: 13:02:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7414, top5_acc: 0.9109, loss_cls: 0.8267, loss: 0.8267, grad_norm: 1.5417 2021-05-06 22:34:57,308 - mmaction - INFO - Epoch [28][1340/1853] lr: 6.042e-02, eta: 13:02:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9273, loss_cls: 0.7844, loss: 0.7844, grad_norm: 1.5137 2021-05-06 22:35:10,621 - mmaction - INFO - Epoch [28][1360/1853] lr: 6.040e-02, eta: 13:02:25, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9016, loss_cls: 0.8767, loss: 0.8767, grad_norm: 1.5203 2021-05-06 22:35:23,929 - mmaction - INFO - Epoch [28][1380/1853] lr: 6.037e-02, eta: 13:02:10, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9203, loss_cls: 0.8022, loss: 0.8022, grad_norm: 1.5636 2021-05-06 22:35:37,188 - mmaction - INFO - Epoch [28][1400/1853] lr: 6.034e-02, eta: 13:01:55, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9211, loss_cls: 0.8311, loss: 0.8311, grad_norm: 1.5669 2021-05-06 22:35:50,479 - mmaction - INFO - Epoch [28][1420/1853] lr: 6.032e-02, eta: 13:01:40, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9172, loss_cls: 0.7369, loss: 0.7369, grad_norm: 1.4113 2021-05-06 22:36:03,761 - mmaction - INFO - Epoch [28][1440/1853] lr: 6.029e-02, eta: 13:01:25, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9164, loss_cls: 0.7886, loss: 0.7886, grad_norm: 1.4839 2021-05-06 22:36:17,001 - mmaction - INFO - Epoch [28][1460/1853] lr: 6.027e-02, eta: 13:01:10, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9297, loss_cls: 0.7374, loss: 0.7374, grad_norm: 1.4104 2021-05-06 22:36:30,314 - mmaction - INFO - Epoch [28][1480/1853] lr: 6.024e-02, eta: 13:00:55, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7688, top5_acc: 0.9203, loss_cls: 0.8086, loss: 0.8086, grad_norm: 1.5497 2021-05-06 22:36:43,570 - mmaction - INFO - Epoch [28][1500/1853] lr: 6.021e-02, eta: 13:00:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9031, loss_cls: 0.8358, loss: 0.8358, grad_norm: 1.5803 2021-05-06 22:36:56,874 - mmaction - INFO - Epoch [28][1520/1853] lr: 6.019e-02, eta: 13:00:26, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9062, loss_cls: 0.8517, loss: 0.8517, grad_norm: 1.4919 2021-05-06 22:37:10,188 - mmaction - INFO - Epoch [28][1540/1853] lr: 6.016e-02, eta: 13:00:11, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9156, loss_cls: 0.7846, loss: 0.7846, grad_norm: 1.4623 2021-05-06 22:37:23,451 - mmaction - INFO - Epoch [28][1560/1853] lr: 6.014e-02, eta: 12:59:56, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9219, loss_cls: 0.8051, loss: 0.8051, grad_norm: 1.5063 2021-05-06 22:37:36,755 - mmaction - INFO - Epoch [28][1580/1853] lr: 6.011e-02, eta: 12:59:41, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9203, loss_cls: 0.7454, loss: 0.7454, grad_norm: 1.4860 2021-05-06 22:37:49,987 - mmaction - INFO - Epoch [28][1600/1853] lr: 6.008e-02, eta: 12:59:26, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9234, loss_cls: 0.7875, loss: 0.7875, grad_norm: 1.4811 2021-05-06 22:38:03,260 - mmaction - INFO - Epoch [28][1620/1853] lr: 6.006e-02, eta: 12:59:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9102, loss_cls: 0.8095, loss: 0.8095, grad_norm: 1.5475 2021-05-06 22:38:16,572 - mmaction - INFO - Epoch [28][1640/1853] lr: 6.003e-02, eta: 12:58:57, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9133, loss_cls: 0.8032, loss: 0.8032, grad_norm: 1.4921 2021-05-06 22:38:29,802 - mmaction - INFO - Epoch [28][1660/1853] lr: 6.001e-02, eta: 12:58:42, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9219, loss_cls: 0.8317, loss: 0.8317, grad_norm: 1.5527 2021-05-06 22:38:43,079 - mmaction - INFO - Epoch [28][1680/1853] lr: 5.998e-02, eta: 12:58:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9133, loss_cls: 0.8159, loss: 0.8159, grad_norm: 1.4901 2021-05-06 22:38:56,369 - mmaction - INFO - Epoch [28][1700/1853] lr: 5.995e-02, eta: 12:58:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9195, loss_cls: 0.7661, loss: 0.7661, grad_norm: 1.3879 2021-05-06 22:39:09,595 - mmaction - INFO - Epoch [28][1720/1853] lr: 5.993e-02, eta: 12:57:57, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9250, loss_cls: 0.7122, loss: 0.7122, grad_norm: 1.3918 2021-05-06 22:39:22,846 - mmaction - INFO - Epoch [28][1740/1853] lr: 5.990e-02, eta: 12:57:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9078, loss_cls: 0.7911, loss: 0.7911, grad_norm: 1.5002 2021-05-06 22:39:36,163 - mmaction - INFO - Epoch [28][1760/1853] lr: 5.988e-02, eta: 12:57:27, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9172, loss_cls: 0.7605, loss: 0.7605, grad_norm: 1.4352 2021-05-06 22:39:49,394 - mmaction - INFO - Epoch [28][1780/1853] lr: 5.985e-02, eta: 12:57:12, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9141, loss_cls: 0.7548, loss: 0.7548, grad_norm: 1.4890 2021-05-06 22:40:02,660 - mmaction - INFO - Epoch [28][1800/1853] lr: 5.982e-02, eta: 12:56:58, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9164, loss_cls: 0.7765, loss: 0.7765, grad_norm: 1.5172 2021-05-06 22:40:15,901 - mmaction - INFO - Epoch [28][1820/1853] lr: 5.980e-02, eta: 12:56:43, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9289, loss_cls: 0.7473, loss: 0.7473, grad_norm: 1.4854 2021-05-06 22:40:29,145 - mmaction - INFO - Epoch [28][1840/1853] lr: 5.977e-02, eta: 12:56:28, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9187, loss_cls: 0.7989, loss: 0.7989, grad_norm: 1.5195 2021-05-06 22:40:38,865 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-05-06 22:42:38,691 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 22:42:38,722 - mmaction - INFO - top1_acc 0.9160 top5_acc 0.9927 2021-05-06 22:42:38,722 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 22:42:38,730 - mmaction - INFO - mean_acc 0.9126 2021-05-06 22:42:38,732 - mmaction - INFO - Epoch(val) [28][1853] top1_acc: 0.9160, top5_acc: 0.9927, mean_class_accuracy: 0.9126 2021-05-06 22:44:08,048 - mmaction - INFO - Epoch [29][20/1853] lr: 5.973e-02, eta: 12:57:30, time: 4.465, data_time: 3.804, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9094, loss_cls: 0.7909, loss: 0.7909, grad_norm: 1.5306 2021-05-06 22:44:21,186 - mmaction - INFO - Epoch [29][40/1853] lr: 5.970e-02, eta: 12:57:15, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9187, loss_cls: 0.7883, loss: 0.7883, grad_norm: 1.5260 2021-05-06 22:44:34,316 - mmaction - INFO - Epoch [29][60/1853] lr: 5.968e-02, eta: 12:57:00, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.8035, loss: 0.8035, grad_norm: 1.6012 2021-05-06 22:44:47,522 - mmaction - INFO - Epoch [29][80/1853] lr: 5.965e-02, eta: 12:56:45, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9156, loss_cls: 0.7690, loss: 0.7690, grad_norm: 1.4750 2021-05-06 22:45:00,738 - mmaction - INFO - Epoch [29][100/1853] lr: 5.963e-02, eta: 12:56:30, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9266, loss_cls: 0.7528, loss: 0.7528, grad_norm: 1.5115 2021-05-06 22:45:13,954 - mmaction - INFO - Epoch [29][120/1853] lr: 5.960e-02, eta: 12:56:15, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9203, loss_cls: 0.8207, loss: 0.8207, grad_norm: 1.6073 2021-05-06 22:45:27,180 - mmaction - INFO - Epoch [29][140/1853] lr: 5.957e-02, eta: 12:56:00, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7820, top5_acc: 0.9211, loss_cls: 0.7586, loss: 0.7586, grad_norm: 1.4652 2021-05-06 22:45:40,453 - mmaction - INFO - Epoch [29][160/1853] lr: 5.955e-02, eta: 12:55:45, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9164, loss_cls: 0.7810, loss: 0.7810, grad_norm: 1.5223 2021-05-06 22:45:53,696 - mmaction - INFO - Epoch [29][180/1853] lr: 5.952e-02, eta: 12:55:30, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9203, loss_cls: 0.7614, loss: 0.7614, grad_norm: 1.4636 2021-05-06 22:46:06,992 - mmaction - INFO - Epoch [29][200/1853] lr: 5.950e-02, eta: 12:55:15, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9094, loss_cls: 0.8403, loss: 0.8403, grad_norm: 1.5674 2021-05-06 22:46:20,284 - mmaction - INFO - Epoch [29][220/1853] lr: 5.947e-02, eta: 12:55:00, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9195, loss_cls: 0.8035, loss: 0.8035, grad_norm: 1.5405 2021-05-06 22:46:33,574 - mmaction - INFO - Epoch [29][240/1853] lr: 5.944e-02, eta: 12:54:45, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9289, loss_cls: 0.8003, loss: 0.8003, grad_norm: 1.6029 2021-05-06 22:46:46,832 - mmaction - INFO - Epoch [29][260/1853] lr: 5.942e-02, eta: 12:54:30, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9180, loss_cls: 0.8486, loss: 0.8486, grad_norm: 1.5011 2021-05-06 22:47:00,143 - mmaction - INFO - Epoch [29][280/1853] lr: 5.939e-02, eta: 12:54:15, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9180, loss_cls: 0.7593, loss: 0.7593, grad_norm: 1.4211 2021-05-06 22:47:13,373 - mmaction - INFO - Epoch [29][300/1853] lr: 5.937e-02, eta: 12:54:01, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7820, top5_acc: 0.9289, loss_cls: 0.7529, loss: 0.7529, grad_norm: 1.5123 2021-05-06 22:47:26,689 - mmaction - INFO - Epoch [29][320/1853] lr: 5.934e-02, eta: 12:53:46, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9242, loss_cls: 0.7847, loss: 0.7847, grad_norm: 1.5983 2021-05-06 22:47:39,964 - mmaction - INFO - Epoch [29][340/1853] lr: 5.931e-02, eta: 12:53:31, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9086, loss_cls: 0.8267, loss: 0.8267, grad_norm: 1.5560 2021-05-06 22:47:53,240 - mmaction - INFO - Epoch [29][360/1853] lr: 5.929e-02, eta: 12:53:16, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7688, top5_acc: 0.9117, loss_cls: 0.7972, loss: 0.7972, grad_norm: 1.5400 2021-05-06 22:48:06,528 - mmaction - INFO - Epoch [29][380/1853] lr: 5.926e-02, eta: 12:53:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9109, loss_cls: 0.7972, loss: 0.7972, grad_norm: 1.5647 2021-05-06 22:48:19,830 - mmaction - INFO - Epoch [29][400/1853] lr: 5.924e-02, eta: 12:52:46, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9148, loss_cls: 0.7917, loss: 0.7917, grad_norm: 1.4699 2021-05-06 22:48:33,130 - mmaction - INFO - Epoch [29][420/1853] lr: 5.921e-02, eta: 12:52:31, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7406, top5_acc: 0.9172, loss_cls: 0.8615, loss: 0.8615, grad_norm: 1.6134 2021-05-06 22:48:46,389 - mmaction - INFO - Epoch [29][440/1853] lr: 5.918e-02, eta: 12:52:16, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9172, loss_cls: 0.7679, loss: 0.7679, grad_norm: 1.4585 2021-05-06 22:48:59,742 - mmaction - INFO - Epoch [29][460/1853] lr: 5.916e-02, eta: 12:52:02, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9313, loss_cls: 0.7459, loss: 0.7459, grad_norm: 1.4691 2021-05-06 22:49:13,028 - mmaction - INFO - Epoch [29][480/1853] lr: 5.913e-02, eta: 12:51:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9172, loss_cls: 0.7929, loss: 0.7929, grad_norm: 1.5558 2021-05-06 22:49:26,312 - mmaction - INFO - Epoch [29][500/1853] lr: 5.911e-02, eta: 12:51:32, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9172, loss_cls: 0.7991, loss: 0.7991, grad_norm: 1.4952 2021-05-06 22:49:39,619 - mmaction - INFO - Epoch [29][520/1853] lr: 5.908e-02, eta: 12:51:17, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9062, loss_cls: 0.8017, loss: 0.8017, grad_norm: 1.4766 2021-05-06 22:49:52,921 - mmaction - INFO - Epoch [29][540/1853] lr: 5.905e-02, eta: 12:51:02, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9187, loss_cls: 0.8291, loss: 0.8291, grad_norm: 1.5887 2021-05-06 22:50:06,214 - mmaction - INFO - Epoch [29][560/1853] lr: 5.903e-02, eta: 12:50:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9164, loss_cls: 0.8251, loss: 0.8251, grad_norm: 1.5159 2021-05-06 22:50:19,533 - mmaction - INFO - Epoch [29][580/1853] lr: 5.900e-02, eta: 12:50:33, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9242, loss_cls: 0.7827, loss: 0.7827, grad_norm: 1.5038 2021-05-06 22:50:32,829 - mmaction - INFO - Epoch [29][600/1853] lr: 5.898e-02, eta: 12:50:18, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9070, loss_cls: 0.8062, loss: 0.8062, grad_norm: 1.4784 2021-05-06 22:50:46,111 - mmaction - INFO - Epoch [29][620/1853] lr: 5.895e-02, eta: 12:50:03, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7688, top5_acc: 0.9117, loss_cls: 0.8028, loss: 0.8028, grad_norm: 1.5945 2021-05-06 22:50:59,410 - mmaction - INFO - Epoch [29][640/1853] lr: 5.892e-02, eta: 12:49:48, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9227, loss_cls: 0.7571, loss: 0.7571, grad_norm: 1.4783 2021-05-06 22:51:12,695 - mmaction - INFO - Epoch [29][660/1853] lr: 5.890e-02, eta: 12:49:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9250, loss_cls: 0.8096, loss: 0.8096, grad_norm: 1.6371 2021-05-06 22:51:26,008 - mmaction - INFO - Epoch [29][680/1853] lr: 5.887e-02, eta: 12:49:18, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9195, loss_cls: 0.7582, loss: 0.7582, grad_norm: 1.4911 2021-05-06 22:51:39,284 - mmaction - INFO - Epoch [29][700/1853] lr: 5.884e-02, eta: 12:49:03, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9289, loss_cls: 0.7385, loss: 0.7385, grad_norm: 1.4569 2021-05-06 22:51:52,601 - mmaction - INFO - Epoch [29][720/1853] lr: 5.882e-02, eta: 12:48:49, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9336, loss_cls: 0.7798, loss: 0.7798, grad_norm: 1.5506 2021-05-06 22:52:05,903 - mmaction - INFO - Epoch [29][740/1853] lr: 5.879e-02, eta: 12:48:34, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.9148, loss_cls: 0.8116, loss: 0.8116, grad_norm: 1.4956 2021-05-06 22:52:19,193 - mmaction - INFO - Epoch [29][760/1853] lr: 5.877e-02, eta: 12:48:19, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9320, loss_cls: 0.7460, loss: 0.7460, grad_norm: 1.4762 2021-05-06 22:52:32,471 - mmaction - INFO - Epoch [29][780/1853] lr: 5.874e-02, eta: 12:48:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9203, loss_cls: 0.7653, loss: 0.7653, grad_norm: 1.5195 2021-05-06 22:52:45,740 - mmaction - INFO - Epoch [29][800/1853] lr: 5.871e-02, eta: 12:47:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7883, top5_acc: 0.9297, loss_cls: 0.7249, loss: 0.7249, grad_norm: 1.5442 2021-05-06 22:52:59,034 - mmaction - INFO - Epoch [29][820/1853] lr: 5.869e-02, eta: 12:47:34, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9086, loss_cls: 0.8242, loss: 0.8242, grad_norm: 1.6373 2021-05-06 22:53:12,324 - mmaction - INFO - Epoch [29][840/1853] lr: 5.866e-02, eta: 12:47:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9289, loss_cls: 0.7753, loss: 0.7753, grad_norm: 1.5303 2021-05-06 22:53:25,589 - mmaction - INFO - Epoch [29][860/1853] lr: 5.864e-02, eta: 12:47:05, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9133, loss_cls: 0.7731, loss: 0.7731, grad_norm: 1.4707 2021-05-06 22:53:38,916 - mmaction - INFO - Epoch [29][880/1853] lr: 5.861e-02, eta: 12:46:50, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9203, loss_cls: 0.7741, loss: 0.7741, grad_norm: 1.4858 2021-05-06 22:53:52,232 - mmaction - INFO - Epoch [29][900/1853] lr: 5.858e-02, eta: 12:46:35, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9227, loss_cls: 0.7235, loss: 0.7235, grad_norm: 1.4435 2021-05-06 22:54:05,545 - mmaction - INFO - Epoch [29][920/1853] lr: 5.856e-02, eta: 12:46:20, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7469, top5_acc: 0.9102, loss_cls: 0.8510, loss: 0.8510, grad_norm: 1.6440 2021-05-06 22:54:18,828 - mmaction - INFO - Epoch [29][940/1853] lr: 5.853e-02, eta: 12:46:05, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9187, loss_cls: 0.7614, loss: 0.7614, grad_norm: 1.5091 2021-05-06 22:54:32,122 - mmaction - INFO - Epoch [29][960/1853] lr: 5.851e-02, eta: 12:45:51, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7625, top5_acc: 0.9156, loss_cls: 0.8161, loss: 0.8161, grad_norm: 1.5458 2021-05-06 22:54:45,396 - mmaction - INFO - Epoch [29][980/1853] lr: 5.848e-02, eta: 12:45:36, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9172, loss_cls: 0.7955, loss: 0.7955, grad_norm: 1.5632 2021-05-06 22:54:58,687 - mmaction - INFO - Epoch [29][1000/1853] lr: 5.845e-02, eta: 12:45:21, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9094, loss_cls: 0.7788, loss: 0.7788, grad_norm: 1.5359 2021-05-06 22:55:11,969 - mmaction - INFO - Epoch [29][1020/1853] lr: 5.843e-02, eta: 12:45:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9133, loss_cls: 0.7723, loss: 0.7723, grad_norm: 1.4610 2021-05-06 22:55:25,252 - mmaction - INFO - Epoch [29][1040/1853] lr: 5.840e-02, eta: 12:44:51, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7688, top5_acc: 0.9211, loss_cls: 0.7707, loss: 0.7707, grad_norm: 1.4438 2021-05-06 22:55:38,569 - mmaction - INFO - Epoch [29][1060/1853] lr: 5.838e-02, eta: 12:44:36, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9172, loss_cls: 0.8018, loss: 0.8018, grad_norm: 1.5684 2021-05-06 22:55:51,860 - mmaction - INFO - Epoch [29][1080/1853] lr: 5.835e-02, eta: 12:44:22, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9258, loss_cls: 0.8005, loss: 0.8005, grad_norm: 1.5980 2021-05-06 22:56:05,126 - mmaction - INFO - Epoch [29][1100/1853] lr: 5.832e-02, eta: 12:44:07, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9242, loss_cls: 0.7508, loss: 0.7508, grad_norm: 1.5123 2021-05-06 22:56:18,457 - mmaction - INFO - Epoch [29][1120/1853] lr: 5.830e-02, eta: 12:43:52, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9258, loss_cls: 0.7834, loss: 0.7834, grad_norm: 1.6008 2021-05-06 22:56:31,731 - mmaction - INFO - Epoch [29][1140/1853] lr: 5.827e-02, eta: 12:43:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9102, loss_cls: 0.8108, loss: 0.8108, grad_norm: 1.4584 2021-05-06 22:56:45,023 - mmaction - INFO - Epoch [29][1160/1853] lr: 5.824e-02, eta: 12:43:22, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9133, loss_cls: 0.7750, loss: 0.7750, grad_norm: 1.4686 2021-05-06 22:56:58,310 - mmaction - INFO - Epoch [29][1180/1853] lr: 5.822e-02, eta: 12:43:07, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7695, top5_acc: 0.9203, loss_cls: 0.7788, loss: 0.7788, grad_norm: 1.5328 2021-05-06 22:57:11,585 - mmaction - INFO - Epoch [29][1200/1853] lr: 5.819e-02, eta: 12:42:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9055, loss_cls: 0.8334, loss: 0.8334, grad_norm: 1.5241 2021-05-06 22:57:24,876 - mmaction - INFO - Epoch [29][1220/1853] lr: 5.817e-02, eta: 12:42:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9172, loss_cls: 0.7848, loss: 0.7848, grad_norm: 1.4924 2021-05-06 22:57:38,227 - mmaction - INFO - Epoch [29][1240/1853] lr: 5.814e-02, eta: 12:42:23, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9203, loss_cls: 0.7786, loss: 0.7786, grad_norm: 1.5074 2021-05-06 22:57:51,528 - mmaction - INFO - Epoch [29][1260/1853] lr: 5.811e-02, eta: 12:42:08, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9242, loss_cls: 0.7806, loss: 0.7806, grad_norm: 1.5841 2021-05-06 22:58:04,809 - mmaction - INFO - Epoch [29][1280/1853] lr: 5.809e-02, eta: 12:41:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9266, loss_cls: 0.7458, loss: 0.7458, grad_norm: 1.4430 2021-05-06 22:58:18,098 - mmaction - INFO - Epoch [29][1300/1853] lr: 5.806e-02, eta: 12:41:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9266, loss_cls: 0.7559, loss: 0.7559, grad_norm: 1.5282 2021-05-06 22:58:31,402 - mmaction - INFO - Epoch [29][1320/1853] lr: 5.804e-02, eta: 12:41:24, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7641, top5_acc: 0.9125, loss_cls: 0.8052, loss: 0.8052, grad_norm: 1.6030 2021-05-06 22:58:44,714 - mmaction - INFO - Epoch [29][1340/1853] lr: 5.801e-02, eta: 12:41:09, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7688, top5_acc: 0.9250, loss_cls: 0.7574, loss: 0.7574, grad_norm: 1.3868 2021-05-06 22:58:57,996 - mmaction - INFO - Epoch [29][1360/1853] lr: 5.798e-02, eta: 12:40:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9172, loss_cls: 0.7645, loss: 0.7645, grad_norm: 1.5812 2021-05-06 22:59:11,274 - mmaction - INFO - Epoch [29][1380/1853] lr: 5.796e-02, eta: 12:40:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9234, loss_cls: 0.7305, loss: 0.7305, grad_norm: 1.4511 2021-05-06 22:59:24,579 - mmaction - INFO - Epoch [29][1400/1853] lr: 5.793e-02, eta: 12:40:25, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9195, loss_cls: 0.7939, loss: 0.7939, grad_norm: 1.4883 2021-05-06 22:59:37,897 - mmaction - INFO - Epoch [29][1420/1853] lr: 5.790e-02, eta: 12:40:10, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9133, loss_cls: 0.8371, loss: 0.8371, grad_norm: 1.6116 2021-05-06 22:59:51,184 - mmaction - INFO - Epoch [29][1440/1853] lr: 5.788e-02, eta: 12:39:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9039, loss_cls: 0.8305, loss: 0.8305, grad_norm: 1.5647 2021-05-06 23:00:04,448 - mmaction - INFO - Epoch [29][1460/1853] lr: 5.785e-02, eta: 12:39:40, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9297, loss_cls: 0.7176, loss: 0.7176, grad_norm: 1.5954 2021-05-06 23:00:17,768 - mmaction - INFO - Epoch [29][1480/1853] lr: 5.783e-02, eta: 12:39:25, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9141, loss_cls: 0.8504, loss: 0.8504, grad_norm: 1.6386 2021-05-06 23:00:31,032 - mmaction - INFO - Epoch [29][1500/1853] lr: 5.780e-02, eta: 12:39:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9273, loss_cls: 0.7601, loss: 0.7601, grad_norm: 1.5060 2021-05-06 23:00:44,324 - mmaction - INFO - Epoch [29][1520/1853] lr: 5.777e-02, eta: 12:38:56, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9211, loss_cls: 0.7698, loss: 0.7698, grad_norm: 1.5425 2021-05-06 23:00:57,642 - mmaction - INFO - Epoch [29][1540/1853] lr: 5.775e-02, eta: 12:38:41, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9156, loss_cls: 0.7966, loss: 0.7966, grad_norm: 1.5372 2021-05-06 23:01:10,922 - mmaction - INFO - Epoch [29][1560/1853] lr: 5.772e-02, eta: 12:38:26, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9203, loss_cls: 0.7705, loss: 0.7705, grad_norm: 1.4700 2021-05-06 23:01:24,202 - mmaction - INFO - Epoch [29][1580/1853] lr: 5.770e-02, eta: 12:38:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9211, loss_cls: 0.8251, loss: 0.8251, grad_norm: 1.5531 2021-05-06 23:01:37,491 - mmaction - INFO - Epoch [29][1600/1853] lr: 5.767e-02, eta: 12:37:57, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9078, loss_cls: 0.7893, loss: 0.7893, grad_norm: 1.4519 2021-05-06 23:01:50,783 - mmaction - INFO - Epoch [29][1620/1853] lr: 5.764e-02, eta: 12:37:42, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9273, loss_cls: 0.7326, loss: 0.7326, grad_norm: 1.4782 2021-05-06 23:02:04,052 - mmaction - INFO - Epoch [29][1640/1853] lr: 5.762e-02, eta: 12:37:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9297, loss_cls: 0.7583, loss: 0.7583, grad_norm: 1.5109 2021-05-06 23:02:17,353 - mmaction - INFO - Epoch [29][1660/1853] lr: 5.759e-02, eta: 12:37:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7836, top5_acc: 0.9172, loss_cls: 0.7415, loss: 0.7415, grad_norm: 1.4991 2021-05-06 23:02:30,617 - mmaction - INFO - Epoch [29][1680/1853] lr: 5.756e-02, eta: 12:36:57, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 0.8017, loss: 0.8017, grad_norm: 1.5742 2021-05-06 23:02:43,893 - mmaction - INFO - Epoch [29][1700/1853] lr: 5.754e-02, eta: 12:36:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9320, loss_cls: 0.7094, loss: 0.7094, grad_norm: 1.4170 2021-05-06 23:02:57,255 - mmaction - INFO - Epoch [29][1720/1853] lr: 5.751e-02, eta: 12:36:28, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.7688, top5_acc: 0.9273, loss_cls: 0.7622, loss: 0.7622, grad_norm: 1.5850 2021-05-06 23:03:10,493 - mmaction - INFO - Epoch [29][1740/1853] lr: 5.749e-02, eta: 12:36:13, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9094, loss_cls: 0.8407, loss: 0.8407, grad_norm: 1.5733 2021-05-06 23:03:23,789 - mmaction - INFO - Epoch [29][1760/1853] lr: 5.746e-02, eta: 12:35:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9234, loss_cls: 0.7605, loss: 0.7605, grad_norm: 1.4547 2021-05-06 23:03:37,077 - mmaction - INFO - Epoch [29][1780/1853] lr: 5.743e-02, eta: 12:35:43, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9281, loss_cls: 0.7678, loss: 0.7678, grad_norm: 1.5290 2021-05-06 23:03:50,336 - mmaction - INFO - Epoch [29][1800/1853] lr: 5.741e-02, eta: 12:35:29, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9172, loss_cls: 0.7991, loss: 0.7991, grad_norm: 1.5716 2021-05-06 23:04:03,615 - mmaction - INFO - Epoch [29][1820/1853] lr: 5.738e-02, eta: 12:35:14, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7367, top5_acc: 0.9125, loss_cls: 0.8567, loss: 0.8567, grad_norm: 1.6846 2021-05-06 23:04:16,896 - mmaction - INFO - Epoch [29][1840/1853] lr: 5.735e-02, eta: 12:34:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9156, loss_cls: 0.8047, loss: 0.8047, grad_norm: 1.5822 2021-05-06 23:04:26,591 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-05-06 23:05:54,868 - mmaction - INFO - Epoch [30][20/1853] lr: 5.731e-02, eta: 12:35:54, time: 4.393, data_time: 3.734, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9078, loss_cls: 0.8417, loss: 0.8417, grad_norm: 1.5636 2021-05-06 23:06:07,972 - mmaction - INFO - Epoch [30][40/1853] lr: 5.729e-02, eta: 12:35:39, time: 0.655, data_time: 0.002, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9086, loss_cls: 0.8199, loss: 0.8199, grad_norm: 1.4778 2021-05-06 23:06:21,115 - mmaction - INFO - Epoch [30][60/1853] lr: 5.726e-02, eta: 12:35:24, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9219, loss_cls: 0.8204, loss: 0.8204, grad_norm: 1.5724 2021-05-06 23:06:34,345 - mmaction - INFO - Epoch [30][80/1853] lr: 5.723e-02, eta: 12:35:09, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9187, loss_cls: 0.7889, loss: 0.7889, grad_norm: 1.5865 2021-05-06 23:06:47,533 - mmaction - INFO - Epoch [30][100/1853] lr: 5.721e-02, eta: 12:34:54, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9062, loss_cls: 0.8218, loss: 0.8218, grad_norm: 1.5382 2021-05-06 23:07:00,737 - mmaction - INFO - Epoch [30][120/1853] lr: 5.718e-02, eta: 12:34:39, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9195, loss_cls: 0.7723, loss: 0.7723, grad_norm: 1.5561 2021-05-06 23:07:13,968 - mmaction - INFO - Epoch [30][140/1853] lr: 5.715e-02, eta: 12:34:24, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7445, top5_acc: 0.9055, loss_cls: 0.8542, loss: 0.8542, grad_norm: 1.6114 2021-05-06 23:07:27,187 - mmaction - INFO - Epoch [30][160/1853] lr: 5.713e-02, eta: 12:34:09, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9211, loss_cls: 0.7844, loss: 0.7844, grad_norm: 1.5049 2021-05-06 23:07:40,418 - mmaction - INFO - Epoch [30][180/1853] lr: 5.710e-02, eta: 12:33:55, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9117, loss_cls: 0.7421, loss: 0.7421, grad_norm: 1.4189 2021-05-06 23:07:53,667 - mmaction - INFO - Epoch [30][200/1853] lr: 5.708e-02, eta: 12:33:40, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9250, loss_cls: 0.7211, loss: 0.7211, grad_norm: 1.5074 2021-05-06 23:08:06,966 - mmaction - INFO - Epoch [30][220/1853] lr: 5.705e-02, eta: 12:33:25, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9289, loss_cls: 0.7474, loss: 0.7474, grad_norm: 1.4962 2021-05-06 23:08:20,231 - mmaction - INFO - Epoch [30][240/1853] lr: 5.702e-02, eta: 12:33:10, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9172, loss_cls: 0.8145, loss: 0.8145, grad_norm: 1.5649 2021-05-06 23:08:33,526 - mmaction - INFO - Epoch [30][260/1853] lr: 5.700e-02, eta: 12:32:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9234, loss_cls: 0.7571, loss: 0.7571, grad_norm: 1.4616 2021-05-06 23:08:46,838 - mmaction - INFO - Epoch [30][280/1853] lr: 5.697e-02, eta: 12:32:40, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7820, top5_acc: 0.9203, loss_cls: 0.7615, loss: 0.7615, grad_norm: 1.4786 2021-05-06 23:09:00,094 - mmaction - INFO - Epoch [30][300/1853] lr: 5.694e-02, eta: 12:32:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9281, loss_cls: 0.7243, loss: 0.7243, grad_norm: 1.4594 2021-05-06 23:09:13,359 - mmaction - INFO - Epoch [30][320/1853] lr: 5.692e-02, eta: 12:32:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9297, loss_cls: 0.7367, loss: 0.7367, grad_norm: 1.5795 2021-05-06 23:09:26,672 - mmaction - INFO - Epoch [30][340/1853] lr: 5.689e-02, eta: 12:31:56, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9180, loss_cls: 0.8242, loss: 0.8242, grad_norm: 1.6191 2021-05-06 23:09:39,923 - mmaction - INFO - Epoch [30][360/1853] lr: 5.687e-02, eta: 12:31:41, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9227, loss_cls: 0.7603, loss: 0.7603, grad_norm: 1.4421 2021-05-06 23:09:53,194 - mmaction - INFO - Epoch [30][380/1853] lr: 5.684e-02, eta: 12:31:26, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9203, loss_cls: 0.7800, loss: 0.7800, grad_norm: 1.5047 2021-05-06 23:10:06,470 - mmaction - INFO - Epoch [30][400/1853] lr: 5.681e-02, eta: 12:31:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7883, top5_acc: 0.9234, loss_cls: 0.7354, loss: 0.7354, grad_norm: 1.4521 2021-05-06 23:10:19,734 - mmaction - INFO - Epoch [30][420/1853] lr: 5.679e-02, eta: 12:30:57, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9109, loss_cls: 0.8463, loss: 0.8463, grad_norm: 1.5701 2021-05-06 23:10:33,007 - mmaction - INFO - Epoch [30][440/1853] lr: 5.676e-02, eta: 12:30:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9187, loss_cls: 0.7580, loss: 0.7580, grad_norm: 1.4940 2021-05-06 23:10:46,305 - mmaction - INFO - Epoch [30][460/1853] lr: 5.673e-02, eta: 12:30:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9211, loss_cls: 0.7995, loss: 0.7995, grad_norm: 1.5860 2021-05-06 23:10:59,569 - mmaction - INFO - Epoch [30][480/1853] lr: 5.671e-02, eta: 12:30:12, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9219, loss_cls: 0.7112, loss: 0.7112, grad_norm: 1.4725 2021-05-06 23:11:12,864 - mmaction - INFO - Epoch [30][500/1853] lr: 5.668e-02, eta: 12:29:57, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9125, loss_cls: 0.7963, loss: 0.7963, grad_norm: 1.5156 2021-05-06 23:11:26,158 - mmaction - INFO - Epoch [30][520/1853] lr: 5.666e-02, eta: 12:29:42, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9195, loss_cls: 0.7480, loss: 0.7480, grad_norm: 1.5222 2021-05-06 23:11:39,446 - mmaction - INFO - Epoch [30][540/1853] lr: 5.663e-02, eta: 12:29:28, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9195, loss_cls: 0.7959, loss: 0.7959, grad_norm: 1.5721 2021-05-06 23:11:52,756 - mmaction - INFO - Epoch [30][560/1853] lr: 5.660e-02, eta: 12:29:13, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9258, loss_cls: 0.7727, loss: 0.7727, grad_norm: 1.6094 2021-05-06 23:12:06,065 - mmaction - INFO - Epoch [30][580/1853] lr: 5.658e-02, eta: 12:28:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9219, loss_cls: 0.7702, loss: 0.7702, grad_norm: 1.4773 2021-05-06 23:12:19,323 - mmaction - INFO - Epoch [30][600/1853] lr: 5.655e-02, eta: 12:28:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7422, top5_acc: 0.9062, loss_cls: 0.8366, loss: 0.8366, grad_norm: 1.5211 2021-05-06 23:12:32,620 - mmaction - INFO - Epoch [30][620/1853] lr: 5.652e-02, eta: 12:28:28, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9148, loss_cls: 0.7664, loss: 0.7664, grad_norm: 1.5214 2021-05-06 23:12:45,914 - mmaction - INFO - Epoch [30][640/1853] lr: 5.650e-02, eta: 12:28:14, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9156, loss_cls: 0.7884, loss: 0.7884, grad_norm: 1.4987 2021-05-06 23:12:59,202 - mmaction - INFO - Epoch [30][660/1853] lr: 5.647e-02, eta: 12:27:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9211, loss_cls: 0.8174, loss: 0.8174, grad_norm: 1.5884 2021-05-06 23:13:12,490 - mmaction - INFO - Epoch [30][680/1853] lr: 5.645e-02, eta: 12:27:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9172, loss_cls: 0.7524, loss: 0.7524, grad_norm: 1.4664 2021-05-06 23:13:25,743 - mmaction - INFO - Epoch [30][700/1853] lr: 5.642e-02, eta: 12:27:29, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9148, loss_cls: 0.7554, loss: 0.7554, grad_norm: 1.4948 2021-05-06 23:13:39,067 - mmaction - INFO - Epoch [30][720/1853] lr: 5.639e-02, eta: 12:27:14, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9141, loss_cls: 0.7792, loss: 0.7792, grad_norm: 1.5924 2021-05-06 23:13:52,360 - mmaction - INFO - Epoch [30][740/1853] lr: 5.637e-02, eta: 12:27:00, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9172, loss_cls: 0.7971, loss: 0.7971, grad_norm: 1.6336 2021-05-06 23:14:05,660 - mmaction - INFO - Epoch [30][760/1853] lr: 5.634e-02, eta: 12:26:45, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7641, top5_acc: 0.9219, loss_cls: 0.7848, loss: 0.7848, grad_norm: 1.5823 2021-05-06 23:14:18,973 - mmaction - INFO - Epoch [30][780/1853] lr: 5.631e-02, eta: 12:26:30, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9109, loss_cls: 0.7939, loss: 0.7939, grad_norm: 1.6832 2021-05-06 23:14:32,255 - mmaction - INFO - Epoch [30][800/1853] lr: 5.629e-02, eta: 12:26:15, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9148, loss_cls: 0.8151, loss: 0.8151, grad_norm: 1.5877 2021-05-06 23:14:45,512 - mmaction - INFO - Epoch [30][820/1853] lr: 5.626e-02, eta: 12:26:00, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9055, loss_cls: 0.8440, loss: 0.8440, grad_norm: 1.5301 2021-05-06 23:14:58,816 - mmaction - INFO - Epoch [30][840/1853] lr: 5.624e-02, eta: 12:25:46, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7461, top5_acc: 0.9133, loss_cls: 0.8086, loss: 0.8086, grad_norm: 1.4457 2021-05-06 23:15:12,123 - mmaction - INFO - Epoch [30][860/1853] lr: 5.621e-02, eta: 12:25:31, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7641, top5_acc: 0.9125, loss_cls: 0.7847, loss: 0.7847, grad_norm: 1.5621 2021-05-06 23:15:25,406 - mmaction - INFO - Epoch [30][880/1853] lr: 5.618e-02, eta: 12:25:16, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9328, loss_cls: 0.7128, loss: 0.7128, grad_norm: 1.4409 2021-05-06 23:15:38,658 - mmaction - INFO - Epoch [30][900/1853] lr: 5.616e-02, eta: 12:25:01, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9172, loss_cls: 0.8194, loss: 0.8194, grad_norm: 1.6069 2021-05-06 23:15:51,934 - mmaction - INFO - Epoch [30][920/1853] lr: 5.613e-02, eta: 12:24:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9156, loss_cls: 0.8000, loss: 0.8000, grad_norm: 1.5387 2021-05-06 23:16:05,209 - mmaction - INFO - Epoch [30][940/1853] lr: 5.610e-02, eta: 12:24:32, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9180, loss_cls: 0.7464, loss: 0.7464, grad_norm: 1.5391 2021-05-06 23:16:18,455 - mmaction - INFO - Epoch [30][960/1853] lr: 5.608e-02, eta: 12:24:17, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9047, loss_cls: 0.8453, loss: 0.8453, grad_norm: 1.5412 2021-05-06 23:16:31,739 - mmaction - INFO - Epoch [30][980/1853] lr: 5.605e-02, eta: 12:24:02, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9148, loss_cls: 0.8242, loss: 0.8242, grad_norm: 1.6582 2021-05-06 23:16:45,005 - mmaction - INFO - Epoch [30][1000/1853] lr: 5.603e-02, eta: 12:23:47, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9289, loss_cls: 0.7133, loss: 0.7133, grad_norm: 1.4300 2021-05-06 23:16:58,266 - mmaction - INFO - Epoch [30][1020/1853] lr: 5.600e-02, eta: 12:23:32, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9258, loss_cls: 0.7617, loss: 0.7617, grad_norm: 1.5452 2021-05-06 23:17:11,575 - mmaction - INFO - Epoch [30][1040/1853] lr: 5.597e-02, eta: 12:23:18, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9211, loss_cls: 0.7422, loss: 0.7422, grad_norm: 1.4442 2021-05-06 23:17:24,846 - mmaction - INFO - Epoch [30][1060/1853] lr: 5.595e-02, eta: 12:23:03, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7695, top5_acc: 0.9297, loss_cls: 0.7881, loss: 0.7881, grad_norm: 1.5778 2021-05-06 23:17:38,099 - mmaction - INFO - Epoch [30][1080/1853] lr: 5.592e-02, eta: 12:22:48, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9156, loss_cls: 0.7887, loss: 0.7887, grad_norm: 1.5831 2021-05-06 23:17:51,408 - mmaction - INFO - Epoch [30][1100/1853] lr: 5.589e-02, eta: 12:22:33, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9289, loss_cls: 0.7235, loss: 0.7235, grad_norm: 1.4968 2021-05-06 23:18:04,647 - mmaction - INFO - Epoch [30][1120/1853] lr: 5.587e-02, eta: 12:22:18, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9102, loss_cls: 0.7782, loss: 0.7782, grad_norm: 1.4801 2021-05-06 23:18:17,931 - mmaction - INFO - Epoch [30][1140/1853] lr: 5.584e-02, eta: 12:22:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9211, loss_cls: 0.7156, loss: 0.7156, grad_norm: 1.4971 2021-05-06 23:18:31,242 - mmaction - INFO - Epoch [30][1160/1853] lr: 5.581e-02, eta: 12:21:49, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9195, loss_cls: 0.7334, loss: 0.7334, grad_norm: 1.4715 2021-05-06 23:18:44,482 - mmaction - INFO - Epoch [30][1180/1853] lr: 5.579e-02, eta: 12:21:34, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9219, loss_cls: 0.7554, loss: 0.7554, grad_norm: 1.5916 2021-05-06 23:18:57,793 - mmaction - INFO - Epoch [30][1200/1853] lr: 5.576e-02, eta: 12:21:19, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9141, loss_cls: 0.8066, loss: 0.8066, grad_norm: 1.5954 2021-05-06 23:19:11,049 - mmaction - INFO - Epoch [30][1220/1853] lr: 5.574e-02, eta: 12:21:05, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9148, loss_cls: 0.7371, loss: 0.7371, grad_norm: 1.5027 2021-05-06 23:19:24,329 - mmaction - INFO - Epoch [30][1240/1853] lr: 5.571e-02, eta: 12:20:50, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9164, loss_cls: 0.7611, loss: 0.7611, grad_norm: 1.5319 2021-05-06 23:19:37,613 - mmaction - INFO - Epoch [30][1260/1853] lr: 5.568e-02, eta: 12:20:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9281, loss_cls: 0.7214, loss: 0.7214, grad_norm: 1.5294 2021-05-06 23:19:50,857 - mmaction - INFO - Epoch [30][1280/1853] lr: 5.566e-02, eta: 12:20:20, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9281, loss_cls: 0.7487, loss: 0.7487, grad_norm: 1.6059 2021-05-06 23:20:04,175 - mmaction - INFO - Epoch [30][1300/1853] lr: 5.563e-02, eta: 12:20:05, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9164, loss_cls: 0.8103, loss: 0.8103, grad_norm: 1.5997 2021-05-06 23:20:17,428 - mmaction - INFO - Epoch [30][1320/1853] lr: 5.560e-02, eta: 12:19:51, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9180, loss_cls: 0.8102, loss: 0.8102, grad_norm: 1.5589 2021-05-06 23:20:30,687 - mmaction - INFO - Epoch [30][1340/1853] lr: 5.558e-02, eta: 12:19:36, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9289, loss_cls: 0.7618, loss: 0.7618, grad_norm: 1.5499 2021-05-06 23:20:43,953 - mmaction - INFO - Epoch [30][1360/1853] lr: 5.555e-02, eta: 12:19:21, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9109, loss_cls: 0.8647, loss: 0.8647, grad_norm: 1.6822 2021-05-06 23:20:57,246 - mmaction - INFO - Epoch [30][1380/1853] lr: 5.553e-02, eta: 12:19:06, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9008, loss_cls: 0.8430, loss: 0.8430, grad_norm: 1.4682 2021-05-06 23:21:10,484 - mmaction - INFO - Epoch [30][1400/1853] lr: 5.550e-02, eta: 12:18:52, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7688, top5_acc: 0.9242, loss_cls: 0.7797, loss: 0.7797, grad_norm: 1.5943 2021-05-06 23:21:23,743 - mmaction - INFO - Epoch [30][1420/1853] lr: 5.547e-02, eta: 12:18:37, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9227, loss_cls: 0.7605, loss: 0.7605, grad_norm: 1.5010 2021-05-06 23:21:37,007 - mmaction - INFO - Epoch [30][1440/1853] lr: 5.545e-02, eta: 12:18:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9164, loss_cls: 0.7809, loss: 0.7809, grad_norm: 1.6020 2021-05-06 23:21:50,245 - mmaction - INFO - Epoch [30][1460/1853] lr: 5.542e-02, eta: 12:18:07, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9250, loss_cls: 0.8099, loss: 0.8099, grad_norm: 1.6039 2021-05-06 23:22:03,577 - mmaction - INFO - Epoch [30][1480/1853] lr: 5.539e-02, eta: 12:17:52, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9195, loss_cls: 0.8107, loss: 0.8107, grad_norm: 1.6466 2021-05-06 23:22:16,878 - mmaction - INFO - Epoch [30][1500/1853] lr: 5.537e-02, eta: 12:17:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9180, loss_cls: 0.7678, loss: 0.7678, grad_norm: 1.4481 2021-05-06 23:22:30,119 - mmaction - INFO - Epoch [30][1520/1853] lr: 5.534e-02, eta: 12:17:23, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9125, loss_cls: 0.8058, loss: 0.8058, grad_norm: 1.5158 2021-05-06 23:22:43,351 - mmaction - INFO - Epoch [30][1540/1853] lr: 5.531e-02, eta: 12:17:08, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9203, loss_cls: 0.7651, loss: 0.7651, grad_norm: 1.5067 2021-05-06 23:22:56,657 - mmaction - INFO - Epoch [30][1560/1853] lr: 5.529e-02, eta: 12:16:53, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9227, loss_cls: 0.7603, loss: 0.7603, grad_norm: 1.4315 2021-05-06 23:23:09,906 - mmaction - INFO - Epoch [30][1580/1853] lr: 5.526e-02, eta: 12:16:39, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9211, loss_cls: 0.7651, loss: 0.7651, grad_norm: 1.5438 2021-05-06 23:23:23,170 - mmaction - INFO - Epoch [30][1600/1853] lr: 5.524e-02, eta: 12:16:24, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9281, loss_cls: 0.7488, loss: 0.7488, grad_norm: 1.5357 2021-05-06 23:23:36,476 - mmaction - INFO - Epoch [30][1620/1853] lr: 5.521e-02, eta: 12:16:09, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9086, loss_cls: 0.8557, loss: 0.8557, grad_norm: 1.6315 2021-05-06 23:23:49,737 - mmaction - INFO - Epoch [30][1640/1853] lr: 5.518e-02, eta: 12:15:54, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7477, top5_acc: 0.9133, loss_cls: 0.8506, loss: 0.8506, grad_norm: 1.6496 2021-05-06 23:24:02,995 - mmaction - INFO - Epoch [30][1660/1853] lr: 5.516e-02, eta: 12:15:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9375, loss_cls: 0.7106, loss: 0.7106, grad_norm: 1.5302 2021-05-06 23:24:16,324 - mmaction - INFO - Epoch [30][1680/1853] lr: 5.513e-02, eta: 12:15:25, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9172, loss_cls: 0.7544, loss: 0.7544, grad_norm: 1.5362 2021-05-06 23:24:29,547 - mmaction - INFO - Epoch [30][1700/1853] lr: 5.510e-02, eta: 12:15:10, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9164, loss_cls: 0.7852, loss: 0.7852, grad_norm: 1.5364 2021-05-06 23:24:42,810 - mmaction - INFO - Epoch [30][1720/1853] lr: 5.508e-02, eta: 12:14:55, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9258, loss_cls: 0.7215, loss: 0.7215, grad_norm: 1.4771 2021-05-06 23:24:56,110 - mmaction - INFO - Epoch [30][1740/1853] lr: 5.505e-02, eta: 12:14:40, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9039, loss_cls: 0.8013, loss: 0.8013, grad_norm: 1.5100 2021-05-06 23:25:09,374 - mmaction - INFO - Epoch [30][1760/1853] lr: 5.502e-02, eta: 12:14:26, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9219, loss_cls: 0.7783, loss: 0.7783, grad_norm: 1.5252 2021-05-06 23:25:22,643 - mmaction - INFO - Epoch [30][1780/1853] lr: 5.500e-02, eta: 12:14:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9125, loss_cls: 0.7917, loss: 0.7917, grad_norm: 1.5297 2021-05-06 23:25:35,898 - mmaction - INFO - Epoch [30][1800/1853] lr: 5.497e-02, eta: 12:13:56, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9242, loss_cls: 0.7804, loss: 0.7804, grad_norm: 1.6621 2021-05-06 23:25:49,224 - mmaction - INFO - Epoch [30][1820/1853] lr: 5.495e-02, eta: 12:13:41, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9125, loss_cls: 0.8239, loss: 0.8239, grad_norm: 1.6602 2021-05-06 23:26:02,492 - mmaction - INFO - Epoch [30][1840/1853] lr: 5.492e-02, eta: 12:13:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9211, loss_cls: 0.7685, loss: 0.7685, grad_norm: 1.5298 2021-05-06 23:26:12,211 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-05-06 23:27:52,651 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-06 23:27:52,681 - mmaction - INFO - top1_acc 0.9217 top5_acc 0.9929 2021-05-06 23:27:52,681 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-06 23:27:52,689 - mmaction - INFO - mean_acc 0.9181 2021-05-06 23:27:52,691 - mmaction - INFO - Epoch(val) [30][1853] top1_acc: 0.9217, top5_acc: 0.9929, mean_class_accuracy: 0.9181 2021-05-06 23:28:55,937 - mmaction - INFO - Epoch [31][20/1853] lr: 5.488e-02, eta: 12:13:49, time: 3.161, data_time: 2.502, memory: 5809, top1_acc: 0.7477, top5_acc: 0.9195, loss_cls: 0.8329, loss: 0.8329, grad_norm: 1.5855 2021-05-06 23:29:09,083 - mmaction - INFO - Epoch [31][40/1853] lr: 5.485e-02, eta: 12:13:34, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9211, loss_cls: 0.7415, loss: 0.7415, grad_norm: 1.4818 2021-05-06 23:29:22,302 - mmaction - INFO - Epoch [31][60/1853] lr: 5.482e-02, eta: 12:13:19, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9039, loss_cls: 0.8006, loss: 0.8006, grad_norm: 1.5168 2021-05-06 23:29:35,517 - mmaction - INFO - Epoch [31][80/1853] lr: 5.480e-02, eta: 12:13:05, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9195, loss_cls: 0.7456, loss: 0.7456, grad_norm: 1.4565 2021-05-06 23:29:48,727 - mmaction - INFO - Epoch [31][100/1853] lr: 5.477e-02, eta: 12:12:50, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9102, loss_cls: 0.8004, loss: 0.8004, grad_norm: 1.5186 2021-05-06 23:30:01,991 - mmaction - INFO - Epoch [31][120/1853] lr: 5.474e-02, eta: 12:12:35, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7430, top5_acc: 0.9094, loss_cls: 0.8629, loss: 0.8629, grad_norm: 1.6424 2021-05-06 23:30:15,244 - mmaction - INFO - Epoch [31][140/1853] lr: 5.472e-02, eta: 12:12:20, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9133, loss_cls: 0.7943, loss: 0.7943, grad_norm: 1.5248 2021-05-06 23:30:28,480 - mmaction - INFO - Epoch [31][160/1853] lr: 5.469e-02, eta: 12:12:05, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7695, top5_acc: 0.9086, loss_cls: 0.7755, loss: 0.7755, grad_norm: 1.5651 2021-05-06 23:30:41,768 - mmaction - INFO - Epoch [31][180/1853] lr: 5.466e-02, eta: 12:11:50, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9320, loss_cls: 0.7094, loss: 0.7094, grad_norm: 1.5272 2021-05-06 23:30:55,019 - mmaction - INFO - Epoch [31][200/1853] lr: 5.464e-02, eta: 12:11:36, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9242, loss_cls: 0.7212, loss: 0.7212, grad_norm: 1.4832 2021-05-06 23:31:08,328 - mmaction - INFO - Epoch [31][220/1853] lr: 5.461e-02, eta: 12:11:21, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9117, loss_cls: 0.7726, loss: 0.7726, grad_norm: 1.5216 2021-05-06 23:31:21,618 - mmaction - INFO - Epoch [31][240/1853] lr: 5.459e-02, eta: 12:11:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7453, top5_acc: 0.9047, loss_cls: 0.8451, loss: 0.8451, grad_norm: 1.6159 2021-05-06 23:31:34,918 - mmaction - INFO - Epoch [31][260/1853] lr: 5.456e-02, eta: 12:10:51, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9227, loss_cls: 0.7617, loss: 0.7617, grad_norm: 1.4534 2021-05-06 23:31:48,229 - mmaction - INFO - Epoch [31][280/1853] lr: 5.453e-02, eta: 12:10:37, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9164, loss_cls: 0.7563, loss: 0.7563, grad_norm: 1.5890 2021-05-06 23:32:01,474 - mmaction - INFO - Epoch [31][300/1853] lr: 5.451e-02, eta: 12:10:22, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9187, loss_cls: 0.7814, loss: 0.7814, grad_norm: 1.6355 2021-05-06 23:32:14,763 - mmaction - INFO - Epoch [31][320/1853] lr: 5.448e-02, eta: 12:10:07, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9234, loss_cls: 0.7692, loss: 0.7692, grad_norm: 1.5604 2021-05-06 23:32:28,048 - mmaction - INFO - Epoch [31][340/1853] lr: 5.445e-02, eta: 12:09:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9172, loss_cls: 0.7913, loss: 0.7913, grad_norm: 1.5927 2021-05-06 23:32:41,343 - mmaction - INFO - Epoch [31][360/1853] lr: 5.443e-02, eta: 12:09:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9250, loss_cls: 0.7381, loss: 0.7381, grad_norm: 1.5299 2021-05-06 23:32:54,624 - mmaction - INFO - Epoch [31][380/1853] lr: 5.440e-02, eta: 12:09:23, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9172, loss_cls: 0.7899, loss: 0.7899, grad_norm: 1.5360 2021-05-06 23:33:07,981 - mmaction - INFO - Epoch [31][400/1853] lr: 5.437e-02, eta: 12:09:08, time: 0.668, data_time: 0.002, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9164, loss_cls: 0.7942, loss: 0.7942, grad_norm: 1.5908 2021-05-06 23:33:21,262 - mmaction - INFO - Epoch [31][420/1853] lr: 5.435e-02, eta: 12:08:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9203, loss_cls: 0.7351, loss: 0.7351, grad_norm: 1.4340 2021-05-06 23:33:34,585 - mmaction - INFO - Epoch [31][440/1853] lr: 5.432e-02, eta: 12:08:39, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.7251, loss: 0.7251, grad_norm: 1.5900 2021-05-06 23:33:47,866 - mmaction - INFO - Epoch [31][460/1853] lr: 5.430e-02, eta: 12:08:24, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9180, loss_cls: 0.7251, loss: 0.7251, grad_norm: 1.5377 2021-05-06 23:34:01,155 - mmaction - INFO - Epoch [31][480/1853] lr: 5.427e-02, eta: 12:08:09, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9148, loss_cls: 0.7597, loss: 0.7597, grad_norm: 1.6204 2021-05-06 23:34:14,512 - mmaction - INFO - Epoch [31][500/1853] lr: 5.424e-02, eta: 12:07:55, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9094, loss_cls: 0.7759, loss: 0.7759, grad_norm: 1.5796 2021-05-06 23:34:27,812 - mmaction - INFO - Epoch [31][520/1853] lr: 5.422e-02, eta: 12:07:40, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9242, loss_cls: 0.7572, loss: 0.7572, grad_norm: 1.6219 2021-05-06 23:34:41,079 - mmaction - INFO - Epoch [31][540/1853] lr: 5.419e-02, eta: 12:07:25, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9187, loss_cls: 0.7688, loss: 0.7688, grad_norm: 1.5648 2021-05-06 23:34:54,378 - mmaction - INFO - Epoch [31][560/1853] lr: 5.416e-02, eta: 12:07:10, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9242, loss_cls: 0.7570, loss: 0.7570, grad_norm: 1.5058 2021-05-06 23:35:07,664 - mmaction - INFO - Epoch [31][580/1853] lr: 5.414e-02, eta: 12:06:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9148, loss_cls: 0.8043, loss: 0.8043, grad_norm: 1.5972 2021-05-06 23:35:20,928 - mmaction - INFO - Epoch [31][600/1853] lr: 5.411e-02, eta: 12:06:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9250, loss_cls: 0.7717, loss: 0.7717, grad_norm: 1.5607 2021-05-06 23:35:34,273 - mmaction - INFO - Epoch [31][620/1853] lr: 5.408e-02, eta: 12:06:26, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9211, loss_cls: 0.7996, loss: 0.7996, grad_norm: 1.6057 2021-05-06 23:35:47,566 - mmaction - INFO - Epoch [31][640/1853] lr: 5.406e-02, eta: 12:06:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9172, loss_cls: 0.7777, loss: 0.7777, grad_norm: 1.4956 2021-05-06 23:36:00,864 - mmaction - INFO - Epoch [31][660/1853] lr: 5.403e-02, eta: 12:05:57, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9234, loss_cls: 0.7374, loss: 0.7374, grad_norm: 1.5314 2021-05-06 23:36:14,163 - mmaction - INFO - Epoch [31][680/1853] lr: 5.401e-02, eta: 12:05:42, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9250, loss_cls: 0.7325, loss: 0.7325, grad_norm: 1.6274 2021-05-06 23:36:27,483 - mmaction - INFO - Epoch [31][700/1853] lr: 5.398e-02, eta: 12:05:27, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9328, loss_cls: 0.7055, loss: 0.7055, grad_norm: 1.5631 2021-05-06 23:36:40,785 - mmaction - INFO - Epoch [31][720/1853] lr: 5.395e-02, eta: 12:05:13, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9047, loss_cls: 0.7832, loss: 0.7832, grad_norm: 1.5253 2021-05-06 23:36:54,073 - mmaction - INFO - Epoch [31][740/1853] lr: 5.393e-02, eta: 12:04:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9117, loss_cls: 0.7910, loss: 0.7910, grad_norm: 1.5940 2021-05-06 23:37:07,401 - mmaction - INFO - Epoch [31][760/1853] lr: 5.390e-02, eta: 12:04:43, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7602, top5_acc: 0.9234, loss_cls: 0.7565, loss: 0.7565, grad_norm: 1.4680 2021-05-06 23:37:20,683 - mmaction - INFO - Epoch [31][780/1853] lr: 5.387e-02, eta: 12:04:28, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9109, loss_cls: 0.7714, loss: 0.7714, grad_norm: 1.5160 2021-05-06 23:37:33,963 - mmaction - INFO - Epoch [31][800/1853] lr: 5.385e-02, eta: 12:04:14, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9219, loss_cls: 0.7816, loss: 0.7816, grad_norm: 1.6110 2021-05-06 23:37:47,292 - mmaction - INFO - Epoch [31][820/1853] lr: 5.382e-02, eta: 12:03:59, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9289, loss_cls: 0.7584, loss: 0.7584, grad_norm: 1.5760 2021-05-06 23:38:00,541 - mmaction - INFO - Epoch [31][840/1853] lr: 5.379e-02, eta: 12:03:44, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9250, loss_cls: 0.8042, loss: 0.8042, grad_norm: 1.5458 2021-05-06 23:38:13,850 - mmaction - INFO - Epoch [31][860/1853] lr: 5.377e-02, eta: 12:03:30, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9258, loss_cls: 0.7018, loss: 0.7018, grad_norm: 1.4659 2021-05-06 23:38:27,161 - mmaction - INFO - Epoch [31][880/1853] lr: 5.374e-02, eta: 12:03:15, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9156, loss_cls: 0.8052, loss: 0.8052, grad_norm: 1.5443 2021-05-06 23:38:40,504 - mmaction - INFO - Epoch [31][900/1853] lr: 5.371e-02, eta: 12:03:00, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9117, loss_cls: 0.8360, loss: 0.8360, grad_norm: 1.6187 2021-05-06 23:38:53,793 - mmaction - INFO - Epoch [31][920/1853] lr: 5.369e-02, eta: 12:02:46, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9109, loss_cls: 0.8344, loss: 0.8344, grad_norm: 1.6802 2021-05-06 23:39:07,107 - mmaction - INFO - Epoch [31][940/1853] lr: 5.366e-02, eta: 12:02:31, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9164, loss_cls: 0.8036, loss: 0.8036, grad_norm: 1.6878 2021-05-06 23:39:20,397 - mmaction - INFO - Epoch [31][960/1853] lr: 5.364e-02, eta: 12:02:16, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9180, loss_cls: 0.7957, loss: 0.7957, grad_norm: 1.5070 2021-05-06 23:39:33,706 - mmaction - INFO - Epoch [31][980/1853] lr: 5.361e-02, eta: 12:02:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9336, loss_cls: 0.7245, loss: 0.7245, grad_norm: 1.5066 2021-05-06 23:39:47,035 - mmaction - INFO - Epoch [31][1000/1853] lr: 5.358e-02, eta: 12:01:47, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9281, loss_cls: 0.7554, loss: 0.7554, grad_norm: 1.6069 2021-05-06 23:40:00,282 - mmaction - INFO - Epoch [31][1020/1853] lr: 5.356e-02, eta: 12:01:32, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7688, top5_acc: 0.9219, loss_cls: 0.8077, loss: 0.8077, grad_norm: 1.5793 2021-05-06 23:40:13,580 - mmaction - INFO - Epoch [31][1040/1853] lr: 5.353e-02, eta: 12:01:17, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9234, loss_cls: 0.7336, loss: 0.7336, grad_norm: 1.4768 2021-05-06 23:40:26,880 - mmaction - INFO - Epoch [31][1060/1853] lr: 5.350e-02, eta: 12:01:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7688, top5_acc: 0.9164, loss_cls: 0.7976, loss: 0.7976, grad_norm: 1.5385 2021-05-06 23:40:40,180 - mmaction - INFO - Epoch [31][1080/1853] lr: 5.348e-02, eta: 12:00:48, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9125, loss_cls: 0.7304, loss: 0.7304, grad_norm: 1.5111 2021-05-06 23:40:53,498 - mmaction - INFO - Epoch [31][1100/1853] lr: 5.345e-02, eta: 12:00:33, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9117, loss_cls: 0.7981, loss: 0.7981, grad_norm: 1.5595 2021-05-06 23:41:06,796 - mmaction - INFO - Epoch [31][1120/1853] lr: 5.342e-02, eta: 12:00:19, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9219, loss_cls: 0.8162, loss: 0.8162, grad_norm: 1.6289 2021-05-06 23:41:20,098 - mmaction - INFO - Epoch [31][1140/1853] lr: 5.340e-02, eta: 12:00:04, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9148, loss_cls: 0.7450, loss: 0.7450, grad_norm: 1.5029 2021-05-06 23:41:33,400 - mmaction - INFO - Epoch [31][1160/1853] lr: 5.337e-02, eta: 11:59:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9203, loss_cls: 0.7446, loss: 0.7446, grad_norm: 1.5397 2021-05-06 23:41:46,678 - mmaction - INFO - Epoch [31][1180/1853] lr: 5.334e-02, eta: 11:59:34, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9219, loss_cls: 0.7430, loss: 0.7430, grad_norm: 1.5763 2021-05-06 23:41:59,959 - mmaction - INFO - Epoch [31][1200/1853] lr: 5.332e-02, eta: 11:59:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9195, loss_cls: 0.7663, loss: 0.7663, grad_norm: 1.5026 2021-05-06 23:42:13,231 - mmaction - INFO - Epoch [31][1220/1853] lr: 5.329e-02, eta: 11:59:05, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7641, top5_acc: 0.9148, loss_cls: 0.7903, loss: 0.7903, grad_norm: 1.4656 2021-05-06 23:42:26,549 - mmaction - INFO - Epoch [31][1240/1853] lr: 5.327e-02, eta: 11:58:50, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9141, loss_cls: 0.7972, loss: 0.7972, grad_norm: 1.5731 2021-05-06 23:42:39,878 - mmaction - INFO - Epoch [31][1260/1853] lr: 5.324e-02, eta: 11:58:36, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9156, loss_cls: 0.8092, loss: 0.8092, grad_norm: 1.6397 2021-05-06 23:42:53,160 - mmaction - INFO - Epoch [31][1280/1853] lr: 5.321e-02, eta: 11:58:21, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9172, loss_cls: 0.7825, loss: 0.7825, grad_norm: 1.6065 2021-05-06 23:43:06,451 - mmaction - INFO - Epoch [31][1300/1853] lr: 5.319e-02, eta: 11:58:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9148, loss_cls: 0.8064, loss: 0.8064, grad_norm: 1.5352 2021-05-06 23:43:19,796 - mmaction - INFO - Epoch [31][1320/1853] lr: 5.316e-02, eta: 11:57:52, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9187, loss_cls: 0.7898, loss: 0.7898, grad_norm: 1.6241 2021-05-06 23:43:33,083 - mmaction - INFO - Epoch [31][1340/1853] lr: 5.313e-02, eta: 11:57:37, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9219, loss_cls: 0.7755, loss: 0.7755, grad_norm: 1.6346 2021-05-06 23:43:46,395 - mmaction - INFO - Epoch [31][1360/1853] lr: 5.311e-02, eta: 11:57:22, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9234, loss_cls: 0.7659, loss: 0.7659, grad_norm: 1.5215 2021-05-06 23:43:59,720 - mmaction - INFO - Epoch [31][1380/1853] lr: 5.308e-02, eta: 11:57:08, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7625, top5_acc: 0.9203, loss_cls: 0.7675, loss: 0.7675, grad_norm: 1.6215 2021-05-06 23:44:13,018 - mmaction - INFO - Epoch [31][1400/1853] lr: 5.305e-02, eta: 11:56:53, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9336, loss_cls: 0.7208, loss: 0.7208, grad_norm: 1.6434 2021-05-06 23:44:26,337 - mmaction - INFO - Epoch [31][1420/1853] lr: 5.303e-02, eta: 11:56:38, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7836, top5_acc: 0.9281, loss_cls: 0.7242, loss: 0.7242, grad_norm: 1.4278 2021-05-06 23:44:39,639 - mmaction - INFO - Epoch [31][1440/1853] lr: 5.300e-02, eta: 11:56:24, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9109, loss_cls: 0.7851, loss: 0.7851, grad_norm: 1.6744 2021-05-06 23:44:52,889 - mmaction - INFO - Epoch [31][1460/1853] lr: 5.297e-02, eta: 11:56:09, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9086, loss_cls: 0.8288, loss: 0.8288, grad_norm: 1.5979 2021-05-06 23:45:06,208 - mmaction - INFO - Epoch [31][1480/1853] lr: 5.295e-02, eta: 11:55:54, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7695, top5_acc: 0.9078, loss_cls: 0.8061, loss: 0.8061, grad_norm: 1.5520 2021-05-06 23:45:19,506 - mmaction - INFO - Epoch [31][1500/1853] lr: 5.292e-02, eta: 11:55:39, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9195, loss_cls: 0.7711, loss: 0.7711, grad_norm: 1.4539 2021-05-06 23:45:32,793 - mmaction - INFO - Epoch [31][1520/1853] lr: 5.290e-02, eta: 11:55:25, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9328, loss_cls: 0.7005, loss: 0.7005, grad_norm: 1.4659 2021-05-06 23:45:46,055 - mmaction - INFO - Epoch [31][1540/1853] lr: 5.287e-02, eta: 11:55:10, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9039, loss_cls: 0.8258, loss: 0.8258, grad_norm: 1.4983 2021-05-06 23:45:59,358 - mmaction - INFO - Epoch [31][1560/1853] lr: 5.284e-02, eta: 11:54:55, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9195, loss_cls: 0.7651, loss: 0.7651, grad_norm: 1.4452 2021-05-06 23:46:12,638 - mmaction - INFO - Epoch [31][1580/1853] lr: 5.282e-02, eta: 11:54:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9352, loss_cls: 0.7598, loss: 0.7598, grad_norm: 1.6269 2021-05-06 23:46:25,888 - mmaction - INFO - Epoch [31][1600/1853] lr: 5.279e-02, eta: 11:54:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9203, loss_cls: 0.7628, loss: 0.7628, grad_norm: 1.5685 2021-05-06 23:46:39,162 - mmaction - INFO - Epoch [31][1620/1853] lr: 5.276e-02, eta: 11:54:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9203, loss_cls: 0.7532, loss: 0.7532, grad_norm: 1.5269 2021-05-06 23:46:52,489 - mmaction - INFO - Epoch [31][1640/1853] lr: 5.274e-02, eta: 11:53:57, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9211, loss_cls: 0.7793, loss: 0.7793, grad_norm: 1.5238 2021-05-06 23:47:05,893 - mmaction - INFO - Epoch [31][1660/1853] lr: 5.271e-02, eta: 11:53:42, time: 0.670, data_time: 0.004, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9125, loss_cls: 0.7996, loss: 0.7996, grad_norm: 1.4525 2021-05-06 23:47:19,164 - mmaction - INFO - Epoch [31][1680/1853] lr: 5.268e-02, eta: 11:53:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7484, top5_acc: 0.9031, loss_cls: 0.8595, loss: 0.8595, grad_norm: 1.5801 2021-05-06 23:47:32,451 - mmaction - INFO - Epoch [31][1700/1853] lr: 5.266e-02, eta: 11:53:13, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9297, loss_cls: 0.7501, loss: 0.7501, grad_norm: 1.5855 2021-05-06 23:47:45,738 - mmaction - INFO - Epoch [31][1720/1853] lr: 5.263e-02, eta: 11:52:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9156, loss_cls: 0.8008, loss: 0.8008, grad_norm: 1.6864 2021-05-06 23:47:59,016 - mmaction - INFO - Epoch [31][1740/1853] lr: 5.260e-02, eta: 11:52:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9227, loss_cls: 0.7451, loss: 0.7451, grad_norm: 1.5050 2021-05-06 23:48:12,302 - mmaction - INFO - Epoch [31][1760/1853] lr: 5.258e-02, eta: 11:52:29, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9281, loss_cls: 0.7656, loss: 0.7656, grad_norm: 1.6120 2021-05-06 23:48:25,630 - mmaction - INFO - Epoch [31][1780/1853] lr: 5.255e-02, eta: 11:52:14, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9242, loss_cls: 0.7124, loss: 0.7124, grad_norm: 1.4773 2021-05-06 23:48:38,928 - mmaction - INFO - Epoch [31][1800/1853] lr: 5.252e-02, eta: 11:51:59, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9203, loss_cls: 0.7491, loss: 0.7491, grad_norm: 1.4714 2021-05-06 23:48:52,195 - mmaction - INFO - Epoch [31][1820/1853] lr: 5.250e-02, eta: 11:51:45, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9219, loss_cls: 0.7579, loss: 0.7579, grad_norm: 1.5426 2021-05-06 23:49:05,524 - mmaction - INFO - Epoch [31][1840/1853] lr: 5.247e-02, eta: 11:51:30, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9234, loss_cls: 0.7622, loss: 0.7622, grad_norm: 1.5212 2021-05-06 23:49:15,264 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-05-06 23:50:45,229 - mmaction - INFO - Epoch [32][20/1853] lr: 5.243e-02, eta: 11:52:18, time: 4.478, data_time: 3.820, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9203, loss_cls: 0.7519, loss: 0.7519, grad_norm: 1.4733 2021-05-06 23:50:58,360 - mmaction - INFO - Epoch [32][40/1853] lr: 5.240e-02, eta: 11:52:03, time: 0.656, data_time: 0.002, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9219, loss_cls: 0.7587, loss: 0.7587, grad_norm: 1.5924 2021-05-06 23:51:11,530 - mmaction - INFO - Epoch [32][60/1853] lr: 5.238e-02, eta: 11:51:48, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7578, top5_acc: 0.9070, loss_cls: 0.7912, loss: 0.7912, grad_norm: 1.4805 2021-05-06 23:51:24,744 - mmaction - INFO - Epoch [32][80/1853] lr: 5.235e-02, eta: 11:51:33, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9148, loss_cls: 0.7682, loss: 0.7682, grad_norm: 1.5515 2021-05-06 23:51:37,948 - mmaction - INFO - Epoch [32][100/1853] lr: 5.232e-02, eta: 11:51:18, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9281, loss_cls: 0.6959, loss: 0.6959, grad_norm: 1.4503 2021-05-06 23:51:51,187 - mmaction - INFO - Epoch [32][120/1853] lr: 5.230e-02, eta: 11:51:04, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9289, loss_cls: 0.7112, loss: 0.7112, grad_norm: 1.5816 2021-05-06 23:52:04,435 - mmaction - INFO - Epoch [32][140/1853] lr: 5.227e-02, eta: 11:50:49, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7508, top5_acc: 0.9102, loss_cls: 0.8026, loss: 0.8026, grad_norm: 1.5800 2021-05-06 23:52:17,669 - mmaction - INFO - Epoch [32][160/1853] lr: 5.224e-02, eta: 11:50:34, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7836, top5_acc: 0.9234, loss_cls: 0.7656, loss: 0.7656, grad_norm: 1.5683 2021-05-06 23:52:30,925 - mmaction - INFO - Epoch [32][180/1853] lr: 5.222e-02, eta: 11:50:19, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9148, loss_cls: 0.8341, loss: 0.8341, grad_norm: 1.6158 2021-05-06 23:52:44,179 - mmaction - INFO - Epoch [32][200/1853] lr: 5.219e-02, eta: 11:50:05, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9016, loss_cls: 0.8112, loss: 0.8112, grad_norm: 1.5096 2021-05-06 23:52:57,478 - mmaction - INFO - Epoch [32][220/1853] lr: 5.216e-02, eta: 11:49:50, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7836, top5_acc: 0.9320, loss_cls: 0.7511, loss: 0.7511, grad_norm: 1.5329 2021-05-06 23:53:10,784 - mmaction - INFO - Epoch [32][240/1853] lr: 5.214e-02, eta: 11:49:35, time: 0.665, data_time: 0.005, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9211, loss_cls: 0.7877, loss: 0.7877, grad_norm: 1.5712 2021-05-06 23:53:24,045 - mmaction - INFO - Epoch [32][260/1853] lr: 5.211e-02, eta: 11:49:20, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9180, loss_cls: 0.7230, loss: 0.7230, grad_norm: 1.3992 2021-05-06 23:53:37,304 - mmaction - INFO - Epoch [32][280/1853] lr: 5.208e-02, eta: 11:49:06, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9094, loss_cls: 0.8301, loss: 0.8301, grad_norm: 1.6395 2021-05-06 23:53:50,572 - mmaction - INFO - Epoch [32][300/1853] lr: 5.206e-02, eta: 11:48:51, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9203, loss_cls: 0.7847, loss: 0.7847, grad_norm: 1.6427 2021-05-06 23:54:03,837 - mmaction - INFO - Epoch [32][320/1853] lr: 5.203e-02, eta: 11:48:36, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9094, loss_cls: 0.7915, loss: 0.7915, grad_norm: 1.5585 2021-05-06 23:54:17,056 - mmaction - INFO - Epoch [32][340/1853] lr: 5.200e-02, eta: 11:48:21, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9219, loss_cls: 0.7753, loss: 0.7753, grad_norm: 1.6342 2021-05-06 23:54:30,351 - mmaction - INFO - Epoch [32][360/1853] lr: 5.198e-02, eta: 11:48:07, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9211, loss_cls: 0.7605, loss: 0.7605, grad_norm: 1.5516 2021-05-06 23:54:43,638 - mmaction - INFO - Epoch [32][380/1853] lr: 5.195e-02, eta: 11:47:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9359, loss_cls: 0.6993, loss: 0.6993, grad_norm: 1.5926 2021-05-06 23:54:56,874 - mmaction - INFO - Epoch [32][400/1853] lr: 5.193e-02, eta: 11:47:37, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9266, loss_cls: 0.7209, loss: 0.7209, grad_norm: 1.5729 2021-05-06 23:55:10,167 - mmaction - INFO - Epoch [32][420/1853] lr: 5.190e-02, eta: 11:47:23, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7969, top5_acc: 0.9297, loss_cls: 0.6665, loss: 0.6665, grad_norm: 1.4115 2021-05-06 23:55:23,455 - mmaction - INFO - Epoch [32][440/1853] lr: 5.187e-02, eta: 11:47:08, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9203, loss_cls: 0.7682, loss: 0.7682, grad_norm: 1.5710 2021-05-06 23:55:36,716 - mmaction - INFO - Epoch [32][460/1853] lr: 5.185e-02, eta: 11:46:53, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9180, loss_cls: 0.7928, loss: 0.7928, grad_norm: 1.6403 2021-05-06 23:55:49,977 - mmaction - INFO - Epoch [32][480/1853] lr: 5.182e-02, eta: 11:46:38, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9117, loss_cls: 0.8151, loss: 0.8151, grad_norm: 1.5500 2021-05-06 23:56:03,261 - mmaction - INFO - Epoch [32][500/1853] lr: 5.179e-02, eta: 11:46:24, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9164, loss_cls: 0.8100, loss: 0.8100, grad_norm: 1.7175 2021-05-06 23:56:16,511 - mmaction - INFO - Epoch [32][520/1853] lr: 5.177e-02, eta: 11:46:09, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9227, loss_cls: 0.7919, loss: 0.7919, grad_norm: 1.6209 2021-05-06 23:56:29,809 - mmaction - INFO - Epoch [32][540/1853] lr: 5.174e-02, eta: 11:45:54, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9305, loss_cls: 0.7061, loss: 0.7061, grad_norm: 1.4918 2021-05-06 23:56:43,095 - mmaction - INFO - Epoch [32][560/1853] lr: 5.171e-02, eta: 11:45:40, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9187, loss_cls: 0.7714, loss: 0.7714, grad_norm: 1.5828 2021-05-06 23:56:56,343 - mmaction - INFO - Epoch [32][580/1853] lr: 5.169e-02, eta: 11:45:25, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9172, loss_cls: 0.7870, loss: 0.7870, grad_norm: 1.6588 2021-05-06 23:57:09,620 - mmaction - INFO - Epoch [32][600/1853] lr: 5.166e-02, eta: 11:45:10, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9203, loss_cls: 0.7493, loss: 0.7493, grad_norm: 1.5906 2021-05-06 23:57:22,866 - mmaction - INFO - Epoch [32][620/1853] lr: 5.163e-02, eta: 11:44:55, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9352, loss_cls: 0.6748, loss: 0.6748, grad_norm: 1.5433 2021-05-06 23:57:36,149 - mmaction - INFO - Epoch [32][640/1853] lr: 5.161e-02, eta: 11:44:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9156, loss_cls: 0.7295, loss: 0.7295, grad_norm: 1.4767 2021-05-06 23:57:49,436 - mmaction - INFO - Epoch [32][660/1853] lr: 5.158e-02, eta: 11:44:26, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7562, top5_acc: 0.9078, loss_cls: 0.8426, loss: 0.8426, grad_norm: 1.5794 2021-05-06 23:58:02,742 - mmaction - INFO - Epoch [32][680/1853] lr: 5.155e-02, eta: 11:44:11, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9148, loss_cls: 0.7698, loss: 0.7698, grad_norm: 1.5078 2021-05-06 23:58:16,013 - mmaction - INFO - Epoch [32][700/1853] lr: 5.153e-02, eta: 11:43:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9062, loss_cls: 0.7911, loss: 0.7911, grad_norm: 1.4734 2021-05-06 23:58:29,263 - mmaction - INFO - Epoch [32][720/1853] lr: 5.150e-02, eta: 11:43:42, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9305, loss_cls: 0.7023, loss: 0.7023, grad_norm: 1.5351 2021-05-06 23:58:42,563 - mmaction - INFO - Epoch [32][740/1853] lr: 5.148e-02, eta: 11:43:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7836, top5_acc: 0.9156, loss_cls: 0.7514, loss: 0.7514, grad_norm: 1.5067 2021-05-06 23:58:55,775 - mmaction - INFO - Epoch [32][760/1853] lr: 5.145e-02, eta: 11:43:12, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9289, loss_cls: 0.7215, loss: 0.7215, grad_norm: 1.5692 2021-05-06 23:59:09,042 - mmaction - INFO - Epoch [32][780/1853] lr: 5.142e-02, eta: 11:42:58, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9289, loss_cls: 0.7250, loss: 0.7250, grad_norm: 1.6205 2021-05-06 23:59:22,317 - mmaction - INFO - Epoch [32][800/1853] lr: 5.140e-02, eta: 11:42:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9305, loss_cls: 0.7180, loss: 0.7180, grad_norm: 1.5094 2021-05-06 23:59:35,586 - mmaction - INFO - Epoch [32][820/1853] lr: 5.137e-02, eta: 11:42:28, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9164, loss_cls: 0.7703, loss: 0.7703, grad_norm: 1.5646 2021-05-06 23:59:48,872 - mmaction - INFO - Epoch [32][840/1853] lr: 5.134e-02, eta: 11:42:14, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9305, loss_cls: 0.7300, loss: 0.7300, grad_norm: 1.5571 2021-05-07 00:00:02,491 - mmaction - INFO - Epoch [32][860/1853] lr: 5.132e-02, eta: 11:41:59, time: 0.674, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9227, loss_cls: 0.7937, loss: 0.7937, grad_norm: 1.6350 2021-05-07 00:00:16,445 - mmaction - INFO - Epoch [32][880/1853] lr: 5.129e-02, eta: 11:41:45, time: 0.704, data_time: 0.010, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9211, loss_cls: 0.7756, loss: 0.7756, grad_norm: 1.5674 2021-05-07 00:00:29,744 - mmaction - INFO - Epoch [32][900/1853] lr: 5.126e-02, eta: 11:41:31, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9141, loss_cls: 0.7869, loss: 0.7869, grad_norm: 1.6124 2021-05-07 00:00:43,067 - mmaction - INFO - Epoch [32][920/1853] lr: 5.124e-02, eta: 11:41:16, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9148, loss_cls: 0.7934, loss: 0.7934, grad_norm: 1.5303 2021-05-07 00:00:56,312 - mmaction - INFO - Epoch [32][940/1853] lr: 5.121e-02, eta: 11:41:01, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9234, loss_cls: 0.7498, loss: 0.7498, grad_norm: 1.4736 2021-05-07 00:01:09,647 - mmaction - INFO - Epoch [32][960/1853] lr: 5.118e-02, eta: 11:40:47, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9422, loss_cls: 0.6756, loss: 0.6756, grad_norm: 1.5022 2021-05-07 00:01:22,965 - mmaction - INFO - Epoch [32][980/1853] lr: 5.116e-02, eta: 11:40:32, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9039, loss_cls: 0.7873, loss: 0.7873, grad_norm: 1.6227 2021-05-07 00:01:36,230 - mmaction - INFO - Epoch [32][1000/1853] lr: 5.113e-02, eta: 11:40:17, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7836, top5_acc: 0.9250, loss_cls: 0.7288, loss: 0.7288, grad_norm: 1.4793 2021-05-07 00:01:49,515 - mmaction - INFO - Epoch [32][1020/1853] lr: 5.110e-02, eta: 11:40:03, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7555, top5_acc: 0.9062, loss_cls: 0.8051, loss: 0.8051, grad_norm: 1.5944 2021-05-07 00:02:02,789 - mmaction - INFO - Epoch [32][1040/1853] lr: 5.108e-02, eta: 11:39:48, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9281, loss_cls: 0.6927, loss: 0.6927, grad_norm: 1.4738 2021-05-07 00:02:16,019 - mmaction - INFO - Epoch [32][1060/1853] lr: 5.105e-02, eta: 11:39:33, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9383, loss_cls: 0.7042, loss: 0.7042, grad_norm: 1.6125 2021-05-07 00:02:29,309 - mmaction - INFO - Epoch [32][1080/1853] lr: 5.103e-02, eta: 11:39:19, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9117, loss_cls: 0.7735, loss: 0.7735, grad_norm: 1.5475 2021-05-07 00:02:42,583 - mmaction - INFO - Epoch [32][1100/1853] lr: 5.100e-02, eta: 11:39:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9211, loss_cls: 0.7345, loss: 0.7345, grad_norm: 1.5969 2021-05-07 00:02:55,865 - mmaction - INFO - Epoch [32][1120/1853] lr: 5.097e-02, eta: 11:38:49, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9117, loss_cls: 0.7790, loss: 0.7790, grad_norm: 1.5986 2021-05-07 00:03:09,192 - mmaction - INFO - Epoch [32][1140/1853] lr: 5.095e-02, eta: 11:38:35, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7836, top5_acc: 0.9273, loss_cls: 0.7406, loss: 0.7406, grad_norm: 1.6317 2021-05-07 00:03:22,477 - mmaction - INFO - Epoch [32][1160/1853] lr: 5.092e-02, eta: 11:38:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9313, loss_cls: 0.7146, loss: 0.7146, grad_norm: 1.6403 2021-05-07 00:03:35,830 - mmaction - INFO - Epoch [32][1180/1853] lr: 5.089e-02, eta: 11:38:05, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9141, loss_cls: 0.7515, loss: 0.7515, grad_norm: 1.5868 2021-05-07 00:03:49,114 - mmaction - INFO - Epoch [32][1200/1853] lr: 5.087e-02, eta: 11:37:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9187, loss_cls: 0.7527, loss: 0.7527, grad_norm: 1.5635 2021-05-07 00:04:02,377 - mmaction - INFO - Epoch [32][1220/1853] lr: 5.084e-02, eta: 11:37:36, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9172, loss_cls: 0.7595, loss: 0.7595, grad_norm: 1.5599 2021-05-07 00:04:15,693 - mmaction - INFO - Epoch [32][1240/1853] lr: 5.081e-02, eta: 11:37:21, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9211, loss_cls: 0.7788, loss: 0.7788, grad_norm: 1.6338 2021-05-07 00:04:28,980 - mmaction - INFO - Epoch [32][1260/1853] lr: 5.079e-02, eta: 11:37:07, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9344, loss_cls: 0.6953, loss: 0.6953, grad_norm: 1.5834 2021-05-07 00:04:42,266 - mmaction - INFO - Epoch [32][1280/1853] lr: 5.076e-02, eta: 11:36:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9211, loss_cls: 0.7800, loss: 0.7800, grad_norm: 1.6407 2021-05-07 00:04:55,589 - mmaction - INFO - Epoch [32][1300/1853] lr: 5.073e-02, eta: 11:36:37, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9172, loss_cls: 0.7772, loss: 0.7772, grad_norm: 1.6360 2021-05-07 00:05:08,882 - mmaction - INFO - Epoch [32][1320/1853] lr: 5.071e-02, eta: 11:36:23, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9266, loss_cls: 0.7238, loss: 0.7238, grad_norm: 1.6365 2021-05-07 00:05:22,176 - mmaction - INFO - Epoch [32][1340/1853] lr: 5.068e-02, eta: 11:36:08, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9227, loss_cls: 0.7122, loss: 0.7122, grad_norm: 1.4591 2021-05-07 00:05:35,484 - mmaction - INFO - Epoch [32][1360/1853] lr: 5.065e-02, eta: 11:35:53, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.7691, loss: 0.7691, grad_norm: 1.7096 2021-05-07 00:05:48,775 - mmaction - INFO - Epoch [32][1380/1853] lr: 5.063e-02, eta: 11:35:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9164, loss_cls: 0.8167, loss: 0.8167, grad_norm: 1.6241 2021-05-07 00:06:02,029 - mmaction - INFO - Epoch [32][1400/1853] lr: 5.060e-02, eta: 11:35:24, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7500, top5_acc: 0.9094, loss_cls: 0.8435, loss: 0.8435, grad_norm: 1.5658 2021-05-07 00:06:15,332 - mmaction - INFO - Epoch [32][1420/1853] lr: 5.057e-02, eta: 11:35:09, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9211, loss_cls: 0.7616, loss: 0.7616, grad_norm: 1.4695 2021-05-07 00:06:28,609 - mmaction - INFO - Epoch [32][1440/1853] lr: 5.055e-02, eta: 11:34:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9180, loss_cls: 0.7461, loss: 0.7461, grad_norm: 1.4900 2021-05-07 00:06:41,900 - mmaction - INFO - Epoch [32][1460/1853] lr: 5.052e-02, eta: 11:34:40, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9203, loss_cls: 0.7612, loss: 0.7612, grad_norm: 1.6074 2021-05-07 00:06:55,218 - mmaction - INFO - Epoch [32][1480/1853] lr: 5.050e-02, eta: 11:34:26, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9187, loss_cls: 0.7131, loss: 0.7131, grad_norm: 1.4551 2021-05-07 00:07:08,530 - mmaction - INFO - Epoch [32][1500/1853] lr: 5.047e-02, eta: 11:34:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9102, loss_cls: 0.7481, loss: 0.7481, grad_norm: 1.5812 2021-05-07 00:07:21,819 - mmaction - INFO - Epoch [32][1520/1853] lr: 5.044e-02, eta: 11:33:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9250, loss_cls: 0.7149, loss: 0.7149, grad_norm: 1.5849 2021-05-07 00:07:35,133 - mmaction - INFO - Epoch [32][1540/1853] lr: 5.042e-02, eta: 11:33:42, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9234, loss_cls: 0.7414, loss: 0.7414, grad_norm: 1.4810 2021-05-07 00:07:48,397 - mmaction - INFO - Epoch [32][1560/1853] lr: 5.039e-02, eta: 11:33:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.7581, loss: 0.7581, grad_norm: 1.5952 2021-05-07 00:08:01,689 - mmaction - INFO - Epoch [32][1580/1853] lr: 5.036e-02, eta: 11:33:12, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9289, loss_cls: 0.7309, loss: 0.7309, grad_norm: 1.6685 2021-05-07 00:08:15,031 - mmaction - INFO - Epoch [32][1600/1853] lr: 5.034e-02, eta: 11:32:58, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9156, loss_cls: 0.7886, loss: 0.7886, grad_norm: 1.6668 2021-05-07 00:08:28,325 - mmaction - INFO - Epoch [32][1620/1853] lr: 5.031e-02, eta: 11:32:43, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9219, loss_cls: 0.7383, loss: 0.7383, grad_norm: 1.5790 2021-05-07 00:08:41,623 - mmaction - INFO - Epoch [32][1640/1853] lr: 5.028e-02, eta: 11:32:28, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9164, loss_cls: 0.7595, loss: 0.7595, grad_norm: 1.6528 2021-05-07 00:08:54,930 - mmaction - INFO - Epoch [32][1660/1853] lr: 5.026e-02, eta: 11:32:14, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9195, loss_cls: 0.7559, loss: 0.7559, grad_norm: 1.5782 2021-05-07 00:09:08,238 - mmaction - INFO - Epoch [32][1680/1853] lr: 5.023e-02, eta: 11:31:59, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9187, loss_cls: 0.7793, loss: 0.7793, grad_norm: 1.5962 2021-05-07 00:09:21,548 - mmaction - INFO - Epoch [32][1700/1853] lr: 5.020e-02, eta: 11:31:45, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9273, loss_cls: 0.6996, loss: 0.6996, grad_norm: 1.5202 2021-05-07 00:09:34,823 - mmaction - INFO - Epoch [32][1720/1853] lr: 5.018e-02, eta: 11:31:30, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9258, loss_cls: 0.7773, loss: 0.7773, grad_norm: 1.6198 2021-05-07 00:09:48,127 - mmaction - INFO - Epoch [32][1740/1853] lr: 5.015e-02, eta: 11:31:15, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9039, loss_cls: 0.8353, loss: 0.8353, grad_norm: 1.5427 2021-05-07 00:10:01,425 - mmaction - INFO - Epoch [32][1760/1853] lr: 5.012e-02, eta: 11:31:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7820, top5_acc: 0.9180, loss_cls: 0.7584, loss: 0.7584, grad_norm: 1.4885 2021-05-07 00:10:14,762 - mmaction - INFO - Epoch [32][1780/1853] lr: 5.010e-02, eta: 11:30:46, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7625, top5_acc: 0.9164, loss_cls: 0.7969, loss: 0.7969, grad_norm: 1.5719 2021-05-07 00:10:28,108 - mmaction - INFO - Epoch [32][1800/1853] lr: 5.007e-02, eta: 11:30:31, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9297, loss_cls: 0.7596, loss: 0.7596, grad_norm: 1.5949 2021-05-07 00:10:41,417 - mmaction - INFO - Epoch [32][1820/1853] lr: 5.005e-02, eta: 11:30:17, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9305, loss_cls: 0.7297, loss: 0.7297, grad_norm: 1.5978 2021-05-07 00:10:54,691 - mmaction - INFO - Epoch [32][1840/1853] lr: 5.002e-02, eta: 11:30:02, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9266, loss_cls: 0.7557, loss: 0.7557, grad_norm: 1.6187 2021-05-07 00:11:04,689 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-05-07 00:13:09,519 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-07 00:13:09,551 - mmaction - INFO - top1_acc 0.9218 top5_acc 0.9930 2021-05-07 00:13:09,551 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-07 00:13:09,561 - mmaction - INFO - mean_acc 0.9238 2021-05-07 00:13:09,563 - mmaction - INFO - Epoch(val) [32][1853] top1_acc: 0.9218, top5_acc: 0.9930, mean_class_accuracy: 0.9238 2021-05-07 00:14:39,978 - mmaction - INFO - Epoch [33][20/1853] lr: 4.997e-02, eta: 11:30:46, time: 4.520, data_time: 3.860, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9273, loss_cls: 0.7252, loss: 0.7252, grad_norm: 1.4997 2021-05-07 00:14:53,114 - mmaction - INFO - Epoch [33][40/1853] lr: 4.995e-02, eta: 11:30:32, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9242, loss_cls: 0.7935, loss: 0.7935, grad_norm: 1.6374 2021-05-07 00:15:06,256 - mmaction - INFO - Epoch [33][60/1853] lr: 4.992e-02, eta: 11:30:17, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.7625, top5_acc: 0.9266, loss_cls: 0.7668, loss: 0.7668, grad_norm: 1.6138 2021-05-07 00:15:19,473 - mmaction - INFO - Epoch [33][80/1853] lr: 4.990e-02, eta: 11:30:02, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9289, loss_cls: 0.7091, loss: 0.7091, grad_norm: 1.5248 2021-05-07 00:15:32,713 - mmaction - INFO - Epoch [33][100/1853] lr: 4.987e-02, eta: 11:29:47, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9281, loss_cls: 0.7139, loss: 0.7139, grad_norm: 1.6226 2021-05-07 00:15:45,944 - mmaction - INFO - Epoch [33][120/1853] lr: 4.984e-02, eta: 11:29:33, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7547, top5_acc: 0.9125, loss_cls: 0.8381, loss: 0.8381, grad_norm: 1.5981 2021-05-07 00:15:59,185 - mmaction - INFO - Epoch [33][140/1853] lr: 4.982e-02, eta: 11:29:18, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9180, loss_cls: 0.7742, loss: 0.7742, grad_norm: 1.6336 2021-05-07 00:16:12,435 - mmaction - INFO - Epoch [33][160/1853] lr: 4.979e-02, eta: 11:29:03, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9164, loss_cls: 0.7460, loss: 0.7460, grad_norm: 1.5421 2021-05-07 00:16:25,685 - mmaction - INFO - Epoch [33][180/1853] lr: 4.976e-02, eta: 11:28:48, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9172, loss_cls: 0.7848, loss: 0.7848, grad_norm: 1.6431 2021-05-07 00:16:38,941 - mmaction - INFO - Epoch [33][200/1853] lr: 4.974e-02, eta: 11:28:34, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.8063, loss: 0.8063, grad_norm: 1.6009 2021-05-07 00:16:52,209 - mmaction - INFO - Epoch [33][220/1853] lr: 4.971e-02, eta: 11:28:19, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9281, loss_cls: 0.7308, loss: 0.7308, grad_norm: 1.5583 2021-05-07 00:17:05,494 - mmaction - INFO - Epoch [33][240/1853] lr: 4.968e-02, eta: 11:28:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9195, loss_cls: 0.7928, loss: 0.7928, grad_norm: 1.6411 2021-05-07 00:17:18,786 - mmaction - INFO - Epoch [33][260/1853] lr: 4.966e-02, eta: 11:27:50, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9219, loss_cls: 0.7337, loss: 0.7337, grad_norm: 1.5708 2021-05-07 00:17:32,062 - mmaction - INFO - Epoch [33][280/1853] lr: 4.963e-02, eta: 11:27:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9227, loss_cls: 0.7659, loss: 0.7659, grad_norm: 1.6200 2021-05-07 00:17:45,360 - mmaction - INFO - Epoch [33][300/1853] lr: 4.960e-02, eta: 11:27:20, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9234, loss_cls: 0.7191, loss: 0.7191, grad_norm: 1.5020 2021-05-07 00:17:58,659 - mmaction - INFO - Epoch [33][320/1853] lr: 4.958e-02, eta: 11:27:06, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9227, loss_cls: 0.7374, loss: 0.7374, grad_norm: 1.5380 2021-05-07 00:18:11,956 - mmaction - INFO - Epoch [33][340/1853] lr: 4.955e-02, eta: 11:26:51, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9242, loss_cls: 0.7597, loss: 0.7597, grad_norm: 1.6663 2021-05-07 00:18:25,261 - mmaction - INFO - Epoch [33][360/1853] lr: 4.952e-02, eta: 11:26:36, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9359, loss_cls: 0.6805, loss: 0.6805, grad_norm: 1.4949 2021-05-07 00:18:38,545 - mmaction - INFO - Epoch [33][380/1853] lr: 4.950e-02, eta: 11:26:22, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9328, loss_cls: 0.7272, loss: 0.7272, grad_norm: 1.5649 2021-05-07 00:18:51,829 - mmaction - INFO - Epoch [33][400/1853] lr: 4.947e-02, eta: 11:26:07, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9211, loss_cls: 0.8012, loss: 0.8012, grad_norm: 1.7461 2021-05-07 00:19:05,122 - mmaction - INFO - Epoch [33][420/1853] lr: 4.945e-02, eta: 11:25:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9148, loss_cls: 0.8033, loss: 0.8033, grad_norm: 1.6430 2021-05-07 00:19:18,440 - mmaction - INFO - Epoch [33][440/1853] lr: 4.942e-02, eta: 11:25:38, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9336, loss_cls: 0.6820, loss: 0.6820, grad_norm: 1.4717 2021-05-07 00:19:31,724 - mmaction - INFO - Epoch [33][460/1853] lr: 4.939e-02, eta: 11:25:23, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9156, loss_cls: 0.7726, loss: 0.7726, grad_norm: 1.6274 2021-05-07 00:19:45,036 - mmaction - INFO - Epoch [33][480/1853] lr: 4.937e-02, eta: 11:25:09, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9273, loss_cls: 0.7070, loss: 0.7070, grad_norm: 1.4964 2021-05-07 00:19:58,349 - mmaction - INFO - Epoch [33][500/1853] lr: 4.934e-02, eta: 11:24:54, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9180, loss_cls: 0.7672, loss: 0.7672, grad_norm: 1.6297 2021-05-07 00:20:11,632 - mmaction - INFO - Epoch [33][520/1853] lr: 4.931e-02, eta: 11:24:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9187, loss_cls: 0.7752, loss: 0.7752, grad_norm: 1.6566 2021-05-07 00:20:24,921 - mmaction - INFO - Epoch [33][540/1853] lr: 4.929e-02, eta: 11:24:25, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7695, top5_acc: 0.9062, loss_cls: 0.7909, loss: 0.7909, grad_norm: 1.6313 2021-05-07 00:20:38,209 - mmaction - INFO - Epoch [33][560/1853] lr: 4.926e-02, eta: 11:24:10, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9258, loss_cls: 0.7536, loss: 0.7536, grad_norm: 1.6259 2021-05-07 00:20:51,486 - mmaction - INFO - Epoch [33][580/1853] lr: 4.923e-02, eta: 11:23:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9180, loss_cls: 0.7914, loss: 0.7914, grad_norm: 1.7122 2021-05-07 00:21:04,800 - mmaction - INFO - Epoch [33][600/1853] lr: 4.921e-02, eta: 11:23:41, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9211, loss_cls: 0.7546, loss: 0.7546, grad_norm: 1.5655 2021-05-07 00:21:18,072 - mmaction - INFO - Epoch [33][620/1853] lr: 4.918e-02, eta: 11:23:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9070, loss_cls: 0.7892, loss: 0.7892, grad_norm: 1.7060 2021-05-07 00:21:31,380 - mmaction - INFO - Epoch [33][640/1853] lr: 4.915e-02, eta: 11:23:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9391, loss_cls: 0.6950, loss: 0.6950, grad_norm: 1.6520 2021-05-07 00:21:44,657 - mmaction - INFO - Epoch [33][660/1853] lr: 4.913e-02, eta: 11:22:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9258, loss_cls: 0.7709, loss: 0.7709, grad_norm: 1.6690 2021-05-07 00:21:57,937 - mmaction - INFO - Epoch [33][680/1853] lr: 4.910e-02, eta: 11:22:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9109, loss_cls: 0.7994, loss: 0.7994, grad_norm: 1.6482 2021-05-07 00:22:11,230 - mmaction - INFO - Epoch [33][700/1853] lr: 4.907e-02, eta: 11:22:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9305, loss_cls: 0.7333, loss: 0.7333, grad_norm: 1.5493 2021-05-07 00:22:24,541 - mmaction - INFO - Epoch [33][720/1853] lr: 4.905e-02, eta: 11:22:13, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7688, top5_acc: 0.9258, loss_cls: 0.7548, loss: 0.7548, grad_norm: 1.6090 2021-05-07 00:22:37,830 - mmaction - INFO - Epoch [33][740/1853] lr: 4.902e-02, eta: 11:21:58, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7836, top5_acc: 0.9266, loss_cls: 0.7279, loss: 0.7279, grad_norm: 1.5868 2021-05-07 00:22:51,149 - mmaction - INFO - Epoch [33][760/1853] lr: 4.899e-02, eta: 11:21:43, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7641, top5_acc: 0.9117, loss_cls: 0.7899, loss: 0.7899, grad_norm: 1.6638 2021-05-07 00:23:04,491 - mmaction - INFO - Epoch [33][780/1853] lr: 4.897e-02, eta: 11:21:29, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9172, loss_cls: 0.7971, loss: 0.7971, grad_norm: 1.6709 2021-05-07 00:23:17,794 - mmaction - INFO - Epoch [33][800/1853] lr: 4.894e-02, eta: 11:21:14, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9125, loss_cls: 0.7793, loss: 0.7793, grad_norm: 1.6185 2021-05-07 00:23:31,046 - mmaction - INFO - Epoch [33][820/1853] lr: 4.892e-02, eta: 11:21:00, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7820, top5_acc: 0.9289, loss_cls: 0.7534, loss: 0.7534, grad_norm: 1.6135 2021-05-07 00:23:44,399 - mmaction - INFO - Epoch [33][840/1853] lr: 4.889e-02, eta: 11:20:45, time: 0.668, data_time: 0.002, memory: 5809, top1_acc: 0.7688, top5_acc: 0.9070, loss_cls: 0.7946, loss: 0.7946, grad_norm: 1.6106 2021-05-07 00:23:57,683 - mmaction - INFO - Epoch [33][860/1853] lr: 4.886e-02, eta: 11:20:30, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9328, loss_cls: 0.7158, loss: 0.7158, grad_norm: 1.6349 2021-05-07 00:24:10,960 - mmaction - INFO - Epoch [33][880/1853] lr: 4.884e-02, eta: 11:20:16, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9273, loss_cls: 0.7839, loss: 0.7839, grad_norm: 1.6713 2021-05-07 00:24:24,262 - mmaction - INFO - Epoch [33][900/1853] lr: 4.881e-02, eta: 11:20:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9164, loss_cls: 0.7540, loss: 0.7540, grad_norm: 1.5547 2021-05-07 00:24:37,560 - mmaction - INFO - Epoch [33][920/1853] lr: 4.878e-02, eta: 11:19:46, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9141, loss_cls: 0.7498, loss: 0.7498, grad_norm: 1.5491 2021-05-07 00:24:50,833 - mmaction - INFO - Epoch [33][940/1853] lr: 4.876e-02, eta: 11:19:32, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7523, top5_acc: 0.9133, loss_cls: 0.8442, loss: 0.8442, grad_norm: 1.7463 2021-05-07 00:25:04,186 - mmaction - INFO - Epoch [33][960/1853] lr: 4.873e-02, eta: 11:19:17, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9266, loss_cls: 0.7169, loss: 0.7169, grad_norm: 1.5794 2021-05-07 00:25:17,456 - mmaction - INFO - Epoch [33][980/1853] lr: 4.870e-02, eta: 11:19:03, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9102, loss_cls: 0.7970, loss: 0.7970, grad_norm: 1.6193 2021-05-07 00:25:30,798 - mmaction - INFO - Epoch [33][1000/1853] lr: 4.868e-02, eta: 11:18:48, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7820, top5_acc: 0.9320, loss_cls: 0.7305, loss: 0.7305, grad_norm: 1.6513 2021-05-07 00:25:44,081 - mmaction - INFO - Epoch [33][1020/1853] lr: 4.865e-02, eta: 11:18:33, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9289, loss_cls: 0.7456, loss: 0.7456, grad_norm: 1.6044 2021-05-07 00:25:57,365 - mmaction - INFO - Epoch [33][1040/1853] lr: 4.862e-02, eta: 11:18:19, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9180, loss_cls: 0.7493, loss: 0.7493, grad_norm: 1.5470 2021-05-07 00:26:10,699 - mmaction - INFO - Epoch [33][1060/1853] lr: 4.860e-02, eta: 11:18:04, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9148, loss_cls: 0.8010, loss: 0.8010, grad_norm: 1.5649 2021-05-07 00:26:23,990 - mmaction - INFO - Epoch [33][1080/1853] lr: 4.857e-02, eta: 11:17:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9219, loss_cls: 0.7104, loss: 0.7104, grad_norm: 1.4984 2021-05-07 00:26:37,281 - mmaction - INFO - Epoch [33][1100/1853] lr: 4.854e-02, eta: 11:17:35, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9352, loss_cls: 0.6598, loss: 0.6598, grad_norm: 1.5152 2021-05-07 00:26:50,575 - mmaction - INFO - Epoch [33][1120/1853] lr: 4.852e-02, eta: 11:17:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9234, loss_cls: 0.7455, loss: 0.7455, grad_norm: 1.5415 2021-05-07 00:27:03,870 - mmaction - INFO - Epoch [33][1140/1853] lr: 4.849e-02, eta: 11:17:06, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9227, loss_cls: 0.7653, loss: 0.7653, grad_norm: 1.6485 2021-05-07 00:27:17,216 - mmaction - INFO - Epoch [33][1160/1853] lr: 4.847e-02, eta: 11:16:51, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9289, loss_cls: 0.7130, loss: 0.7130, grad_norm: 1.5890 2021-05-07 00:27:30,512 - mmaction - INFO - Epoch [33][1180/1853] lr: 4.844e-02, eta: 11:16:36, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9219, loss_cls: 0.7207, loss: 0.7207, grad_norm: 1.4807 2021-05-07 00:27:43,774 - mmaction - INFO - Epoch [33][1200/1853] lr: 4.841e-02, eta: 11:16:22, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9297, loss_cls: 0.7228, loss: 0.7228, grad_norm: 1.4892 2021-05-07 00:27:57,099 - mmaction - INFO - Epoch [33][1220/1853] lr: 4.839e-02, eta: 11:16:07, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9102, loss_cls: 0.7431, loss: 0.7431, grad_norm: 1.5625 2021-05-07 00:28:10,377 - mmaction - INFO - Epoch [33][1240/1853] lr: 4.836e-02, eta: 11:15:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9258, loss_cls: 0.7310, loss: 0.7310, grad_norm: 1.5678 2021-05-07 00:28:23,687 - mmaction - INFO - Epoch [33][1260/1853] lr: 4.833e-02, eta: 11:15:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9227, loss_cls: 0.6978, loss: 0.6978, grad_norm: 1.5750 2021-05-07 00:28:37,007 - mmaction - INFO - Epoch [33][1280/1853] lr: 4.831e-02, eta: 11:15:23, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7695, top5_acc: 0.9125, loss_cls: 0.8037, loss: 0.8037, grad_norm: 1.6873 2021-05-07 00:28:50,252 - mmaction - INFO - Epoch [33][1300/1853] lr: 4.828e-02, eta: 11:15:09, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7516, top5_acc: 0.9016, loss_cls: 0.8367, loss: 0.8367, grad_norm: 1.6349 2021-05-07 00:29:03,567 - mmaction - INFO - Epoch [33][1320/1853] lr: 4.825e-02, eta: 11:14:54, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9195, loss_cls: 0.7442, loss: 0.7442, grad_norm: 1.5032 2021-05-07 00:29:16,895 - mmaction - INFO - Epoch [33][1340/1853] lr: 4.823e-02, eta: 11:14:39, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9305, loss_cls: 0.7033, loss: 0.7033, grad_norm: 1.6367 2021-05-07 00:29:30,164 - mmaction - INFO - Epoch [33][1360/1853] lr: 4.820e-02, eta: 11:14:25, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9328, loss_cls: 0.7103, loss: 0.7103, grad_norm: 1.4913 2021-05-07 00:29:43,479 - mmaction - INFO - Epoch [33][1380/1853] lr: 4.817e-02, eta: 11:14:10, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9242, loss_cls: 0.6988, loss: 0.6988, grad_norm: 1.6148 2021-05-07 00:29:56,744 - mmaction - INFO - Epoch [33][1400/1853] lr: 4.815e-02, eta: 11:13:56, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9172, loss_cls: 0.7498, loss: 0.7498, grad_norm: 1.6390 2021-05-07 00:30:10,018 - mmaction - INFO - Epoch [33][1420/1853] lr: 4.812e-02, eta: 11:13:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9227, loss_cls: 0.7309, loss: 0.7309, grad_norm: 1.6632 2021-05-07 00:30:23,288 - mmaction - INFO - Epoch [33][1440/1853] lr: 4.809e-02, eta: 11:13:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9297, loss_cls: 0.7426, loss: 0.7426, grad_norm: 1.7244 2021-05-07 00:30:36,567 - mmaction - INFO - Epoch [33][1460/1853] lr: 4.807e-02, eta: 11:13:12, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7836, top5_acc: 0.9234, loss_cls: 0.7592, loss: 0.7592, grad_norm: 1.5744 2021-05-07 00:30:49,859 - mmaction - INFO - Epoch [33][1480/1853] lr: 4.804e-02, eta: 11:12:57, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9258, loss_cls: 0.7615, loss: 0.7615, grad_norm: 1.6085 2021-05-07 00:31:03,116 - mmaction - INFO - Epoch [33][1500/1853] lr: 4.802e-02, eta: 11:12:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9234, loss_cls: 0.7776, loss: 0.7776, grad_norm: 1.7070 2021-05-07 00:31:16,373 - mmaction - INFO - Epoch [33][1520/1853] lr: 4.799e-02, eta: 11:12:28, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9328, loss_cls: 0.6628, loss: 0.6628, grad_norm: 1.5189 2021-05-07 00:31:29,686 - mmaction - INFO - Epoch [33][1540/1853] lr: 4.796e-02, eta: 11:12:13, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9313, loss_cls: 0.7074, loss: 0.7074, grad_norm: 1.5564 2021-05-07 00:31:42,934 - mmaction - INFO - Epoch [33][1560/1853] lr: 4.794e-02, eta: 11:11:59, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9375, loss_cls: 0.6757, loss: 0.6757, grad_norm: 1.6000 2021-05-07 00:31:56,216 - mmaction - INFO - Epoch [33][1580/1853] lr: 4.791e-02, eta: 11:11:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9258, loss_cls: 0.7612, loss: 0.7612, grad_norm: 1.6721 2021-05-07 00:32:09,518 - mmaction - INFO - Epoch [33][1600/1853] lr: 4.788e-02, eta: 11:11:29, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9203, loss_cls: 0.7427, loss: 0.7427, grad_norm: 1.6502 2021-05-07 00:32:22,759 - mmaction - INFO - Epoch [33][1620/1853] lr: 4.786e-02, eta: 11:11:15, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9203, loss_cls: 0.7805, loss: 0.7805, grad_norm: 1.6543 2021-05-07 00:32:36,007 - mmaction - INFO - Epoch [33][1640/1853] lr: 4.783e-02, eta: 11:11:00, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9234, loss_cls: 0.7524, loss: 0.7524, grad_norm: 1.5608 2021-05-07 00:32:49,285 - mmaction - INFO - Epoch [33][1660/1853] lr: 4.780e-02, eta: 11:10:45, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9211, loss_cls: 0.7087, loss: 0.7087, grad_norm: 1.4680 2021-05-07 00:33:02,603 - mmaction - INFO - Epoch [33][1680/1853] lr: 4.778e-02, eta: 11:10:31, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9281, loss_cls: 0.7045, loss: 0.7045, grad_norm: 1.4855 2021-05-07 00:33:15,880 - mmaction - INFO - Epoch [33][1700/1853] lr: 4.775e-02, eta: 11:10:16, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9180, loss_cls: 0.7733, loss: 0.7733, grad_norm: 1.5617 2021-05-07 00:33:29,153 - mmaction - INFO - Epoch [33][1720/1853] lr: 4.772e-02, eta: 11:10:02, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9180, loss_cls: 0.7308, loss: 0.7308, grad_norm: 1.5010 2021-05-07 00:33:42,426 - mmaction - INFO - Epoch [33][1740/1853] lr: 4.770e-02, eta: 11:09:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9187, loss_cls: 0.7734, loss: 0.7734, grad_norm: 1.7033 2021-05-07 00:33:55,687 - mmaction - INFO - Epoch [33][1760/1853] lr: 4.767e-02, eta: 11:09:32, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7820, top5_acc: 0.9125, loss_cls: 0.7447, loss: 0.7447, grad_norm: 1.4510 2021-05-07 00:34:08,946 - mmaction - INFO - Epoch [33][1780/1853] lr: 4.764e-02, eta: 11:09:18, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.7407, loss: 0.7407, grad_norm: 1.5210 2021-05-07 00:34:22,233 - mmaction - INFO - Epoch [33][1800/1853] lr: 4.762e-02, eta: 11:09:03, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9219, loss_cls: 0.7470, loss: 0.7470, grad_norm: 1.6495 2021-05-07 00:34:35,494 - mmaction - INFO - Epoch [33][1820/1853] lr: 4.759e-02, eta: 11:08:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9094, loss_cls: 0.7687, loss: 0.7687, grad_norm: 1.5815 2021-05-07 00:34:48,729 - mmaction - INFO - Epoch [33][1840/1853] lr: 4.757e-02, eta: 11:08:34, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9164, loss_cls: 0.7544, loss: 0.7544, grad_norm: 1.6155 2021-05-07 00:34:58,437 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-05-07 00:36:30,052 - mmaction - INFO - Epoch [34][20/1853] lr: 4.752e-02, eta: 11:09:15, time: 4.560, data_time: 3.901, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9141, loss_cls: 0.7917, loss: 0.7917, grad_norm: 1.6928 2021-05-07 00:36:43,186 - mmaction - INFO - Epoch [34][40/1853] lr: 4.750e-02, eta: 11:09:00, time: 0.657, data_time: 0.004, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9133, loss_cls: 0.7329, loss: 0.7329, grad_norm: 1.5914 2021-05-07 00:36:56,308 - mmaction - INFO - Epoch [34][60/1853] lr: 4.747e-02, eta: 11:08:45, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9242, loss_cls: 0.7436, loss: 0.7436, grad_norm: 1.7354 2021-05-07 00:37:09,463 - mmaction - INFO - Epoch [34][80/1853] lr: 4.744e-02, eta: 11:08:31, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9195, loss_cls: 0.7413, loss: 0.7413, grad_norm: 1.6024 2021-05-07 00:37:22,638 - mmaction - INFO - Epoch [34][100/1853] lr: 4.742e-02, eta: 11:08:16, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7695, top5_acc: 0.9242, loss_cls: 0.7492, loss: 0.7492, grad_norm: 1.6922 2021-05-07 00:37:35,806 - mmaction - INFO - Epoch [34][120/1853] lr: 4.739e-02, eta: 11:08:01, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9219, loss_cls: 0.7299, loss: 0.7299, grad_norm: 1.5293 2021-05-07 00:37:49,033 - mmaction - INFO - Epoch [34][140/1853] lr: 4.736e-02, eta: 11:07:46, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7641, top5_acc: 0.9172, loss_cls: 0.7977, loss: 0.7977, grad_norm: 1.7668 2021-05-07 00:38:02,258 - mmaction - INFO - Epoch [34][160/1853] lr: 4.734e-02, eta: 11:07:32, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7492, top5_acc: 0.8953, loss_cls: 0.8497, loss: 0.8497, grad_norm: 1.6944 2021-05-07 00:38:15,452 - mmaction - INFO - Epoch [34][180/1853] lr: 4.731e-02, eta: 11:07:17, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.7514, loss: 0.7514, grad_norm: 1.4347 2021-05-07 00:38:28,688 - mmaction - INFO - Epoch [34][200/1853] lr: 4.728e-02, eta: 11:07:02, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9148, loss_cls: 0.7743, loss: 0.7743, grad_norm: 1.5275 2021-05-07 00:38:41,996 - mmaction - INFO - Epoch [34][220/1853] lr: 4.726e-02, eta: 11:06:48, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9070, loss_cls: 0.8168, loss: 0.8168, grad_norm: 1.5893 2021-05-07 00:38:55,211 - mmaction - INFO - Epoch [34][240/1853] lr: 4.723e-02, eta: 11:06:33, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9211, loss_cls: 0.7842, loss: 0.7842, grad_norm: 1.6570 2021-05-07 00:39:08,459 - mmaction - INFO - Epoch [34][260/1853] lr: 4.720e-02, eta: 11:06:18, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9219, loss_cls: 0.7663, loss: 0.7663, grad_norm: 1.6148 2021-05-07 00:39:21,732 - mmaction - INFO - Epoch [34][280/1853] lr: 4.718e-02, eta: 11:06:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9266, loss_cls: 0.6855, loss: 0.6855, grad_norm: 1.5163 2021-05-07 00:39:34,981 - mmaction - INFO - Epoch [34][300/1853] lr: 4.715e-02, eta: 11:05:49, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9203, loss_cls: 0.7358, loss: 0.7358, grad_norm: 1.6357 2021-05-07 00:39:48,279 - mmaction - INFO - Epoch [34][320/1853] lr: 4.712e-02, eta: 11:05:34, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9305, loss_cls: 0.7025, loss: 0.7025, grad_norm: 1.6048 2021-05-07 00:40:01,571 - mmaction - INFO - Epoch [34][340/1853] lr: 4.710e-02, eta: 11:05:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9141, loss_cls: 0.7734, loss: 0.7734, grad_norm: 1.6781 2021-05-07 00:40:14,829 - mmaction - INFO - Epoch [34][360/1853] lr: 4.707e-02, eta: 11:05:05, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9164, loss_cls: 0.7745, loss: 0.7745, grad_norm: 1.6106 2021-05-07 00:40:28,128 - mmaction - INFO - Epoch [34][380/1853] lr: 4.705e-02, eta: 11:04:50, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9156, loss_cls: 0.7529, loss: 0.7529, grad_norm: 1.5155 2021-05-07 00:40:41,393 - mmaction - INFO - Epoch [34][400/1853] lr: 4.702e-02, eta: 11:04:36, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9305, loss_cls: 0.7279, loss: 0.7279, grad_norm: 1.6060 2021-05-07 00:40:54,640 - mmaction - INFO - Epoch [34][420/1853] lr: 4.699e-02, eta: 11:04:21, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9320, loss_cls: 0.7212, loss: 0.7212, grad_norm: 1.6105 2021-05-07 00:41:07,880 - mmaction - INFO - Epoch [34][440/1853] lr: 4.697e-02, eta: 11:04:06, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9203, loss_cls: 0.7123, loss: 0.7123, grad_norm: 1.5357 2021-05-07 00:41:21,117 - mmaction - INFO - Epoch [34][460/1853] lr: 4.694e-02, eta: 11:03:52, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9289, loss_cls: 0.6946, loss: 0.6946, grad_norm: 1.5553 2021-05-07 00:41:34,384 - mmaction - INFO - Epoch [34][480/1853] lr: 4.691e-02, eta: 11:03:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9156, loss_cls: 0.7875, loss: 0.7875, grad_norm: 1.6580 2021-05-07 00:41:47,635 - mmaction - INFO - Epoch [34][500/1853] lr: 4.689e-02, eta: 11:03:23, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9172, loss_cls: 0.7551, loss: 0.7551, grad_norm: 1.5470 2021-05-07 00:42:00,895 - mmaction - INFO - Epoch [34][520/1853] lr: 4.686e-02, eta: 11:03:08, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9266, loss_cls: 0.7339, loss: 0.7339, grad_norm: 1.6203 2021-05-07 00:42:14,164 - mmaction - INFO - Epoch [34][540/1853] lr: 4.683e-02, eta: 11:02:53, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9156, loss_cls: 0.7514, loss: 0.7514, grad_norm: 1.5274 2021-05-07 00:42:27,446 - mmaction - INFO - Epoch [34][560/1853] lr: 4.681e-02, eta: 11:02:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9117, loss_cls: 0.7948, loss: 0.7948, grad_norm: 1.5885 2021-05-07 00:42:40,697 - mmaction - INFO - Epoch [34][580/1853] lr: 4.678e-02, eta: 11:02:24, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9195, loss_cls: 0.7531, loss: 0.7531, grad_norm: 1.5821 2021-05-07 00:42:54,000 - mmaction - INFO - Epoch [34][600/1853] lr: 4.675e-02, eta: 11:02:09, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7695, top5_acc: 0.9195, loss_cls: 0.7546, loss: 0.7546, grad_norm: 1.5318 2021-05-07 00:43:07,257 - mmaction - INFO - Epoch [34][620/1853] lr: 4.673e-02, eta: 11:01:55, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7617, top5_acc: 0.9125, loss_cls: 0.7698, loss: 0.7698, grad_norm: 1.5245 2021-05-07 00:43:20,533 - mmaction - INFO - Epoch [34][640/1853] lr: 4.670e-02, eta: 11:01:40, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9266, loss_cls: 0.6918, loss: 0.6918, grad_norm: 1.5633 2021-05-07 00:43:33,859 - mmaction - INFO - Epoch [34][660/1853] lr: 4.668e-02, eta: 11:01:26, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9164, loss_cls: 0.8034, loss: 0.8034, grad_norm: 1.7642 2021-05-07 00:43:47,126 - mmaction - INFO - Epoch [34][680/1853] lr: 4.665e-02, eta: 11:01:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9195, loss_cls: 0.7905, loss: 0.7905, grad_norm: 1.7533 2021-05-07 00:44:00,409 - mmaction - INFO - Epoch [34][700/1853] lr: 4.662e-02, eta: 11:00:56, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9359, loss_cls: 0.7296, loss: 0.7296, grad_norm: 1.7425 2021-05-07 00:44:13,691 - mmaction - INFO - Epoch [34][720/1853] lr: 4.660e-02, eta: 11:00:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9320, loss_cls: 0.7565, loss: 0.7565, grad_norm: 1.7257 2021-05-07 00:44:26,941 - mmaction - INFO - Epoch [34][740/1853] lr: 4.657e-02, eta: 11:00:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9234, loss_cls: 0.7813, loss: 0.7813, grad_norm: 1.6201 2021-05-07 00:44:40,201 - mmaction - INFO - Epoch [34][760/1853] lr: 4.654e-02, eta: 11:00:12, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9336, loss_cls: 0.7015, loss: 0.7015, grad_norm: 1.4273 2021-05-07 00:44:53,496 - mmaction - INFO - Epoch [34][780/1853] lr: 4.652e-02, eta: 10:59:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9156, loss_cls: 0.7581, loss: 0.7581, grad_norm: 1.6191 2021-05-07 00:45:06,737 - mmaction - INFO - Epoch [34][800/1853] lr: 4.649e-02, eta: 10:59:43, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9234, loss_cls: 0.7241, loss: 0.7241, grad_norm: 1.7159 2021-05-07 00:45:20,072 - mmaction - INFO - Epoch [34][820/1853] lr: 4.646e-02, eta: 10:59:29, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9125, loss_cls: 0.7752, loss: 0.7752, grad_norm: 1.6441 2021-05-07 00:45:33,332 - mmaction - INFO - Epoch [34][840/1853] lr: 4.644e-02, eta: 10:59:14, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9258, loss_cls: 0.7529, loss: 0.7529, grad_norm: 1.6170 2021-05-07 00:45:46,604 - mmaction - INFO - Epoch [34][860/1853] lr: 4.641e-02, eta: 10:58:59, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9344, loss_cls: 0.7124, loss: 0.7124, grad_norm: 1.6931 2021-05-07 00:45:59,894 - mmaction - INFO - Epoch [34][880/1853] lr: 4.638e-02, eta: 10:58:45, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9219, loss_cls: 0.7258, loss: 0.7258, grad_norm: 1.6175 2021-05-07 00:46:13,197 - mmaction - INFO - Epoch [34][900/1853] lr: 4.636e-02, eta: 10:58:30, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7883, top5_acc: 0.9289, loss_cls: 0.7274, loss: 0.7274, grad_norm: 1.5898 2021-05-07 00:46:26,462 - mmaction - INFO - Epoch [34][920/1853] lr: 4.633e-02, eta: 10:58:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9234, loss_cls: 0.7640, loss: 0.7640, grad_norm: 1.6001 2021-05-07 00:46:39,730 - mmaction - INFO - Epoch [34][940/1853] lr: 4.631e-02, eta: 10:58:01, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9164, loss_cls: 0.7738, loss: 0.7738, grad_norm: 1.6744 2021-05-07 00:46:53,002 - mmaction - INFO - Epoch [34][960/1853] lr: 4.628e-02, eta: 10:57:46, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9227, loss_cls: 0.7303, loss: 0.7303, grad_norm: 1.5711 2021-05-07 00:47:06,308 - mmaction - INFO - Epoch [34][980/1853] lr: 4.625e-02, eta: 10:57:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9187, loss_cls: 0.8050, loss: 0.8050, grad_norm: 1.6870 2021-05-07 00:47:19,572 - mmaction - INFO - Epoch [34][1000/1853] lr: 4.623e-02, eta: 10:57:17, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9180, loss_cls: 0.7686, loss: 0.7686, grad_norm: 1.6069 2021-05-07 00:47:32,821 - mmaction - INFO - Epoch [34][1020/1853] lr: 4.620e-02, eta: 10:57:02, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7820, top5_acc: 0.9242, loss_cls: 0.7351, loss: 0.7351, grad_norm: 1.5893 2021-05-07 00:47:46,192 - mmaction - INFO - Epoch [34][1040/1853] lr: 4.617e-02, eta: 10:56:48, time: 0.669, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9289, loss_cls: 0.6864, loss: 0.6864, grad_norm: 1.4844 2021-05-07 00:47:59,462 - mmaction - INFO - Epoch [34][1060/1853] lr: 4.615e-02, eta: 10:56:33, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9242, loss_cls: 0.7201, loss: 0.7201, grad_norm: 1.5658 2021-05-07 00:48:12,717 - mmaction - INFO - Epoch [34][1080/1853] lr: 4.612e-02, eta: 10:56:19, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9156, loss_cls: 0.7357, loss: 0.7357, grad_norm: 1.5943 2021-05-07 00:48:26,015 - mmaction - INFO - Epoch [34][1100/1853] lr: 4.609e-02, eta: 10:56:04, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9320, loss_cls: 0.7099, loss: 0.7099, grad_norm: 1.5896 2021-05-07 00:48:39,324 - mmaction - INFO - Epoch [34][1120/1853] lr: 4.607e-02, eta: 10:55:50, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9320, loss_cls: 0.6998, loss: 0.6998, grad_norm: 1.5306 2021-05-07 00:48:52,601 - mmaction - INFO - Epoch [34][1140/1853] lr: 4.604e-02, eta: 10:55:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7531, top5_acc: 0.9086, loss_cls: 0.8103, loss: 0.8103, grad_norm: 1.6923 2021-05-07 00:49:05,844 - mmaction - INFO - Epoch [34][1160/1853] lr: 4.601e-02, eta: 10:55:20, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9320, loss_cls: 0.7452, loss: 0.7452, grad_norm: 1.6534 2021-05-07 00:49:19,153 - mmaction - INFO - Epoch [34][1180/1853] lr: 4.599e-02, eta: 10:55:06, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9195, loss_cls: 0.7659, loss: 0.7659, grad_norm: 1.6400 2021-05-07 00:49:32,484 - mmaction - INFO - Epoch [34][1200/1853] lr: 4.596e-02, eta: 10:54:51, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9109, loss_cls: 0.8056, loss: 0.8056, grad_norm: 1.6740 2021-05-07 00:49:45,798 - mmaction - INFO - Epoch [34][1220/1853] lr: 4.594e-02, eta: 10:54:37, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9234, loss_cls: 0.7290, loss: 0.7290, grad_norm: 1.5337 2021-05-07 00:49:59,112 - mmaction - INFO - Epoch [34][1240/1853] lr: 4.591e-02, eta: 10:54:22, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9352, loss_cls: 0.6999, loss: 0.6999, grad_norm: 1.6024 2021-05-07 00:50:12,390 - mmaction - INFO - Epoch [34][1260/1853] lr: 4.588e-02, eta: 10:54:07, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9219, loss_cls: 0.7027, loss: 0.7027, grad_norm: 1.6852 2021-05-07 00:50:25,685 - mmaction - INFO - Epoch [34][1280/1853] lr: 4.586e-02, eta: 10:53:53, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9297, loss_cls: 0.6966, loss: 0.6966, grad_norm: 1.6778 2021-05-07 00:50:38,999 - mmaction - INFO - Epoch [34][1300/1853] lr: 4.583e-02, eta: 10:53:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9102, loss_cls: 0.7412, loss: 0.7412, grad_norm: 1.6164 2021-05-07 00:50:52,266 - mmaction - INFO - Epoch [34][1320/1853] lr: 4.580e-02, eta: 10:53:24, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7820, top5_acc: 0.9195, loss_cls: 0.7702, loss: 0.7702, grad_norm: 1.6291 2021-05-07 00:51:05,551 - mmaction - INFO - Epoch [34][1340/1853] lr: 4.578e-02, eta: 10:53:09, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7695, top5_acc: 0.9203, loss_cls: 0.7816, loss: 0.7816, grad_norm: 1.6521 2021-05-07 00:51:18,870 - mmaction - INFO - Epoch [34][1360/1853] lr: 4.575e-02, eta: 10:52:55, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9242, loss_cls: 0.7372, loss: 0.7372, grad_norm: 1.6557 2021-05-07 00:51:32,132 - mmaction - INFO - Epoch [34][1380/1853] lr: 4.572e-02, eta: 10:52:40, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9305, loss_cls: 0.7219, loss: 0.7219, grad_norm: 1.6278 2021-05-07 00:51:45,403 - mmaction - INFO - Epoch [34][1400/1853] lr: 4.570e-02, eta: 10:52:25, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7820, top5_acc: 0.9203, loss_cls: 0.7868, loss: 0.7868, grad_norm: 1.6196 2021-05-07 00:51:58,707 - mmaction - INFO - Epoch [34][1420/1853] lr: 4.567e-02, eta: 10:52:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9273, loss_cls: 0.7117, loss: 0.7117, grad_norm: 1.6503 2021-05-07 00:52:11,999 - mmaction - INFO - Epoch [34][1440/1853] lr: 4.565e-02, eta: 10:51:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9195, loss_cls: 0.7247, loss: 0.7247, grad_norm: 1.5969 2021-05-07 00:52:25,277 - mmaction - INFO - Epoch [34][1460/1853] lr: 4.562e-02, eta: 10:51:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9344, loss_cls: 0.7207, loss: 0.7207, grad_norm: 1.6332 2021-05-07 00:52:38,549 - mmaction - INFO - Epoch [34][1480/1853] lr: 4.559e-02, eta: 10:51:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7539, top5_acc: 0.9187, loss_cls: 0.7946, loss: 0.7946, grad_norm: 1.7365 2021-05-07 00:52:51,893 - mmaction - INFO - Epoch [34][1500/1853] lr: 4.557e-02, eta: 10:51:12, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9187, loss_cls: 0.7472, loss: 0.7472, grad_norm: 1.6019 2021-05-07 00:53:05,159 - mmaction - INFO - Epoch [34][1520/1853] lr: 4.554e-02, eta: 10:50:58, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9328, loss_cls: 0.7106, loss: 0.7106, grad_norm: 1.6414 2021-05-07 00:53:18,444 - mmaction - INFO - Epoch [34][1540/1853] lr: 4.551e-02, eta: 10:50:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9195, loss_cls: 0.8071, loss: 0.8071, grad_norm: 1.6537 2021-05-07 00:53:31,770 - mmaction - INFO - Epoch [34][1560/1853] lr: 4.549e-02, eta: 10:50:29, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9273, loss_cls: 0.7193, loss: 0.7193, grad_norm: 1.5785 2021-05-07 00:53:45,027 - mmaction - INFO - Epoch [34][1580/1853] lr: 4.546e-02, eta: 10:50:14, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9203, loss_cls: 0.7282, loss: 0.7282, grad_norm: 1.6530 2021-05-07 00:53:58,326 - mmaction - INFO - Epoch [34][1600/1853] lr: 4.543e-02, eta: 10:50:00, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7883, top5_acc: 0.9156, loss_cls: 0.7349, loss: 0.7349, grad_norm: 1.6627 2021-05-07 00:54:11,619 - mmaction - INFO - Epoch [34][1620/1853] lr: 4.541e-02, eta: 10:49:45, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9203, loss_cls: 0.7275, loss: 0.7275, grad_norm: 1.5698 2021-05-07 00:54:24,918 - mmaction - INFO - Epoch [34][1640/1853] lr: 4.538e-02, eta: 10:49:30, time: 0.665, data_time: 0.003, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9250, loss_cls: 0.7351, loss: 0.7351, grad_norm: 1.6123 2021-05-07 00:54:38,247 - mmaction - INFO - Epoch [34][1660/1853] lr: 4.535e-02, eta: 10:49:16, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9344, loss_cls: 0.6800, loss: 0.6800, grad_norm: 1.4977 2021-05-07 00:54:51,576 - mmaction - INFO - Epoch [34][1680/1853] lr: 4.533e-02, eta: 10:49:01, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9313, loss_cls: 0.6762, loss: 0.6762, grad_norm: 1.5622 2021-05-07 00:55:04,939 - mmaction - INFO - Epoch [34][1700/1853] lr: 4.530e-02, eta: 10:48:47, time: 0.668, data_time: 0.005, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9266, loss_cls: 0.7019, loss: 0.7019, grad_norm: 1.5601 2021-05-07 00:55:18,234 - mmaction - INFO - Epoch [34][1720/1853] lr: 4.528e-02, eta: 10:48:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9352, loss_cls: 0.6883, loss: 0.6883, grad_norm: 1.6908 2021-05-07 00:55:31,565 - mmaction - INFO - Epoch [34][1740/1853] lr: 4.525e-02, eta: 10:48:18, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7820, top5_acc: 0.9250, loss_cls: 0.7187, loss: 0.7187, grad_norm: 1.5842 2021-05-07 00:55:44,897 - mmaction - INFO - Epoch [34][1760/1853] lr: 4.522e-02, eta: 10:48:03, time: 0.666, data_time: 0.005, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9164, loss_cls: 0.7540, loss: 0.7540, grad_norm: 1.6421 2021-05-07 00:55:58,139 - mmaction - INFO - Epoch [34][1780/1853] lr: 4.520e-02, eta: 10:47:49, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7648, top5_acc: 0.9172, loss_cls: 0.7680, loss: 0.7680, grad_norm: 1.7043 2021-05-07 00:56:11,458 - mmaction - INFO - Epoch [34][1800/1853] lr: 4.517e-02, eta: 10:47:34, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9266, loss_cls: 0.7068, loss: 0.7068, grad_norm: 1.5233 2021-05-07 00:56:24,725 - mmaction - INFO - Epoch [34][1820/1853] lr: 4.514e-02, eta: 10:47:20, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9203, loss_cls: 0.7559, loss: 0.7559, grad_norm: 1.6673 2021-05-07 00:56:37,997 - mmaction - INFO - Epoch [34][1840/1853] lr: 4.512e-02, eta: 10:47:05, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9234, loss_cls: 0.7610, loss: 0.7610, grad_norm: 1.6292 2021-05-07 00:56:47,584 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-05-07 00:58:28,594 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-07 00:58:28,624 - mmaction - INFO - top1_acc 0.9330 top5_acc 0.9936 2021-05-07 00:58:28,624 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-07 00:58:28,632 - mmaction - INFO - mean_acc 0.9310 2021-05-07 00:58:29,014 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. 2021-05-07 00:58:29,015 - mmaction - INFO - Best top1_acc is 0.9330 at 34 epoch. 2021-05-07 00:58:29,017 - mmaction - INFO - Epoch(val) [34][1853] top1_acc: 0.9330, top5_acc: 0.9936, mean_class_accuracy: 0.9310 2021-05-07 00:59:39,036 - mmaction - INFO - Epoch [35][20/1853] lr: 4.507e-02, eta: 10:47:23, time: 3.500, data_time: 2.839, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.7001, loss: 0.7001, grad_norm: 1.5766 2021-05-07 00:59:52,200 - mmaction - INFO - Epoch [35][40/1853] lr: 4.505e-02, eta: 10:47:09, time: 0.658, data_time: 0.002, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9258, loss_cls: 0.7491, loss: 0.7491, grad_norm: 1.6943 2021-05-07 01:00:05,355 - mmaction - INFO - Epoch [35][60/1853] lr: 4.502e-02, eta: 10:46:54, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9125, loss_cls: 0.7754, loss: 0.7754, grad_norm: 1.6472 2021-05-07 01:00:18,547 - mmaction - INFO - Epoch [35][80/1853] lr: 4.500e-02, eta: 10:46:39, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9180, loss_cls: 0.7506, loss: 0.7506, grad_norm: 1.5815 2021-05-07 01:00:31,765 - mmaction - INFO - Epoch [35][100/1853] lr: 4.497e-02, eta: 10:46:25, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9187, loss_cls: 0.7317, loss: 0.7317, grad_norm: 1.5975 2021-05-07 01:00:45,024 - mmaction - INFO - Epoch [35][120/1853] lr: 4.494e-02, eta: 10:46:10, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9219, loss_cls: 0.7469, loss: 0.7469, grad_norm: 1.5364 2021-05-07 01:00:58,237 - mmaction - INFO - Epoch [35][140/1853] lr: 4.492e-02, eta: 10:45:55, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9305, loss_cls: 0.6744, loss: 0.6744, grad_norm: 1.5440 2021-05-07 01:01:11,547 - mmaction - INFO - Epoch [35][160/1853] lr: 4.489e-02, eta: 10:45:41, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9258, loss_cls: 0.7406, loss: 0.7406, grad_norm: 1.6424 2021-05-07 01:01:24,839 - mmaction - INFO - Epoch [35][180/1853] lr: 4.486e-02, eta: 10:45:26, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9078, loss_cls: 0.7688, loss: 0.7688, grad_norm: 1.6233 2021-05-07 01:01:38,076 - mmaction - INFO - Epoch [35][200/1853] lr: 4.484e-02, eta: 10:45:12, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9180, loss_cls: 0.7757, loss: 0.7757, grad_norm: 1.6773 2021-05-07 01:01:51,348 - mmaction - INFO - Epoch [35][220/1853] lr: 4.481e-02, eta: 10:44:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9195, loss_cls: 0.7723, loss: 0.7723, grad_norm: 1.7385 2021-05-07 01:02:04,659 - mmaction - INFO - Epoch [35][240/1853] lr: 4.478e-02, eta: 10:44:42, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9289, loss_cls: 0.7120, loss: 0.7120, grad_norm: 1.7389 2021-05-07 01:02:17,934 - mmaction - INFO - Epoch [35][260/1853] lr: 4.476e-02, eta: 10:44:28, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9297, loss_cls: 0.7464, loss: 0.7464, grad_norm: 1.5832 2021-05-07 01:02:31,210 - mmaction - INFO - Epoch [35][280/1853] lr: 4.473e-02, eta: 10:44:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9297, loss_cls: 0.7121, loss: 0.7121, grad_norm: 1.6331 2021-05-07 01:02:44,529 - mmaction - INFO - Epoch [35][300/1853] lr: 4.471e-02, eta: 10:43:59, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9258, loss_cls: 0.7485, loss: 0.7485, grad_norm: 1.6212 2021-05-07 01:02:57,804 - mmaction - INFO - Epoch [35][320/1853] lr: 4.468e-02, eta: 10:43:44, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9352, loss_cls: 0.6889, loss: 0.6889, grad_norm: 1.5066 2021-05-07 01:03:11,096 - mmaction - INFO - Epoch [35][340/1853] lr: 4.465e-02, eta: 10:43:30, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9148, loss_cls: 0.7565, loss: 0.7565, grad_norm: 1.5848 2021-05-07 01:03:24,431 - mmaction - INFO - Epoch [35][360/1853] lr: 4.463e-02, eta: 10:43:15, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9227, loss_cls: 0.7479, loss: 0.7479, grad_norm: 1.6211 2021-05-07 01:03:37,721 - mmaction - INFO - Epoch [35][380/1853] lr: 4.460e-02, eta: 10:43:00, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7883, top5_acc: 0.9352, loss_cls: 0.6763, loss: 0.6763, grad_norm: 1.5670 2021-05-07 01:03:51,035 - mmaction - INFO - Epoch [35][400/1853] lr: 4.457e-02, eta: 10:42:46, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9148, loss_cls: 0.8029, loss: 0.8029, grad_norm: 1.7526 2021-05-07 01:04:04,318 - mmaction - INFO - Epoch [35][420/1853] lr: 4.455e-02, eta: 10:42:31, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9180, loss_cls: 0.7409, loss: 0.7409, grad_norm: 1.6159 2021-05-07 01:04:17,580 - mmaction - INFO - Epoch [35][440/1853] lr: 4.452e-02, eta: 10:42:17, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9313, loss_cls: 0.6525, loss: 0.6525, grad_norm: 1.4382 2021-05-07 01:04:30,910 - mmaction - INFO - Epoch [35][460/1853] lr: 4.449e-02, eta: 10:42:02, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8016, top5_acc: 0.9320, loss_cls: 0.6502, loss: 0.6502, grad_norm: 1.5190 2021-05-07 01:04:44,220 - mmaction - INFO - Epoch [35][480/1853] lr: 4.447e-02, eta: 10:41:48, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9039, loss_cls: 0.7941, loss: 0.7941, grad_norm: 1.5840 2021-05-07 01:04:57,500 - mmaction - INFO - Epoch [35][500/1853] lr: 4.444e-02, eta: 10:41:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9211, loss_cls: 0.7248, loss: 0.7248, grad_norm: 1.6773 2021-05-07 01:05:10,807 - mmaction - INFO - Epoch [35][520/1853] lr: 4.442e-02, eta: 10:41:18, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9180, loss_cls: 0.7075, loss: 0.7075, grad_norm: 1.4893 2021-05-07 01:05:24,090 - mmaction - INFO - Epoch [35][540/1853] lr: 4.439e-02, eta: 10:41:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9234, loss_cls: 0.7327, loss: 0.7327, grad_norm: 1.6928 2021-05-07 01:05:37,397 - mmaction - INFO - Epoch [35][560/1853] lr: 4.436e-02, eta: 10:40:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9297, loss_cls: 0.6724, loss: 0.6724, grad_norm: 1.5757 2021-05-07 01:05:50,679 - mmaction - INFO - Epoch [35][580/1853] lr: 4.434e-02, eta: 10:40:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7836, top5_acc: 0.9195, loss_cls: 0.7022, loss: 0.7022, grad_norm: 1.5859 2021-05-07 01:06:04,016 - mmaction - INFO - Epoch [35][600/1853] lr: 4.431e-02, eta: 10:40:20, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9187, loss_cls: 0.7730, loss: 0.7730, grad_norm: 1.6728 2021-05-07 01:06:17,351 - mmaction - INFO - Epoch [35][620/1853] lr: 4.428e-02, eta: 10:40:06, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9266, loss_cls: 0.7547, loss: 0.7547, grad_norm: 1.7272 2021-05-07 01:06:30,679 - mmaction - INFO - Epoch [35][640/1853] lr: 4.426e-02, eta: 10:39:51, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9359, loss_cls: 0.7106, loss: 0.7106, grad_norm: 1.6384 2021-05-07 01:06:43,936 - mmaction - INFO - Epoch [35][660/1853] lr: 4.423e-02, eta: 10:39:37, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9141, loss_cls: 0.7594, loss: 0.7594, grad_norm: 1.5600 2021-05-07 01:06:57,236 - mmaction - INFO - Epoch [35][680/1853] lr: 4.420e-02, eta: 10:39:22, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9187, loss_cls: 0.7420, loss: 0.7420, grad_norm: 1.6202 2021-05-07 01:07:10,515 - mmaction - INFO - Epoch [35][700/1853] lr: 4.418e-02, eta: 10:39:07, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9172, loss_cls: 0.7392, loss: 0.7392, grad_norm: 1.6055 2021-05-07 01:07:23,793 - mmaction - INFO - Epoch [35][720/1853] lr: 4.415e-02, eta: 10:38:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9273, loss_cls: 0.7225, loss: 0.7225, grad_norm: 1.7539 2021-05-07 01:07:37,090 - mmaction - INFO - Epoch [35][740/1853] lr: 4.413e-02, eta: 10:38:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9336, loss_cls: 0.6955, loss: 0.6955, grad_norm: 1.6802 2021-05-07 01:07:50,391 - mmaction - INFO - Epoch [35][760/1853] lr: 4.410e-02, eta: 10:38:24, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9250, loss_cls: 0.7503, loss: 0.7503, grad_norm: 1.6969 2021-05-07 01:08:03,690 - mmaction - INFO - Epoch [35][780/1853] lr: 4.407e-02, eta: 10:38:09, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9141, loss_cls: 0.7692, loss: 0.7692, grad_norm: 1.7036 2021-05-07 01:08:16,959 - mmaction - INFO - Epoch [35][800/1853] lr: 4.405e-02, eta: 10:37:55, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9133, loss_cls: 0.7476, loss: 0.7476, grad_norm: 1.6197 2021-05-07 01:08:30,230 - mmaction - INFO - Epoch [35][820/1853] lr: 4.402e-02, eta: 10:37:40, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9281, loss_cls: 0.7107, loss: 0.7107, grad_norm: 1.7390 2021-05-07 01:08:43,530 - mmaction - INFO - Epoch [35][840/1853] lr: 4.399e-02, eta: 10:37:26, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9195, loss_cls: 0.7675, loss: 0.7675, grad_norm: 1.7198 2021-05-07 01:08:56,824 - mmaction - INFO - Epoch [35][860/1853] lr: 4.397e-02, eta: 10:37:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9187, loss_cls: 0.7749, loss: 0.7749, grad_norm: 1.6069 2021-05-07 01:09:10,123 - mmaction - INFO - Epoch [35][880/1853] lr: 4.394e-02, eta: 10:36:56, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9219, loss_cls: 0.6909, loss: 0.6909, grad_norm: 1.5319 2021-05-07 01:09:23,360 - mmaction - INFO - Epoch [35][900/1853] lr: 4.392e-02, eta: 10:36:42, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9164, loss_cls: 0.7615, loss: 0.7615, grad_norm: 1.7408 2021-05-07 01:09:36,654 - mmaction - INFO - Epoch [35][920/1853] lr: 4.389e-02, eta: 10:36:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9273, loss_cls: 0.7145, loss: 0.7145, grad_norm: 1.6025 2021-05-07 01:09:49,934 - mmaction - INFO - Epoch [35][940/1853] lr: 4.386e-02, eta: 10:36:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9281, loss_cls: 0.7495, loss: 0.7495, grad_norm: 1.6457 2021-05-07 01:10:03,215 - mmaction - INFO - Epoch [35][960/1853] lr: 4.384e-02, eta: 10:35:58, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9250, loss_cls: 0.7247, loss: 0.7247, grad_norm: 1.6349 2021-05-07 01:10:16,483 - mmaction - INFO - Epoch [35][980/1853] lr: 4.381e-02, eta: 10:35:44, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9164, loss_cls: 0.7578, loss: 0.7578, grad_norm: 1.5429 2021-05-07 01:10:29,739 - mmaction - INFO - Epoch [35][1000/1853] lr: 4.378e-02, eta: 10:35:29, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7820, top5_acc: 0.9156, loss_cls: 0.7634, loss: 0.7634, grad_norm: 1.6167 2021-05-07 01:10:43,051 - mmaction - INFO - Epoch [35][1020/1853] lr: 4.376e-02, eta: 10:35:15, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9195, loss_cls: 0.6703, loss: 0.6703, grad_norm: 1.4817 2021-05-07 01:10:56,332 - mmaction - INFO - Epoch [35][1040/1853] lr: 4.373e-02, eta: 10:35:00, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9250, loss_cls: 0.7897, loss: 0.7897, grad_norm: 1.8260 2021-05-07 01:11:09,629 - mmaction - INFO - Epoch [35][1060/1853] lr: 4.371e-02, eta: 10:34:45, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9234, loss_cls: 0.7405, loss: 0.7405, grad_norm: 1.5505 2021-05-07 01:11:22,890 - mmaction - INFO - Epoch [35][1080/1853] lr: 4.368e-02, eta: 10:34:31, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9172, loss_cls: 0.7451, loss: 0.7451, grad_norm: 1.5698 2021-05-07 01:11:36,172 - mmaction - INFO - Epoch [35][1100/1853] lr: 4.365e-02, eta: 10:34:16, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9180, loss_cls: 0.7036, loss: 0.7036, grad_norm: 1.5445 2021-05-07 01:11:49,458 - mmaction - INFO - Epoch [35][1120/1853] lr: 4.363e-02, eta: 10:34:02, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9250, loss_cls: 0.7230, loss: 0.7230, grad_norm: 1.6215 2021-05-07 01:12:02,738 - mmaction - INFO - Epoch [35][1140/1853] lr: 4.360e-02, eta: 10:33:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7836, top5_acc: 0.9313, loss_cls: 0.7386, loss: 0.7386, grad_norm: 1.7082 2021-05-07 01:12:16,030 - mmaction - INFO - Epoch [35][1160/1853] lr: 4.357e-02, eta: 10:33:33, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9258, loss_cls: 0.7238, loss: 0.7238, grad_norm: 1.6692 2021-05-07 01:12:29,305 - mmaction - INFO - Epoch [35][1180/1853] lr: 4.355e-02, eta: 10:33:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9281, loss_cls: 0.6921, loss: 0.6921, grad_norm: 1.5988 2021-05-07 01:12:42,589 - mmaction - INFO - Epoch [35][1200/1853] lr: 4.352e-02, eta: 10:33:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9219, loss_cls: 0.7245, loss: 0.7245, grad_norm: 1.5632 2021-05-07 01:12:55,862 - mmaction - INFO - Epoch [35][1220/1853] lr: 4.350e-02, eta: 10:32:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9336, loss_cls: 0.7106, loss: 0.7106, grad_norm: 1.5992 2021-05-07 01:13:09,130 - mmaction - INFO - Epoch [35][1240/1853] lr: 4.347e-02, eta: 10:32:34, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9164, loss_cls: 0.7339, loss: 0.7339, grad_norm: 1.6449 2021-05-07 01:13:22,400 - mmaction - INFO - Epoch [35][1260/1853] lr: 4.344e-02, eta: 10:32:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9227, loss_cls: 0.7665, loss: 0.7665, grad_norm: 1.5989 2021-05-07 01:13:35,675 - mmaction - INFO - Epoch [35][1280/1853] lr: 4.342e-02, eta: 10:32:05, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7625, top5_acc: 0.9156, loss_cls: 0.7924, loss: 0.7924, grad_norm: 1.6684 2021-05-07 01:13:48,919 - mmaction - INFO - Epoch [35][1300/1853] lr: 4.339e-02, eta: 10:31:51, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9141, loss_cls: 0.7671, loss: 0.7671, grad_norm: 1.6366 2021-05-07 01:14:02,194 - mmaction - INFO - Epoch [35][1320/1853] lr: 4.336e-02, eta: 10:31:36, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9180, loss_cls: 0.7228, loss: 0.7228, grad_norm: 1.6023 2021-05-07 01:14:15,473 - mmaction - INFO - Epoch [35][1340/1853] lr: 4.334e-02, eta: 10:31:22, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9195, loss_cls: 0.7658, loss: 0.7658, grad_norm: 1.7731 2021-05-07 01:14:28,733 - mmaction - INFO - Epoch [35][1360/1853] lr: 4.331e-02, eta: 10:31:07, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9203, loss_cls: 0.7746, loss: 0.7746, grad_norm: 1.7482 2021-05-07 01:14:42,039 - mmaction - INFO - Epoch [35][1380/1853] lr: 4.329e-02, eta: 10:30:53, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9094, loss_cls: 0.7800, loss: 0.7800, grad_norm: 1.7004 2021-05-07 01:14:55,307 - mmaction - INFO - Epoch [35][1400/1853] lr: 4.326e-02, eta: 10:30:38, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9250, loss_cls: 0.7260, loss: 0.7260, grad_norm: 1.6690 2021-05-07 01:15:08,585 - mmaction - INFO - Epoch [35][1420/1853] lr: 4.323e-02, eta: 10:30:23, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7570, top5_acc: 0.9125, loss_cls: 0.8037, loss: 0.8037, grad_norm: 1.7122 2021-05-07 01:15:21,923 - mmaction - INFO - Epoch [35][1440/1853] lr: 4.321e-02, eta: 10:30:09, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9148, loss_cls: 0.7639, loss: 0.7639, grad_norm: 1.6853 2021-05-07 01:15:35,199 - mmaction - INFO - Epoch [35][1460/1853] lr: 4.318e-02, eta: 10:29:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9305, loss_cls: 0.7102, loss: 0.7102, grad_norm: 1.5710 2021-05-07 01:15:48,497 - mmaction - INFO - Epoch [35][1480/1853] lr: 4.315e-02, eta: 10:29:40, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7594, top5_acc: 0.9039, loss_cls: 0.8028, loss: 0.8028, grad_norm: 1.6786 2021-05-07 01:16:01,798 - mmaction - INFO - Epoch [35][1500/1853] lr: 4.313e-02, eta: 10:29:25, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9055, loss_cls: 0.7742, loss: 0.7742, grad_norm: 1.7025 2021-05-07 01:16:15,099 - mmaction - INFO - Epoch [35][1520/1853] lr: 4.310e-02, eta: 10:29:11, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9289, loss_cls: 0.6573, loss: 0.6573, grad_norm: 1.4946 2021-05-07 01:16:28,398 - mmaction - INFO - Epoch [35][1540/1853] lr: 4.308e-02, eta: 10:28:56, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9313, loss_cls: 0.7058, loss: 0.7058, grad_norm: 1.7406 2021-05-07 01:16:41,657 - mmaction - INFO - Epoch [35][1560/1853] lr: 4.305e-02, eta: 10:28:42, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9250, loss_cls: 0.7056, loss: 0.7056, grad_norm: 1.6795 2021-05-07 01:16:54,995 - mmaction - INFO - Epoch [35][1580/1853] lr: 4.302e-02, eta: 10:28:27, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9156, loss_cls: 0.7729, loss: 0.7729, grad_norm: 1.5928 2021-05-07 01:17:08,294 - mmaction - INFO - Epoch [35][1600/1853] lr: 4.300e-02, eta: 10:28:13, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9367, loss_cls: 0.6670, loss: 0.6670, grad_norm: 1.6493 2021-05-07 01:17:21,563 - mmaction - INFO - Epoch [35][1620/1853] lr: 4.297e-02, eta: 10:27:58, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7969, top5_acc: 0.9336, loss_cls: 0.6782, loss: 0.6782, grad_norm: 1.5830 2021-05-07 01:17:34,839 - mmaction - INFO - Epoch [35][1640/1853] lr: 4.294e-02, eta: 10:27:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7625, top5_acc: 0.9156, loss_cls: 0.8032, loss: 0.8032, grad_norm: 1.7914 2021-05-07 01:17:48,066 - mmaction - INFO - Epoch [35][1660/1853] lr: 4.292e-02, eta: 10:27:29, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7695, top5_acc: 0.9250, loss_cls: 0.7422, loss: 0.7422, grad_norm: 1.6666 2021-05-07 01:18:01,387 - mmaction - INFO - Epoch [35][1680/1853] lr: 4.289e-02, eta: 10:27:15, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9180, loss_cls: 0.7594, loss: 0.7594, grad_norm: 1.6354 2021-05-07 01:18:14,633 - mmaction - INFO - Epoch [35][1700/1853] lr: 4.287e-02, eta: 10:27:00, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9203, loss_cls: 0.7425, loss: 0.7425, grad_norm: 1.6938 2021-05-07 01:18:27,938 - mmaction - INFO - Epoch [35][1720/1853] lr: 4.284e-02, eta: 10:26:46, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9336, loss_cls: 0.6568, loss: 0.6568, grad_norm: 1.6012 2021-05-07 01:18:41,263 - mmaction - INFO - Epoch [35][1740/1853] lr: 4.281e-02, eta: 10:26:31, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9297, loss_cls: 0.7439, loss: 0.7439, grad_norm: 1.7101 2021-05-07 01:18:54,568 - mmaction - INFO - Epoch [35][1760/1853] lr: 4.279e-02, eta: 10:26:17, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9266, loss_cls: 0.7481, loss: 0.7481, grad_norm: 1.7080 2021-05-07 01:19:07,828 - mmaction - INFO - Epoch [35][1780/1853] lr: 4.276e-02, eta: 10:26:02, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9203, loss_cls: 0.7788, loss: 0.7788, grad_norm: 1.7812 2021-05-07 01:19:21,125 - mmaction - INFO - Epoch [35][1800/1853] lr: 4.273e-02, eta: 10:25:48, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9305, loss_cls: 0.7393, loss: 0.7393, grad_norm: 1.7781 2021-05-07 01:19:34,438 - mmaction - INFO - Epoch [35][1820/1853] lr: 4.271e-02, eta: 10:25:33, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9250, loss_cls: 0.7340, loss: 0.7340, grad_norm: 1.6353 2021-05-07 01:19:47,767 - mmaction - INFO - Epoch [35][1840/1853] lr: 4.268e-02, eta: 10:25:19, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9211, loss_cls: 0.7961, loss: 0.7961, grad_norm: 1.7127 2021-05-07 01:19:57,415 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-05-07 01:21:27,628 - mmaction - INFO - Epoch [36][20/1853] lr: 4.264e-02, eta: 10:25:51, time: 4.489, data_time: 3.766, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9336, loss_cls: 0.7039, loss: 0.7039, grad_norm: 1.6676 2021-05-07 01:21:41,387 - mmaction - INFO - Epoch [36][40/1853] lr: 4.261e-02, eta: 10:25:37, time: 0.689, data_time: 0.003, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9273, loss_cls: 0.7317, loss: 0.7317, grad_norm: 1.6417 2021-05-07 01:21:54,581 - mmaction - INFO - Epoch [36][60/1853] lr: 4.259e-02, eta: 10:25:22, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9156, loss_cls: 0.7159, loss: 0.7159, grad_norm: 1.6504 2021-05-07 01:22:07,766 - mmaction - INFO - Epoch [36][80/1853] lr: 4.256e-02, eta: 10:25:07, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9164, loss_cls: 0.7450, loss: 0.7450, grad_norm: 1.6064 2021-05-07 01:22:20,986 - mmaction - INFO - Epoch [36][100/1853] lr: 4.253e-02, eta: 10:24:53, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9156, loss_cls: 0.7395, loss: 0.7395, grad_norm: 1.6096 2021-05-07 01:22:34,239 - mmaction - INFO - Epoch [36][120/1853] lr: 4.251e-02, eta: 10:24:38, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.7134, loss: 0.7134, grad_norm: 1.6137 2021-05-07 01:22:47,502 - mmaction - INFO - Epoch [36][140/1853] lr: 4.248e-02, eta: 10:24:24, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9242, loss_cls: 0.7204, loss: 0.7204, grad_norm: 1.6285 2021-05-07 01:23:00,708 - mmaction - INFO - Epoch [36][160/1853] lr: 4.246e-02, eta: 10:24:09, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9109, loss_cls: 0.7433, loss: 0.7433, grad_norm: 1.6777 2021-05-07 01:23:13,969 - mmaction - INFO - Epoch [36][180/1853] lr: 4.243e-02, eta: 10:23:54, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9445, loss_cls: 0.6963, loss: 0.6963, grad_norm: 1.6160 2021-05-07 01:23:27,249 - mmaction - INFO - Epoch [36][200/1853] lr: 4.240e-02, eta: 10:23:40, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9336, loss_cls: 0.6394, loss: 0.6394, grad_norm: 1.5096 2021-05-07 01:23:40,507 - mmaction - INFO - Epoch [36][220/1853] lr: 4.238e-02, eta: 10:23:25, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9242, loss_cls: 0.6940, loss: 0.6940, grad_norm: 1.5979 2021-05-07 01:23:53,757 - mmaction - INFO - Epoch [36][240/1853] lr: 4.235e-02, eta: 10:23:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9227, loss_cls: 0.7442, loss: 0.7442, grad_norm: 1.6777 2021-05-07 01:24:07,087 - mmaction - INFO - Epoch [36][260/1853] lr: 4.232e-02, eta: 10:22:56, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9242, loss_cls: 0.7141, loss: 0.7141, grad_norm: 1.5296 2021-05-07 01:24:20,407 - mmaction - INFO - Epoch [36][280/1853] lr: 4.230e-02, eta: 10:22:42, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8016, top5_acc: 0.9258, loss_cls: 0.7105, loss: 0.7105, grad_norm: 1.6544 2021-05-07 01:24:33,693 - mmaction - INFO - Epoch [36][300/1853] lr: 4.227e-02, eta: 10:22:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9281, loss_cls: 0.6445, loss: 0.6445, grad_norm: 1.5003 2021-05-07 01:24:47,029 - mmaction - INFO - Epoch [36][320/1853] lr: 4.225e-02, eta: 10:22:13, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9195, loss_cls: 0.7239, loss: 0.7239, grad_norm: 1.5734 2021-05-07 01:25:00,324 - mmaction - INFO - Epoch [36][340/1853] lr: 4.222e-02, eta: 10:21:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9258, loss_cls: 0.6965, loss: 0.6965, grad_norm: 1.5683 2021-05-07 01:25:13,624 - mmaction - INFO - Epoch [36][360/1853] lr: 4.219e-02, eta: 10:21:44, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9242, loss_cls: 0.7169, loss: 0.7169, grad_norm: 1.7047 2021-05-07 01:25:26,926 - mmaction - INFO - Epoch [36][380/1853] lr: 4.217e-02, eta: 10:21:29, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9195, loss_cls: 0.6917, loss: 0.6917, grad_norm: 1.6329 2021-05-07 01:25:40,201 - mmaction - INFO - Epoch [36][400/1853] lr: 4.214e-02, eta: 10:21:14, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9219, loss_cls: 0.7730, loss: 0.7730, grad_norm: 1.7937 2021-05-07 01:25:53,522 - mmaction - INFO - Epoch [36][420/1853] lr: 4.211e-02, eta: 10:21:00, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9180, loss_cls: 0.7379, loss: 0.7379, grad_norm: 1.6391 2021-05-07 01:26:06,831 - mmaction - INFO - Epoch [36][440/1853] lr: 4.209e-02, eta: 10:20:45, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9242, loss_cls: 0.7133, loss: 0.7133, grad_norm: 1.6028 2021-05-07 01:26:20,091 - mmaction - INFO - Epoch [36][460/1853] lr: 4.206e-02, eta: 10:20:31, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9359, loss_cls: 0.7218, loss: 0.7218, grad_norm: 1.7689 2021-05-07 01:26:33,408 - mmaction - INFO - Epoch [36][480/1853] lr: 4.204e-02, eta: 10:20:16, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9313, loss_cls: 0.7159, loss: 0.7159, grad_norm: 1.6345 2021-05-07 01:26:46,695 - mmaction - INFO - Epoch [36][500/1853] lr: 4.201e-02, eta: 10:20:02, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7625, top5_acc: 0.9086, loss_cls: 0.8246, loss: 0.8246, grad_norm: 1.8273 2021-05-07 01:26:59,968 - mmaction - INFO - Epoch [36][520/1853] lr: 4.198e-02, eta: 10:19:47, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9297, loss_cls: 0.7301, loss: 0.7301, grad_norm: 1.6510 2021-05-07 01:27:13,279 - mmaction - INFO - Epoch [36][540/1853] lr: 4.196e-02, eta: 10:19:33, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7883, top5_acc: 0.9266, loss_cls: 0.7391, loss: 0.7391, grad_norm: 1.6218 2021-05-07 01:27:26,597 - mmaction - INFO - Epoch [36][560/1853] lr: 4.193e-02, eta: 10:19:18, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7836, top5_acc: 0.9227, loss_cls: 0.7305, loss: 0.7305, grad_norm: 1.6125 2021-05-07 01:27:39,891 - mmaction - INFO - Epoch [36][580/1853] lr: 4.191e-02, eta: 10:19:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9273, loss_cls: 0.7548, loss: 0.7548, grad_norm: 1.7004 2021-05-07 01:27:53,255 - mmaction - INFO - Epoch [36][600/1853] lr: 4.188e-02, eta: 10:18:49, time: 0.668, data_time: 0.004, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9258, loss_cls: 0.7221, loss: 0.7221, grad_norm: 1.5877 2021-05-07 01:28:06,549 - mmaction - INFO - Epoch [36][620/1853] lr: 4.185e-02, eta: 10:18:35, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9219, loss_cls: 0.7375, loss: 0.7375, grad_norm: 1.5302 2021-05-07 01:28:19,823 - mmaction - INFO - Epoch [36][640/1853] lr: 4.183e-02, eta: 10:18:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9320, loss_cls: 0.7166, loss: 0.7166, grad_norm: 1.6132 2021-05-07 01:28:33,145 - mmaction - INFO - Epoch [36][660/1853] lr: 4.180e-02, eta: 10:18:06, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9281, loss_cls: 0.7135, loss: 0.7135, grad_norm: 1.5981 2021-05-07 01:28:46,460 - mmaction - INFO - Epoch [36][680/1853] lr: 4.178e-02, eta: 10:17:51, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9289, loss_cls: 0.7086, loss: 0.7086, grad_norm: 1.6037 2021-05-07 01:28:59,749 - mmaction - INFO - Epoch [36][700/1853] lr: 4.175e-02, eta: 10:17:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9273, loss_cls: 0.7034, loss: 0.7034, grad_norm: 1.6967 2021-05-07 01:29:13,070 - mmaction - INFO - Epoch [36][720/1853] lr: 4.172e-02, eta: 10:17:22, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9305, loss_cls: 0.7161, loss: 0.7161, grad_norm: 1.6480 2021-05-07 01:29:26,374 - mmaction - INFO - Epoch [36][740/1853] lr: 4.170e-02, eta: 10:17:08, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9305, loss_cls: 0.7126, loss: 0.7126, grad_norm: 1.7178 2021-05-07 01:29:39,652 - mmaction - INFO - Epoch [36][760/1853] lr: 4.167e-02, eta: 10:16:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9234, loss_cls: 0.7005, loss: 0.7005, grad_norm: 1.5524 2021-05-07 01:29:52,971 - mmaction - INFO - Epoch [36][780/1853] lr: 4.164e-02, eta: 10:16:39, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9242, loss_cls: 0.7187, loss: 0.7187, grad_norm: 1.6020 2021-05-07 01:30:06,261 - mmaction - INFO - Epoch [36][800/1853] lr: 4.162e-02, eta: 10:16:24, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9328, loss_cls: 0.6740, loss: 0.6740, grad_norm: 1.5688 2021-05-07 01:30:19,564 - mmaction - INFO - Epoch [36][820/1853] lr: 4.159e-02, eta: 10:16:10, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7672, top5_acc: 0.9195, loss_cls: 0.7537, loss: 0.7537, grad_norm: 1.7438 2021-05-07 01:30:32,867 - mmaction - INFO - Epoch [36][840/1853] lr: 4.157e-02, eta: 10:15:55, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9336, loss_cls: 0.6750, loss: 0.6750, grad_norm: 1.4730 2021-05-07 01:30:46,152 - mmaction - INFO - Epoch [36][860/1853] lr: 4.154e-02, eta: 10:15:40, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9141, loss_cls: 0.7678, loss: 0.7678, grad_norm: 1.7521 2021-05-07 01:30:59,486 - mmaction - INFO - Epoch [36][880/1853] lr: 4.151e-02, eta: 10:15:26, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9359, loss_cls: 0.7071, loss: 0.7071, grad_norm: 1.6214 2021-05-07 01:31:12,794 - mmaction - INFO - Epoch [36][900/1853] lr: 4.149e-02, eta: 10:15:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9219, loss_cls: 0.7514, loss: 0.7514, grad_norm: 1.6925 2021-05-07 01:31:26,077 - mmaction - INFO - Epoch [36][920/1853] lr: 4.146e-02, eta: 10:14:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9211, loss_cls: 0.7265, loss: 0.7265, grad_norm: 1.5712 2021-05-07 01:31:39,419 - mmaction - INFO - Epoch [36][940/1853] lr: 4.144e-02, eta: 10:14:42, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9242, loss_cls: 0.7197, loss: 0.7197, grad_norm: 1.6164 2021-05-07 01:31:52,712 - mmaction - INFO - Epoch [36][960/1853] lr: 4.141e-02, eta: 10:14:28, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9250, loss_cls: 0.7292, loss: 0.7292, grad_norm: 1.6779 2021-05-07 01:32:06,034 - mmaction - INFO - Epoch [36][980/1853] lr: 4.138e-02, eta: 10:14:13, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9336, loss_cls: 0.7008, loss: 0.7008, grad_norm: 1.6541 2021-05-07 01:32:19,292 - mmaction - INFO - Epoch [36][1000/1853] lr: 4.136e-02, eta: 10:13:59, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7688, top5_acc: 0.9195, loss_cls: 0.8080, loss: 0.8080, grad_norm: 1.8533 2021-05-07 01:32:32,579 - mmaction - INFO - Epoch [36][1020/1853] lr: 4.133e-02, eta: 10:13:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9227, loss_cls: 0.7533, loss: 0.7533, grad_norm: 1.6860 2021-05-07 01:32:45,850 - mmaction - INFO - Epoch [36][1040/1853] lr: 4.131e-02, eta: 10:13:30, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9164, loss_cls: 0.7449, loss: 0.7449, grad_norm: 1.6412 2021-05-07 01:32:59,080 - mmaction - INFO - Epoch [36][1060/1853] lr: 4.128e-02, eta: 10:13:15, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9172, loss_cls: 0.7171, loss: 0.7171, grad_norm: 1.5853 2021-05-07 01:33:12,381 - mmaction - INFO - Epoch [36][1080/1853] lr: 4.125e-02, eta: 10:13:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9242, loss_cls: 0.7563, loss: 0.7563, grad_norm: 1.6420 2021-05-07 01:33:25,651 - mmaction - INFO - Epoch [36][1100/1853] lr: 4.123e-02, eta: 10:12:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7586, top5_acc: 0.9172, loss_cls: 0.8048, loss: 0.8048, grad_norm: 1.7226 2021-05-07 01:33:38,909 - mmaction - INFO - Epoch [36][1120/1853] lr: 4.120e-02, eta: 10:12:32, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7820, top5_acc: 0.9117, loss_cls: 0.7326, loss: 0.7326, grad_norm: 1.5211 2021-05-07 01:33:52,255 - mmaction - INFO - Epoch [36][1140/1853] lr: 4.117e-02, eta: 10:12:17, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9344, loss_cls: 0.7231, loss: 0.7231, grad_norm: 1.7089 2021-05-07 01:34:05,541 - mmaction - INFO - Epoch [36][1160/1853] lr: 4.115e-02, eta: 10:12:03, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9313, loss_cls: 0.6687, loss: 0.6687, grad_norm: 1.6607 2021-05-07 01:34:18,791 - mmaction - INFO - Epoch [36][1180/1853] lr: 4.112e-02, eta: 10:11:48, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9297, loss_cls: 0.7077, loss: 0.7077, grad_norm: 1.6604 2021-05-07 01:34:32,105 - mmaction - INFO - Epoch [36][1200/1853] lr: 4.110e-02, eta: 10:11:34, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8070, top5_acc: 0.9219, loss_cls: 0.7007, loss: 0.7007, grad_norm: 1.5193 2021-05-07 01:34:45,402 - mmaction - INFO - Epoch [36][1220/1853] lr: 4.107e-02, eta: 10:11:19, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9242, loss_cls: 0.7019, loss: 0.7019, grad_norm: 1.5608 2021-05-07 01:34:58,652 - mmaction - INFO - Epoch [36][1240/1853] lr: 4.104e-02, eta: 10:11:05, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9203, loss_cls: 0.7781, loss: 0.7781, grad_norm: 1.6897 2021-05-07 01:35:11,941 - mmaction - INFO - Epoch [36][1260/1853] lr: 4.102e-02, eta: 10:10:50, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9234, loss_cls: 0.7590, loss: 0.7590, grad_norm: 1.6637 2021-05-07 01:35:25,244 - mmaction - INFO - Epoch [36][1280/1853] lr: 4.099e-02, eta: 10:10:36, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9320, loss_cls: 0.7192, loss: 0.7192, grad_norm: 1.6886 2021-05-07 01:35:38,522 - mmaction - INFO - Epoch [36][1300/1853] lr: 4.097e-02, eta: 10:10:21, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9102, loss_cls: 0.7654, loss: 0.7654, grad_norm: 1.6457 2021-05-07 01:35:51,798 - mmaction - INFO - Epoch [36][1320/1853] lr: 4.094e-02, eta: 10:10:07, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9273, loss_cls: 0.7420, loss: 0.7420, grad_norm: 1.6845 2021-05-07 01:36:05,078 - mmaction - INFO - Epoch [36][1340/1853] lr: 4.091e-02, eta: 10:09:52, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9281, loss_cls: 0.7457, loss: 0.7457, grad_norm: 1.8486 2021-05-07 01:36:18,374 - mmaction - INFO - Epoch [36][1360/1853] lr: 4.089e-02, eta: 10:09:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9266, loss_cls: 0.7861, loss: 0.7861, grad_norm: 1.7955 2021-05-07 01:36:31,667 - mmaction - INFO - Epoch [36][1380/1853] lr: 4.086e-02, eta: 10:09:23, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9156, loss_cls: 0.7614, loss: 0.7614, grad_norm: 1.7074 2021-05-07 01:36:44,959 - mmaction - INFO - Epoch [36][1400/1853] lr: 4.084e-02, eta: 10:09:09, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9273, loss_cls: 0.6649, loss: 0.6649, grad_norm: 1.6283 2021-05-07 01:36:58,251 - mmaction - INFO - Epoch [36][1420/1853] lr: 4.081e-02, eta: 10:08:54, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9133, loss_cls: 0.7291, loss: 0.7291, grad_norm: 1.6704 2021-05-07 01:37:11,526 - mmaction - INFO - Epoch [36][1440/1853] lr: 4.078e-02, eta: 10:08:40, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9219, loss_cls: 0.7671, loss: 0.7671, grad_norm: 1.7315 2021-05-07 01:37:24,790 - mmaction - INFO - Epoch [36][1460/1853] lr: 4.076e-02, eta: 10:08:25, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9164, loss_cls: 0.7642, loss: 0.7642, grad_norm: 1.6537 2021-05-07 01:37:38,095 - mmaction - INFO - Epoch [36][1480/1853] lr: 4.073e-02, eta: 10:08:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9313, loss_cls: 0.6639, loss: 0.6639, grad_norm: 1.6572 2021-05-07 01:37:51,413 - mmaction - INFO - Epoch [36][1500/1853] lr: 4.071e-02, eta: 10:07:56, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9234, loss_cls: 0.6963, loss: 0.6963, grad_norm: 1.6881 2021-05-07 01:38:04,714 - mmaction - INFO - Epoch [36][1520/1853] lr: 4.068e-02, eta: 10:07:42, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9242, loss_cls: 0.7310, loss: 0.7310, grad_norm: 1.7082 2021-05-07 01:38:17,984 - mmaction - INFO - Epoch [36][1540/1853] lr: 4.065e-02, eta: 10:07:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7836, top5_acc: 0.9320, loss_cls: 0.7336, loss: 0.7336, grad_norm: 1.8018 2021-05-07 01:38:31,306 - mmaction - INFO - Epoch [36][1560/1853] lr: 4.063e-02, eta: 10:07:13, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9156, loss_cls: 0.7391, loss: 0.7391, grad_norm: 1.5875 2021-05-07 01:38:44,593 - mmaction - INFO - Epoch [36][1580/1853] lr: 4.060e-02, eta: 10:06:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9141, loss_cls: 0.7893, loss: 0.7893, grad_norm: 1.8156 2021-05-07 01:38:57,913 - mmaction - INFO - Epoch [36][1600/1853] lr: 4.058e-02, eta: 10:06:44, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7688, top5_acc: 0.9117, loss_cls: 0.7682, loss: 0.7682, grad_norm: 1.6554 2021-05-07 01:39:11,221 - mmaction - INFO - Epoch [36][1620/1853] lr: 4.055e-02, eta: 10:06:29, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9242, loss_cls: 0.7396, loss: 0.7396, grad_norm: 1.6794 2021-05-07 01:39:24,526 - mmaction - INFO - Epoch [36][1640/1853] lr: 4.052e-02, eta: 10:06:15, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9203, loss_cls: 0.7447, loss: 0.7447, grad_norm: 1.6734 2021-05-07 01:39:37,797 - mmaction - INFO - Epoch [36][1660/1853] lr: 4.050e-02, eta: 10:06:00, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9289, loss_cls: 0.7423, loss: 0.7423, grad_norm: 1.6519 2021-05-07 01:39:51,093 - mmaction - INFO - Epoch [36][1680/1853] lr: 4.047e-02, eta: 10:05:46, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9258, loss_cls: 0.6901, loss: 0.6901, grad_norm: 1.5869 2021-05-07 01:40:04,405 - mmaction - INFO - Epoch [36][1700/1853] lr: 4.045e-02, eta: 10:05:31, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9242, loss_cls: 0.6931, loss: 0.6931, grad_norm: 1.5933 2021-05-07 01:40:17,705 - mmaction - INFO - Epoch [36][1720/1853] lr: 4.042e-02, eta: 10:05:17, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9242, loss_cls: 0.7099, loss: 0.7099, grad_norm: 1.5874 2021-05-07 01:40:30,981 - mmaction - INFO - Epoch [36][1740/1853] lr: 4.039e-02, eta: 10:05:02, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9211, loss_cls: 0.7096, loss: 0.7096, grad_norm: 1.6816 2021-05-07 01:40:44,279 - mmaction - INFO - Epoch [36][1760/1853] lr: 4.037e-02, eta: 10:04:48, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9211, loss_cls: 0.7154, loss: 0.7154, grad_norm: 1.5774 2021-05-07 01:40:57,568 - mmaction - INFO - Epoch [36][1780/1853] lr: 4.034e-02, eta: 10:04:33, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9148, loss_cls: 0.7278, loss: 0.7278, grad_norm: 1.6214 2021-05-07 01:41:10,819 - mmaction - INFO - Epoch [36][1800/1853] lr: 4.032e-02, eta: 10:04:19, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9203, loss_cls: 0.7385, loss: 0.7385, grad_norm: 1.6466 2021-05-07 01:41:24,071 - mmaction - INFO - Epoch [36][1820/1853] lr: 4.029e-02, eta: 10:04:04, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8063, top5_acc: 0.9180, loss_cls: 0.7359, loss: 0.7359, grad_norm: 1.5748 2021-05-07 01:41:37,366 - mmaction - INFO - Epoch [36][1840/1853] lr: 4.026e-02, eta: 10:03:50, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9297, loss_cls: 0.7124, loss: 0.7124, grad_norm: 1.6983 2021-05-07 01:41:46,986 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-05-07 01:43:46,196 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-07 01:43:46,226 - mmaction - INFO - top1_acc 0.9383 top5_acc 0.9954 2021-05-07 01:43:46,226 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-07 01:43:46,233 - mmaction - INFO - mean_acc 0.9331 2021-05-07 01:43:46,622 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. 2021-05-07 01:43:46,623 - mmaction - INFO - Best top1_acc is 0.9383 at 36 epoch. 2021-05-07 01:43:46,625 - mmaction - INFO - Epoch(val) [36][1853] top1_acc: 0.9383, top5_acc: 0.9954, mean_class_accuracy: 0.9331 2021-05-07 01:45:14,359 - mmaction - INFO - Epoch [37][20/1853] lr: 4.022e-02, eta: 10:04:17, time: 4.386, data_time: 3.725, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9352, loss_cls: 0.6721, loss: 0.6721, grad_norm: 1.5714 2021-05-07 01:45:27,521 - mmaction - INFO - Epoch [37][40/1853] lr: 4.019e-02, eta: 10:04:02, time: 0.658, data_time: 0.002, memory: 5809, top1_acc: 0.7664, top5_acc: 0.9016, loss_cls: 0.8027, loss: 0.8027, grad_norm: 1.6389 2021-05-07 01:45:40,635 - mmaction - INFO - Epoch [37][60/1853] lr: 4.017e-02, eta: 10:03:48, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9266, loss_cls: 0.7070, loss: 0.7070, grad_norm: 1.5269 2021-05-07 01:45:53,836 - mmaction - INFO - Epoch [37][80/1853] lr: 4.014e-02, eta: 10:03:33, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7883, top5_acc: 0.9281, loss_cls: 0.7009, loss: 0.7009, grad_norm: 1.6726 2021-05-07 01:46:07,009 - mmaction - INFO - Epoch [37][100/1853] lr: 4.012e-02, eta: 10:03:19, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9398, loss_cls: 0.6083, loss: 0.6083, grad_norm: 1.5190 2021-05-07 01:46:20,215 - mmaction - INFO - Epoch [37][120/1853] lr: 4.009e-02, eta: 10:03:04, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9313, loss_cls: 0.6759, loss: 0.6759, grad_norm: 1.6096 2021-05-07 01:46:33,459 - mmaction - INFO - Epoch [37][140/1853] lr: 4.006e-02, eta: 10:02:49, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9227, loss_cls: 0.7199, loss: 0.7199, grad_norm: 1.6618 2021-05-07 01:46:46,668 - mmaction - INFO - Epoch [37][160/1853] lr: 4.004e-02, eta: 10:02:35, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9242, loss_cls: 0.7549, loss: 0.7549, grad_norm: 1.8064 2021-05-07 01:46:59,904 - mmaction - INFO - Epoch [37][180/1853] lr: 4.001e-02, eta: 10:02:20, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9406, loss_cls: 0.6475, loss: 0.6475, grad_norm: 1.6428 2021-05-07 01:47:13,161 - mmaction - INFO - Epoch [37][200/1853] lr: 3.999e-02, eta: 10:02:06, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9297, loss_cls: 0.6836, loss: 0.6836, grad_norm: 1.6911 2021-05-07 01:47:26,435 - mmaction - INFO - Epoch [37][220/1853] lr: 3.996e-02, eta: 10:01:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9445, loss_cls: 0.6998, loss: 0.6998, grad_norm: 1.8289 2021-05-07 01:47:39,674 - mmaction - INFO - Epoch [37][240/1853] lr: 3.994e-02, eta: 10:01:37, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7711, top5_acc: 0.9211, loss_cls: 0.7282, loss: 0.7282, grad_norm: 1.6151 2021-05-07 01:47:52,977 - mmaction - INFO - Epoch [37][260/1853] lr: 3.991e-02, eta: 10:01:22, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9344, loss_cls: 0.6609, loss: 0.6609, grad_norm: 1.5952 2021-05-07 01:48:06,302 - mmaction - INFO - Epoch [37][280/1853] lr: 3.988e-02, eta: 10:01:08, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7820, top5_acc: 0.9250, loss_cls: 0.7397, loss: 0.7397, grad_norm: 1.6982 2021-05-07 01:48:19,533 - mmaction - INFO - Epoch [37][300/1853] lr: 3.986e-02, eta: 10:00:53, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9180, loss_cls: 0.7409, loss: 0.7409, grad_norm: 1.7285 2021-05-07 01:48:32,809 - mmaction - INFO - Epoch [37][320/1853] lr: 3.983e-02, eta: 10:00:39, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9258, loss_cls: 0.6924, loss: 0.6924, grad_norm: 1.6348 2021-05-07 01:48:46,098 - mmaction - INFO - Epoch [37][340/1853] lr: 3.981e-02, eta: 10:00:24, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9297, loss_cls: 0.6989, loss: 0.6989, grad_norm: 1.6241 2021-05-07 01:48:59,335 - mmaction - INFO - Epoch [37][360/1853] lr: 3.978e-02, eta: 10:00:10, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9320, loss_cls: 0.7053, loss: 0.7053, grad_norm: 1.6690 2021-05-07 01:49:12,596 - mmaction - INFO - Epoch [37][380/1853] lr: 3.975e-02, eta: 9:59:55, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9219, loss_cls: 0.7037, loss: 0.7037, grad_norm: 1.6851 2021-05-07 01:49:25,884 - mmaction - INFO - Epoch [37][400/1853] lr: 3.973e-02, eta: 9:59:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9336, loss_cls: 0.6857, loss: 0.6857, grad_norm: 1.6427 2021-05-07 01:49:39,141 - mmaction - INFO - Epoch [37][420/1853] lr: 3.970e-02, eta: 9:59:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9273, loss_cls: 0.7078, loss: 0.7078, grad_norm: 1.6911 2021-05-07 01:49:52,390 - mmaction - INFO - Epoch [37][440/1853] lr: 3.968e-02, eta: 9:59:11, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9367, loss_cls: 0.6355, loss: 0.6355, grad_norm: 1.6518 2021-05-07 01:50:05,699 - mmaction - INFO - Epoch [37][460/1853] lr: 3.965e-02, eta: 9:58:57, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9320, loss_cls: 0.6461, loss: 0.6461, grad_norm: 1.5740 2021-05-07 01:50:18,978 - mmaction - INFO - Epoch [37][480/1853] lr: 3.962e-02, eta: 9:58:42, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9281, loss_cls: 0.7245, loss: 0.7245, grad_norm: 1.6410 2021-05-07 01:50:32,267 - mmaction - INFO - Epoch [37][500/1853] lr: 3.960e-02, eta: 9:58:28, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9227, loss_cls: 0.7101, loss: 0.7101, grad_norm: 1.5657 2021-05-07 01:50:45,522 - mmaction - INFO - Epoch [37][520/1853] lr: 3.957e-02, eta: 9:58:13, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9219, loss_cls: 0.7017, loss: 0.7017, grad_norm: 1.6591 2021-05-07 01:50:58,793 - mmaction - INFO - Epoch [37][540/1853] lr: 3.955e-02, eta: 9:57:59, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9289, loss_cls: 0.7028, loss: 0.7028, grad_norm: 1.7347 2021-05-07 01:51:12,097 - mmaction - INFO - Epoch [37][560/1853] lr: 3.952e-02, eta: 9:57:44, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9227, loss_cls: 0.7501, loss: 0.7501, grad_norm: 1.7525 2021-05-07 01:51:25,407 - mmaction - INFO - Epoch [37][580/1853] lr: 3.949e-02, eta: 9:57:30, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9320, loss_cls: 0.7392, loss: 0.7392, grad_norm: 1.6524 2021-05-07 01:51:38,704 - mmaction - INFO - Epoch [37][600/1853] lr: 3.947e-02, eta: 9:57:15, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9484, loss_cls: 0.6497, loss: 0.6497, grad_norm: 1.6747 2021-05-07 01:51:52,013 - mmaction - INFO - Epoch [37][620/1853] lr: 3.944e-02, eta: 9:57:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9187, loss_cls: 0.7147, loss: 0.7147, grad_norm: 1.6501 2021-05-07 01:52:05,317 - mmaction - INFO - Epoch [37][640/1853] lr: 3.942e-02, eta: 9:56:47, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9313, loss_cls: 0.6685, loss: 0.6685, grad_norm: 1.5480 2021-05-07 01:52:18,628 - mmaction - INFO - Epoch [37][660/1853] lr: 3.939e-02, eta: 9:56:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7883, top5_acc: 0.9313, loss_cls: 0.7261, loss: 0.7261, grad_norm: 1.7823 2021-05-07 01:52:31,924 - mmaction - INFO - Epoch [37][680/1853] lr: 3.937e-02, eta: 9:56:18, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9156, loss_cls: 0.7596, loss: 0.7596, grad_norm: 1.8152 2021-05-07 01:52:45,241 - mmaction - INFO - Epoch [37][700/1853] lr: 3.934e-02, eta: 9:56:03, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9273, loss_cls: 0.7292, loss: 0.7292, grad_norm: 1.7667 2021-05-07 01:52:58,583 - mmaction - INFO - Epoch [37][720/1853] lr: 3.931e-02, eta: 9:55:49, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9141, loss_cls: 0.7503, loss: 0.7503, grad_norm: 1.7503 2021-05-07 01:53:11,866 - mmaction - INFO - Epoch [37][740/1853] lr: 3.929e-02, eta: 9:55:34, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9180, loss_cls: 0.6809, loss: 0.6809, grad_norm: 1.4878 2021-05-07 01:53:25,167 - mmaction - INFO - Epoch [37][760/1853] lr: 3.926e-02, eta: 9:55:20, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9250, loss_cls: 0.7046, loss: 0.7046, grad_norm: 1.6107 2021-05-07 01:53:38,452 - mmaction - INFO - Epoch [37][780/1853] lr: 3.924e-02, eta: 9:55:05, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9250, loss_cls: 0.7012, loss: 0.7012, grad_norm: 1.7418 2021-05-07 01:53:51,734 - mmaction - INFO - Epoch [37][800/1853] lr: 3.921e-02, eta: 9:54:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9320, loss_cls: 0.7020, loss: 0.7020, grad_norm: 1.6992 2021-05-07 01:54:05,035 - mmaction - INFO - Epoch [37][820/1853] lr: 3.918e-02, eta: 9:54:36, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9211, loss_cls: 0.7213, loss: 0.7213, grad_norm: 1.7748 2021-05-07 01:54:18,283 - mmaction - INFO - Epoch [37][840/1853] lr: 3.916e-02, eta: 9:54:22, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9219, loss_cls: 0.7074, loss: 0.7074, grad_norm: 1.6285 2021-05-07 01:54:31,600 - mmaction - INFO - Epoch [37][860/1853] lr: 3.913e-02, eta: 9:54:07, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9195, loss_cls: 0.6833, loss: 0.6833, grad_norm: 1.6693 2021-05-07 01:54:44,926 - mmaction - INFO - Epoch [37][880/1853] lr: 3.911e-02, eta: 9:53:53, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9258, loss_cls: 0.7523, loss: 0.7523, grad_norm: 1.7488 2021-05-07 01:54:58,191 - mmaction - INFO - Epoch [37][900/1853] lr: 3.908e-02, eta: 9:53:38, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9391, loss_cls: 0.6726, loss: 0.6726, grad_norm: 1.6801 2021-05-07 01:55:11,505 - mmaction - INFO - Epoch [37][920/1853] lr: 3.905e-02, eta: 9:53:24, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9227, loss_cls: 0.7384, loss: 0.7384, grad_norm: 1.7376 2021-05-07 01:55:24,819 - mmaction - INFO - Epoch [37][940/1853] lr: 3.903e-02, eta: 9:53:09, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8125, top5_acc: 0.9328, loss_cls: 0.6874, loss: 0.6874, grad_norm: 1.5411 2021-05-07 01:55:38,105 - mmaction - INFO - Epoch [37][960/1853] lr: 3.900e-02, eta: 9:52:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9266, loss_cls: 0.6767, loss: 0.6767, grad_norm: 1.6755 2021-05-07 01:55:51,419 - mmaction - INFO - Epoch [37][980/1853] lr: 3.898e-02, eta: 9:52:40, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9266, loss_cls: 0.7277, loss: 0.7277, grad_norm: 1.7138 2021-05-07 01:56:04,747 - mmaction - INFO - Epoch [37][1000/1853] lr: 3.895e-02, eta: 9:52:26, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9133, loss_cls: 0.7668, loss: 0.7668, grad_norm: 1.7686 2021-05-07 01:56:18,041 - mmaction - INFO - Epoch [37][1020/1853] lr: 3.893e-02, eta: 9:52:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9219, loss_cls: 0.7468, loss: 0.7468, grad_norm: 1.7084 2021-05-07 01:56:31,397 - mmaction - INFO - Epoch [37][1040/1853] lr: 3.890e-02, eta: 9:51:57, time: 0.668, data_time: 0.004, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9320, loss_cls: 0.7113, loss: 0.7113, grad_norm: 1.6110 2021-05-07 01:56:44,708 - mmaction - INFO - Epoch [37][1060/1853] lr: 3.887e-02, eta: 9:51:42, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7656, top5_acc: 0.9070, loss_cls: 0.7768, loss: 0.7768, grad_norm: 1.7066 2021-05-07 01:56:57,968 - mmaction - INFO - Epoch [37][1080/1853] lr: 3.885e-02, eta: 9:51:28, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9266, loss_cls: 0.7350, loss: 0.7350, grad_norm: 1.6280 2021-05-07 01:57:11,261 - mmaction - INFO - Epoch [37][1100/1853] lr: 3.882e-02, eta: 9:51:13, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9234, loss_cls: 0.7301, loss: 0.7301, grad_norm: 1.7556 2021-05-07 01:57:24,539 - mmaction - INFO - Epoch [37][1120/1853] lr: 3.880e-02, eta: 9:50:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9273, loss_cls: 0.7201, loss: 0.7201, grad_norm: 1.6659 2021-05-07 01:57:37,812 - mmaction - INFO - Epoch [37][1140/1853] lr: 3.877e-02, eta: 9:50:44, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9234, loss_cls: 0.7357, loss: 0.7357, grad_norm: 1.6900 2021-05-07 01:57:51,104 - mmaction - INFO - Epoch [37][1160/1853] lr: 3.874e-02, eta: 9:50:30, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9344, loss_cls: 0.6769, loss: 0.6769, grad_norm: 1.6746 2021-05-07 01:58:04,354 - mmaction - INFO - Epoch [37][1180/1853] lr: 3.872e-02, eta: 9:50:16, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9187, loss_cls: 0.7008, loss: 0.7008, grad_norm: 1.5806 2021-05-07 01:58:17,654 - mmaction - INFO - Epoch [37][1200/1853] lr: 3.869e-02, eta: 9:50:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9305, loss_cls: 0.6898, loss: 0.6898, grad_norm: 1.5957 2021-05-07 01:58:30,961 - mmaction - INFO - Epoch [37][1220/1853] lr: 3.867e-02, eta: 9:49:47, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9273, loss_cls: 0.7108, loss: 0.7108, grad_norm: 1.6864 2021-05-07 01:58:44,221 - mmaction - INFO - Epoch [37][1240/1853] lr: 3.864e-02, eta: 9:49:32, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9266, loss_cls: 0.7006, loss: 0.7006, grad_norm: 1.6213 2021-05-07 01:58:57,481 - mmaction - INFO - Epoch [37][1260/1853] lr: 3.862e-02, eta: 9:49:18, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9305, loss_cls: 0.6847, loss: 0.6847, grad_norm: 1.6116 2021-05-07 01:59:10,804 - mmaction - INFO - Epoch [37][1280/1853] lr: 3.859e-02, eta: 9:49:03, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.7337, loss: 0.7337, grad_norm: 1.7485 2021-05-07 01:59:24,099 - mmaction - INFO - Epoch [37][1300/1853] lr: 3.856e-02, eta: 9:48:49, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9305, loss_cls: 0.6934, loss: 0.6934, grad_norm: 1.6424 2021-05-07 01:59:37,364 - mmaction - INFO - Epoch [37][1320/1853] lr: 3.854e-02, eta: 9:48:34, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9242, loss_cls: 0.7398, loss: 0.7398, grad_norm: 1.7078 2021-05-07 01:59:50,699 - mmaction - INFO - Epoch [37][1340/1853] lr: 3.851e-02, eta: 9:48:20, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9234, loss_cls: 0.7465, loss: 0.7465, grad_norm: 1.7031 2021-05-07 02:00:03,987 - mmaction - INFO - Epoch [37][1360/1853] lr: 3.849e-02, eta: 9:48:05, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7836, top5_acc: 0.9313, loss_cls: 0.7031, loss: 0.7031, grad_norm: 1.7388 2021-05-07 02:00:17,239 - mmaction - INFO - Epoch [37][1380/1853] lr: 3.846e-02, eta: 9:47:51, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9313, loss_cls: 0.6888, loss: 0.6888, grad_norm: 1.6965 2021-05-07 02:00:30,510 - mmaction - INFO - Epoch [37][1400/1853] lr: 3.844e-02, eta: 9:47:36, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9125, loss_cls: 0.7724, loss: 0.7724, grad_norm: 1.6585 2021-05-07 02:00:43,873 - mmaction - INFO - Epoch [37][1420/1853] lr: 3.841e-02, eta: 9:47:22, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9250, loss_cls: 0.7218, loss: 0.7218, grad_norm: 1.7425 2021-05-07 02:00:57,126 - mmaction - INFO - Epoch [37][1440/1853] lr: 3.838e-02, eta: 9:47:07, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7695, top5_acc: 0.9234, loss_cls: 0.7489, loss: 0.7489, grad_norm: 1.7143 2021-05-07 02:01:10,406 - mmaction - INFO - Epoch [37][1460/1853] lr: 3.836e-02, eta: 9:46:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9109, loss_cls: 0.7574, loss: 0.7574, grad_norm: 1.6349 2021-05-07 02:01:23,709 - mmaction - INFO - Epoch [37][1480/1853] lr: 3.833e-02, eta: 9:46:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9266, loss_cls: 0.6853, loss: 0.6853, grad_norm: 1.5521 2021-05-07 02:01:36,996 - mmaction - INFO - Epoch [37][1500/1853] lr: 3.831e-02, eta: 9:46:24, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7883, top5_acc: 0.9234, loss_cls: 0.7389, loss: 0.7389, grad_norm: 1.7156 2021-05-07 02:01:50,283 - mmaction - INFO - Epoch [37][1520/1853] lr: 3.828e-02, eta: 9:46:09, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9305, loss_cls: 0.6893, loss: 0.6893, grad_norm: 1.5798 2021-05-07 02:02:03,570 - mmaction - INFO - Epoch [37][1540/1853] lr: 3.825e-02, eta: 9:45:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9195, loss_cls: 0.7263, loss: 0.7263, grad_norm: 1.7440 2021-05-07 02:02:16,815 - mmaction - INFO - Epoch [37][1560/1853] lr: 3.823e-02, eta: 9:45:41, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7836, top5_acc: 0.9266, loss_cls: 0.7231, loss: 0.7231, grad_norm: 1.7769 2021-05-07 02:02:30,087 - mmaction - INFO - Epoch [37][1580/1853] lr: 3.820e-02, eta: 9:45:26, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9195, loss_cls: 0.6876, loss: 0.6876, grad_norm: 1.5297 2021-05-07 02:02:43,399 - mmaction - INFO - Epoch [37][1600/1853] lr: 3.818e-02, eta: 9:45:12, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9227, loss_cls: 0.7361, loss: 0.7361, grad_norm: 1.7039 2021-05-07 02:02:56,691 - mmaction - INFO - Epoch [37][1620/1853] lr: 3.815e-02, eta: 9:44:57, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9289, loss_cls: 0.7144, loss: 0.7144, grad_norm: 1.6284 2021-05-07 02:03:09,951 - mmaction - INFO - Epoch [37][1640/1853] lr: 3.813e-02, eta: 9:44:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9156, loss_cls: 0.7261, loss: 0.7261, grad_norm: 1.6457 2021-05-07 02:03:23,239 - mmaction - INFO - Epoch [37][1660/1853] lr: 3.810e-02, eta: 9:44:28, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9250, loss_cls: 0.7045, loss: 0.7045, grad_norm: 1.6125 2021-05-07 02:03:36,490 - mmaction - INFO - Epoch [37][1680/1853] lr: 3.807e-02, eta: 9:44:14, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7727, top5_acc: 0.9180, loss_cls: 0.7689, loss: 0.7689, grad_norm: 1.6938 2021-05-07 02:03:49,773 - mmaction - INFO - Epoch [37][1700/1853] lr: 3.805e-02, eta: 9:43:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9406, loss_cls: 0.6855, loss: 0.6855, grad_norm: 1.6898 2021-05-07 02:04:03,040 - mmaction - INFO - Epoch [37][1720/1853] lr: 3.802e-02, eta: 9:43:45, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9195, loss_cls: 0.7545, loss: 0.7545, grad_norm: 1.6711 2021-05-07 02:04:16,433 - mmaction - INFO - Epoch [37][1740/1853] lr: 3.800e-02, eta: 9:43:30, time: 0.670, data_time: 0.004, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9195, loss_cls: 0.7583, loss: 0.7583, grad_norm: 1.7270 2021-05-07 02:04:29,729 - mmaction - INFO - Epoch [37][1760/1853] lr: 3.797e-02, eta: 9:43:16, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9383, loss_cls: 0.7053, loss: 0.7053, grad_norm: 1.6837 2021-05-07 02:04:43,037 - mmaction - INFO - Epoch [37][1780/1853] lr: 3.795e-02, eta: 9:43:01, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9266, loss_cls: 0.7116, loss: 0.7116, grad_norm: 1.6968 2021-05-07 02:04:56,328 - mmaction - INFO - Epoch [37][1800/1853] lr: 3.792e-02, eta: 9:42:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9148, loss_cls: 0.7361, loss: 0.7361, grad_norm: 1.6403 2021-05-07 02:05:09,621 - mmaction - INFO - Epoch [37][1820/1853] lr: 3.789e-02, eta: 9:42:33, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9242, loss_cls: 0.7105, loss: 0.7105, grad_norm: 1.6460 2021-05-07 02:05:22,870 - mmaction - INFO - Epoch [37][1840/1853] lr: 3.787e-02, eta: 9:42:18, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9227, loss_cls: 0.7591, loss: 0.7591, grad_norm: 1.8433 2021-05-07 02:05:32,603 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-05-07 02:07:03,007 - mmaction - INFO - Epoch [38][20/1853] lr: 3.783e-02, eta: 9:42:44, time: 4.499, data_time: 3.841, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9281, loss_cls: 0.6911, loss: 0.6911, grad_norm: 1.6515 2021-05-07 02:07:16,252 - mmaction - INFO - Epoch [38][40/1853] lr: 3.780e-02, eta: 9:42:29, time: 0.662, data_time: 0.007, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9172, loss_cls: 0.7267, loss: 0.7267, grad_norm: 1.6189 2021-05-07 02:07:29,391 - mmaction - INFO - Epoch [38][60/1853] lr: 3.778e-02, eta: 9:42:15, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.8133, top5_acc: 0.9375, loss_cls: 0.6421, loss: 0.6421, grad_norm: 1.6335 2021-05-07 02:07:42,532 - mmaction - INFO - Epoch [38][80/1853] lr: 3.775e-02, eta: 9:42:00, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9281, loss_cls: 0.6713, loss: 0.6713, grad_norm: 1.6501 2021-05-07 02:07:55,716 - mmaction - INFO - Epoch [38][100/1853] lr: 3.772e-02, eta: 9:41:46, time: 0.659, data_time: 0.002, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9242, loss_cls: 0.7331, loss: 0.7331, grad_norm: 1.7324 2021-05-07 02:08:08,897 - mmaction - INFO - Epoch [38][120/1853] lr: 3.770e-02, eta: 9:41:31, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9297, loss_cls: 0.6705, loss: 0.6705, grad_norm: 1.6291 2021-05-07 02:08:22,109 - mmaction - INFO - Epoch [38][140/1853] lr: 3.767e-02, eta: 9:41:17, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7883, top5_acc: 0.9305, loss_cls: 0.6966, loss: 0.6966, grad_norm: 1.7193 2021-05-07 02:08:35,338 - mmaction - INFO - Epoch [38][160/1853] lr: 3.765e-02, eta: 9:41:02, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9172, loss_cls: 0.7171, loss: 0.7171, grad_norm: 1.6873 2021-05-07 02:08:48,547 - mmaction - INFO - Epoch [38][180/1853] lr: 3.762e-02, eta: 9:40:47, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9328, loss_cls: 0.6658, loss: 0.6658, grad_norm: 1.5874 2021-05-07 02:09:01,762 - mmaction - INFO - Epoch [38][200/1853] lr: 3.760e-02, eta: 9:40:33, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9250, loss_cls: 0.7290, loss: 0.7290, grad_norm: 1.6969 2021-05-07 02:09:15,024 - mmaction - INFO - Epoch [38][220/1853] lr: 3.757e-02, eta: 9:40:18, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9227, loss_cls: 0.7174, loss: 0.7174, grad_norm: 1.7199 2021-05-07 02:09:28,241 - mmaction - INFO - Epoch [38][240/1853] lr: 3.754e-02, eta: 9:40:04, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9383, loss_cls: 0.6409, loss: 0.6409, grad_norm: 1.6350 2021-05-07 02:09:41,501 - mmaction - INFO - Epoch [38][260/1853] lr: 3.752e-02, eta: 9:39:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7883, top5_acc: 0.9195, loss_cls: 0.7260, loss: 0.7260, grad_norm: 1.7649 2021-05-07 02:09:54,774 - mmaction - INFO - Epoch [38][280/1853] lr: 3.749e-02, eta: 9:39:35, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9141, loss_cls: 0.7391, loss: 0.7391, grad_norm: 1.8098 2021-05-07 02:10:08,045 - mmaction - INFO - Epoch [38][300/1853] lr: 3.747e-02, eta: 9:39:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7680, top5_acc: 0.9219, loss_cls: 0.7590, loss: 0.7590, grad_norm: 1.8231 2021-05-07 02:10:21,383 - mmaction - INFO - Epoch [38][320/1853] lr: 3.744e-02, eta: 9:39:06, time: 0.667, data_time: 0.004, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9250, loss_cls: 0.6797, loss: 0.6797, grad_norm: 1.7247 2021-05-07 02:10:34,657 - mmaction - INFO - Epoch [38][340/1853] lr: 3.742e-02, eta: 9:38:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7719, top5_acc: 0.9172, loss_cls: 0.7426, loss: 0.7426, grad_norm: 1.7555 2021-05-07 02:10:47,902 - mmaction - INFO - Epoch [38][360/1853] lr: 3.739e-02, eta: 9:38:37, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9180, loss_cls: 0.7141, loss: 0.7141, grad_norm: 1.6694 2021-05-07 02:11:01,190 - mmaction - INFO - Epoch [38][380/1853] lr: 3.736e-02, eta: 9:38:22, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9180, loss_cls: 0.7689, loss: 0.7689, grad_norm: 1.8518 2021-05-07 02:11:14,500 - mmaction - INFO - Epoch [38][400/1853] lr: 3.734e-02, eta: 9:38:08, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9219, loss_cls: 0.7381, loss: 0.7381, grad_norm: 1.8293 2021-05-07 02:11:27,774 - mmaction - INFO - Epoch [38][420/1853] lr: 3.731e-02, eta: 9:37:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9227, loss_cls: 0.7397, loss: 0.7397, grad_norm: 1.7762 2021-05-07 02:11:41,078 - mmaction - INFO - Epoch [38][440/1853] lr: 3.729e-02, eta: 9:37:39, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9258, loss_cls: 0.6780, loss: 0.6780, grad_norm: 1.6878 2021-05-07 02:11:54,351 - mmaction - INFO - Epoch [38][460/1853] lr: 3.726e-02, eta: 9:37:25, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9266, loss_cls: 0.7354, loss: 0.7354, grad_norm: 1.6799 2021-05-07 02:12:07,595 - mmaction - INFO - Epoch [38][480/1853] lr: 3.724e-02, eta: 9:37:10, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9195, loss_cls: 0.7258, loss: 0.7258, grad_norm: 1.6109 2021-05-07 02:12:20,873 - mmaction - INFO - Epoch [38][500/1853] lr: 3.721e-02, eta: 9:36:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9250, loss_cls: 0.6958, loss: 0.6958, grad_norm: 1.6879 2021-05-07 02:12:34,145 - mmaction - INFO - Epoch [38][520/1853] lr: 3.719e-02, eta: 9:36:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9344, loss_cls: 0.6731, loss: 0.6731, grad_norm: 1.6395 2021-05-07 02:12:47,474 - mmaction - INFO - Epoch [38][540/1853] lr: 3.716e-02, eta: 9:36:27, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9172, loss_cls: 0.7557, loss: 0.7557, grad_norm: 1.6642 2021-05-07 02:13:00,764 - mmaction - INFO - Epoch [38][560/1853] lr: 3.713e-02, eta: 9:36:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9250, loss_cls: 0.6580, loss: 0.6580, grad_norm: 1.5656 2021-05-07 02:13:14,064 - mmaction - INFO - Epoch [38][580/1853] lr: 3.711e-02, eta: 9:35:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9273, loss_cls: 0.6649, loss: 0.6649, grad_norm: 1.6768 2021-05-07 02:13:27,387 - mmaction - INFO - Epoch [38][600/1853] lr: 3.708e-02, eta: 9:35:43, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9180, loss_cls: 0.7398, loss: 0.7398, grad_norm: 1.6466 2021-05-07 02:13:40,683 - mmaction - INFO - Epoch [38][620/1853] lr: 3.706e-02, eta: 9:35:29, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9289, loss_cls: 0.7428, loss: 0.7428, grad_norm: 1.7103 2021-05-07 02:13:53,985 - mmaction - INFO - Epoch [38][640/1853] lr: 3.703e-02, eta: 9:35:14, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9344, loss_cls: 0.6514, loss: 0.6514, grad_norm: 1.5619 2021-05-07 02:14:07,231 - mmaction - INFO - Epoch [38][660/1853] lr: 3.701e-02, eta: 9:35:00, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9195, loss_cls: 0.7253, loss: 0.7253, grad_norm: 1.6095 2021-05-07 02:14:20,551 - mmaction - INFO - Epoch [38][680/1853] lr: 3.698e-02, eta: 9:34:45, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9344, loss_cls: 0.6728, loss: 0.6728, grad_norm: 1.6590 2021-05-07 02:14:33,859 - mmaction - INFO - Epoch [38][700/1853] lr: 3.696e-02, eta: 9:34:31, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9234, loss_cls: 0.7160, loss: 0.7160, grad_norm: 1.6642 2021-05-07 02:14:47,158 - mmaction - INFO - Epoch [38][720/1853] lr: 3.693e-02, eta: 9:34:17, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9242, loss_cls: 0.6998, loss: 0.6998, grad_norm: 1.6587 2021-05-07 02:15:00,431 - mmaction - INFO - Epoch [38][740/1853] lr: 3.690e-02, eta: 9:34:02, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7883, top5_acc: 0.9133, loss_cls: 0.7005, loss: 0.7005, grad_norm: 1.6691 2021-05-07 02:15:13,711 - mmaction - INFO - Epoch [38][760/1853] lr: 3.688e-02, eta: 9:33:48, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9281, loss_cls: 0.7136, loss: 0.7136, grad_norm: 1.7404 2021-05-07 02:15:26,962 - mmaction - INFO - Epoch [38][780/1853] lr: 3.685e-02, eta: 9:33:33, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9297, loss_cls: 0.6812, loss: 0.6812, grad_norm: 1.5993 2021-05-07 02:15:40,261 - mmaction - INFO - Epoch [38][800/1853] lr: 3.683e-02, eta: 9:33:19, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9094, loss_cls: 0.7607, loss: 0.7607, grad_norm: 1.6168 2021-05-07 02:15:53,557 - mmaction - INFO - Epoch [38][820/1853] lr: 3.680e-02, eta: 9:33:04, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9344, loss_cls: 0.6529, loss: 0.6529, grad_norm: 1.6396 2021-05-07 02:16:06,793 - mmaction - INFO - Epoch [38][840/1853] lr: 3.678e-02, eta: 9:32:50, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9281, loss_cls: 0.6749, loss: 0.6749, grad_norm: 1.6874 2021-05-07 02:16:20,142 - mmaction - INFO - Epoch [38][860/1853] lr: 3.675e-02, eta: 9:32:35, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9227, loss_cls: 0.7550, loss: 0.7550, grad_norm: 1.8163 2021-05-07 02:16:33,435 - mmaction - INFO - Epoch [38][880/1853] lr: 3.673e-02, eta: 9:32:21, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9281, loss_cls: 0.7025, loss: 0.7025, grad_norm: 1.6922 2021-05-07 02:16:46,710 - mmaction - INFO - Epoch [38][900/1853] lr: 3.670e-02, eta: 9:32:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9391, loss_cls: 0.7097, loss: 0.7097, grad_norm: 1.7720 2021-05-07 02:16:59,999 - mmaction - INFO - Epoch [38][920/1853] lr: 3.667e-02, eta: 9:31:52, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9227, loss_cls: 0.7246, loss: 0.7246, grad_norm: 1.7952 2021-05-07 02:17:13,288 - mmaction - INFO - Epoch [38][940/1853] lr: 3.665e-02, eta: 9:31:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9164, loss_cls: 0.7169, loss: 0.7169, grad_norm: 1.7120 2021-05-07 02:17:26,571 - mmaction - INFO - Epoch [38][960/1853] lr: 3.662e-02, eta: 9:31:23, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9289, loss_cls: 0.6965, loss: 0.6965, grad_norm: 1.6651 2021-05-07 02:17:39,849 - mmaction - INFO - Epoch [38][980/1853] lr: 3.660e-02, eta: 9:31:08, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9328, loss_cls: 0.7157, loss: 0.7157, grad_norm: 1.6910 2021-05-07 02:17:53,167 - mmaction - INFO - Epoch [38][1000/1853] lr: 3.657e-02, eta: 9:30:54, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9195, loss_cls: 0.7125, loss: 0.7125, grad_norm: 1.6156 2021-05-07 02:18:06,462 - mmaction - INFO - Epoch [38][1020/1853] lr: 3.655e-02, eta: 9:30:40, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9211, loss_cls: 0.7037, loss: 0.7037, grad_norm: 1.6666 2021-05-07 02:18:19,762 - mmaction - INFO - Epoch [38][1040/1853] lr: 3.652e-02, eta: 9:30:25, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9156, loss_cls: 0.7189, loss: 0.7189, grad_norm: 1.6407 2021-05-07 02:18:33,084 - mmaction - INFO - Epoch [38][1060/1853] lr: 3.650e-02, eta: 9:30:11, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9187, loss_cls: 0.6916, loss: 0.6916, grad_norm: 1.6423 2021-05-07 02:18:46,465 - mmaction - INFO - Epoch [38][1080/1853] lr: 3.647e-02, eta: 9:29:56, time: 0.669, data_time: 0.004, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9258, loss_cls: 0.7280, loss: 0.7280, grad_norm: 1.7449 2021-05-07 02:18:59,704 - mmaction - INFO - Epoch [38][1100/1853] lr: 3.644e-02, eta: 9:29:42, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9297, loss_cls: 0.7226, loss: 0.7226, grad_norm: 1.7973 2021-05-07 02:19:12,988 - mmaction - INFO - Epoch [38][1120/1853] lr: 3.642e-02, eta: 9:29:27, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8078, top5_acc: 0.9250, loss_cls: 0.6699, loss: 0.6699, grad_norm: 1.6663 2021-05-07 02:19:26,312 - mmaction - INFO - Epoch [38][1140/1853] lr: 3.639e-02, eta: 9:29:13, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9289, loss_cls: 0.7269, loss: 0.7269, grad_norm: 1.7540 2021-05-07 02:19:39,591 - mmaction - INFO - Epoch [38][1160/1853] lr: 3.637e-02, eta: 9:28:59, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7969, top5_acc: 0.9289, loss_cls: 0.6600, loss: 0.6600, grad_norm: 1.6977 2021-05-07 02:19:52,930 - mmaction - INFO - Epoch [38][1180/1853] lr: 3.634e-02, eta: 9:28:44, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9313, loss_cls: 0.6643, loss: 0.6643, grad_norm: 1.7664 2021-05-07 02:20:06,232 - mmaction - INFO - Epoch [38][1200/1853] lr: 3.632e-02, eta: 9:28:30, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9281, loss_cls: 0.7171, loss: 0.7171, grad_norm: 1.7786 2021-05-07 02:20:19,526 - mmaction - INFO - Epoch [38][1220/1853] lr: 3.629e-02, eta: 9:28:15, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9367, loss_cls: 0.7178, loss: 0.7178, grad_norm: 1.7580 2021-05-07 02:20:32,815 - mmaction - INFO - Epoch [38][1240/1853] lr: 3.627e-02, eta: 9:28:01, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9195, loss_cls: 0.7104, loss: 0.7104, grad_norm: 1.6779 2021-05-07 02:20:46,087 - mmaction - INFO - Epoch [38][1260/1853] lr: 3.624e-02, eta: 9:27:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9359, loss_cls: 0.6620, loss: 0.6620, grad_norm: 1.7640 2021-05-07 02:20:59,402 - mmaction - INFO - Epoch [38][1280/1853] lr: 3.621e-02, eta: 9:27:32, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9172, loss_cls: 0.7320, loss: 0.7320, grad_norm: 1.7154 2021-05-07 02:21:12,711 - mmaction - INFO - Epoch [38][1300/1853] lr: 3.619e-02, eta: 9:27:17, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9258, loss_cls: 0.7140, loss: 0.7140, grad_norm: 1.7066 2021-05-07 02:21:25,974 - mmaction - INFO - Epoch [38][1320/1853] lr: 3.616e-02, eta: 9:27:03, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9344, loss_cls: 0.6594, loss: 0.6594, grad_norm: 1.7719 2021-05-07 02:21:39,281 - mmaction - INFO - Epoch [38][1340/1853] lr: 3.614e-02, eta: 9:26:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8211, top5_acc: 0.9383, loss_cls: 0.6336, loss: 0.6336, grad_norm: 1.6841 2021-05-07 02:21:52,564 - mmaction - INFO - Epoch [38][1360/1853] lr: 3.611e-02, eta: 9:26:34, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9328, loss_cls: 0.6772, loss: 0.6772, grad_norm: 1.7655 2021-05-07 02:22:05,867 - mmaction - INFO - Epoch [38][1380/1853] lr: 3.609e-02, eta: 9:26:20, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9258, loss_cls: 0.6700, loss: 0.6700, grad_norm: 1.6711 2021-05-07 02:22:19,187 - mmaction - INFO - Epoch [38][1400/1853] lr: 3.606e-02, eta: 9:26:05, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9203, loss_cls: 0.7679, loss: 0.7679, grad_norm: 1.6219 2021-05-07 02:22:32,526 - mmaction - INFO - Epoch [38][1420/1853] lr: 3.604e-02, eta: 9:25:51, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9180, loss_cls: 0.7239, loss: 0.7239, grad_norm: 1.7055 2021-05-07 02:22:45,806 - mmaction - INFO - Epoch [38][1440/1853] lr: 3.601e-02, eta: 9:25:36, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9203, loss_cls: 0.7212, loss: 0.7212, grad_norm: 1.7074 2021-05-07 02:22:59,117 - mmaction - INFO - Epoch [38][1460/1853] lr: 3.599e-02, eta: 9:25:22, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9336, loss_cls: 0.6838, loss: 0.6838, grad_norm: 1.7514 2021-05-07 02:23:12,432 - mmaction - INFO - Epoch [38][1480/1853] lr: 3.596e-02, eta: 9:25:08, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9180, loss_cls: 0.7223, loss: 0.7223, grad_norm: 1.6380 2021-05-07 02:23:25,709 - mmaction - INFO - Epoch [38][1500/1853] lr: 3.594e-02, eta: 9:24:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9234, loss_cls: 0.7497, loss: 0.7497, grad_norm: 1.7958 2021-05-07 02:23:38,978 - mmaction - INFO - Epoch [38][1520/1853] lr: 3.591e-02, eta: 9:24:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9336, loss_cls: 0.7051, loss: 0.7051, grad_norm: 1.8712 2021-05-07 02:23:52,288 - mmaction - INFO - Epoch [38][1540/1853] lr: 3.588e-02, eta: 9:24:24, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9258, loss_cls: 0.7327, loss: 0.7327, grad_norm: 1.7508 2021-05-07 02:24:05,585 - mmaction - INFO - Epoch [38][1560/1853] lr: 3.586e-02, eta: 9:24:10, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9156, loss_cls: 0.7382, loss: 0.7382, grad_norm: 1.7569 2021-05-07 02:24:18,874 - mmaction - INFO - Epoch [38][1580/1853] lr: 3.583e-02, eta: 9:23:55, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9094, loss_cls: 0.7355, loss: 0.7355, grad_norm: 1.6130 2021-05-07 02:24:32,181 - mmaction - INFO - Epoch [38][1600/1853] lr: 3.581e-02, eta: 9:23:41, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9258, loss_cls: 0.7050, loss: 0.7050, grad_norm: 1.7205 2021-05-07 02:24:45,482 - mmaction - INFO - Epoch [38][1620/1853] lr: 3.578e-02, eta: 9:23:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9352, loss_cls: 0.6767, loss: 0.6767, grad_norm: 1.7233 2021-05-07 02:24:58,789 - mmaction - INFO - Epoch [38][1640/1853] lr: 3.576e-02, eta: 9:23:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9273, loss_cls: 0.7013, loss: 0.7013, grad_norm: 1.7146 2021-05-07 02:25:12,076 - mmaction - INFO - Epoch [38][1660/1853] lr: 3.573e-02, eta: 9:22:58, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9227, loss_cls: 0.7729, loss: 0.7729, grad_norm: 1.9069 2021-05-07 02:25:25,363 - mmaction - INFO - Epoch [38][1680/1853] lr: 3.571e-02, eta: 9:22:43, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9219, loss_cls: 0.7491, loss: 0.7491, grad_norm: 1.7076 2021-05-07 02:25:38,697 - mmaction - INFO - Epoch [38][1700/1853] lr: 3.568e-02, eta: 9:22:29, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9297, loss_cls: 0.6890, loss: 0.6890, grad_norm: 1.7039 2021-05-07 02:25:51,943 - mmaction - INFO - Epoch [38][1720/1853] lr: 3.566e-02, eta: 9:22:14, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9289, loss_cls: 0.6715, loss: 0.6715, grad_norm: 1.6784 2021-05-07 02:26:05,261 - mmaction - INFO - Epoch [38][1740/1853] lr: 3.563e-02, eta: 9:22:00, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7820, top5_acc: 0.9352, loss_cls: 0.6988, loss: 0.6988, grad_norm: 1.6223 2021-05-07 02:26:18,529 - mmaction - INFO - Epoch [38][1760/1853] lr: 3.560e-02, eta: 9:21:46, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8125, top5_acc: 0.9398, loss_cls: 0.6273, loss: 0.6273, grad_norm: 1.6363 2021-05-07 02:26:31,784 - mmaction - INFO - Epoch [38][1780/1853] lr: 3.558e-02, eta: 9:21:31, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9289, loss_cls: 0.7061, loss: 0.7061, grad_norm: 1.6532 2021-05-07 02:26:45,075 - mmaction - INFO - Epoch [38][1800/1853] lr: 3.555e-02, eta: 9:21:17, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7633, top5_acc: 0.9062, loss_cls: 0.8105, loss: 0.8105, grad_norm: 1.7810 2021-05-07 02:26:58,365 - mmaction - INFO - Epoch [38][1820/1853] lr: 3.553e-02, eta: 9:21:02, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7836, top5_acc: 0.9250, loss_cls: 0.7296, loss: 0.7296, grad_norm: 1.8126 2021-05-07 02:27:11,612 - mmaction - INFO - Epoch [38][1840/1853] lr: 3.550e-02, eta: 9:20:48, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9117, loss_cls: 0.7393, loss: 0.7393, grad_norm: 1.7104 2021-05-07 02:27:21,311 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-05-07 02:30:05,595 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-07 02:30:05,635 - mmaction - INFO - top1_acc 0.9339 top5_acc 0.9952 2021-05-07 02:30:05,636 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-07 02:30:05,648 - mmaction - INFO - mean_acc 0.9297 2021-05-07 02:30:05,650 - mmaction - INFO - Epoch(val) [38][1853] top1_acc: 0.9339, top5_acc: 0.9952, mean_class_accuracy: 0.9297 2021-05-07 02:32:05,853 - mmaction - INFO - Epoch [39][20/1853] lr: 3.546e-02, eta: 9:21:31, time: 6.009, data_time: 5.349, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9227, loss_cls: 0.7448, loss: 0.7448, grad_norm: 1.7728 2021-05-07 02:32:18,952 - mmaction - INFO - Epoch [39][40/1853] lr: 3.544e-02, eta: 9:21:17, time: 0.655, data_time: 0.002, memory: 5809, top1_acc: 0.8016, top5_acc: 0.9281, loss_cls: 0.7077, loss: 0.7077, grad_norm: 1.7188 2021-05-07 02:32:32,041 - mmaction - INFO - Epoch [39][60/1853] lr: 3.541e-02, eta: 9:21:02, time: 0.654, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9320, loss_cls: 0.7348, loss: 0.7348, grad_norm: 1.6922 2021-05-07 02:32:45,255 - mmaction - INFO - Epoch [39][80/1853] lr: 3.539e-02, eta: 9:20:47, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9180, loss_cls: 0.7184, loss: 0.7184, grad_norm: 1.6834 2021-05-07 02:32:58,404 - mmaction - INFO - Epoch [39][100/1853] lr: 3.536e-02, eta: 9:20:33, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.7820, top5_acc: 0.9352, loss_cls: 0.7197, loss: 0.7197, grad_norm: 1.8481 2021-05-07 02:33:11,569 - mmaction - INFO - Epoch [39][120/1853] lr: 3.534e-02, eta: 9:20:18, time: 0.658, data_time: 0.002, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9406, loss_cls: 0.6450, loss: 0.6450, grad_norm: 1.7328 2021-05-07 02:33:24,748 - mmaction - INFO - Epoch [39][140/1853] lr: 3.531e-02, eta: 9:20:04, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9406, loss_cls: 0.6943, loss: 0.6943, grad_norm: 1.8582 2021-05-07 02:33:37,938 - mmaction - INFO - Epoch [39][160/1853] lr: 3.528e-02, eta: 9:19:49, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9281, loss_cls: 0.6987, loss: 0.6987, grad_norm: 1.6623 2021-05-07 02:33:51,149 - mmaction - INFO - Epoch [39][180/1853] lr: 3.526e-02, eta: 9:19:35, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9281, loss_cls: 0.6671, loss: 0.6671, grad_norm: 1.6474 2021-05-07 02:34:04,396 - mmaction - INFO - Epoch [39][200/1853] lr: 3.523e-02, eta: 9:19:20, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9234, loss_cls: 0.7398, loss: 0.7398, grad_norm: 1.7322 2021-05-07 02:34:17,633 - mmaction - INFO - Epoch [39][220/1853] lr: 3.521e-02, eta: 9:19:06, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.7627, loss: 0.7627, grad_norm: 1.7716 2021-05-07 02:34:30,869 - mmaction - INFO - Epoch [39][240/1853] lr: 3.518e-02, eta: 9:18:51, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9203, loss_cls: 0.7366, loss: 0.7366, grad_norm: 1.7473 2021-05-07 02:34:44,091 - mmaction - INFO - Epoch [39][260/1853] lr: 3.516e-02, eta: 9:18:37, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9227, loss_cls: 0.6945, loss: 0.6945, grad_norm: 1.7255 2021-05-07 02:34:57,423 - mmaction - INFO - Epoch [39][280/1853] lr: 3.513e-02, eta: 9:18:22, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9156, loss_cls: 0.7212, loss: 0.7212, grad_norm: 1.6949 2021-05-07 02:35:10,734 - mmaction - INFO - Epoch [39][300/1853] lr: 3.511e-02, eta: 9:18:08, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9250, loss_cls: 0.7447, loss: 0.7447, grad_norm: 1.8201 2021-05-07 02:35:23,962 - mmaction - INFO - Epoch [39][320/1853] lr: 3.508e-02, eta: 9:17:53, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9469, loss_cls: 0.6541, loss: 0.6541, grad_norm: 1.8024 2021-05-07 02:35:37,260 - mmaction - INFO - Epoch [39][340/1853] lr: 3.506e-02, eta: 9:17:39, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9203, loss_cls: 0.6985, loss: 0.6985, grad_norm: 1.6779 2021-05-07 02:35:50,551 - mmaction - INFO - Epoch [39][360/1853] lr: 3.503e-02, eta: 9:17:24, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7609, top5_acc: 0.9086, loss_cls: 0.7843, loss: 0.7843, grad_norm: 1.8910 2021-05-07 02:36:03,797 - mmaction - INFO - Epoch [39][380/1853] lr: 3.501e-02, eta: 9:17:10, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7883, top5_acc: 0.9187, loss_cls: 0.7248, loss: 0.7248, grad_norm: 1.6590 2021-05-07 02:36:17,110 - mmaction - INFO - Epoch [39][400/1853] lr: 3.498e-02, eta: 9:16:55, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9117, loss_cls: 0.7409, loss: 0.7409, grad_norm: 1.6974 2021-05-07 02:36:30,395 - mmaction - INFO - Epoch [39][420/1853] lr: 3.496e-02, eta: 9:16:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9187, loss_cls: 0.6378, loss: 0.6378, grad_norm: 1.4782 2021-05-07 02:36:43,677 - mmaction - INFO - Epoch [39][440/1853] lr: 3.493e-02, eta: 9:16:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.7409, loss: 0.7409, grad_norm: 1.9094 2021-05-07 02:36:57,014 - mmaction - INFO - Epoch [39][460/1853] lr: 3.491e-02, eta: 9:16:12, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9391, loss_cls: 0.6808, loss: 0.6808, grad_norm: 1.6716 2021-05-07 02:37:10,267 - mmaction - INFO - Epoch [39][480/1853] lr: 3.488e-02, eta: 9:15:58, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9273, loss_cls: 0.7069, loss: 0.7069, grad_norm: 1.7073 2021-05-07 02:37:23,587 - mmaction - INFO - Epoch [39][500/1853] lr: 3.485e-02, eta: 9:15:43, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9313, loss_cls: 0.6872, loss: 0.6872, grad_norm: 1.7324 2021-05-07 02:37:36,889 - mmaction - INFO - Epoch [39][520/1853] lr: 3.483e-02, eta: 9:15:29, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9242, loss_cls: 0.6585, loss: 0.6585, grad_norm: 1.6476 2021-05-07 02:37:50,160 - mmaction - INFO - Epoch [39][540/1853] lr: 3.480e-02, eta: 9:15:14, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9297, loss_cls: 0.6913, loss: 0.6913, grad_norm: 1.8369 2021-05-07 02:38:03,426 - mmaction - INFO - Epoch [39][560/1853] lr: 3.478e-02, eta: 9:15:00, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9352, loss_cls: 0.6432, loss: 0.6432, grad_norm: 1.7112 2021-05-07 02:38:16,746 - mmaction - INFO - Epoch [39][580/1853] lr: 3.475e-02, eta: 9:14:45, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9297, loss_cls: 0.6944, loss: 0.6944, grad_norm: 1.7175 2021-05-07 02:38:30,021 - mmaction - INFO - Epoch [39][600/1853] lr: 3.473e-02, eta: 9:14:31, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.7028, loss: 0.7028, grad_norm: 1.7120 2021-05-07 02:38:43,330 - mmaction - INFO - Epoch [39][620/1853] lr: 3.470e-02, eta: 9:14:16, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9266, loss_cls: 0.6940, loss: 0.6940, grad_norm: 1.6979 2021-05-07 02:38:56,638 - mmaction - INFO - Epoch [39][640/1853] lr: 3.468e-02, eta: 9:14:02, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7883, top5_acc: 0.9336, loss_cls: 0.6979, loss: 0.6979, grad_norm: 1.7792 2021-05-07 02:39:09,911 - mmaction - INFO - Epoch [39][660/1853] lr: 3.465e-02, eta: 9:13:48, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7883, top5_acc: 0.9125, loss_cls: 0.7464, loss: 0.7464, grad_norm: 1.7827 2021-05-07 02:39:23,191 - mmaction - INFO - Epoch [39][680/1853] lr: 3.463e-02, eta: 9:13:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9328, loss_cls: 0.6769, loss: 0.6769, grad_norm: 1.7033 2021-05-07 02:39:36,443 - mmaction - INFO - Epoch [39][700/1853] lr: 3.460e-02, eta: 9:13:19, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9195, loss_cls: 0.7012, loss: 0.7012, grad_norm: 1.6518 2021-05-07 02:39:49,715 - mmaction - INFO - Epoch [39][720/1853] lr: 3.458e-02, eta: 9:13:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9344, loss_cls: 0.6888, loss: 0.6888, grad_norm: 1.6485 2021-05-07 02:40:03,025 - mmaction - INFO - Epoch [39][740/1853] lr: 3.455e-02, eta: 9:12:50, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9250, loss_cls: 0.6985, loss: 0.6985, grad_norm: 1.6665 2021-05-07 02:40:16,319 - mmaction - INFO - Epoch [39][760/1853] lr: 3.453e-02, eta: 9:12:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9383, loss_cls: 0.6219, loss: 0.6219, grad_norm: 1.5721 2021-05-07 02:40:29,621 - mmaction - INFO - Epoch [39][780/1853] lr: 3.450e-02, eta: 9:12:21, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9305, loss_cls: 0.6972, loss: 0.6972, grad_norm: 1.7038 2021-05-07 02:40:42,907 - mmaction - INFO - Epoch [39][800/1853] lr: 3.448e-02, eta: 9:12:06, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9359, loss_cls: 0.6857, loss: 0.6857, grad_norm: 1.7806 2021-05-07 02:40:56,175 - mmaction - INFO - Epoch [39][820/1853] lr: 3.445e-02, eta: 9:11:52, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9266, loss_cls: 0.6589, loss: 0.6589, grad_norm: 1.6159 2021-05-07 02:41:09,508 - mmaction - INFO - Epoch [39][840/1853] lr: 3.443e-02, eta: 9:11:38, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9414, loss_cls: 0.6556, loss: 0.6556, grad_norm: 1.7321 2021-05-07 02:41:22,800 - mmaction - INFO - Epoch [39][860/1853] lr: 3.440e-02, eta: 9:11:23, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9109, loss_cls: 0.7426, loss: 0.7426, grad_norm: 1.7940 2021-05-07 02:41:36,057 - mmaction - INFO - Epoch [39][880/1853] lr: 3.438e-02, eta: 9:11:09, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9414, loss_cls: 0.6912, loss: 0.6912, grad_norm: 1.6676 2021-05-07 02:41:49,353 - mmaction - INFO - Epoch [39][900/1853] lr: 3.435e-02, eta: 9:10:54, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9297, loss_cls: 0.7013, loss: 0.7013, grad_norm: 1.7134 2021-05-07 02:42:02,661 - mmaction - INFO - Epoch [39][920/1853] lr: 3.433e-02, eta: 9:10:40, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9313, loss_cls: 0.6880, loss: 0.6880, grad_norm: 1.6835 2021-05-07 02:42:15,944 - mmaction - INFO - Epoch [39][940/1853] lr: 3.430e-02, eta: 9:10:25, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9266, loss_cls: 0.7069, loss: 0.7069, grad_norm: 1.8330 2021-05-07 02:42:29,244 - mmaction - INFO - Epoch [39][960/1853] lr: 3.428e-02, eta: 9:10:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9250, loss_cls: 0.6850, loss: 0.6850, grad_norm: 1.6217 2021-05-07 02:42:42,577 - mmaction - INFO - Epoch [39][980/1853] lr: 3.425e-02, eta: 9:09:56, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8070, top5_acc: 0.9258, loss_cls: 0.6706, loss: 0.6706, grad_norm: 1.7543 2021-05-07 02:42:55,826 - mmaction - INFO - Epoch [39][1000/1853] lr: 3.422e-02, eta: 9:09:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9391, loss_cls: 0.6246, loss: 0.6246, grad_norm: 1.5787 2021-05-07 02:43:09,140 - mmaction - INFO - Epoch [39][1020/1853] lr: 3.420e-02, eta: 9:09:28, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9258, loss_cls: 0.7142, loss: 0.7142, grad_norm: 1.6927 2021-05-07 02:43:22,417 - mmaction - INFO - Epoch [39][1040/1853] lr: 3.417e-02, eta: 9:09:13, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9234, loss_cls: 0.7043, loss: 0.7043, grad_norm: 1.6944 2021-05-07 02:43:35,726 - mmaction - INFO - Epoch [39][1060/1853] lr: 3.415e-02, eta: 9:08:59, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9289, loss_cls: 0.6847, loss: 0.6847, grad_norm: 1.5622 2021-05-07 02:43:49,035 - mmaction - INFO - Epoch [39][1080/1853] lr: 3.412e-02, eta: 9:08:44, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9203, loss_cls: 0.7252, loss: 0.7252, grad_norm: 1.7692 2021-05-07 02:44:02,313 - mmaction - INFO - Epoch [39][1100/1853] lr: 3.410e-02, eta: 9:08:30, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9289, loss_cls: 0.6674, loss: 0.6674, grad_norm: 1.6678 2021-05-07 02:44:15,698 - mmaction - INFO - Epoch [39][1120/1853] lr: 3.407e-02, eta: 9:08:15, time: 0.669, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9250, loss_cls: 0.6878, loss: 0.6878, grad_norm: 1.8079 2021-05-07 02:44:28,968 - mmaction - INFO - Epoch [39][1140/1853] lr: 3.405e-02, eta: 9:08:01, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9242, loss_cls: 0.6824, loss: 0.6824, grad_norm: 1.7159 2021-05-07 02:44:42,270 - mmaction - INFO - Epoch [39][1160/1853] lr: 3.402e-02, eta: 9:07:47, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9086, loss_cls: 0.7207, loss: 0.7207, grad_norm: 1.6766 2021-05-07 02:44:55,582 - mmaction - INFO - Epoch [39][1180/1853] lr: 3.400e-02, eta: 9:07:32, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9281, loss_cls: 0.7148, loss: 0.7148, grad_norm: 1.7298 2021-05-07 02:45:08,846 - mmaction - INFO - Epoch [39][1200/1853] lr: 3.397e-02, eta: 9:07:18, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9414, loss_cls: 0.6243, loss: 0.6243, grad_norm: 1.7666 2021-05-07 02:45:22,157 - mmaction - INFO - Epoch [39][1220/1853] lr: 3.395e-02, eta: 9:07:03, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9266, loss_cls: 0.6851, loss: 0.6851, grad_norm: 1.6965 2021-05-07 02:45:35,479 - mmaction - INFO - Epoch [39][1240/1853] lr: 3.392e-02, eta: 9:06:49, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7820, top5_acc: 0.9203, loss_cls: 0.7402, loss: 0.7402, grad_norm: 1.8265 2021-05-07 02:45:48,777 - mmaction - INFO - Epoch [39][1260/1853] lr: 3.390e-02, eta: 9:06:34, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9313, loss_cls: 0.6911, loss: 0.6911, grad_norm: 1.8167 2021-05-07 02:46:02,082 - mmaction - INFO - Epoch [39][1280/1853] lr: 3.387e-02, eta: 9:06:20, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9289, loss_cls: 0.7337, loss: 0.7337, grad_norm: 1.9313 2021-05-07 02:46:15,366 - mmaction - INFO - Epoch [39][1300/1853] lr: 3.385e-02, eta: 9:06:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9211, loss_cls: 0.7144, loss: 0.7144, grad_norm: 1.7107 2021-05-07 02:46:28,649 - mmaction - INFO - Epoch [39][1320/1853] lr: 3.382e-02, eta: 9:05:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.7482, loss: 0.7482, grad_norm: 1.8414 2021-05-07 02:46:41,955 - mmaction - INFO - Epoch [39][1340/1853] lr: 3.380e-02, eta: 9:05:37, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9281, loss_cls: 0.7328, loss: 0.7328, grad_norm: 1.7132 2021-05-07 02:46:55,258 - mmaction - INFO - Epoch [39][1360/1853] lr: 3.377e-02, eta: 9:05:22, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9344, loss_cls: 0.6506, loss: 0.6506, grad_norm: 1.6656 2021-05-07 02:47:08,606 - mmaction - INFO - Epoch [39][1380/1853] lr: 3.375e-02, eta: 9:05:08, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9187, loss_cls: 0.7346, loss: 0.7346, grad_norm: 1.6837 2021-05-07 02:47:21,879 - mmaction - INFO - Epoch [39][1400/1853] lr: 3.372e-02, eta: 9:04:53, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9281, loss_cls: 0.6415, loss: 0.6415, grad_norm: 1.5874 2021-05-07 02:47:35,191 - mmaction - INFO - Epoch [39][1420/1853] lr: 3.370e-02, eta: 9:04:39, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9359, loss_cls: 0.6668, loss: 0.6668, grad_norm: 1.6339 2021-05-07 02:47:48,519 - mmaction - INFO - Epoch [39][1440/1853] lr: 3.367e-02, eta: 9:04:25, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7969, top5_acc: 0.9234, loss_cls: 0.7300, loss: 0.7300, grad_norm: 1.8062 2021-05-07 02:48:01,797 - mmaction - INFO - Epoch [39][1460/1853] lr: 3.365e-02, eta: 9:04:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9258, loss_cls: 0.7057, loss: 0.7057, grad_norm: 1.7138 2021-05-07 02:48:15,132 - mmaction - INFO - Epoch [39][1480/1853] lr: 3.362e-02, eta: 9:03:56, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9414, loss_cls: 0.6063, loss: 0.6063, grad_norm: 1.7527 2021-05-07 02:48:28,416 - mmaction - INFO - Epoch [39][1500/1853] lr: 3.360e-02, eta: 9:03:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7969, top5_acc: 0.9305, loss_cls: 0.6740, loss: 0.6740, grad_norm: 1.7376 2021-05-07 02:48:41,720 - mmaction - INFO - Epoch [39][1520/1853] lr: 3.357e-02, eta: 9:03:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9242, loss_cls: 0.7043, loss: 0.7043, grad_norm: 1.8465 2021-05-07 02:48:54,985 - mmaction - INFO - Epoch [39][1540/1853] lr: 3.355e-02, eta: 9:03:13, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9477, loss_cls: 0.6050, loss: 0.6050, grad_norm: 1.7383 2021-05-07 02:49:08,293 - mmaction - INFO - Epoch [39][1560/1853] lr: 3.352e-02, eta: 9:02:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9148, loss_cls: 0.7283, loss: 0.7283, grad_norm: 1.8153 2021-05-07 02:49:21,593 - mmaction - INFO - Epoch [39][1580/1853] lr: 3.350e-02, eta: 9:02:44, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9266, loss_cls: 0.6693, loss: 0.6693, grad_norm: 1.6456 2021-05-07 02:49:34,925 - mmaction - INFO - Epoch [39][1600/1853] lr: 3.347e-02, eta: 9:02:29, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9281, loss_cls: 0.7064, loss: 0.7064, grad_norm: 1.7165 2021-05-07 02:49:48,197 - mmaction - INFO - Epoch [39][1620/1853] lr: 3.345e-02, eta: 9:02:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9313, loss_cls: 0.6932, loss: 0.6932, grad_norm: 1.7465 2021-05-07 02:50:01,564 - mmaction - INFO - Epoch [39][1640/1853] lr: 3.342e-02, eta: 9:02:01, time: 0.668, data_time: 0.005, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9180, loss_cls: 0.7132, loss: 0.7132, grad_norm: 1.8826 2021-05-07 02:50:14,903 - mmaction - INFO - Epoch [39][1660/1853] lr: 3.340e-02, eta: 9:01:46, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9289, loss_cls: 0.7116, loss: 0.7116, grad_norm: 1.7893 2021-05-07 02:50:28,248 - mmaction - INFO - Epoch [39][1680/1853] lr: 3.337e-02, eta: 9:01:32, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9156, loss_cls: 0.7260, loss: 0.7260, grad_norm: 1.6631 2021-05-07 02:50:41,555 - mmaction - INFO - Epoch [39][1700/1853] lr: 3.335e-02, eta: 9:01:17, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9422, loss_cls: 0.6573, loss: 0.6573, grad_norm: 1.7434 2021-05-07 02:50:54,874 - mmaction - INFO - Epoch [39][1720/1853] lr: 3.332e-02, eta: 9:01:03, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8078, top5_acc: 0.9320, loss_cls: 0.6704, loss: 0.6704, grad_norm: 1.7618 2021-05-07 02:51:08,181 - mmaction - INFO - Epoch [39][1740/1853] lr: 3.330e-02, eta: 9:00:49, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7820, top5_acc: 0.9187, loss_cls: 0.7227, loss: 0.7227, grad_norm: 1.7350 2021-05-07 02:51:21,560 - mmaction - INFO - Epoch [39][1760/1853] lr: 3.327e-02, eta: 9:00:34, time: 0.669, data_time: 0.006, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9281, loss_cls: 0.7301, loss: 0.7301, grad_norm: 1.8699 2021-05-07 02:51:34,885 - mmaction - INFO - Epoch [39][1780/1853] lr: 3.325e-02, eta: 9:00:20, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9313, loss_cls: 0.6897, loss: 0.6897, grad_norm: 1.6930 2021-05-07 02:51:48,188 - mmaction - INFO - Epoch [39][1800/1853] lr: 3.322e-02, eta: 9:00:05, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9250, loss_cls: 0.7011, loss: 0.7011, grad_norm: 1.7257 2021-05-07 02:52:01,561 - mmaction - INFO - Epoch [39][1820/1853] lr: 3.320e-02, eta: 8:59:51, time: 0.668, data_time: 0.006, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9336, loss_cls: 0.6595, loss: 0.6595, grad_norm: 1.5836 2021-05-07 02:52:14,881 - mmaction - INFO - Epoch [39][1840/1853] lr: 3.317e-02, eta: 8:59:37, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9359, loss_cls: 0.6307, loss: 0.6307, grad_norm: 1.6689 2021-05-07 02:52:24,626 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-05-07 02:53:52,910 - mmaction - INFO - Epoch [40][20/1853] lr: 3.313e-02, eta: 8:59:55, time: 4.394, data_time: 3.732, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9234, loss_cls: 0.7029, loss: 0.7029, grad_norm: 1.7262 2021-05-07 02:54:06,121 - mmaction - INFO - Epoch [40][40/1853] lr: 3.311e-02, eta: 8:59:41, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9258, loss_cls: 0.7201, loss: 0.7201, grad_norm: 1.8978 2021-05-07 02:54:19,299 - mmaction - INFO - Epoch [40][60/1853] lr: 3.308e-02, eta: 8:59:26, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9219, loss_cls: 0.7423, loss: 0.7423, grad_norm: 1.9086 2021-05-07 02:54:32,527 - mmaction - INFO - Epoch [40][80/1853] lr: 3.306e-02, eta: 8:59:12, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9070, loss_cls: 0.7445, loss: 0.7445, grad_norm: 1.8228 2021-05-07 02:54:45,763 - mmaction - INFO - Epoch [40][100/1853] lr: 3.303e-02, eta: 8:58:57, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9336, loss_cls: 0.6343, loss: 0.6343, grad_norm: 1.6433 2021-05-07 02:54:58,971 - mmaction - INFO - Epoch [40][120/1853] lr: 3.301e-02, eta: 8:58:43, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9305, loss_cls: 0.6511, loss: 0.6511, grad_norm: 1.6174 2021-05-07 02:55:12,291 - mmaction - INFO - Epoch [40][140/1853] lr: 3.298e-02, eta: 8:58:28, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9234, loss_cls: 0.7326, loss: 0.7326, grad_norm: 1.8432 2021-05-07 02:55:25,572 - mmaction - INFO - Epoch [40][160/1853] lr: 3.296e-02, eta: 8:58:14, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9320, loss_cls: 0.6725, loss: 0.6725, grad_norm: 1.7101 2021-05-07 02:55:38,853 - mmaction - INFO - Epoch [40][180/1853] lr: 3.293e-02, eta: 8:57:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9266, loss_cls: 0.6574, loss: 0.6574, grad_norm: 1.6348 2021-05-07 02:55:52,121 - mmaction - INFO - Epoch [40][200/1853] lr: 3.291e-02, eta: 8:57:45, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9297, loss_cls: 0.6670, loss: 0.6670, grad_norm: 1.7929 2021-05-07 02:56:05,404 - mmaction - INFO - Epoch [40][220/1853] lr: 3.288e-02, eta: 8:57:30, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9281, loss_cls: 0.7187, loss: 0.7187, grad_norm: 1.8338 2021-05-07 02:56:18,703 - mmaction - INFO - Epoch [40][240/1853] lr: 3.286e-02, eta: 8:57:16, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9250, loss_cls: 0.6950, loss: 0.6950, grad_norm: 1.7044 2021-05-07 02:56:31,996 - mmaction - INFO - Epoch [40][260/1853] lr: 3.283e-02, eta: 8:57:02, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9437, loss_cls: 0.6181, loss: 0.6181, grad_norm: 1.6503 2021-05-07 02:56:45,318 - mmaction - INFO - Epoch [40][280/1853] lr: 3.281e-02, eta: 8:56:47, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9414, loss_cls: 0.6217, loss: 0.6217, grad_norm: 1.6969 2021-05-07 02:56:58,600 - mmaction - INFO - Epoch [40][300/1853] lr: 3.278e-02, eta: 8:56:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9258, loss_cls: 0.6995, loss: 0.6995, grad_norm: 1.8833 2021-05-07 02:57:11,909 - mmaction - INFO - Epoch [40][320/1853] lr: 3.276e-02, eta: 8:56:18, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9172, loss_cls: 0.7042, loss: 0.7042, grad_norm: 1.8187 2021-05-07 02:57:25,232 - mmaction - INFO - Epoch [40][340/1853] lr: 3.273e-02, eta: 8:56:04, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8063, top5_acc: 0.9203, loss_cls: 0.6916, loss: 0.6916, grad_norm: 1.7315 2021-05-07 02:57:38,507 - mmaction - INFO - Epoch [40][360/1853] lr: 3.271e-02, eta: 8:55:49, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7883, top5_acc: 0.9266, loss_cls: 0.6970, loss: 0.6970, grad_norm: 1.8564 2021-05-07 02:57:51,840 - mmaction - INFO - Epoch [40][380/1853] lr: 3.268e-02, eta: 8:55:35, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9258, loss_cls: 0.7387, loss: 0.7387, grad_norm: 1.8931 2021-05-07 02:58:05,128 - mmaction - INFO - Epoch [40][400/1853] lr: 3.266e-02, eta: 8:55:21, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9195, loss_cls: 0.7459, loss: 0.7459, grad_norm: 1.7204 2021-05-07 02:58:18,432 - mmaction - INFO - Epoch [40][420/1853] lr: 3.263e-02, eta: 8:55:06, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9234, loss_cls: 0.7134, loss: 0.7134, grad_norm: 1.7403 2021-05-07 02:58:31,752 - mmaction - INFO - Epoch [40][440/1853] lr: 3.261e-02, eta: 8:54:52, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9375, loss_cls: 0.6722, loss: 0.6722, grad_norm: 1.6839 2021-05-07 02:58:45,019 - mmaction - INFO - Epoch [40][460/1853] lr: 3.258e-02, eta: 8:54:37, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7969, top5_acc: 0.9164, loss_cls: 0.7165, loss: 0.7165, grad_norm: 1.5691 2021-05-07 02:58:58,313 - mmaction - INFO - Epoch [40][480/1853] lr: 3.256e-02, eta: 8:54:23, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9375, loss_cls: 0.6276, loss: 0.6276, grad_norm: 1.6847 2021-05-07 02:59:11,604 - mmaction - INFO - Epoch [40][500/1853] lr: 3.253e-02, eta: 8:54:08, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9180, loss_cls: 0.7043, loss: 0.7043, grad_norm: 1.6402 2021-05-07 02:59:24,940 - mmaction - INFO - Epoch [40][520/1853] lr: 3.251e-02, eta: 8:53:54, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7969, top5_acc: 0.9344, loss_cls: 0.6463, loss: 0.6463, grad_norm: 1.7474 2021-05-07 02:59:38,250 - mmaction - INFO - Epoch [40][540/1853] lr: 3.249e-02, eta: 8:53:40, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8063, top5_acc: 0.9297, loss_cls: 0.6403, loss: 0.6403, grad_norm: 1.7653 2021-05-07 02:59:51,562 - mmaction - INFO - Epoch [40][560/1853] lr: 3.246e-02, eta: 8:53:25, time: 0.665, data_time: 0.003, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9336, loss_cls: 0.6669, loss: 0.6669, grad_norm: 1.6448 2021-05-07 03:00:04,862 - mmaction - INFO - Epoch [40][580/1853] lr: 3.244e-02, eta: 8:53:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9211, loss_cls: 0.6905, loss: 0.6905, grad_norm: 1.7691 2021-05-07 03:00:18,162 - mmaction - INFO - Epoch [40][600/1853] lr: 3.241e-02, eta: 8:52:56, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9250, loss_cls: 0.6802, loss: 0.6802, grad_norm: 1.6864 2021-05-07 03:00:31,443 - mmaction - INFO - Epoch [40][620/1853] lr: 3.239e-02, eta: 8:52:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9305, loss_cls: 0.7198, loss: 0.7198, grad_norm: 1.9394 2021-05-07 03:00:44,803 - mmaction - INFO - Epoch [40][640/1853] lr: 3.236e-02, eta: 8:52:28, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8125, top5_acc: 0.9320, loss_cls: 0.6635, loss: 0.6635, grad_norm: 1.8066 2021-05-07 03:00:58,064 - mmaction - INFO - Epoch [40][660/1853] lr: 3.234e-02, eta: 8:52:13, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7836, top5_acc: 0.9156, loss_cls: 0.7217, loss: 0.7217, grad_norm: 1.8232 2021-05-07 03:01:11,364 - mmaction - INFO - Epoch [40][680/1853] lr: 3.231e-02, eta: 8:51:59, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9273, loss_cls: 0.6816, loss: 0.6816, grad_norm: 1.6891 2021-05-07 03:01:24,630 - mmaction - INFO - Epoch [40][700/1853] lr: 3.229e-02, eta: 8:51:44, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9336, loss_cls: 0.6352, loss: 0.6352, grad_norm: 1.6474 2021-05-07 03:01:37,940 - mmaction - INFO - Epoch [40][720/1853] lr: 3.226e-02, eta: 8:51:30, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9258, loss_cls: 0.6949, loss: 0.6949, grad_norm: 1.7792 2021-05-07 03:01:51,208 - mmaction - INFO - Epoch [40][740/1853] lr: 3.224e-02, eta: 8:51:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9289, loss_cls: 0.6753, loss: 0.6753, grad_norm: 1.6638 2021-05-07 03:02:04,530 - mmaction - INFO - Epoch [40][760/1853] lr: 3.221e-02, eta: 8:51:01, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9313, loss_cls: 0.7083, loss: 0.7083, grad_norm: 1.7004 2021-05-07 03:02:17,859 - mmaction - INFO - Epoch [40][780/1853] lr: 3.219e-02, eta: 8:50:47, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8016, top5_acc: 0.9297, loss_cls: 0.6620, loss: 0.6620, grad_norm: 1.6795 2021-05-07 03:02:31,149 - mmaction - INFO - Epoch [40][800/1853] lr: 3.216e-02, eta: 8:50:32, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9258, loss_cls: 0.6971, loss: 0.6971, grad_norm: 1.7639 2021-05-07 03:02:44,463 - mmaction - INFO - Epoch [40][820/1853] lr: 3.214e-02, eta: 8:50:18, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.7122, loss: 0.7122, grad_norm: 1.7644 2021-05-07 03:02:57,734 - mmaction - INFO - Epoch [40][840/1853] lr: 3.211e-02, eta: 8:50:03, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9203, loss_cls: 0.7209, loss: 0.7209, grad_norm: 1.6867 2021-05-07 03:03:11,070 - mmaction - INFO - Epoch [40][860/1853] lr: 3.209e-02, eta: 8:49:49, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8078, top5_acc: 0.9430, loss_cls: 0.6596, loss: 0.6596, grad_norm: 1.6843 2021-05-07 03:03:24,376 - mmaction - INFO - Epoch [40][880/1853] lr: 3.206e-02, eta: 8:49:35, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9203, loss_cls: 0.7487, loss: 0.7487, grad_norm: 1.7897 2021-05-07 03:03:37,669 - mmaction - INFO - Epoch [40][900/1853] lr: 3.204e-02, eta: 8:49:20, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9234, loss_cls: 0.6882, loss: 0.6882, grad_norm: 1.7795 2021-05-07 03:03:50,958 - mmaction - INFO - Epoch [40][920/1853] lr: 3.201e-02, eta: 8:49:06, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8078, top5_acc: 0.9297, loss_cls: 0.6451, loss: 0.6451, grad_norm: 1.7073 2021-05-07 03:04:04,255 - mmaction - INFO - Epoch [40][940/1853] lr: 3.199e-02, eta: 8:48:51, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9328, loss_cls: 0.6615, loss: 0.6615, grad_norm: 1.6560 2021-05-07 03:04:17,604 - mmaction - INFO - Epoch [40][960/1853] lr: 3.197e-02, eta: 8:48:37, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9352, loss_cls: 0.6631, loss: 0.6631, grad_norm: 1.7173 2021-05-07 03:04:30,922 - mmaction - INFO - Epoch [40][980/1853] lr: 3.194e-02, eta: 8:48:23, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9273, loss_cls: 0.6686, loss: 0.6686, grad_norm: 1.7463 2021-05-07 03:04:44,199 - mmaction - INFO - Epoch [40][1000/1853] lr: 3.192e-02, eta: 8:48:08, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7773, top5_acc: 0.9195, loss_cls: 0.7424, loss: 0.7424, grad_norm: 1.8424 2021-05-07 03:04:57,492 - mmaction - INFO - Epoch [40][1020/1853] lr: 3.189e-02, eta: 8:47:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9258, loss_cls: 0.6980, loss: 0.6980, grad_norm: 1.7249 2021-05-07 03:05:10,773 - mmaction - INFO - Epoch [40][1040/1853] lr: 3.187e-02, eta: 8:47:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9297, loss_cls: 0.7036, loss: 0.7036, grad_norm: 1.6881 2021-05-07 03:05:24,077 - mmaction - INFO - Epoch [40][1060/1853] lr: 3.184e-02, eta: 8:47:25, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9328, loss_cls: 0.6857, loss: 0.6857, grad_norm: 1.8359 2021-05-07 03:05:37,392 - mmaction - INFO - Epoch [40][1080/1853] lr: 3.182e-02, eta: 8:47:11, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9273, loss_cls: 0.6911, loss: 0.6911, grad_norm: 1.7507 2021-05-07 03:05:50,731 - mmaction - INFO - Epoch [40][1100/1853] lr: 3.179e-02, eta: 8:46:56, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9328, loss_cls: 0.6792, loss: 0.6792, grad_norm: 1.8669 2021-05-07 03:06:04,034 - mmaction - INFO - Epoch [40][1120/1853] lr: 3.177e-02, eta: 8:46:42, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9313, loss_cls: 0.6016, loss: 0.6016, grad_norm: 1.5791 2021-05-07 03:06:17,342 - mmaction - INFO - Epoch [40][1140/1853] lr: 3.174e-02, eta: 8:46:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9336, loss_cls: 0.6438, loss: 0.6438, grad_norm: 1.7057 2021-05-07 03:06:30,633 - mmaction - INFO - Epoch [40][1160/1853] lr: 3.172e-02, eta: 8:46:13, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9273, loss_cls: 0.7265, loss: 0.7265, grad_norm: 1.7158 2021-05-07 03:06:43,909 - mmaction - INFO - Epoch [40][1180/1853] lr: 3.169e-02, eta: 8:45:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9289, loss_cls: 0.6921, loss: 0.6921, grad_norm: 1.6632 2021-05-07 03:06:57,214 - mmaction - INFO - Epoch [40][1200/1853] lr: 3.167e-02, eta: 8:45:44, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9250, loss_cls: 0.7307, loss: 0.7307, grad_norm: 1.9441 2021-05-07 03:07:10,509 - mmaction - INFO - Epoch [40][1220/1853] lr: 3.164e-02, eta: 8:45:30, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9383, loss_cls: 0.7046, loss: 0.7046, grad_norm: 1.8988 2021-05-07 03:07:23,805 - mmaction - INFO - Epoch [40][1240/1853] lr: 3.162e-02, eta: 8:45:15, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9359, loss_cls: 0.6647, loss: 0.6647, grad_norm: 1.7237 2021-05-07 03:07:37,101 - mmaction - INFO - Epoch [40][1260/1853] lr: 3.160e-02, eta: 8:45:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9375, loss_cls: 0.6716, loss: 0.6716, grad_norm: 1.7325 2021-05-07 03:07:50,415 - mmaction - INFO - Epoch [40][1280/1853] lr: 3.157e-02, eta: 8:44:47, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9336, loss_cls: 0.6921, loss: 0.6921, grad_norm: 1.7286 2021-05-07 03:08:03,765 - mmaction - INFO - Epoch [40][1300/1853] lr: 3.155e-02, eta: 8:44:32, time: 0.668, data_time: 0.002, memory: 5809, top1_acc: 0.7703, top5_acc: 0.9266, loss_cls: 0.7705, loss: 0.7705, grad_norm: 1.9274 2021-05-07 03:08:17,045 - mmaction - INFO - Epoch [40][1320/1853] lr: 3.152e-02, eta: 8:44:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9320, loss_cls: 0.6845, loss: 0.6845, grad_norm: 1.7235 2021-05-07 03:08:30,319 - mmaction - INFO - Epoch [40][1340/1853] lr: 3.150e-02, eta: 8:44:03, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9359, loss_cls: 0.6530, loss: 0.6530, grad_norm: 1.7617 2021-05-07 03:08:43,612 - mmaction - INFO - Epoch [40][1360/1853] lr: 3.147e-02, eta: 8:43:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9477, loss_cls: 0.5311, loss: 0.5311, grad_norm: 1.6767 2021-05-07 03:08:56,903 - mmaction - INFO - Epoch [40][1380/1853] lr: 3.145e-02, eta: 8:43:35, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9227, loss_cls: 0.6941, loss: 0.6941, grad_norm: 1.8586 2021-05-07 03:09:10,217 - mmaction - INFO - Epoch [40][1400/1853] lr: 3.142e-02, eta: 8:43:20, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9281, loss_cls: 0.7215, loss: 0.7215, grad_norm: 1.8791 2021-05-07 03:09:23,492 - mmaction - INFO - Epoch [40][1420/1853] lr: 3.140e-02, eta: 8:43:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9180, loss_cls: 0.7116, loss: 0.7116, grad_norm: 1.7674 2021-05-07 03:09:36,816 - mmaction - INFO - Epoch [40][1440/1853] lr: 3.137e-02, eta: 8:42:51, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9187, loss_cls: 0.7122, loss: 0.7122, grad_norm: 1.7697 2021-05-07 03:09:50,164 - mmaction - INFO - Epoch [40][1460/1853] lr: 3.135e-02, eta: 8:42:37, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9242, loss_cls: 0.6711, loss: 0.6711, grad_norm: 1.6935 2021-05-07 03:10:03,462 - mmaction - INFO - Epoch [40][1480/1853] lr: 3.132e-02, eta: 8:42:23, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9336, loss_cls: 0.6447, loss: 0.6447, grad_norm: 1.5654 2021-05-07 03:10:16,753 - mmaction - INFO - Epoch [40][1500/1853] lr: 3.130e-02, eta: 8:42:08, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9313, loss_cls: 0.6884, loss: 0.6884, grad_norm: 1.8580 2021-05-07 03:10:30,027 - mmaction - INFO - Epoch [40][1520/1853] lr: 3.128e-02, eta: 8:41:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8078, top5_acc: 0.9289, loss_cls: 0.6868, loss: 0.6868, grad_norm: 1.7560 2021-05-07 03:10:43,363 - mmaction - INFO - Epoch [40][1540/1853] lr: 3.125e-02, eta: 8:41:40, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9250, loss_cls: 0.6678, loss: 0.6678, grad_norm: 1.7787 2021-05-07 03:10:56,682 - mmaction - INFO - Epoch [40][1560/1853] lr: 3.123e-02, eta: 8:41:25, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9234, loss_cls: 0.7239, loss: 0.7239, grad_norm: 1.9688 2021-05-07 03:11:10,017 - mmaction - INFO - Epoch [40][1580/1853] lr: 3.120e-02, eta: 8:41:11, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8070, top5_acc: 0.9305, loss_cls: 0.6530, loss: 0.6530, grad_norm: 1.7531 2021-05-07 03:11:23,315 - mmaction - INFO - Epoch [40][1600/1853] lr: 3.118e-02, eta: 8:40:56, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9297, loss_cls: 0.6411, loss: 0.6411, grad_norm: 1.7033 2021-05-07 03:11:36,645 - mmaction - INFO - Epoch [40][1620/1853] lr: 3.115e-02, eta: 8:40:42, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9328, loss_cls: 0.6678, loss: 0.6678, grad_norm: 1.7187 2021-05-07 03:11:49,959 - mmaction - INFO - Epoch [40][1640/1853] lr: 3.113e-02, eta: 8:40:28, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9336, loss_cls: 0.6751, loss: 0.6751, grad_norm: 1.8659 2021-05-07 03:12:03,305 - mmaction - INFO - Epoch [40][1660/1853] lr: 3.110e-02, eta: 8:40:13, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9336, loss_cls: 0.6943, loss: 0.6943, grad_norm: 1.7898 2021-05-07 03:12:16,595 - mmaction - INFO - Epoch [40][1680/1853] lr: 3.108e-02, eta: 8:39:59, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9117, loss_cls: 0.7250, loss: 0.7250, grad_norm: 1.8004 2021-05-07 03:12:29,874 - mmaction - INFO - Epoch [40][1700/1853] lr: 3.105e-02, eta: 8:39:45, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9250, loss_cls: 0.7017, loss: 0.7017, grad_norm: 1.6954 2021-05-07 03:12:43,192 - mmaction - INFO - Epoch [40][1720/1853] lr: 3.103e-02, eta: 8:39:30, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9406, loss_cls: 0.6536, loss: 0.6536, grad_norm: 1.8078 2021-05-07 03:12:56,521 - mmaction - INFO - Epoch [40][1740/1853] lr: 3.101e-02, eta: 8:39:16, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9289, loss_cls: 0.6833, loss: 0.6833, grad_norm: 1.9100 2021-05-07 03:13:09,818 - mmaction - INFO - Epoch [40][1760/1853] lr: 3.098e-02, eta: 8:39:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9383, loss_cls: 0.6550, loss: 0.6550, grad_norm: 1.7174 2021-05-07 03:13:23,078 - mmaction - INFO - Epoch [40][1780/1853] lr: 3.096e-02, eta: 8:38:47, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8063, top5_acc: 0.9344, loss_cls: 0.6570, loss: 0.6570, grad_norm: 1.8582 2021-05-07 03:13:36,401 - mmaction - INFO - Epoch [40][1800/1853] lr: 3.093e-02, eta: 8:38:33, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9398, loss_cls: 0.6179, loss: 0.6179, grad_norm: 1.7203 2021-05-07 03:13:49,717 - mmaction - INFO - Epoch [40][1820/1853] lr: 3.091e-02, eta: 8:38:18, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9359, loss_cls: 0.6411, loss: 0.6411, grad_norm: 1.7499 2021-05-07 03:14:03,020 - mmaction - INFO - Epoch [40][1840/1853] lr: 3.088e-02, eta: 8:38:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9359, loss_cls: 0.6699, loss: 0.6699, grad_norm: 1.8043 2021-05-07 03:14:12,651 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-05-07 03:16:13,337 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-07 03:16:13,368 - mmaction - INFO - top1_acc 0.9433 top5_acc 0.9957 2021-05-07 03:16:13,368 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-07 03:16:13,379 - mmaction - INFO - mean_acc 0.9403 2021-05-07 03:16:13,751 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. 2021-05-07 03:16:13,751 - mmaction - INFO - Best top1_acc is 0.9433 at 40 epoch. 2021-05-07 03:16:13,754 - mmaction - INFO - Epoch(val) [40][1853] top1_acc: 0.9433, top5_acc: 0.9957, mean_class_accuracy: 0.9403 2021-05-07 03:17:42,255 - mmaction - INFO - Epoch [41][20/1853] lr: 3.084e-02, eta: 8:38:20, time: 4.424, data_time: 3.764, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9219, loss_cls: 0.7146, loss: 0.7146, grad_norm: 1.8688 2021-05-07 03:17:55,384 - mmaction - INFO - Epoch [41][40/1853] lr: 3.082e-02, eta: 8:38:06, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9281, loss_cls: 0.6950, loss: 0.6950, grad_norm: 1.7534 2021-05-07 03:18:08,549 - mmaction - INFO - Epoch [41][60/1853] lr: 3.079e-02, eta: 8:37:51, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9328, loss_cls: 0.6489, loss: 0.6489, grad_norm: 1.7559 2021-05-07 03:18:21,783 - mmaction - INFO - Epoch [41][80/1853] lr: 3.077e-02, eta: 8:37:37, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9406, loss_cls: 0.6827, loss: 0.6827, grad_norm: 1.6786 2021-05-07 03:18:34,956 - mmaction - INFO - Epoch [41][100/1853] lr: 3.074e-02, eta: 8:37:22, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9328, loss_cls: 0.6412, loss: 0.6412, grad_norm: 1.6384 2021-05-07 03:18:48,164 - mmaction - INFO - Epoch [41][120/1853] lr: 3.072e-02, eta: 8:37:08, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9320, loss_cls: 0.6720, loss: 0.6720, grad_norm: 1.7090 2021-05-07 03:19:01,454 - mmaction - INFO - Epoch [41][140/1853] lr: 3.070e-02, eta: 8:36:53, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9258, loss_cls: 0.6570, loss: 0.6570, grad_norm: 1.6455 2021-05-07 03:19:14,719 - mmaction - INFO - Epoch [41][160/1853] lr: 3.067e-02, eta: 8:36:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9313, loss_cls: 0.6790, loss: 0.6790, grad_norm: 1.7667 2021-05-07 03:19:27,997 - mmaction - INFO - Epoch [41][180/1853] lr: 3.065e-02, eta: 8:36:24, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9141, loss_cls: 0.7067, loss: 0.7067, grad_norm: 1.8817 2021-05-07 03:19:41,272 - mmaction - INFO - Epoch [41][200/1853] lr: 3.062e-02, eta: 8:36:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8070, top5_acc: 0.9281, loss_cls: 0.6587, loss: 0.6587, grad_norm: 1.6949 2021-05-07 03:19:54,580 - mmaction - INFO - Epoch [41][220/1853] lr: 3.060e-02, eta: 8:35:56, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9305, loss_cls: 0.7029, loss: 0.7029, grad_norm: 1.7510 2021-05-07 03:20:07,812 - mmaction - INFO - Epoch [41][240/1853] lr: 3.057e-02, eta: 8:35:41, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9437, loss_cls: 0.6594, loss: 0.6594, grad_norm: 1.8335 2021-05-07 03:20:21,068 - mmaction - INFO - Epoch [41][260/1853] lr: 3.055e-02, eta: 8:35:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9437, loss_cls: 0.6416, loss: 0.6416, grad_norm: 1.7244 2021-05-07 03:20:34,390 - mmaction - INFO - Epoch [41][280/1853] lr: 3.052e-02, eta: 8:35:12, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8063, top5_acc: 0.9297, loss_cls: 0.6513, loss: 0.6513, grad_norm: 1.7542 2021-05-07 03:20:47,693 - mmaction - INFO - Epoch [41][300/1853] lr: 3.050e-02, eta: 8:34:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9289, loss_cls: 0.7076, loss: 0.7076, grad_norm: 1.8507 2021-05-07 03:21:00,946 - mmaction - INFO - Epoch [41][320/1853] lr: 3.048e-02, eta: 8:34:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9234, loss_cls: 0.7097, loss: 0.7097, grad_norm: 1.7288 2021-05-07 03:21:14,228 - mmaction - INFO - Epoch [41][340/1853] lr: 3.045e-02, eta: 8:34:29, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9117, loss_cls: 0.7335, loss: 0.7335, grad_norm: 1.8441 2021-05-07 03:21:27,528 - mmaction - INFO - Epoch [41][360/1853] lr: 3.043e-02, eta: 8:34:15, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9313, loss_cls: 0.6878, loss: 0.6878, grad_norm: 1.7918 2021-05-07 03:21:40,823 - mmaction - INFO - Epoch [41][380/1853] lr: 3.040e-02, eta: 8:34:00, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9445, loss_cls: 0.5890, loss: 0.5890, grad_norm: 1.7689 2021-05-07 03:21:54,112 - mmaction - INFO - Epoch [41][400/1853] lr: 3.038e-02, eta: 8:33:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9352, loss_cls: 0.6851, loss: 0.6851, grad_norm: 1.7807 2021-05-07 03:22:07,428 - mmaction - INFO - Epoch [41][420/1853] lr: 3.035e-02, eta: 8:33:31, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9281, loss_cls: 0.6901, loss: 0.6901, grad_norm: 1.7761 2021-05-07 03:22:20,729 - mmaction - INFO - Epoch [41][440/1853] lr: 3.033e-02, eta: 8:33:17, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9398, loss_cls: 0.6254, loss: 0.6254, grad_norm: 1.8432 2021-05-07 03:22:34,041 - mmaction - INFO - Epoch [41][460/1853] lr: 3.031e-02, eta: 8:33:03, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8016, top5_acc: 0.9266, loss_cls: 0.6570, loss: 0.6570, grad_norm: 1.7444 2021-05-07 03:22:47,319 - mmaction - INFO - Epoch [41][480/1853] lr: 3.028e-02, eta: 8:32:48, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9266, loss_cls: 0.6925, loss: 0.6925, grad_norm: 1.8564 2021-05-07 03:23:00,608 - mmaction - INFO - Epoch [41][500/1853] lr: 3.026e-02, eta: 8:32:34, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7969, top5_acc: 0.9305, loss_cls: 0.6630, loss: 0.6630, grad_norm: 1.7400 2021-05-07 03:23:13,928 - mmaction - INFO - Epoch [41][520/1853] lr: 3.023e-02, eta: 8:32:20, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7969, top5_acc: 0.9320, loss_cls: 0.6715, loss: 0.6715, grad_norm: 1.7435 2021-05-07 03:23:27,224 - mmaction - INFO - Epoch [41][540/1853] lr: 3.021e-02, eta: 8:32:05, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9195, loss_cls: 0.6627, loss: 0.6627, grad_norm: 1.6761 2021-05-07 03:23:40,514 - mmaction - INFO - Epoch [41][560/1853] lr: 3.018e-02, eta: 8:31:51, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9313, loss_cls: 0.6910, loss: 0.6910, grad_norm: 1.7699 2021-05-07 03:23:53,799 - mmaction - INFO - Epoch [41][580/1853] lr: 3.016e-02, eta: 8:31:36, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9359, loss_cls: 0.6582, loss: 0.6582, grad_norm: 1.8392 2021-05-07 03:24:07,090 - mmaction - INFO - Epoch [41][600/1853] lr: 3.014e-02, eta: 8:31:22, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9273, loss_cls: 0.6321, loss: 0.6321, grad_norm: 1.6398 2021-05-07 03:24:20,367 - mmaction - INFO - Epoch [41][620/1853] lr: 3.011e-02, eta: 8:31:08, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9305, loss_cls: 0.6675, loss: 0.6675, grad_norm: 1.7917 2021-05-07 03:24:33,683 - mmaction - INFO - Epoch [41][640/1853] lr: 3.009e-02, eta: 8:30:53, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9273, loss_cls: 0.7119, loss: 0.7119, grad_norm: 1.8965 2021-05-07 03:24:46,998 - mmaction - INFO - Epoch [41][660/1853] lr: 3.006e-02, eta: 8:30:39, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9211, loss_cls: 0.6966, loss: 0.6966, grad_norm: 1.7582 2021-05-07 03:25:00,269 - mmaction - INFO - Epoch [41][680/1853] lr: 3.004e-02, eta: 8:30:24, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9273, loss_cls: 0.6698, loss: 0.6698, grad_norm: 1.7932 2021-05-07 03:25:13,620 - mmaction - INFO - Epoch [41][700/1853] lr: 3.001e-02, eta: 8:30:10, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9187, loss_cls: 0.6750, loss: 0.6750, grad_norm: 1.7728 2021-05-07 03:25:26,923 - mmaction - INFO - Epoch [41][720/1853] lr: 2.999e-02, eta: 8:29:56, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9375, loss_cls: 0.6397, loss: 0.6397, grad_norm: 1.7959 2021-05-07 03:25:40,185 - mmaction - INFO - Epoch [41][740/1853] lr: 2.997e-02, eta: 8:29:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9352, loss_cls: 0.6151, loss: 0.6151, grad_norm: 1.7643 2021-05-07 03:25:53,491 - mmaction - INFO - Epoch [41][760/1853] lr: 2.994e-02, eta: 8:29:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9281, loss_cls: 0.7079, loss: 0.7079, grad_norm: 1.8415 2021-05-07 03:26:06,808 - mmaction - INFO - Epoch [41][780/1853] lr: 2.992e-02, eta: 8:29:12, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9281, loss_cls: 0.6867, loss: 0.6867, grad_norm: 1.8326 2021-05-07 03:26:20,070 - mmaction - INFO - Epoch [41][800/1853] lr: 2.989e-02, eta: 8:28:58, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9266, loss_cls: 0.6828, loss: 0.6828, grad_norm: 1.6938 2021-05-07 03:26:33,369 - mmaction - INFO - Epoch [41][820/1853] lr: 2.987e-02, eta: 8:28:44, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9211, loss_cls: 0.6696, loss: 0.6696, grad_norm: 1.7031 2021-05-07 03:26:46,673 - mmaction - INFO - Epoch [41][840/1853] lr: 2.984e-02, eta: 8:28:29, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9297, loss_cls: 0.7046, loss: 0.7046, grad_norm: 1.8656 2021-05-07 03:26:59,952 - mmaction - INFO - Epoch [41][860/1853] lr: 2.982e-02, eta: 8:28:15, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9234, loss_cls: 0.6901, loss: 0.6901, grad_norm: 1.7376 2021-05-07 03:27:13,240 - mmaction - INFO - Epoch [41][880/1853] lr: 2.980e-02, eta: 8:28:00, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9258, loss_cls: 0.7202, loss: 0.7202, grad_norm: 1.8218 2021-05-07 03:27:26,550 - mmaction - INFO - Epoch [41][900/1853] lr: 2.977e-02, eta: 8:27:46, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8070, top5_acc: 0.9250, loss_cls: 0.6635, loss: 0.6635, grad_norm: 1.7177 2021-05-07 03:27:39,822 - mmaction - INFO - Epoch [41][920/1853] lr: 2.975e-02, eta: 8:27:32, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9289, loss_cls: 0.6578, loss: 0.6578, grad_norm: 1.7066 2021-05-07 03:27:53,148 - mmaction - INFO - Epoch [41][940/1853] lr: 2.972e-02, eta: 8:27:17, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9242, loss_cls: 0.6924, loss: 0.6924, grad_norm: 1.7320 2021-05-07 03:28:06,468 - mmaction - INFO - Epoch [41][960/1853] lr: 2.970e-02, eta: 8:27:03, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7734, top5_acc: 0.9172, loss_cls: 0.7681, loss: 0.7681, grad_norm: 1.8751 2021-05-07 03:28:19,733 - mmaction - INFO - Epoch [41][980/1853] lr: 2.967e-02, eta: 8:26:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7812, top5_acc: 0.9297, loss_cls: 0.6868, loss: 0.6868, grad_norm: 1.8648 2021-05-07 03:28:33,031 - mmaction - INFO - Epoch [41][1000/1853] lr: 2.965e-02, eta: 8:26:34, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9414, loss_cls: 0.6136, loss: 0.6136, grad_norm: 1.6285 2021-05-07 03:28:46,288 - mmaction - INFO - Epoch [41][1020/1853] lr: 2.963e-02, eta: 8:26:20, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9281, loss_cls: 0.6755, loss: 0.6755, grad_norm: 1.7121 2021-05-07 03:28:59,616 - mmaction - INFO - Epoch [41][1040/1853] lr: 2.960e-02, eta: 8:26:05, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9305, loss_cls: 0.7150, loss: 0.7150, grad_norm: 1.8571 2021-05-07 03:29:12,922 - mmaction - INFO - Epoch [41][1060/1853] lr: 2.958e-02, eta: 8:25:51, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9219, loss_cls: 0.6949, loss: 0.6949, grad_norm: 1.8400 2021-05-07 03:29:26,195 - mmaction - INFO - Epoch [41][1080/1853] lr: 2.955e-02, eta: 8:25:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9258, loss_cls: 0.6877, loss: 0.6877, grad_norm: 1.7285 2021-05-07 03:29:39,451 - mmaction - INFO - Epoch [41][1100/1853] lr: 2.953e-02, eta: 8:25:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9281, loss_cls: 0.6701, loss: 0.6701, grad_norm: 1.7552 2021-05-07 03:29:52,748 - mmaction - INFO - Epoch [41][1120/1853] lr: 2.951e-02, eta: 8:25:08, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9352, loss_cls: 0.7000, loss: 0.7000, grad_norm: 1.7947 2021-05-07 03:30:06,029 - mmaction - INFO - Epoch [41][1140/1853] lr: 2.948e-02, eta: 8:24:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8070, top5_acc: 0.9352, loss_cls: 0.6379, loss: 0.6379, grad_norm: 1.7652 2021-05-07 03:30:19,347 - mmaction - INFO - Epoch [41][1160/1853] lr: 2.946e-02, eta: 8:24:39, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8070, top5_acc: 0.9227, loss_cls: 0.6960, loss: 0.6960, grad_norm: 1.8076 2021-05-07 03:30:32,655 - mmaction - INFO - Epoch [41][1180/1853] lr: 2.943e-02, eta: 8:24:25, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9344, loss_cls: 0.6637, loss: 0.6637, grad_norm: 1.7877 2021-05-07 03:30:45,920 - mmaction - INFO - Epoch [41][1200/1853] lr: 2.941e-02, eta: 8:24:10, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9289, loss_cls: 0.6904, loss: 0.6904, grad_norm: 1.8487 2021-05-07 03:30:59,224 - mmaction - INFO - Epoch [41][1220/1853] lr: 2.938e-02, eta: 8:23:56, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9281, loss_cls: 0.7106, loss: 0.7106, grad_norm: 1.8337 2021-05-07 03:31:12,537 - mmaction - INFO - Epoch [41][1240/1853] lr: 2.936e-02, eta: 8:23:42, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9320, loss_cls: 0.6436, loss: 0.6436, grad_norm: 1.6744 2021-05-07 03:31:25,807 - mmaction - INFO - Epoch [41][1260/1853] lr: 2.934e-02, eta: 8:23:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9203, loss_cls: 0.7282, loss: 0.7282, grad_norm: 1.9836 2021-05-07 03:31:39,112 - mmaction - INFO - Epoch [41][1280/1853] lr: 2.931e-02, eta: 8:23:13, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9320, loss_cls: 0.6543, loss: 0.6543, grad_norm: 1.7467 2021-05-07 03:31:52,384 - mmaction - INFO - Epoch [41][1300/1853] lr: 2.929e-02, eta: 8:22:58, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9391, loss_cls: 0.6841, loss: 0.6841, grad_norm: 1.8863 2021-05-07 03:32:05,673 - mmaction - INFO - Epoch [41][1320/1853] lr: 2.926e-02, eta: 8:22:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7758, top5_acc: 0.9187, loss_cls: 0.7522, loss: 0.7522, grad_norm: 1.8477 2021-05-07 03:32:18,984 - mmaction - INFO - Epoch [41][1340/1853] lr: 2.924e-02, eta: 8:22:30, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9258, loss_cls: 0.7218, loss: 0.7218, grad_norm: 1.8221 2021-05-07 03:32:32,241 - mmaction - INFO - Epoch [41][1360/1853] lr: 2.922e-02, eta: 8:22:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9266, loss_cls: 0.6707, loss: 0.6707, grad_norm: 1.7314 2021-05-07 03:32:45,529 - mmaction - INFO - Epoch [41][1380/1853] lr: 2.919e-02, eta: 8:22:01, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9297, loss_cls: 0.6720, loss: 0.6720, grad_norm: 1.7862 2021-05-07 03:32:58,806 - mmaction - INFO - Epoch [41][1400/1853] lr: 2.917e-02, eta: 8:21:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9289, loss_cls: 0.7150, loss: 0.7150, grad_norm: 1.9106 2021-05-07 03:33:12,072 - mmaction - INFO - Epoch [41][1420/1853] lr: 2.914e-02, eta: 8:21:32, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9359, loss_cls: 0.6353, loss: 0.6353, grad_norm: 1.6699 2021-05-07 03:33:25,336 - mmaction - INFO - Epoch [41][1440/1853] lr: 2.912e-02, eta: 8:21:18, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9352, loss_cls: 0.6602, loss: 0.6602, grad_norm: 1.8136 2021-05-07 03:33:38,622 - mmaction - INFO - Epoch [41][1460/1853] lr: 2.910e-02, eta: 8:21:03, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9234, loss_cls: 0.6780, loss: 0.6780, grad_norm: 1.8374 2021-05-07 03:33:51,925 - mmaction - INFO - Epoch [41][1480/1853] lr: 2.907e-02, eta: 8:20:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9195, loss_cls: 0.6956, loss: 0.6956, grad_norm: 1.8198 2021-05-07 03:34:05,215 - mmaction - INFO - Epoch [41][1500/1853] lr: 2.905e-02, eta: 8:20:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9313, loss_cls: 0.6644, loss: 0.6644, grad_norm: 1.7229 2021-05-07 03:34:18,480 - mmaction - INFO - Epoch [41][1520/1853] lr: 2.902e-02, eta: 8:20:20, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9313, loss_cls: 0.6651, loss: 0.6651, grad_norm: 1.8544 2021-05-07 03:34:31,772 - mmaction - INFO - Epoch [41][1540/1853] lr: 2.900e-02, eta: 8:20:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9320, loss_cls: 0.6805, loss: 0.6805, grad_norm: 1.9084 2021-05-07 03:34:45,048 - mmaction - INFO - Epoch [41][1560/1853] lr: 2.897e-02, eta: 8:19:52, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9195, loss_cls: 0.7475, loss: 0.7475, grad_norm: 1.8534 2021-05-07 03:34:58,349 - mmaction - INFO - Epoch [41][1580/1853] lr: 2.895e-02, eta: 8:19:37, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9305, loss_cls: 0.6605, loss: 0.6605, grad_norm: 1.6993 2021-05-07 03:35:11,690 - mmaction - INFO - Epoch [41][1600/1853] lr: 2.893e-02, eta: 8:19:23, time: 0.667, data_time: 0.003, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9297, loss_cls: 0.7184, loss: 0.7184, grad_norm: 1.8291 2021-05-07 03:35:24,946 - mmaction - INFO - Epoch [41][1620/1853] lr: 2.890e-02, eta: 8:19:08, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9336, loss_cls: 0.6369, loss: 0.6369, grad_norm: 1.7064 2021-05-07 03:35:38,223 - mmaction - INFO - Epoch [41][1640/1853] lr: 2.888e-02, eta: 8:18:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9367, loss_cls: 0.6198, loss: 0.6198, grad_norm: 1.7549 2021-05-07 03:35:51,550 - mmaction - INFO - Epoch [41][1660/1853] lr: 2.885e-02, eta: 8:18:40, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9289, loss_cls: 0.6757, loss: 0.6757, grad_norm: 1.8186 2021-05-07 03:36:04,811 - mmaction - INFO - Epoch [41][1680/1853] lr: 2.883e-02, eta: 8:18:25, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9305, loss_cls: 0.6566, loss: 0.6566, grad_norm: 1.7849 2021-05-07 03:36:18,122 - mmaction - INFO - Epoch [41][1700/1853] lr: 2.881e-02, eta: 8:18:11, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9187, loss_cls: 0.7295, loss: 0.7295, grad_norm: 1.9131 2021-05-07 03:36:31,421 - mmaction - INFO - Epoch [41][1720/1853] lr: 2.878e-02, eta: 8:17:57, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9273, loss_cls: 0.6723, loss: 0.6723, grad_norm: 1.8387 2021-05-07 03:36:44,744 - mmaction - INFO - Epoch [41][1740/1853] lr: 2.876e-02, eta: 8:17:42, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9352, loss_cls: 0.6343, loss: 0.6343, grad_norm: 1.8779 2021-05-07 03:36:58,024 - mmaction - INFO - Epoch [41][1760/1853] lr: 2.873e-02, eta: 8:17:28, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9258, loss_cls: 0.6916, loss: 0.6916, grad_norm: 1.8801 2021-05-07 03:37:11,300 - mmaction - INFO - Epoch [41][1780/1853] lr: 2.871e-02, eta: 8:17:14, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9367, loss_cls: 0.6684, loss: 0.6684, grad_norm: 1.7842 2021-05-07 03:37:24,609 - mmaction - INFO - Epoch [41][1800/1853] lr: 2.869e-02, eta: 8:16:59, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9297, loss_cls: 0.6947, loss: 0.6947, grad_norm: 1.7974 2021-05-07 03:37:37,903 - mmaction - INFO - Epoch [41][1820/1853] lr: 2.866e-02, eta: 8:16:45, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9336, loss_cls: 0.6677, loss: 0.6677, grad_norm: 1.8645 2021-05-07 03:37:51,184 - mmaction - INFO - Epoch [41][1840/1853] lr: 2.864e-02, eta: 8:16:31, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7742, top5_acc: 0.9164, loss_cls: 0.7698, loss: 0.7698, grad_norm: 1.9361 2021-05-07 03:38:00,964 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-05-07 03:39:25,643 - mmaction - INFO - Epoch [42][20/1853] lr: 2.860e-02, eta: 8:16:42, time: 4.213, data_time: 3.551, memory: 5809, top1_acc: 0.7969, top5_acc: 0.9305, loss_cls: 0.6539, loss: 0.6539, grad_norm: 1.7513 2021-05-07 03:39:38,824 - mmaction - INFO - Epoch [42][40/1853] lr: 2.858e-02, eta: 8:16:27, time: 0.659, data_time: 0.002, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9344, loss_cls: 0.6616, loss: 0.6616, grad_norm: 1.7270 2021-05-07 03:39:51,986 - mmaction - INFO - Epoch [42][60/1853] lr: 2.855e-02, eta: 8:16:13, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9445, loss_cls: 0.6235, loss: 0.6235, grad_norm: 1.8819 2021-05-07 03:40:05,189 - mmaction - INFO - Epoch [42][80/1853] lr: 2.853e-02, eta: 8:15:58, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9391, loss_cls: 0.6787, loss: 0.6787, grad_norm: 1.8869 2021-05-07 03:40:18,375 - mmaction - INFO - Epoch [42][100/1853] lr: 2.850e-02, eta: 8:15:44, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9336, loss_cls: 0.6833, loss: 0.6833, grad_norm: 1.8283 2021-05-07 03:40:31,644 - mmaction - INFO - Epoch [42][120/1853] lr: 2.848e-02, eta: 8:15:30, time: 0.664, data_time: 0.004, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9328, loss_cls: 0.7118, loss: 0.7118, grad_norm: 1.8886 2021-05-07 03:40:44,879 - mmaction - INFO - Epoch [42][140/1853] lr: 2.846e-02, eta: 8:15:15, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8133, top5_acc: 0.9352, loss_cls: 0.6284, loss: 0.6284, grad_norm: 1.7588 2021-05-07 03:40:58,112 - mmaction - INFO - Epoch [42][160/1853] lr: 2.843e-02, eta: 8:15:01, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9406, loss_cls: 0.6374, loss: 0.6374, grad_norm: 1.7612 2021-05-07 03:41:11,359 - mmaction - INFO - Epoch [42][180/1853] lr: 2.841e-02, eta: 8:14:46, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9234, loss_cls: 0.6906, loss: 0.6906, grad_norm: 1.7818 2021-05-07 03:41:24,631 - mmaction - INFO - Epoch [42][200/1853] lr: 2.838e-02, eta: 8:14:32, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9242, loss_cls: 0.6828, loss: 0.6828, grad_norm: 1.8576 2021-05-07 03:41:37,883 - mmaction - INFO - Epoch [42][220/1853] lr: 2.836e-02, eta: 8:14:18, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9359, loss_cls: 0.6785, loss: 0.6785, grad_norm: 1.7234 2021-05-07 03:41:51,195 - mmaction - INFO - Epoch [42][240/1853] lr: 2.834e-02, eta: 8:14:03, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9352, loss_cls: 0.6774, loss: 0.6774, grad_norm: 1.7005 2021-05-07 03:42:04,452 - mmaction - INFO - Epoch [42][260/1853] lr: 2.831e-02, eta: 8:13:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9211, loss_cls: 0.7042, loss: 0.7042, grad_norm: 1.7392 2021-05-07 03:42:17,692 - mmaction - INFO - Epoch [42][280/1853] lr: 2.829e-02, eta: 8:13:34, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9352, loss_cls: 0.6480, loss: 0.6480, grad_norm: 1.7660 2021-05-07 03:42:30,958 - mmaction - INFO - Epoch [42][300/1853] lr: 2.826e-02, eta: 8:13:20, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9383, loss_cls: 0.6456, loss: 0.6456, grad_norm: 1.8099 2021-05-07 03:42:44,255 - mmaction - INFO - Epoch [42][320/1853] lr: 2.824e-02, eta: 8:13:06, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9258, loss_cls: 0.7040, loss: 0.7040, grad_norm: 1.8763 2021-05-07 03:42:57,509 - mmaction - INFO - Epoch [42][340/1853] lr: 2.822e-02, eta: 8:12:51, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9375, loss_cls: 0.6153, loss: 0.6153, grad_norm: 1.6549 2021-05-07 03:43:10,839 - mmaction - INFO - Epoch [42][360/1853] lr: 2.819e-02, eta: 8:12:37, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9352, loss_cls: 0.6484, loss: 0.6484, grad_norm: 1.7559 2021-05-07 03:43:24,137 - mmaction - INFO - Epoch [42][380/1853] lr: 2.817e-02, eta: 8:12:23, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9406, loss_cls: 0.6251, loss: 0.6251, grad_norm: 1.8363 2021-05-07 03:43:37,405 - mmaction - INFO - Epoch [42][400/1853] lr: 2.815e-02, eta: 8:12:08, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9367, loss_cls: 0.6365, loss: 0.6365, grad_norm: 1.7610 2021-05-07 03:43:50,747 - mmaction - INFO - Epoch [42][420/1853] lr: 2.812e-02, eta: 8:11:54, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9219, loss_cls: 0.6741, loss: 0.6741, grad_norm: 1.8534 2021-05-07 03:44:04,013 - mmaction - INFO - Epoch [42][440/1853] lr: 2.810e-02, eta: 8:11:39, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9352, loss_cls: 0.6434, loss: 0.6434, grad_norm: 1.7269 2021-05-07 03:44:17,275 - mmaction - INFO - Epoch [42][460/1853] lr: 2.807e-02, eta: 8:11:25, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9297, loss_cls: 0.6287, loss: 0.6287, grad_norm: 1.8147 2021-05-07 03:44:30,642 - mmaction - INFO - Epoch [42][480/1853] lr: 2.805e-02, eta: 8:11:11, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8078, top5_acc: 0.9242, loss_cls: 0.6464, loss: 0.6464, grad_norm: 1.7649 2021-05-07 03:44:43,917 - mmaction - INFO - Epoch [42][500/1853] lr: 2.803e-02, eta: 8:10:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9313, loss_cls: 0.6234, loss: 0.6234, grad_norm: 1.7771 2021-05-07 03:44:57,187 - mmaction - INFO - Epoch [42][520/1853] lr: 2.800e-02, eta: 8:10:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9328, loss_cls: 0.6416, loss: 0.6416, grad_norm: 1.7566 2021-05-07 03:45:10,521 - mmaction - INFO - Epoch [42][540/1853] lr: 2.798e-02, eta: 8:10:28, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9328, loss_cls: 0.6026, loss: 0.6026, grad_norm: 1.7079 2021-05-07 03:45:23,809 - mmaction - INFO - Epoch [42][560/1853] lr: 2.796e-02, eta: 8:10:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9273, loss_cls: 0.7009, loss: 0.7009, grad_norm: 1.7244 2021-05-07 03:45:37,072 - mmaction - INFO - Epoch [42][580/1853] lr: 2.793e-02, eta: 8:09:59, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9344, loss_cls: 0.6880, loss: 0.6880, grad_norm: 1.8794 2021-05-07 03:45:50,399 - mmaction - INFO - Epoch [42][600/1853] lr: 2.791e-02, eta: 8:09:44, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9273, loss_cls: 0.7008, loss: 0.7008, grad_norm: 1.7617 2021-05-07 03:46:03,670 - mmaction - INFO - Epoch [42][620/1853] lr: 2.788e-02, eta: 8:09:30, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9305, loss_cls: 0.6507, loss: 0.6507, grad_norm: 1.7601 2021-05-07 03:46:17,012 - mmaction - INFO - Epoch [42][640/1853] lr: 2.786e-02, eta: 8:09:16, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9313, loss_cls: 0.6497, loss: 0.6497, grad_norm: 1.7464 2021-05-07 03:46:30,313 - mmaction - INFO - Epoch [42][660/1853] lr: 2.784e-02, eta: 8:09:01, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9203, loss_cls: 0.6997, loss: 0.6997, grad_norm: 1.8194 2021-05-07 03:46:43,562 - mmaction - INFO - Epoch [42][680/1853] lr: 2.781e-02, eta: 8:08:47, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9359, loss_cls: 0.6488, loss: 0.6488, grad_norm: 1.9093 2021-05-07 03:46:56,885 - mmaction - INFO - Epoch [42][700/1853] lr: 2.779e-02, eta: 8:08:33, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8211, top5_acc: 0.9367, loss_cls: 0.6325, loss: 0.6325, grad_norm: 1.7383 2021-05-07 03:47:10,181 - mmaction - INFO - Epoch [42][720/1853] lr: 2.777e-02, eta: 8:08:18, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9281, loss_cls: 0.6773, loss: 0.6773, grad_norm: 1.9255 2021-05-07 03:47:23,475 - mmaction - INFO - Epoch [42][740/1853] lr: 2.774e-02, eta: 8:08:04, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9203, loss_cls: 0.6861, loss: 0.6861, grad_norm: 1.8858 2021-05-07 03:47:36,774 - mmaction - INFO - Epoch [42][760/1853] lr: 2.772e-02, eta: 8:07:50, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9406, loss_cls: 0.6819, loss: 0.6819, grad_norm: 1.9139 2021-05-07 03:47:50,069 - mmaction - INFO - Epoch [42][780/1853] lr: 2.769e-02, eta: 8:07:35, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7789, top5_acc: 0.9281, loss_cls: 0.7289, loss: 0.7289, grad_norm: 1.9464 2021-05-07 03:48:03,382 - mmaction - INFO - Epoch [42][800/1853] lr: 2.767e-02, eta: 8:07:21, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9266, loss_cls: 0.6877, loss: 0.6877, grad_norm: 1.9396 2021-05-07 03:48:16,708 - mmaction - INFO - Epoch [42][820/1853] lr: 2.765e-02, eta: 8:07:07, time: 0.666, data_time: 0.003, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9141, loss_cls: 0.7295, loss: 0.7295, grad_norm: 1.7716 2021-05-07 03:48:30,049 - mmaction - INFO - Epoch [42][840/1853] lr: 2.762e-02, eta: 8:06:52, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9266, loss_cls: 0.6487, loss: 0.6487, grad_norm: 1.7460 2021-05-07 03:48:43,327 - mmaction - INFO - Epoch [42][860/1853] lr: 2.760e-02, eta: 8:06:38, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9187, loss_cls: 0.6927, loss: 0.6927, grad_norm: 1.6898 2021-05-07 03:48:56,706 - mmaction - INFO - Epoch [42][880/1853] lr: 2.758e-02, eta: 8:06:23, time: 0.669, data_time: 0.006, memory: 5809, top1_acc: 0.8016, top5_acc: 0.9391, loss_cls: 0.6439, loss: 0.6439, grad_norm: 1.7592 2021-05-07 03:49:10,018 - mmaction - INFO - Epoch [42][900/1853] lr: 2.755e-02, eta: 8:06:09, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9281, loss_cls: 0.7189, loss: 0.7189, grad_norm: 1.9220 2021-05-07 03:49:23,281 - mmaction - INFO - Epoch [42][920/1853] lr: 2.753e-02, eta: 8:05:55, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9258, loss_cls: 0.6877, loss: 0.6877, grad_norm: 1.7476 2021-05-07 03:49:36,581 - mmaction - INFO - Epoch [42][940/1853] lr: 2.750e-02, eta: 8:05:40, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9406, loss_cls: 0.6493, loss: 0.6493, grad_norm: 1.7942 2021-05-07 03:49:49,845 - mmaction - INFO - Epoch [42][960/1853] lr: 2.748e-02, eta: 8:05:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8078, top5_acc: 0.9281, loss_cls: 0.6830, loss: 0.6830, grad_norm: 1.6808 2021-05-07 03:50:03,148 - mmaction - INFO - Epoch [42][980/1853] lr: 2.746e-02, eta: 8:05:12, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9367, loss_cls: 0.6326, loss: 0.6326, grad_norm: 1.7326 2021-05-07 03:50:16,458 - mmaction - INFO - Epoch [42][1000/1853] lr: 2.743e-02, eta: 8:04:57, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8070, top5_acc: 0.9297, loss_cls: 0.6684, loss: 0.6684, grad_norm: 1.7300 2021-05-07 03:50:29,730 - mmaction - INFO - Epoch [42][1020/1853] lr: 2.741e-02, eta: 8:04:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7969, top5_acc: 0.9180, loss_cls: 0.6919, loss: 0.6919, grad_norm: 1.8591 2021-05-07 03:50:43,032 - mmaction - INFO - Epoch [42][1040/1853] lr: 2.739e-02, eta: 8:04:29, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9320, loss_cls: 0.6494, loss: 0.6494, grad_norm: 1.8749 2021-05-07 03:50:56,330 - mmaction - INFO - Epoch [42][1060/1853] lr: 2.736e-02, eta: 8:04:14, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9227, loss_cls: 0.7131, loss: 0.7131, grad_norm: 1.8416 2021-05-07 03:51:09,654 - mmaction - INFO - Epoch [42][1080/1853] lr: 2.734e-02, eta: 8:04:00, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9242, loss_cls: 0.6706, loss: 0.6706, grad_norm: 1.7830 2021-05-07 03:51:22,918 - mmaction - INFO - Epoch [42][1100/1853] lr: 2.732e-02, eta: 8:03:46, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9242, loss_cls: 0.6269, loss: 0.6269, grad_norm: 1.6739 2021-05-07 03:51:36,207 - mmaction - INFO - Epoch [42][1120/1853] lr: 2.729e-02, eta: 8:03:31, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9195, loss_cls: 0.7239, loss: 0.7239, grad_norm: 1.8865 2021-05-07 03:51:49,508 - mmaction - INFO - Epoch [42][1140/1853] lr: 2.727e-02, eta: 8:03:17, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9281, loss_cls: 0.6825, loss: 0.6825, grad_norm: 1.7708 2021-05-07 03:52:02,811 - mmaction - INFO - Epoch [42][1160/1853] lr: 2.724e-02, eta: 8:03:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9336, loss_cls: 0.6668, loss: 0.6668, grad_norm: 1.7881 2021-05-07 03:52:16,127 - mmaction - INFO - Epoch [42][1180/1853] lr: 2.722e-02, eta: 8:02:48, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9187, loss_cls: 0.6670, loss: 0.6670, grad_norm: 1.7315 2021-05-07 03:52:29,394 - mmaction - INFO - Epoch [42][1200/1853] lr: 2.720e-02, eta: 8:02:34, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9352, loss_cls: 0.6377, loss: 0.6377, grad_norm: 1.6914 2021-05-07 03:52:42,734 - mmaction - INFO - Epoch [42][1220/1853] lr: 2.717e-02, eta: 8:02:19, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9367, loss_cls: 0.6447, loss: 0.6447, grad_norm: 1.7764 2021-05-07 03:52:56,022 - mmaction - INFO - Epoch [42][1240/1853] lr: 2.715e-02, eta: 8:02:05, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9375, loss_cls: 0.6180, loss: 0.6180, grad_norm: 1.9284 2021-05-07 03:53:09,290 - mmaction - INFO - Epoch [42][1260/1853] lr: 2.713e-02, eta: 8:01:51, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9289, loss_cls: 0.6798, loss: 0.6798, grad_norm: 1.8276 2021-05-07 03:53:22,622 - mmaction - INFO - Epoch [42][1280/1853] lr: 2.710e-02, eta: 8:01:36, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9313, loss_cls: 0.6557, loss: 0.6557, grad_norm: 1.8818 2021-05-07 03:53:35,901 - mmaction - INFO - Epoch [42][1300/1853] lr: 2.708e-02, eta: 8:01:22, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9437, loss_cls: 0.5927, loss: 0.5927, grad_norm: 1.8162 2021-05-07 03:53:49,180 - mmaction - INFO - Epoch [42][1320/1853] lr: 2.706e-02, eta: 8:01:08, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9195, loss_cls: 0.6901, loss: 0.6901, grad_norm: 1.7897 2021-05-07 03:54:02,521 - mmaction - INFO - Epoch [42][1340/1853] lr: 2.703e-02, eta: 8:00:53, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9344, loss_cls: 0.6710, loss: 0.6710, grad_norm: 1.7671 2021-05-07 03:54:15,825 - mmaction - INFO - Epoch [42][1360/1853] lr: 2.701e-02, eta: 8:00:39, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9352, loss_cls: 0.6651, loss: 0.6651, grad_norm: 1.8216 2021-05-07 03:54:29,103 - mmaction - INFO - Epoch [42][1380/1853] lr: 2.699e-02, eta: 8:00:25, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9242, loss_cls: 0.6879, loss: 0.6879, grad_norm: 1.8205 2021-05-07 03:54:42,357 - mmaction - INFO - Epoch [42][1400/1853] lr: 2.696e-02, eta: 8:00:10, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9398, loss_cls: 0.6374, loss: 0.6374, grad_norm: 1.6833 2021-05-07 03:54:55,653 - mmaction - INFO - Epoch [42][1420/1853] lr: 2.694e-02, eta: 7:59:56, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9211, loss_cls: 0.7030, loss: 0.7030, grad_norm: 1.9155 2021-05-07 03:55:08,962 - mmaction - INFO - Epoch [42][1440/1853] lr: 2.692e-02, eta: 7:59:42, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8063, top5_acc: 0.9328, loss_cls: 0.6622, loss: 0.6622, grad_norm: 1.8948 2021-05-07 03:55:22,243 - mmaction - INFO - Epoch [42][1460/1853] lr: 2.689e-02, eta: 7:59:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9258, loss_cls: 0.6916, loss: 0.6916, grad_norm: 1.8446 2021-05-07 03:55:35,565 - mmaction - INFO - Epoch [42][1480/1853] lr: 2.687e-02, eta: 7:59:13, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9336, loss_cls: 0.7223, loss: 0.7223, grad_norm: 2.0171 2021-05-07 03:55:48,863 - mmaction - INFO - Epoch [42][1500/1853] lr: 2.684e-02, eta: 7:58:59, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9367, loss_cls: 0.6025, loss: 0.6025, grad_norm: 1.7475 2021-05-07 03:56:02,147 - mmaction - INFO - Epoch [42][1520/1853] lr: 2.682e-02, eta: 7:58:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7828, top5_acc: 0.9180, loss_cls: 0.7278, loss: 0.7278, grad_norm: 1.9877 2021-05-07 03:56:15,444 - mmaction - INFO - Epoch [42][1540/1853] lr: 2.680e-02, eta: 7:58:30, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9375, loss_cls: 0.6439, loss: 0.6439, grad_norm: 1.8549 2021-05-07 03:56:28,748 - mmaction - INFO - Epoch [42][1560/1853] lr: 2.677e-02, eta: 7:58:16, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9227, loss_cls: 0.6947, loss: 0.6947, grad_norm: 1.8471 2021-05-07 03:56:42,032 - mmaction - INFO - Epoch [42][1580/1853] lr: 2.675e-02, eta: 7:58:01, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9180, loss_cls: 0.7077, loss: 0.7077, grad_norm: 1.7809 2021-05-07 03:56:55,331 - mmaction - INFO - Epoch [42][1600/1853] lr: 2.673e-02, eta: 7:57:47, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9453, loss_cls: 0.6166, loss: 0.6166, grad_norm: 1.8282 2021-05-07 03:57:08,655 - mmaction - INFO - Epoch [42][1620/1853] lr: 2.670e-02, eta: 7:57:33, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9305, loss_cls: 0.6529, loss: 0.6529, grad_norm: 1.8347 2021-05-07 03:57:21,937 - mmaction - INFO - Epoch [42][1640/1853] lr: 2.668e-02, eta: 7:57:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8125, top5_acc: 0.9320, loss_cls: 0.6475, loss: 0.6475, grad_norm: 1.7310 2021-05-07 03:57:35,238 - mmaction - INFO - Epoch [42][1660/1853] lr: 2.666e-02, eta: 7:57:04, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9258, loss_cls: 0.7300, loss: 0.7300, grad_norm: 1.8972 2021-05-07 03:57:48,571 - mmaction - INFO - Epoch [42][1680/1853] lr: 2.663e-02, eta: 7:56:50, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9250, loss_cls: 0.7061, loss: 0.7061, grad_norm: 1.8011 2021-05-07 03:58:01,836 - mmaction - INFO - Epoch [42][1700/1853] lr: 2.661e-02, eta: 7:56:35, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9352, loss_cls: 0.7338, loss: 0.7338, grad_norm: 1.8376 2021-05-07 03:58:15,134 - mmaction - INFO - Epoch [42][1720/1853] lr: 2.659e-02, eta: 7:56:21, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9352, loss_cls: 0.6164, loss: 0.6164, grad_norm: 1.7267 2021-05-07 03:58:28,457 - mmaction - INFO - Epoch [42][1740/1853] lr: 2.656e-02, eta: 7:56:07, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9375, loss_cls: 0.6176, loss: 0.6176, grad_norm: 1.8993 2021-05-07 03:58:41,736 - mmaction - INFO - Epoch [42][1760/1853] lr: 2.654e-02, eta: 7:55:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9273, loss_cls: 0.7123, loss: 0.7123, grad_norm: 1.8649 2021-05-07 03:58:55,065 - mmaction - INFO - Epoch [42][1780/1853] lr: 2.652e-02, eta: 7:55:38, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9289, loss_cls: 0.7090, loss: 0.7090, grad_norm: 1.8972 2021-05-07 03:59:08,327 - mmaction - INFO - Epoch [42][1800/1853] lr: 2.649e-02, eta: 7:55:24, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7852, top5_acc: 0.9305, loss_cls: 0.7004, loss: 0.7004, grad_norm: 1.8813 2021-05-07 03:59:21,693 - mmaction - INFO - Epoch [42][1820/1853] lr: 2.647e-02, eta: 7:55:09, time: 0.668, data_time: 0.006, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9336, loss_cls: 0.6301, loss: 0.6301, grad_norm: 1.7309 2021-05-07 03:59:34,988 - mmaction - INFO - Epoch [42][1840/1853] lr: 2.645e-02, eta: 7:54:55, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7898, top5_acc: 0.9352, loss_cls: 0.6938, loss: 0.6938, grad_norm: 1.8478 2021-05-07 03:59:44,645 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-05-07 04:01:39,052 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-07 04:01:39,082 - mmaction - INFO - top1_acc 0.9489 top5_acc 0.9963 2021-05-07 04:01:39,083 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-07 04:01:39,090 - mmaction - INFO - mean_acc 0.9456 2021-05-07 04:01:39,473 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2021-05-07 04:01:39,473 - mmaction - INFO - Best top1_acc is 0.9489 at 42 epoch. 2021-05-07 04:01:39,476 - mmaction - INFO - Epoch(val) [42][1853] top1_acc: 0.9489, top5_acc: 0.9963, mean_class_accuracy: 0.9456 2021-05-07 04:03:01,387 - mmaction - INFO - Epoch [43][20/1853] lr: 2.641e-02, eta: 7:55:03, time: 4.095, data_time: 3.436, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9187, loss_cls: 0.7076, loss: 0.7076, grad_norm: 1.7667 2021-05-07 04:03:14,538 - mmaction - INFO - Epoch [43][40/1853] lr: 2.638e-02, eta: 7:54:48, time: 0.658, data_time: 0.002, memory: 5809, top1_acc: 0.8211, top5_acc: 0.9336, loss_cls: 0.6231, loss: 0.6231, grad_norm: 1.6964 2021-05-07 04:03:27,686 - mmaction - INFO - Epoch [43][60/1853] lr: 2.636e-02, eta: 7:54:34, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9266, loss_cls: 0.7305, loss: 0.7305, grad_norm: 1.8806 2021-05-07 04:03:40,865 - mmaction - INFO - Epoch [43][80/1853] lr: 2.634e-02, eta: 7:54:19, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9273, loss_cls: 0.6857, loss: 0.6857, grad_norm: 1.8431 2021-05-07 04:03:54,085 - mmaction - INFO - Epoch [43][100/1853] lr: 2.631e-02, eta: 7:54:05, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9273, loss_cls: 0.6914, loss: 0.6914, grad_norm: 1.7821 2021-05-07 04:04:07,309 - mmaction - INFO - Epoch [43][120/1853] lr: 2.629e-02, eta: 7:53:51, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9391, loss_cls: 0.6455, loss: 0.6455, grad_norm: 1.8876 2021-05-07 04:04:20,527 - mmaction - INFO - Epoch [43][140/1853] lr: 2.627e-02, eta: 7:53:36, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7969, top5_acc: 0.9336, loss_cls: 0.7007, loss: 0.7007, grad_norm: 1.9211 2021-05-07 04:04:33,770 - mmaction - INFO - Epoch [43][160/1853] lr: 2.624e-02, eta: 7:53:22, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8133, top5_acc: 0.9422, loss_cls: 0.6426, loss: 0.6426, grad_norm: 1.8067 2021-05-07 04:04:47,010 - mmaction - INFO - Epoch [43][180/1853] lr: 2.622e-02, eta: 7:53:08, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9273, loss_cls: 0.6254, loss: 0.6254, grad_norm: 1.7560 2021-05-07 04:05:00,297 - mmaction - INFO - Epoch [43][200/1853] lr: 2.620e-02, eta: 7:52:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9242, loss_cls: 0.6775, loss: 0.6775, grad_norm: 1.8666 2021-05-07 04:05:13,602 - mmaction - INFO - Epoch [43][220/1853] lr: 2.617e-02, eta: 7:52:39, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9203, loss_cls: 0.7002, loss: 0.7002, grad_norm: 1.7703 2021-05-07 04:05:26,889 - mmaction - INFO - Epoch [43][240/1853] lr: 2.615e-02, eta: 7:52:24, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9344, loss_cls: 0.6396, loss: 0.6396, grad_norm: 1.7750 2021-05-07 04:05:40,166 - mmaction - INFO - Epoch [43][260/1853] lr: 2.613e-02, eta: 7:52:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9266, loss_cls: 0.6864, loss: 0.6864, grad_norm: 1.9938 2021-05-07 04:05:53,503 - mmaction - INFO - Epoch [43][280/1853] lr: 2.610e-02, eta: 7:51:56, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9336, loss_cls: 0.6587, loss: 0.6587, grad_norm: 1.8491 2021-05-07 04:06:06,819 - mmaction - INFO - Epoch [43][300/1853] lr: 2.608e-02, eta: 7:51:41, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9313, loss_cls: 0.6188, loss: 0.6188, grad_norm: 1.7821 2021-05-07 04:06:20,065 - mmaction - INFO - Epoch [43][320/1853] lr: 2.606e-02, eta: 7:51:27, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9398, loss_cls: 0.6370, loss: 0.6370, grad_norm: 1.9432 2021-05-07 04:06:33,418 - mmaction - INFO - Epoch [43][340/1853] lr: 2.604e-02, eta: 7:51:13, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9250, loss_cls: 0.6336, loss: 0.6336, grad_norm: 1.7580 2021-05-07 04:06:46,729 - mmaction - INFO - Epoch [43][360/1853] lr: 2.601e-02, eta: 7:50:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9422, loss_cls: 0.6006, loss: 0.6006, grad_norm: 1.7571 2021-05-07 04:06:59,999 - mmaction - INFO - Epoch [43][380/1853] lr: 2.599e-02, eta: 7:50:44, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8078, top5_acc: 0.9430, loss_cls: 0.6461, loss: 0.6461, grad_norm: 1.9193 2021-05-07 04:07:13,308 - mmaction - INFO - Epoch [43][400/1853] lr: 2.597e-02, eta: 7:50:30, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8016, top5_acc: 0.9352, loss_cls: 0.6812, loss: 0.6812, grad_norm: 1.8787 2021-05-07 04:07:26,631 - mmaction - INFO - Epoch [43][420/1853] lr: 2.594e-02, eta: 7:50:15, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9336, loss_cls: 0.6717, loss: 0.6717, grad_norm: 1.8010 2021-05-07 04:07:39,908 - mmaction - INFO - Epoch [43][440/1853] lr: 2.592e-02, eta: 7:50:01, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9242, loss_cls: 0.7404, loss: 0.7404, grad_norm: 2.0760 2021-05-07 04:07:53,186 - mmaction - INFO - Epoch [43][460/1853] lr: 2.590e-02, eta: 7:49:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9336, loss_cls: 0.6682, loss: 0.6682, grad_norm: 1.7695 2021-05-07 04:08:06,538 - mmaction - INFO - Epoch [43][480/1853] lr: 2.587e-02, eta: 7:49:32, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8078, top5_acc: 0.9328, loss_cls: 0.6802, loss: 0.6802, grad_norm: 1.6848 2021-05-07 04:08:19,809 - mmaction - INFO - Epoch [43][500/1853] lr: 2.585e-02, eta: 7:49:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9305, loss_cls: 0.5782, loss: 0.5782, grad_norm: 1.6544 2021-05-07 04:08:33,128 - mmaction - INFO - Epoch [43][520/1853] lr: 2.583e-02, eta: 7:49:04, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9297, loss_cls: 0.6596, loss: 0.6596, grad_norm: 1.8872 2021-05-07 04:08:46,462 - mmaction - INFO - Epoch [43][540/1853] lr: 2.580e-02, eta: 7:48:49, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7969, top5_acc: 0.9195, loss_cls: 0.7181, loss: 0.7181, grad_norm: 1.8905 2021-05-07 04:08:59,741 - mmaction - INFO - Epoch [43][560/1853] lr: 2.578e-02, eta: 7:48:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9219, loss_cls: 0.6972, loss: 0.6972, grad_norm: 1.9949 2021-05-07 04:09:13,045 - mmaction - INFO - Epoch [43][580/1853] lr: 2.576e-02, eta: 7:48:21, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9414, loss_cls: 0.6255, loss: 0.6255, grad_norm: 1.7809 2021-05-07 04:09:26,378 - mmaction - INFO - Epoch [43][600/1853] lr: 2.573e-02, eta: 7:48:06, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7797, top5_acc: 0.9320, loss_cls: 0.7052, loss: 0.7052, grad_norm: 1.9292 2021-05-07 04:09:39,672 - mmaction - INFO - Epoch [43][620/1853] lr: 2.571e-02, eta: 7:47:52, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9297, loss_cls: 0.6580, loss: 0.6580, grad_norm: 1.7088 2021-05-07 04:09:52,965 - mmaction - INFO - Epoch [43][640/1853] lr: 2.569e-02, eta: 7:47:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9492, loss_cls: 0.6134, loss: 0.6134, grad_norm: 1.9049 2021-05-07 04:10:06,270 - mmaction - INFO - Epoch [43][660/1853] lr: 2.566e-02, eta: 7:47:23, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9352, loss_cls: 0.6562, loss: 0.6562, grad_norm: 1.9042 2021-05-07 04:10:19,572 - mmaction - INFO - Epoch [43][680/1853] lr: 2.564e-02, eta: 7:47:09, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9305, loss_cls: 0.6135, loss: 0.6135, grad_norm: 1.7591 2021-05-07 04:10:32,858 - mmaction - INFO - Epoch [43][700/1853] lr: 2.562e-02, eta: 7:46:55, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7844, top5_acc: 0.9281, loss_cls: 0.7187, loss: 0.7187, grad_norm: 1.9055 2021-05-07 04:10:46,164 - mmaction - INFO - Epoch [43][720/1853] lr: 2.559e-02, eta: 7:46:40, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7836, top5_acc: 0.9164, loss_cls: 0.7344, loss: 0.7344, grad_norm: 1.9064 2021-05-07 04:10:59,441 - mmaction - INFO - Epoch [43][740/1853] lr: 2.557e-02, eta: 7:46:26, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9273, loss_cls: 0.6562, loss: 0.6562, grad_norm: 1.8044 2021-05-07 04:11:12,707 - mmaction - INFO - Epoch [43][760/1853] lr: 2.555e-02, eta: 7:46:12, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9352, loss_cls: 0.5918, loss: 0.5918, grad_norm: 1.7261 2021-05-07 04:11:26,050 - mmaction - INFO - Epoch [43][780/1853] lr: 2.553e-02, eta: 7:45:57, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9305, loss_cls: 0.6588, loss: 0.6588, grad_norm: 1.9019 2021-05-07 04:11:39,328 - mmaction - INFO - Epoch [43][800/1853] lr: 2.550e-02, eta: 7:45:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9344, loss_cls: 0.6818, loss: 0.6818, grad_norm: 1.8813 2021-05-07 04:11:52,640 - mmaction - INFO - Epoch [43][820/1853] lr: 2.548e-02, eta: 7:45:29, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9258, loss_cls: 0.6524, loss: 0.6524, grad_norm: 1.8371 2021-05-07 04:12:05,950 - mmaction - INFO - Epoch [43][840/1853] lr: 2.546e-02, eta: 7:45:14, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9258, loss_cls: 0.6846, loss: 0.6846, grad_norm: 1.8099 2021-05-07 04:12:19,195 - mmaction - INFO - Epoch [43][860/1853] lr: 2.543e-02, eta: 7:45:00, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7969, top5_acc: 0.9320, loss_cls: 0.6740, loss: 0.6740, grad_norm: 1.8437 2021-05-07 04:12:32,507 - mmaction - INFO - Epoch [43][880/1853] lr: 2.541e-02, eta: 7:44:46, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9273, loss_cls: 0.6817, loss: 0.6817, grad_norm: 1.8865 2021-05-07 04:12:45,819 - mmaction - INFO - Epoch [43][900/1853] lr: 2.539e-02, eta: 7:44:31, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9383, loss_cls: 0.6681, loss: 0.6681, grad_norm: 1.8539 2021-05-07 04:12:59,094 - mmaction - INFO - Epoch [43][920/1853] lr: 2.536e-02, eta: 7:44:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9234, loss_cls: 0.6965, loss: 0.6965, grad_norm: 1.8881 2021-05-07 04:13:12,400 - mmaction - INFO - Epoch [43][940/1853] lr: 2.534e-02, eta: 7:44:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7867, top5_acc: 0.9281, loss_cls: 0.7159, loss: 0.7159, grad_norm: 1.9666 2021-05-07 04:13:25,720 - mmaction - INFO - Epoch [43][960/1853] lr: 2.532e-02, eta: 7:43:48, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9289, loss_cls: 0.6883, loss: 0.6883, grad_norm: 1.9089 2021-05-07 04:13:38,995 - mmaction - INFO - Epoch [43][980/1853] lr: 2.529e-02, eta: 7:43:34, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9352, loss_cls: 0.6493, loss: 0.6493, grad_norm: 1.8514 2021-05-07 04:13:52,285 - mmaction - INFO - Epoch [43][1000/1853] lr: 2.527e-02, eta: 7:43:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9352, loss_cls: 0.6361, loss: 0.6361, grad_norm: 1.7589 2021-05-07 04:14:05,600 - mmaction - INFO - Epoch [43][1020/1853] lr: 2.525e-02, eta: 7:43:05, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8133, top5_acc: 0.9336, loss_cls: 0.6464, loss: 0.6464, grad_norm: 1.8790 2021-05-07 04:14:18,867 - mmaction - INFO - Epoch [43][1040/1853] lr: 2.523e-02, eta: 7:42:51, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9297, loss_cls: 0.6574, loss: 0.6574, grad_norm: 1.8072 2021-05-07 04:14:32,148 - mmaction - INFO - Epoch [43][1060/1853] lr: 2.520e-02, eta: 7:42:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7766, top5_acc: 0.9156, loss_cls: 0.7268, loss: 0.7268, grad_norm: 1.8252 2021-05-07 04:14:45,463 - mmaction - INFO - Epoch [43][1080/1853] lr: 2.518e-02, eta: 7:42:22, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9156, loss_cls: 0.7041, loss: 0.7041, grad_norm: 1.8787 2021-05-07 04:14:58,734 - mmaction - INFO - Epoch [43][1100/1853] lr: 2.516e-02, eta: 7:42:08, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9352, loss_cls: 0.6440, loss: 0.6440, grad_norm: 1.8325 2021-05-07 04:15:12,022 - mmaction - INFO - Epoch [43][1120/1853] lr: 2.513e-02, eta: 7:41:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9422, loss_cls: 0.5896, loss: 0.5896, grad_norm: 1.6929 2021-05-07 04:15:25,324 - mmaction - INFO - Epoch [43][1140/1853] lr: 2.511e-02, eta: 7:41:39, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9391, loss_cls: 0.6247, loss: 0.6247, grad_norm: 1.8696 2021-05-07 04:15:38,633 - mmaction - INFO - Epoch [43][1160/1853] lr: 2.509e-02, eta: 7:41:25, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9414, loss_cls: 0.6107, loss: 0.6107, grad_norm: 1.8177 2021-05-07 04:15:51,936 - mmaction - INFO - Epoch [43][1180/1853] lr: 2.506e-02, eta: 7:41:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9234, loss_cls: 0.6886, loss: 0.6886, grad_norm: 1.8737 2021-05-07 04:16:05,201 - mmaction - INFO - Epoch [43][1200/1853] lr: 2.504e-02, eta: 7:40:56, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9320, loss_cls: 0.6497, loss: 0.6497, grad_norm: 1.7168 2021-05-07 04:16:18,504 - mmaction - INFO - Epoch [43][1220/1853] lr: 2.502e-02, eta: 7:40:42, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9352, loss_cls: 0.6618, loss: 0.6618, grad_norm: 1.7660 2021-05-07 04:16:31,864 - mmaction - INFO - Epoch [43][1240/1853] lr: 2.500e-02, eta: 7:40:28, time: 0.668, data_time: 0.002, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9266, loss_cls: 0.6808, loss: 0.6808, grad_norm: 1.7603 2021-05-07 04:16:45,120 - mmaction - INFO - Epoch [43][1260/1853] lr: 2.497e-02, eta: 7:40:13, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9297, loss_cls: 0.6432, loss: 0.6432, grad_norm: 1.7715 2021-05-07 04:16:58,431 - mmaction - INFO - Epoch [43][1280/1853] lr: 2.495e-02, eta: 7:39:59, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9258, loss_cls: 0.7077, loss: 0.7077, grad_norm: 1.8632 2021-05-07 04:17:11,756 - mmaction - INFO - Epoch [43][1300/1853] lr: 2.493e-02, eta: 7:39:45, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9273, loss_cls: 0.6647, loss: 0.6647, grad_norm: 1.7525 2021-05-07 04:17:25,015 - mmaction - INFO - Epoch [43][1320/1853] lr: 2.490e-02, eta: 7:39:31, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9289, loss_cls: 0.6080, loss: 0.6080, grad_norm: 1.6740 2021-05-07 04:17:38,321 - mmaction - INFO - Epoch [43][1340/1853] lr: 2.488e-02, eta: 7:39:16, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9219, loss_cls: 0.6859, loss: 0.6859, grad_norm: 1.8708 2021-05-07 04:17:51,962 - mmaction - INFO - Epoch [43][1360/1853] lr: 2.486e-02, eta: 7:39:02, time: 0.683, data_time: 0.021, memory: 5809, top1_acc: 0.8133, top5_acc: 0.9352, loss_cls: 0.6236, loss: 0.6236, grad_norm: 1.7736 2021-05-07 04:18:05,250 - mmaction - INFO - Epoch [43][1380/1853] lr: 2.484e-02, eta: 7:38:48, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7781, top5_acc: 0.9258, loss_cls: 0.6987, loss: 0.6987, grad_norm: 1.9646 2021-05-07 04:18:18,531 - mmaction - INFO - Epoch [43][1400/1853] lr: 2.481e-02, eta: 7:38:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9313, loss_cls: 0.6977, loss: 0.6977, grad_norm: 1.8525 2021-05-07 04:18:31,850 - mmaction - INFO - Epoch [43][1420/1853] lr: 2.479e-02, eta: 7:38:19, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9180, loss_cls: 0.6713, loss: 0.6713, grad_norm: 1.7700 2021-05-07 04:18:45,144 - mmaction - INFO - Epoch [43][1440/1853] lr: 2.477e-02, eta: 7:38:05, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9281, loss_cls: 0.6394, loss: 0.6394, grad_norm: 1.8147 2021-05-07 04:18:58,392 - mmaction - INFO - Epoch [43][1460/1853] lr: 2.474e-02, eta: 7:37:50, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9227, loss_cls: 0.6921, loss: 0.6921, grad_norm: 1.7817 2021-05-07 04:19:11,743 - mmaction - INFO - Epoch [43][1480/1853] lr: 2.472e-02, eta: 7:37:36, time: 0.668, data_time: 0.003, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9320, loss_cls: 0.6282, loss: 0.6282, grad_norm: 1.8503 2021-05-07 04:19:25,032 - mmaction - INFO - Epoch [43][1500/1853] lr: 2.470e-02, eta: 7:37:22, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8070, top5_acc: 0.9344, loss_cls: 0.6731, loss: 0.6731, grad_norm: 1.9049 2021-05-07 04:19:38,277 - mmaction - INFO - Epoch [43][1520/1853] lr: 2.468e-02, eta: 7:37:07, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.8016, top5_acc: 0.9258, loss_cls: 0.6681, loss: 0.6681, grad_norm: 1.8164 2021-05-07 04:19:51,626 - mmaction - INFO - Epoch [43][1540/1853] lr: 2.465e-02, eta: 7:36:53, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.7906, top5_acc: 0.9305, loss_cls: 0.6991, loss: 0.6991, grad_norm: 1.9356 2021-05-07 04:20:04,951 - mmaction - INFO - Epoch [43][1560/1853] lr: 2.463e-02, eta: 7:36:39, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9328, loss_cls: 0.6478, loss: 0.6478, grad_norm: 1.8924 2021-05-07 04:20:18,272 - mmaction - INFO - Epoch [43][1580/1853] lr: 2.461e-02, eta: 7:36:25, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9383, loss_cls: 0.6341, loss: 0.6341, grad_norm: 1.8283 2021-05-07 04:20:31,563 - mmaction - INFO - Epoch [43][1600/1853] lr: 2.458e-02, eta: 7:36:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8125, top5_acc: 0.9250, loss_cls: 0.6451, loss: 0.6451, grad_norm: 1.8249 2021-05-07 04:20:44,838 - mmaction - INFO - Epoch [43][1620/1853] lr: 2.456e-02, eta: 7:35:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9375, loss_cls: 0.6399, loss: 0.6399, grad_norm: 1.6939 2021-05-07 04:20:58,140 - mmaction - INFO - Epoch [43][1640/1853] lr: 2.454e-02, eta: 7:35:42, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8133, top5_acc: 0.9320, loss_cls: 0.6254, loss: 0.6254, grad_norm: 1.7618 2021-05-07 04:21:11,468 - mmaction - INFO - Epoch [43][1660/1853] lr: 2.452e-02, eta: 7:35:27, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9305, loss_cls: 0.6536, loss: 0.6536, grad_norm: 1.9398 2021-05-07 04:21:24,743 - mmaction - INFO - Epoch [43][1680/1853] lr: 2.449e-02, eta: 7:35:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9250, loss_cls: 0.6780, loss: 0.6780, grad_norm: 1.9225 2021-05-07 04:21:38,035 - mmaction - INFO - Epoch [43][1700/1853] lr: 2.447e-02, eta: 7:34:59, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7805, top5_acc: 0.9195, loss_cls: 0.7297, loss: 0.7297, grad_norm: 1.9188 2021-05-07 04:21:51,319 - mmaction - INFO - Epoch [43][1720/1853] lr: 2.445e-02, eta: 7:34:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9359, loss_cls: 0.6557, loss: 0.6557, grad_norm: 1.8332 2021-05-07 04:22:04,655 - mmaction - INFO - Epoch [43][1740/1853] lr: 2.442e-02, eta: 7:34:30, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9258, loss_cls: 0.6898, loss: 0.6898, grad_norm: 1.9284 2021-05-07 04:22:17,971 - mmaction - INFO - Epoch [43][1760/1853] lr: 2.440e-02, eta: 7:34:16, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7930, top5_acc: 0.9250, loss_cls: 0.6969, loss: 0.6969, grad_norm: 1.8227 2021-05-07 04:22:31,286 - mmaction - INFO - Epoch [43][1780/1853] lr: 2.438e-02, eta: 7:34:02, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9234, loss_cls: 0.6519, loss: 0.6519, grad_norm: 1.8447 2021-05-07 04:22:44,566 - mmaction - INFO - Epoch [43][1800/1853] lr: 2.436e-02, eta: 7:33:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8289, top5_acc: 0.9437, loss_cls: 0.6125, loss: 0.6125, grad_norm: 1.8636 2021-05-07 04:22:57,842 - mmaction - INFO - Epoch [43][1820/1853] lr: 2.433e-02, eta: 7:33:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9273, loss_cls: 0.6335, loss: 0.6335, grad_norm: 1.8155 2021-05-07 04:23:11,172 - mmaction - INFO - Epoch [43][1840/1853] lr: 2.431e-02, eta: 7:33:19, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9305, loss_cls: 0.6673, loss: 0.6673, grad_norm: 1.9328 2021-05-07 04:23:20,859 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-05-07 04:24:34,046 - mmaction - INFO - Epoch [44][20/1853] lr: 2.427e-02, eta: 7:33:20, time: 3.638, data_time: 2.977, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9305, loss_cls: 0.6636, loss: 0.6636, grad_norm: 1.8657 2021-05-07 04:24:47,248 - mmaction - INFO - Epoch [44][40/1853] lr: 2.425e-02, eta: 7:33:05, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9484, loss_cls: 0.5790, loss: 0.5790, grad_norm: 1.8793 2021-05-07 04:25:00,463 - mmaction - INFO - Epoch [44][60/1853] lr: 2.423e-02, eta: 7:32:51, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9422, loss_cls: 0.5981, loss: 0.5981, grad_norm: 1.7557 2021-05-07 04:25:13,678 - mmaction - INFO - Epoch [44][80/1853] lr: 2.421e-02, eta: 7:32:37, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9313, loss_cls: 0.6698, loss: 0.6698, grad_norm: 1.8474 2021-05-07 04:25:26,925 - mmaction - INFO - Epoch [44][100/1853] lr: 2.418e-02, eta: 7:32:22, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8133, top5_acc: 0.9297, loss_cls: 0.6572, loss: 0.6572, grad_norm: 1.9654 2021-05-07 04:25:40,190 - mmaction - INFO - Epoch [44][120/1853] lr: 2.416e-02, eta: 7:32:08, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9211, loss_cls: 0.6379, loss: 0.6379, grad_norm: 1.8388 2021-05-07 04:25:53,445 - mmaction - INFO - Epoch [44][140/1853] lr: 2.414e-02, eta: 7:31:54, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7859, top5_acc: 0.9172, loss_cls: 0.7137, loss: 0.7137, grad_norm: 1.8487 2021-05-07 04:26:06,728 - mmaction - INFO - Epoch [44][160/1853] lr: 2.411e-02, eta: 7:31:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9414, loss_cls: 0.6321, loss: 0.6321, grad_norm: 1.8218 2021-05-07 04:26:19,996 - mmaction - INFO - Epoch [44][180/1853] lr: 2.409e-02, eta: 7:31:25, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9461, loss_cls: 0.5774, loss: 0.5774, grad_norm: 1.8509 2021-05-07 04:26:33,281 - mmaction - INFO - Epoch [44][200/1853] lr: 2.407e-02, eta: 7:31:11, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9383, loss_cls: 0.6452, loss: 0.6452, grad_norm: 1.8400 2021-05-07 04:26:46,586 - mmaction - INFO - Epoch [44][220/1853] lr: 2.405e-02, eta: 7:30:56, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7922, top5_acc: 0.9305, loss_cls: 0.7046, loss: 0.7046, grad_norm: 1.9832 2021-05-07 04:26:59,867 - mmaction - INFO - Epoch [44][240/1853] lr: 2.402e-02, eta: 7:30:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9227, loss_cls: 0.6831, loss: 0.6831, grad_norm: 1.8177 2021-05-07 04:27:13,205 - mmaction - INFO - Epoch [44][260/1853] lr: 2.400e-02, eta: 7:30:28, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8078, top5_acc: 0.9320, loss_cls: 0.6426, loss: 0.6426, grad_norm: 1.9149 2021-05-07 04:27:26,502 - mmaction - INFO - Epoch [44][280/1853] lr: 2.398e-02, eta: 7:30:13, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9336, loss_cls: 0.6403, loss: 0.6403, grad_norm: 1.8075 2021-05-07 04:27:39,751 - mmaction - INFO - Epoch [44][300/1853] lr: 2.396e-02, eta: 7:29:59, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8078, top5_acc: 0.9313, loss_cls: 0.6473, loss: 0.6473, grad_norm: 1.8642 2021-05-07 04:27:53,001 - mmaction - INFO - Epoch [44][320/1853] lr: 2.393e-02, eta: 7:29:45, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9305, loss_cls: 0.6401, loss: 0.6401, grad_norm: 1.7276 2021-05-07 04:28:06,291 - mmaction - INFO - Epoch [44][340/1853] lr: 2.391e-02, eta: 7:29:30, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9375, loss_cls: 0.6105, loss: 0.6105, grad_norm: 1.8375 2021-05-07 04:28:19,604 - mmaction - INFO - Epoch [44][360/1853] lr: 2.389e-02, eta: 7:29:16, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9344, loss_cls: 0.6225, loss: 0.6225, grad_norm: 1.8138 2021-05-07 04:28:32,873 - mmaction - INFO - Epoch [44][380/1853] lr: 2.387e-02, eta: 7:29:02, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9227, loss_cls: 0.6989, loss: 0.6989, grad_norm: 1.8629 2021-05-07 04:28:46,169 - mmaction - INFO - Epoch [44][400/1853] lr: 2.384e-02, eta: 7:28:47, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9281, loss_cls: 0.6435, loss: 0.6435, grad_norm: 1.8331 2021-05-07 04:28:59,497 - mmaction - INFO - Epoch [44][420/1853] lr: 2.382e-02, eta: 7:28:33, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9156, loss_cls: 0.7035, loss: 0.7035, grad_norm: 1.8489 2021-05-07 04:29:12,788 - mmaction - INFO - Epoch [44][440/1853] lr: 2.380e-02, eta: 7:28:19, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9289, loss_cls: 0.6527, loss: 0.6527, grad_norm: 1.9532 2021-05-07 04:29:26,114 - mmaction - INFO - Epoch [44][460/1853] lr: 2.378e-02, eta: 7:28:05, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8016, top5_acc: 0.9305, loss_cls: 0.6662, loss: 0.6662, grad_norm: 1.8610 2021-05-07 04:29:39,383 - mmaction - INFO - Epoch [44][480/1853] lr: 2.375e-02, eta: 7:27:50, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9375, loss_cls: 0.6349, loss: 0.6349, grad_norm: 1.8529 2021-05-07 04:29:52,672 - mmaction - INFO - Epoch [44][500/1853] lr: 2.373e-02, eta: 7:27:36, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9305, loss_cls: 0.7008, loss: 0.7008, grad_norm: 2.0152 2021-05-07 04:30:05,998 - mmaction - INFO - Epoch [44][520/1853] lr: 2.371e-02, eta: 7:27:22, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7891, top5_acc: 0.9180, loss_cls: 0.6975, loss: 0.6975, grad_norm: 1.8147 2021-05-07 04:30:19,278 - mmaction - INFO - Epoch [44][540/1853] lr: 2.369e-02, eta: 7:27:07, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9219, loss_cls: 0.6728, loss: 0.6728, grad_norm: 1.7938 2021-05-07 04:30:32,586 - mmaction - INFO - Epoch [44][560/1853] lr: 2.366e-02, eta: 7:26:53, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8078, top5_acc: 0.9383, loss_cls: 0.6546, loss: 0.6546, grad_norm: 1.9832 2021-05-07 04:30:45,914 - mmaction - INFO - Epoch [44][580/1853] lr: 2.364e-02, eta: 7:26:39, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8016, top5_acc: 0.9320, loss_cls: 0.6908, loss: 0.6908, grad_norm: 1.9747 2021-05-07 04:30:59,175 - mmaction - INFO - Epoch [44][600/1853] lr: 2.362e-02, eta: 7:26:24, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9406, loss_cls: 0.5990, loss: 0.5990, grad_norm: 1.8504 2021-05-07 04:31:12,454 - mmaction - INFO - Epoch [44][620/1853] lr: 2.360e-02, eta: 7:26:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9266, loss_cls: 0.6893, loss: 0.6893, grad_norm: 1.9514 2021-05-07 04:31:25,733 - mmaction - INFO - Epoch [44][640/1853] lr: 2.357e-02, eta: 7:25:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9320, loss_cls: 0.6565, loss: 0.6565, grad_norm: 1.9058 2021-05-07 04:31:38,987 - mmaction - INFO - Epoch [44][660/1853] lr: 2.355e-02, eta: 7:25:41, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8078, top5_acc: 0.9266, loss_cls: 0.6640, loss: 0.6640, grad_norm: 1.8075 2021-05-07 04:31:52,250 - mmaction - INFO - Epoch [44][680/1853] lr: 2.353e-02, eta: 7:25:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9313, loss_cls: 0.6198, loss: 0.6198, grad_norm: 1.7876 2021-05-07 04:32:05,558 - mmaction - INFO - Epoch [44][700/1853] lr: 2.351e-02, eta: 7:25:13, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9313, loss_cls: 0.6525, loss: 0.6525, grad_norm: 1.8596 2021-05-07 04:32:18,829 - mmaction - INFO - Epoch [44][720/1853] lr: 2.348e-02, eta: 7:24:58, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9305, loss_cls: 0.6575, loss: 0.6575, grad_norm: 1.9281 2021-05-07 04:32:32,137 - mmaction - INFO - Epoch [44][740/1853] lr: 2.346e-02, eta: 7:24:44, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9367, loss_cls: 0.6291, loss: 0.6291, grad_norm: 1.8347 2021-05-07 04:32:45,403 - mmaction - INFO - Epoch [44][760/1853] lr: 2.344e-02, eta: 7:24:30, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7883, top5_acc: 0.9273, loss_cls: 0.7084, loss: 0.7084, grad_norm: 1.9465 2021-05-07 04:32:58,669 - mmaction - INFO - Epoch [44][780/1853] lr: 2.342e-02, eta: 7:24:16, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9297, loss_cls: 0.6511, loss: 0.6511, grad_norm: 1.8697 2021-05-07 04:33:11,998 - mmaction - INFO - Epoch [44][800/1853] lr: 2.339e-02, eta: 7:24:01, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9242, loss_cls: 0.6884, loss: 0.6884, grad_norm: 1.7954 2021-05-07 04:33:25,261 - mmaction - INFO - Epoch [44][820/1853] lr: 2.337e-02, eta: 7:23:47, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7969, top5_acc: 0.9336, loss_cls: 0.6719, loss: 0.6719, grad_norm: 1.8601 2021-05-07 04:33:38,555 - mmaction - INFO - Epoch [44][840/1853] lr: 2.335e-02, eta: 7:23:33, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9352, loss_cls: 0.6079, loss: 0.6079, grad_norm: 1.7541 2021-05-07 04:33:51,855 - mmaction - INFO - Epoch [44][860/1853] lr: 2.333e-02, eta: 7:23:18, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9437, loss_cls: 0.5886, loss: 0.5886, grad_norm: 1.6879 2021-05-07 04:34:05,127 - mmaction - INFO - Epoch [44][880/1853] lr: 2.330e-02, eta: 7:23:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9344, loss_cls: 0.6636, loss: 0.6636, grad_norm: 1.9204 2021-05-07 04:34:18,423 - mmaction - INFO - Epoch [44][900/1853] lr: 2.328e-02, eta: 7:22:50, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9250, loss_cls: 0.6855, loss: 0.6855, grad_norm: 1.9894 2021-05-07 04:34:31,704 - mmaction - INFO - Epoch [44][920/1853] lr: 2.326e-02, eta: 7:22:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9297, loss_cls: 0.6403, loss: 0.6403, grad_norm: 1.7523 2021-05-07 04:34:44,990 - mmaction - INFO - Epoch [44][940/1853] lr: 2.324e-02, eta: 7:22:21, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9484, loss_cls: 0.6096, loss: 0.6096, grad_norm: 1.8502 2021-05-07 04:34:58,282 - mmaction - INFO - Epoch [44][960/1853] lr: 2.321e-02, eta: 7:22:07, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9383, loss_cls: 0.5761, loss: 0.5761, grad_norm: 1.7877 2021-05-07 04:35:11,575 - mmaction - INFO - Epoch [44][980/1853] lr: 2.319e-02, eta: 7:21:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9367, loss_cls: 0.6731, loss: 0.6731, grad_norm: 1.9967 2021-05-07 04:35:24,853 - mmaction - INFO - Epoch [44][1000/1853] lr: 2.317e-02, eta: 7:21:38, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9289, loss_cls: 0.6777, loss: 0.6777, grad_norm: 2.0327 2021-05-07 04:35:38,195 - mmaction - INFO - Epoch [44][1020/1853] lr: 2.315e-02, eta: 7:21:24, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9344, loss_cls: 0.6011, loss: 0.6011, grad_norm: 1.7855 2021-05-07 04:35:51,472 - mmaction - INFO - Epoch [44][1040/1853] lr: 2.312e-02, eta: 7:21:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9273, loss_cls: 0.6576, loss: 0.6576, grad_norm: 1.7831 2021-05-07 04:36:04,732 - mmaction - INFO - Epoch [44][1060/1853] lr: 2.310e-02, eta: 7:20:55, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9313, loss_cls: 0.6512, loss: 0.6512, grad_norm: 1.9124 2021-05-07 04:36:18,005 - mmaction - INFO - Epoch [44][1080/1853] lr: 2.308e-02, eta: 7:20:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7969, top5_acc: 0.9266, loss_cls: 0.6638, loss: 0.6638, grad_norm: 1.8983 2021-05-07 04:36:31,240 - mmaction - INFO - Epoch [44][1100/1853] lr: 2.306e-02, eta: 7:20:27, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8125, top5_acc: 0.9406, loss_cls: 0.6233, loss: 0.6233, grad_norm: 1.9197 2021-05-07 04:36:44,536 - mmaction - INFO - Epoch [44][1120/1853] lr: 2.304e-02, eta: 7:20:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9422, loss_cls: 0.6405, loss: 0.6405, grad_norm: 1.9672 2021-05-07 04:36:57,850 - mmaction - INFO - Epoch [44][1140/1853] lr: 2.301e-02, eta: 7:19:58, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9367, loss_cls: 0.6254, loss: 0.6254, grad_norm: 1.8346 2021-05-07 04:37:11,107 - mmaction - INFO - Epoch [44][1160/1853] lr: 2.299e-02, eta: 7:19:44, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9320, loss_cls: 0.6433, loss: 0.6433, grad_norm: 1.8092 2021-05-07 04:37:24,434 - mmaction - INFO - Epoch [44][1180/1853] lr: 2.297e-02, eta: 7:19:29, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9305, loss_cls: 0.6268, loss: 0.6268, grad_norm: 1.7635 2021-05-07 04:37:37,754 - mmaction - INFO - Epoch [44][1200/1853] lr: 2.295e-02, eta: 7:19:15, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9344, loss_cls: 0.6145, loss: 0.6145, grad_norm: 1.7782 2021-05-07 04:37:51,031 - mmaction - INFO - Epoch [44][1220/1853] lr: 2.292e-02, eta: 7:19:01, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9289, loss_cls: 0.6174, loss: 0.6174, grad_norm: 1.7400 2021-05-07 04:38:04,308 - mmaction - INFO - Epoch [44][1240/1853] lr: 2.290e-02, eta: 7:18:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7914, top5_acc: 0.9313, loss_cls: 0.6727, loss: 0.6727, grad_norm: 2.0107 2021-05-07 04:38:17,603 - mmaction - INFO - Epoch [44][1260/1853] lr: 2.288e-02, eta: 7:18:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9383, loss_cls: 0.6215, loss: 0.6215, grad_norm: 1.9766 2021-05-07 04:38:30,876 - mmaction - INFO - Epoch [44][1280/1853] lr: 2.286e-02, eta: 7:18:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8070, top5_acc: 0.9258, loss_cls: 0.6931, loss: 0.6931, grad_norm: 1.9095 2021-05-07 04:38:44,178 - mmaction - INFO - Epoch [44][1300/1853] lr: 2.283e-02, eta: 7:18:04, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9266, loss_cls: 0.6420, loss: 0.6420, grad_norm: 1.8586 2021-05-07 04:38:57,485 - mmaction - INFO - Epoch [44][1320/1853] lr: 2.281e-02, eta: 7:17:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9406, loss_cls: 0.5694, loss: 0.5694, grad_norm: 1.7343 2021-05-07 04:39:10,790 - mmaction - INFO - Epoch [44][1340/1853] lr: 2.279e-02, eta: 7:17:35, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8242, top5_acc: 0.9320, loss_cls: 0.6403, loss: 0.6403, grad_norm: 2.0001 2021-05-07 04:39:24,054 - mmaction - INFO - Epoch [44][1360/1853] lr: 2.277e-02, eta: 7:17:21, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7961, top5_acc: 0.9391, loss_cls: 0.6628, loss: 0.6628, grad_norm: 2.0187 2021-05-07 04:39:37,351 - mmaction - INFO - Epoch [44][1380/1853] lr: 2.275e-02, eta: 7:17:07, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9352, loss_cls: 0.6282, loss: 0.6282, grad_norm: 1.8624 2021-05-07 04:39:50,634 - mmaction - INFO - Epoch [44][1400/1853] lr: 2.272e-02, eta: 7:16:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9242, loss_cls: 0.6492, loss: 0.6492, grad_norm: 1.8780 2021-05-07 04:40:03,898 - mmaction - INFO - Epoch [44][1420/1853] lr: 2.270e-02, eta: 7:16:38, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9352, loss_cls: 0.6317, loss: 0.6317, grad_norm: 1.9311 2021-05-07 04:40:17,224 - mmaction - INFO - Epoch [44][1440/1853] lr: 2.268e-02, eta: 7:16:24, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9352, loss_cls: 0.6211, loss: 0.6211, grad_norm: 1.8632 2021-05-07 04:40:30,557 - mmaction - INFO - Epoch [44][1460/1853] lr: 2.266e-02, eta: 7:16:09, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9242, loss_cls: 0.6460, loss: 0.6460, grad_norm: 1.7348 2021-05-07 04:40:43,867 - mmaction - INFO - Epoch [44][1480/1853] lr: 2.263e-02, eta: 7:15:55, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9414, loss_cls: 0.5470, loss: 0.5470, grad_norm: 1.7271 2021-05-07 04:40:57,155 - mmaction - INFO - Epoch [44][1500/1853] lr: 2.261e-02, eta: 7:15:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9398, loss_cls: 0.6011, loss: 0.6011, grad_norm: 1.8458 2021-05-07 04:41:10,478 - mmaction - INFO - Epoch [44][1520/1853] lr: 2.259e-02, eta: 7:15:27, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9328, loss_cls: 0.6169, loss: 0.6169, grad_norm: 1.8572 2021-05-07 04:41:23,776 - mmaction - INFO - Epoch [44][1540/1853] lr: 2.257e-02, eta: 7:15:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9383, loss_cls: 0.6117, loss: 0.6117, grad_norm: 1.8165 2021-05-07 04:41:37,025 - mmaction - INFO - Epoch [44][1560/1853] lr: 2.255e-02, eta: 7:14:58, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9367, loss_cls: 0.6499, loss: 0.6499, grad_norm: 1.9796 2021-05-07 04:41:50,353 - mmaction - INFO - Epoch [44][1580/1853] lr: 2.252e-02, eta: 7:14:44, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9211, loss_cls: 0.6576, loss: 0.6576, grad_norm: 1.9141 2021-05-07 04:42:03,640 - mmaction - INFO - Epoch [44][1600/1853] lr: 2.250e-02, eta: 7:14:29, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9289, loss_cls: 0.6321, loss: 0.6321, grad_norm: 1.8591 2021-05-07 04:42:16,917 - mmaction - INFO - Epoch [44][1620/1853] lr: 2.248e-02, eta: 7:14:15, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9344, loss_cls: 0.6434, loss: 0.6434, grad_norm: 1.9379 2021-05-07 04:42:30,191 - mmaction - INFO - Epoch [44][1640/1853] lr: 2.246e-02, eta: 7:14:01, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9406, loss_cls: 0.6316, loss: 0.6316, grad_norm: 1.7179 2021-05-07 04:42:43,449 - mmaction - INFO - Epoch [44][1660/1853] lr: 2.244e-02, eta: 7:13:46, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9445, loss_cls: 0.5946, loss: 0.5946, grad_norm: 1.7651 2021-05-07 04:42:56,749 - mmaction - INFO - Epoch [44][1680/1853] lr: 2.241e-02, eta: 7:13:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9398, loss_cls: 0.6178, loss: 0.6178, grad_norm: 1.9120 2021-05-07 04:43:10,050 - mmaction - INFO - Epoch [44][1700/1853] lr: 2.239e-02, eta: 7:13:18, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8125, top5_acc: 0.9289, loss_cls: 0.6342, loss: 0.6342, grad_norm: 1.8659 2021-05-07 04:43:23,350 - mmaction - INFO - Epoch [44][1720/1853] lr: 2.237e-02, eta: 7:13:04, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9328, loss_cls: 0.6718, loss: 0.6718, grad_norm: 1.9118 2021-05-07 04:43:36,637 - mmaction - INFO - Epoch [44][1740/1853] lr: 2.235e-02, eta: 7:12:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9406, loss_cls: 0.5879, loss: 0.5879, grad_norm: 1.8784 2021-05-07 04:43:49,922 - mmaction - INFO - Epoch [44][1760/1853] lr: 2.233e-02, eta: 7:12:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9187, loss_cls: 0.6650, loss: 0.6650, grad_norm: 1.8430 2021-05-07 04:44:03,236 - mmaction - INFO - Epoch [44][1780/1853] lr: 2.230e-02, eta: 7:12:21, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9383, loss_cls: 0.6584, loss: 0.6584, grad_norm: 1.9723 2021-05-07 04:44:16,498 - mmaction - INFO - Epoch [44][1800/1853] lr: 2.228e-02, eta: 7:12:07, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9344, loss_cls: 0.6357, loss: 0.6357, grad_norm: 1.8326 2021-05-07 04:44:29,800 - mmaction - INFO - Epoch [44][1820/1853] lr: 2.226e-02, eta: 7:11:52, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9328, loss_cls: 0.6253, loss: 0.6253, grad_norm: 1.8379 2021-05-07 04:44:43,059 - mmaction - INFO - Epoch [44][1840/1853] lr: 2.224e-02, eta: 7:11:38, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9273, loss_cls: 0.6324, loss: 0.6324, grad_norm: 1.9083 2021-05-07 04:44:52,653 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-05-07 04:46:42,095 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-07 04:46:42,125 - mmaction - INFO - top1_acc 0.9472 top5_acc 0.9966 2021-05-07 04:46:42,126 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-07 04:46:42,133 - mmaction - INFO - mean_acc 0.9434 2021-05-07 04:46:42,135 - mmaction - INFO - Epoch(val) [44][1853] top1_acc: 0.9472, top5_acc: 0.9966, mean_class_accuracy: 0.9434 2021-05-07 04:47:49,906 - mmaction - INFO - Epoch [45][20/1853] lr: 2.220e-02, eta: 7:11:35, time: 3.388, data_time: 2.727, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9305, loss_cls: 0.6168, loss: 0.6168, grad_norm: 1.8371 2021-05-07 04:48:03,009 - mmaction - INFO - Epoch [45][40/1853] lr: 2.218e-02, eta: 7:11:21, time: 0.655, data_time: 0.002, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9406, loss_cls: 0.6180, loss: 0.6180, grad_norm: 1.8584 2021-05-07 04:48:16,238 - mmaction - INFO - Epoch [45][60/1853] lr: 2.216e-02, eta: 7:11:06, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8125, top5_acc: 0.9437, loss_cls: 0.6049, loss: 0.6049, grad_norm: 1.9601 2021-05-07 04:48:29,385 - mmaction - INFO - Epoch [45][80/1853] lr: 2.213e-02, eta: 7:10:52, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.8305, top5_acc: 0.9352, loss_cls: 0.5943, loss: 0.5943, grad_norm: 1.7954 2021-05-07 04:48:42,593 - mmaction - INFO - Epoch [45][100/1853] lr: 2.211e-02, eta: 7:10:38, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9398, loss_cls: 0.6174, loss: 0.6174, grad_norm: 1.8764 2021-05-07 04:48:55,837 - mmaction - INFO - Epoch [45][120/1853] lr: 2.209e-02, eta: 7:10:23, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9281, loss_cls: 0.6525, loss: 0.6525, grad_norm: 1.9245 2021-05-07 04:49:09,031 - mmaction - INFO - Epoch [45][140/1853] lr: 2.207e-02, eta: 7:10:09, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9367, loss_cls: 0.6129, loss: 0.6129, grad_norm: 1.8748 2021-05-07 04:49:22,263 - mmaction - INFO - Epoch [45][160/1853] lr: 2.205e-02, eta: 7:09:55, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9484, loss_cls: 0.5544, loss: 0.5544, grad_norm: 1.8110 2021-05-07 04:49:35,514 - mmaction - INFO - Epoch [45][180/1853] lr: 2.202e-02, eta: 7:09:40, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9180, loss_cls: 0.7243, loss: 0.7243, grad_norm: 2.0413 2021-05-07 04:49:48,741 - mmaction - INFO - Epoch [45][200/1853] lr: 2.200e-02, eta: 7:09:26, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9336, loss_cls: 0.6312, loss: 0.6312, grad_norm: 1.8486 2021-05-07 04:50:01,976 - mmaction - INFO - Epoch [45][220/1853] lr: 2.198e-02, eta: 7:09:12, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9344, loss_cls: 0.6311, loss: 0.6311, grad_norm: 1.9256 2021-05-07 04:50:15,236 - mmaction - INFO - Epoch [45][240/1853] lr: 2.196e-02, eta: 7:08:58, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9281, loss_cls: 0.6892, loss: 0.6892, grad_norm: 1.9656 2021-05-07 04:50:28,495 - mmaction - INFO - Epoch [45][260/1853] lr: 2.194e-02, eta: 7:08:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9352, loss_cls: 0.6427, loss: 0.6427, grad_norm: 1.8078 2021-05-07 04:50:41,780 - mmaction - INFO - Epoch [45][280/1853] lr: 2.191e-02, eta: 7:08:29, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9305, loss_cls: 0.6477, loss: 0.6477, grad_norm: 1.7738 2021-05-07 04:50:55,104 - mmaction - INFO - Epoch [45][300/1853] lr: 2.189e-02, eta: 7:08:15, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8242, top5_acc: 0.9320, loss_cls: 0.6011, loss: 0.6011, grad_norm: 1.7025 2021-05-07 04:51:08,392 - mmaction - INFO - Epoch [45][320/1853] lr: 2.187e-02, eta: 7:08:00, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9469, loss_cls: 0.6082, loss: 0.6082, grad_norm: 1.8070 2021-05-07 04:51:21,708 - mmaction - INFO - Epoch [45][340/1853] lr: 2.185e-02, eta: 7:07:46, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9445, loss_cls: 0.5714, loss: 0.5714, grad_norm: 1.7921 2021-05-07 04:51:35,005 - mmaction - INFO - Epoch [45][360/1853] lr: 2.183e-02, eta: 7:07:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9273, loss_cls: 0.6990, loss: 0.6990, grad_norm: 1.9938 2021-05-07 04:51:48,288 - mmaction - INFO - Epoch [45][380/1853] lr: 2.181e-02, eta: 7:07:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9273, loss_cls: 0.6591, loss: 0.6591, grad_norm: 1.8943 2021-05-07 04:52:01,621 - mmaction - INFO - Epoch [45][400/1853] lr: 2.178e-02, eta: 7:07:03, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9266, loss_cls: 0.6627, loss: 0.6627, grad_norm: 1.9815 2021-05-07 04:52:14,899 - mmaction - INFO - Epoch [45][420/1853] lr: 2.176e-02, eta: 7:06:49, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8305, top5_acc: 0.9375, loss_cls: 0.6052, loss: 0.6052, grad_norm: 1.7953 2021-05-07 04:52:28,191 - mmaction - INFO - Epoch [45][440/1853] lr: 2.174e-02, eta: 7:06:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9281, loss_cls: 0.6274, loss: 0.6274, grad_norm: 1.8658 2021-05-07 04:52:41,505 - mmaction - INFO - Epoch [45][460/1853] lr: 2.172e-02, eta: 7:06:20, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9383, loss_cls: 0.6347, loss: 0.6347, grad_norm: 1.9663 2021-05-07 04:52:54,777 - mmaction - INFO - Epoch [45][480/1853] lr: 2.170e-02, eta: 7:06:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9211, loss_cls: 0.6773, loss: 0.6773, grad_norm: 1.9402 2021-05-07 04:53:08,177 - mmaction - INFO - Epoch [45][500/1853] lr: 2.167e-02, eta: 7:05:52, time: 0.670, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9453, loss_cls: 0.5940, loss: 0.5940, grad_norm: 1.9945 2021-05-07 04:53:21,433 - mmaction - INFO - Epoch [45][520/1853] lr: 2.165e-02, eta: 7:05:38, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9289, loss_cls: 0.6643, loss: 0.6643, grad_norm: 2.0437 2021-05-07 04:53:34,773 - mmaction - INFO - Epoch [45][540/1853] lr: 2.163e-02, eta: 7:05:23, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9484, loss_cls: 0.5619, loss: 0.5619, grad_norm: 1.8090 2021-05-07 04:53:48,061 - mmaction - INFO - Epoch [45][560/1853] lr: 2.161e-02, eta: 7:05:09, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9313, loss_cls: 0.6375, loss: 0.6375, grad_norm: 2.0208 2021-05-07 04:54:01,336 - mmaction - INFO - Epoch [45][580/1853] lr: 2.159e-02, eta: 7:04:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9422, loss_cls: 0.6438, loss: 0.6438, grad_norm: 1.9237 2021-05-07 04:54:14,687 - mmaction - INFO - Epoch [45][600/1853] lr: 2.157e-02, eta: 7:04:40, time: 0.668, data_time: 0.002, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9422, loss_cls: 0.5647, loss: 0.5647, grad_norm: 1.7380 2021-05-07 04:54:27,950 - mmaction - INFO - Epoch [45][620/1853] lr: 2.154e-02, eta: 7:04:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8078, top5_acc: 0.9203, loss_cls: 0.6639, loss: 0.6639, grad_norm: 1.7480 2021-05-07 04:54:41,235 - mmaction - INFO - Epoch [45][640/1853] lr: 2.152e-02, eta: 7:04:12, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9367, loss_cls: 0.6368, loss: 0.6368, grad_norm: 1.9383 2021-05-07 04:54:54,568 - mmaction - INFO - Epoch [45][660/1853] lr: 2.150e-02, eta: 7:03:58, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9500, loss_cls: 0.5780, loss: 0.5780, grad_norm: 1.9342 2021-05-07 04:55:07,826 - mmaction - INFO - Epoch [45][680/1853] lr: 2.148e-02, eta: 7:03:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9422, loss_cls: 0.6169, loss: 0.6169, grad_norm: 1.8561 2021-05-07 04:55:21,115 - mmaction - INFO - Epoch [45][700/1853] lr: 2.146e-02, eta: 7:03:29, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9344, loss_cls: 0.6444, loss: 0.6444, grad_norm: 2.0382 2021-05-07 04:55:34,457 - mmaction - INFO - Epoch [45][720/1853] lr: 2.143e-02, eta: 7:03:15, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.7937, top5_acc: 0.9141, loss_cls: 0.6992, loss: 0.6992, grad_norm: 1.9746 2021-05-07 04:55:47,716 - mmaction - INFO - Epoch [45][740/1853] lr: 2.141e-02, eta: 7:03:01, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9375, loss_cls: 0.6449, loss: 0.6449, grad_norm: 1.8898 2021-05-07 04:56:01,016 - mmaction - INFO - Epoch [45][760/1853] lr: 2.139e-02, eta: 7:02:46, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9336, loss_cls: 0.6790, loss: 0.6790, grad_norm: 1.9882 2021-05-07 04:56:14,363 - mmaction - INFO - Epoch [45][780/1853] lr: 2.137e-02, eta: 7:02:32, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8070, top5_acc: 0.9281, loss_cls: 0.6587, loss: 0.6587, grad_norm: 1.8635 2021-05-07 04:56:27,632 - mmaction - INFO - Epoch [45][800/1853] lr: 2.135e-02, eta: 7:02:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9383, loss_cls: 0.6486, loss: 0.6486, grad_norm: 1.9128 2021-05-07 04:56:40,956 - mmaction - INFO - Epoch [45][820/1853] lr: 2.133e-02, eta: 7:02:03, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9313, loss_cls: 0.6170, loss: 0.6170, grad_norm: 1.7718 2021-05-07 04:56:54,277 - mmaction - INFO - Epoch [45][840/1853] lr: 2.130e-02, eta: 7:01:49, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9375, loss_cls: 0.6158, loss: 0.6158, grad_norm: 1.7392 2021-05-07 04:57:07,585 - mmaction - INFO - Epoch [45][860/1853] lr: 2.128e-02, eta: 7:01:35, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9313, loss_cls: 0.6567, loss: 0.6567, grad_norm: 1.8878 2021-05-07 04:57:20,907 - mmaction - INFO - Epoch [45][880/1853] lr: 2.126e-02, eta: 7:01:21, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9336, loss_cls: 0.6434, loss: 0.6434, grad_norm: 1.8177 2021-05-07 04:57:34,198 - mmaction - INFO - Epoch [45][900/1853] lr: 2.124e-02, eta: 7:01:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9313, loss_cls: 0.6111, loss: 0.6111, grad_norm: 1.7937 2021-05-07 04:57:47,464 - mmaction - INFO - Epoch [45][920/1853] lr: 2.122e-02, eta: 7:00:52, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9258, loss_cls: 0.6844, loss: 0.6844, grad_norm: 1.9701 2021-05-07 04:58:00,787 - mmaction - INFO - Epoch [45][940/1853] lr: 2.120e-02, eta: 7:00:38, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9273, loss_cls: 0.6515, loss: 0.6515, grad_norm: 1.9128 2021-05-07 04:58:14,109 - mmaction - INFO - Epoch [45][960/1853] lr: 2.117e-02, eta: 7:00:24, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9391, loss_cls: 0.6374, loss: 0.6374, grad_norm: 1.8970 2021-05-07 04:58:27,412 - mmaction - INFO - Epoch [45][980/1853] lr: 2.115e-02, eta: 7:00:09, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9414, loss_cls: 0.5976, loss: 0.5976, grad_norm: 1.8831 2021-05-07 04:58:40,709 - mmaction - INFO - Epoch [45][1000/1853] lr: 2.113e-02, eta: 6:59:55, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8242, top5_acc: 0.9406, loss_cls: 0.6080, loss: 0.6080, grad_norm: 1.8914 2021-05-07 04:58:54,043 - mmaction - INFO - Epoch [45][1020/1853] lr: 2.111e-02, eta: 6:59:41, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9437, loss_cls: 0.6046, loss: 0.6046, grad_norm: 1.9443 2021-05-07 04:59:07,290 - mmaction - INFO - Epoch [45][1040/1853] lr: 2.109e-02, eta: 6:59:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9281, loss_cls: 0.6704, loss: 0.6704, grad_norm: 2.0680 2021-05-07 04:59:20,583 - mmaction - INFO - Epoch [45][1060/1853] lr: 2.107e-02, eta: 6:59:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9273, loss_cls: 0.6589, loss: 0.6589, grad_norm: 1.8674 2021-05-07 04:59:33,885 - mmaction - INFO - Epoch [45][1080/1853] lr: 2.104e-02, eta: 6:58:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9258, loss_cls: 0.6903, loss: 0.6903, grad_norm: 1.8569 2021-05-07 04:59:47,186 - mmaction - INFO - Epoch [45][1100/1853] lr: 2.102e-02, eta: 6:58:44, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9336, loss_cls: 0.6530, loss: 0.6530, grad_norm: 1.8711 2021-05-07 05:00:00,464 - mmaction - INFO - Epoch [45][1120/1853] lr: 2.100e-02, eta: 6:58:29, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7875, top5_acc: 0.9094, loss_cls: 0.7272, loss: 0.7272, grad_norm: 1.9901 2021-05-07 05:00:13,765 - mmaction - INFO - Epoch [45][1140/1853] lr: 2.098e-02, eta: 6:58:15, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9523, loss_cls: 0.5735, loss: 0.5735, grad_norm: 1.8491 2021-05-07 05:00:27,060 - mmaction - INFO - Epoch [45][1160/1853] lr: 2.096e-02, eta: 6:58:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9242, loss_cls: 0.6433, loss: 0.6433, grad_norm: 2.0099 2021-05-07 05:00:40,352 - mmaction - INFO - Epoch [45][1180/1853] lr: 2.094e-02, eta: 6:57:47, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9383, loss_cls: 0.6416, loss: 0.6416, grad_norm: 1.9791 2021-05-07 05:00:53,720 - mmaction - INFO - Epoch [45][1200/1853] lr: 2.092e-02, eta: 6:57:32, time: 0.668, data_time: 0.003, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9367, loss_cls: 0.6139, loss: 0.6139, grad_norm: 1.8692 2021-05-07 05:01:07,039 - mmaction - INFO - Epoch [45][1220/1853] lr: 2.089e-02, eta: 6:57:18, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9305, loss_cls: 0.6222, loss: 0.6222, grad_norm: 1.8788 2021-05-07 05:01:20,374 - mmaction - INFO - Epoch [45][1240/1853] lr: 2.087e-02, eta: 6:57:04, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9297, loss_cls: 0.5993, loss: 0.5993, grad_norm: 1.8352 2021-05-07 05:01:33,649 - mmaction - INFO - Epoch [45][1260/1853] lr: 2.085e-02, eta: 6:56:50, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9430, loss_cls: 0.5664, loss: 0.5664, grad_norm: 1.7698 2021-05-07 05:01:46,999 - mmaction - INFO - Epoch [45][1280/1853] lr: 2.083e-02, eta: 6:56:35, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9328, loss_cls: 0.6479, loss: 0.6479, grad_norm: 1.9155 2021-05-07 05:02:00,301 - mmaction - INFO - Epoch [45][1300/1853] lr: 2.081e-02, eta: 6:56:21, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9539, loss_cls: 0.5230, loss: 0.5230, grad_norm: 1.7514 2021-05-07 05:02:13,652 - mmaction - INFO - Epoch [45][1320/1853] lr: 2.079e-02, eta: 6:56:07, time: 0.668, data_time: 0.004, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9344, loss_cls: 0.6409, loss: 0.6409, grad_norm: 2.0069 2021-05-07 05:02:26,937 - mmaction - INFO - Epoch [45][1340/1853] lr: 2.076e-02, eta: 6:55:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9328, loss_cls: 0.6604, loss: 0.6604, grad_norm: 1.8566 2021-05-07 05:02:40,291 - mmaction - INFO - Epoch [45][1360/1853] lr: 2.074e-02, eta: 6:55:38, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9187, loss_cls: 0.6337, loss: 0.6337, grad_norm: 1.7157 2021-05-07 05:02:53,701 - mmaction - INFO - Epoch [45][1380/1853] lr: 2.072e-02, eta: 6:55:24, time: 0.671, data_time: 0.005, memory: 5809, top1_acc: 0.8133, top5_acc: 0.9359, loss_cls: 0.6160, loss: 0.6160, grad_norm: 1.9049 2021-05-07 05:03:07,004 - mmaction - INFO - Epoch [45][1400/1853] lr: 2.070e-02, eta: 6:55:10, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9156, loss_cls: 0.6821, loss: 0.6821, grad_norm: 1.9810 2021-05-07 05:03:20,363 - mmaction - INFO - Epoch [45][1420/1853] lr: 2.068e-02, eta: 6:54:56, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9305, loss_cls: 0.6437, loss: 0.6437, grad_norm: 1.9407 2021-05-07 05:03:33,692 - mmaction - INFO - Epoch [45][1440/1853] lr: 2.066e-02, eta: 6:54:41, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9313, loss_cls: 0.6311, loss: 0.6311, grad_norm: 1.8500 2021-05-07 05:03:46,984 - mmaction - INFO - Epoch [45][1460/1853] lr: 2.064e-02, eta: 6:54:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9375, loss_cls: 0.5813, loss: 0.5813, grad_norm: 1.9378 2021-05-07 05:04:00,319 - mmaction - INFO - Epoch [45][1480/1853] lr: 2.061e-02, eta: 6:54:13, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9430, loss_cls: 0.5855, loss: 0.5855, grad_norm: 1.8783 2021-05-07 05:04:13,671 - mmaction - INFO - Epoch [45][1500/1853] lr: 2.059e-02, eta: 6:53:59, time: 0.668, data_time: 0.004, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9422, loss_cls: 0.5929, loss: 0.5929, grad_norm: 1.8864 2021-05-07 05:04:26,945 - mmaction - INFO - Epoch [45][1520/1853] lr: 2.057e-02, eta: 6:53:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9336, loss_cls: 0.6301, loss: 0.6301, grad_norm: 1.9897 2021-05-07 05:04:40,283 - mmaction - INFO - Epoch [45][1540/1853] lr: 2.055e-02, eta: 6:53:30, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9414, loss_cls: 0.5968, loss: 0.5968, grad_norm: 1.8461 2021-05-07 05:04:53,672 - mmaction - INFO - Epoch [45][1560/1853] lr: 2.053e-02, eta: 6:53:16, time: 0.669, data_time: 0.006, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9359, loss_cls: 0.6151, loss: 0.6151, grad_norm: 1.8238 2021-05-07 05:05:06,901 - mmaction - INFO - Epoch [45][1580/1853] lr: 2.051e-02, eta: 6:53:02, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8016, top5_acc: 0.9313, loss_cls: 0.6866, loss: 0.6866, grad_norm: 1.9503 2021-05-07 05:05:20,202 - mmaction - INFO - Epoch [45][1600/1853] lr: 2.049e-02, eta: 6:52:47, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9430, loss_cls: 0.6203, loss: 0.6203, grad_norm: 1.8902 2021-05-07 05:05:33,523 - mmaction - INFO - Epoch [45][1620/1853] lr: 2.046e-02, eta: 6:52:33, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9297, loss_cls: 0.6198, loss: 0.6198, grad_norm: 2.0105 2021-05-07 05:05:46,853 - mmaction - INFO - Epoch [45][1640/1853] lr: 2.044e-02, eta: 6:52:19, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9289, loss_cls: 0.6497, loss: 0.6497, grad_norm: 1.9306 2021-05-07 05:06:00,181 - mmaction - INFO - Epoch [45][1660/1853] lr: 2.042e-02, eta: 6:52:05, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9266, loss_cls: 0.6681, loss: 0.6681, grad_norm: 1.9460 2021-05-07 05:06:13,518 - mmaction - INFO - Epoch [45][1680/1853] lr: 2.040e-02, eta: 6:51:50, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9336, loss_cls: 0.6495, loss: 0.6495, grad_norm: 1.9526 2021-05-07 05:06:26,824 - mmaction - INFO - Epoch [45][1700/1853] lr: 2.038e-02, eta: 6:51:36, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9320, loss_cls: 0.6249, loss: 0.6249, grad_norm: 1.9038 2021-05-07 05:06:40,134 - mmaction - INFO - Epoch [45][1720/1853] lr: 2.036e-02, eta: 6:51:22, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9406, loss_cls: 0.6196, loss: 0.6196, grad_norm: 1.8454 2021-05-07 05:06:53,463 - mmaction - INFO - Epoch [45][1740/1853] lr: 2.034e-02, eta: 6:51:08, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9336, loss_cls: 0.6137, loss: 0.6137, grad_norm: 1.8318 2021-05-07 05:07:06,787 - mmaction - INFO - Epoch [45][1760/1853] lr: 2.032e-02, eta: 6:50:53, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9461, loss_cls: 0.5981, loss: 0.5981, grad_norm: 2.0212 2021-05-07 05:07:20,085 - mmaction - INFO - Epoch [45][1780/1853] lr: 2.029e-02, eta: 6:50:39, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8078, top5_acc: 0.9383, loss_cls: 0.6383, loss: 0.6383, grad_norm: 1.9344 2021-05-07 05:07:33,417 - mmaction - INFO - Epoch [45][1800/1853] lr: 2.027e-02, eta: 6:50:25, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9219, loss_cls: 0.6474, loss: 0.6474, grad_norm: 1.9596 2021-05-07 05:07:46,718 - mmaction - INFO - Epoch [45][1820/1853] lr: 2.025e-02, eta: 6:50:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8125, top5_acc: 0.9281, loss_cls: 0.6397, loss: 0.6397, grad_norm: 1.9562 2021-05-07 05:08:00,030 - mmaction - INFO - Epoch [45][1840/1853] lr: 2.023e-02, eta: 6:49:56, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9242, loss_cls: 0.6305, loss: 0.6305, grad_norm: 1.8634 2021-05-07 05:08:09,731 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-05-07 05:09:44,666 - mmaction - INFO - Epoch [46][20/1853] lr: 2.019e-02, eta: 6:50:04, time: 4.725, data_time: 4.065, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9320, loss_cls: 0.6392, loss: 0.6392, grad_norm: 1.9250 2021-05-07 05:09:57,804 - mmaction - INFO - Epoch [46][40/1853] lr: 2.017e-02, eta: 6:49:49, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9367, loss_cls: 0.5703, loss: 0.5703, grad_norm: 1.9372 2021-05-07 05:10:10,961 - mmaction - INFO - Epoch [46][60/1853] lr: 2.015e-02, eta: 6:49:35, time: 0.658, data_time: 0.002, memory: 5809, top1_acc: 0.8242, top5_acc: 0.9375, loss_cls: 0.6132, loss: 0.6132, grad_norm: 1.9853 2021-05-07 05:10:24,295 - mmaction - INFO - Epoch [46][80/1853] lr: 2.013e-02, eta: 6:49:21, time: 0.666, data_time: 0.006, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9273, loss_cls: 0.6665, loss: 0.6665, grad_norm: 1.8957 2021-05-07 05:10:37,507 - mmaction - INFO - Epoch [46][100/1853] lr: 2.011e-02, eta: 6:49:06, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9273, loss_cls: 0.6823, loss: 0.6823, grad_norm: 2.0808 2021-05-07 05:10:50,725 - mmaction - INFO - Epoch [46][120/1853] lr: 2.009e-02, eta: 6:48:52, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8125, top5_acc: 0.9305, loss_cls: 0.6252, loss: 0.6252, grad_norm: 1.7721 2021-05-07 05:11:04,064 - mmaction - INFO - Epoch [46][140/1853] lr: 2.007e-02, eta: 6:48:38, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9328, loss_cls: 0.6356, loss: 0.6356, grad_norm: 1.9277 2021-05-07 05:11:17,346 - mmaction - INFO - Epoch [46][160/1853] lr: 2.005e-02, eta: 6:48:23, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8125, top5_acc: 0.9359, loss_cls: 0.6372, loss: 0.6372, grad_norm: 2.0199 2021-05-07 05:11:30,622 - mmaction - INFO - Epoch [46][180/1853] lr: 2.002e-02, eta: 6:48:09, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8250, top5_acc: 0.9328, loss_cls: 0.6220, loss: 0.6220, grad_norm: 2.0209 2021-05-07 05:11:43,923 - mmaction - INFO - Epoch [46][200/1853] lr: 2.000e-02, eta: 6:47:55, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9313, loss_cls: 0.6407, loss: 0.6407, grad_norm: 1.7912 2021-05-07 05:11:57,240 - mmaction - INFO - Epoch [46][220/1853] lr: 1.998e-02, eta: 6:47:41, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9422, loss_cls: 0.6736, loss: 0.6736, grad_norm: 1.9860 2021-05-07 05:12:10,514 - mmaction - INFO - Epoch [46][240/1853] lr: 1.996e-02, eta: 6:47:26, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9273, loss_cls: 0.6331, loss: 0.6331, grad_norm: 1.8667 2021-05-07 05:12:23,768 - mmaction - INFO - Epoch [46][260/1853] lr: 1.994e-02, eta: 6:47:12, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9437, loss_cls: 0.6163, loss: 0.6163, grad_norm: 2.1181 2021-05-07 05:12:37,111 - mmaction - INFO - Epoch [46][280/1853] lr: 1.992e-02, eta: 6:46:58, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9320, loss_cls: 0.6691, loss: 0.6691, grad_norm: 2.0788 2021-05-07 05:12:50,401 - mmaction - INFO - Epoch [46][300/1853] lr: 1.990e-02, eta: 6:46:44, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8289, top5_acc: 0.9359, loss_cls: 0.6005, loss: 0.6005, grad_norm: 1.8179 2021-05-07 05:13:03,673 - mmaction - INFO - Epoch [46][320/1853] lr: 1.988e-02, eta: 6:46:29, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9383, loss_cls: 0.6031, loss: 0.6031, grad_norm: 1.9151 2021-05-07 05:13:17,006 - mmaction - INFO - Epoch [46][340/1853] lr: 1.986e-02, eta: 6:46:15, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8070, top5_acc: 0.9227, loss_cls: 0.6520, loss: 0.6520, grad_norm: 1.9143 2021-05-07 05:13:30,298 - mmaction - INFO - Epoch [46][360/1853] lr: 1.983e-02, eta: 6:46:01, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9336, loss_cls: 0.6118, loss: 0.6118, grad_norm: 1.9266 2021-05-07 05:13:43,635 - mmaction - INFO - Epoch [46][380/1853] lr: 1.981e-02, eta: 6:45:47, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8070, top5_acc: 0.9359, loss_cls: 0.6714, loss: 0.6714, grad_norm: 2.0356 2021-05-07 05:13:56,940 - mmaction - INFO - Epoch [46][400/1853] lr: 1.979e-02, eta: 6:45:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9367, loss_cls: 0.6094, loss: 0.6094, grad_norm: 1.8234 2021-05-07 05:14:10,245 - mmaction - INFO - Epoch [46][420/1853] lr: 1.977e-02, eta: 6:45:18, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8211, top5_acc: 0.9422, loss_cls: 0.6153, loss: 0.6153, grad_norm: 1.8856 2021-05-07 05:14:23,553 - mmaction - INFO - Epoch [46][440/1853] lr: 1.975e-02, eta: 6:45:04, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9328, loss_cls: 0.6316, loss: 0.6316, grad_norm: 1.8701 2021-05-07 05:14:36,847 - mmaction - INFO - Epoch [46][460/1853] lr: 1.973e-02, eta: 6:44:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9313, loss_cls: 0.6150, loss: 0.6150, grad_norm: 1.8254 2021-05-07 05:14:50,170 - mmaction - INFO - Epoch [46][480/1853] lr: 1.971e-02, eta: 6:44:35, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9320, loss_cls: 0.6318, loss: 0.6318, grad_norm: 2.0371 2021-05-07 05:15:03,468 - mmaction - INFO - Epoch [46][500/1853] lr: 1.969e-02, eta: 6:44:21, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9398, loss_cls: 0.6009, loss: 0.6009, grad_norm: 1.9492 2021-05-07 05:15:16,794 - mmaction - INFO - Epoch [46][520/1853] lr: 1.967e-02, eta: 6:44:07, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7969, top5_acc: 0.9289, loss_cls: 0.6727, loss: 0.6727, grad_norm: 2.0142 2021-05-07 05:15:30,084 - mmaction - INFO - Epoch [46][540/1853] lr: 1.964e-02, eta: 6:43:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9383, loss_cls: 0.5941, loss: 0.5941, grad_norm: 1.8678 2021-05-07 05:15:43,409 - mmaction - INFO - Epoch [46][560/1853] lr: 1.962e-02, eta: 6:43:38, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9328, loss_cls: 0.6257, loss: 0.6257, grad_norm: 2.0060 2021-05-07 05:15:56,710 - mmaction - INFO - Epoch [46][580/1853] lr: 1.960e-02, eta: 6:43:24, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9320, loss_cls: 0.6468, loss: 0.6468, grad_norm: 2.0117 2021-05-07 05:16:10,030 - mmaction - INFO - Epoch [46][600/1853] lr: 1.958e-02, eta: 6:43:10, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8125, top5_acc: 0.9398, loss_cls: 0.6497, loss: 0.6497, grad_norm: 2.0605 2021-05-07 05:16:23,328 - mmaction - INFO - Epoch [46][620/1853] lr: 1.956e-02, eta: 6:42:55, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9359, loss_cls: 0.6248, loss: 0.6248, grad_norm: 1.9301 2021-05-07 05:16:36,628 - mmaction - INFO - Epoch [46][640/1853] lr: 1.954e-02, eta: 6:42:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8078, top5_acc: 0.9383, loss_cls: 0.6098, loss: 0.6098, grad_norm: 1.8795 2021-05-07 05:16:49,968 - mmaction - INFO - Epoch [46][660/1853] lr: 1.952e-02, eta: 6:42:27, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9383, loss_cls: 0.6114, loss: 0.6114, grad_norm: 1.9676 2021-05-07 05:17:03,239 - mmaction - INFO - Epoch [46][680/1853] lr: 1.950e-02, eta: 6:42:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9383, loss_cls: 0.5796, loss: 0.5796, grad_norm: 1.8075 2021-05-07 05:17:16,556 - mmaction - INFO - Epoch [46][700/1853] lr: 1.948e-02, eta: 6:41:58, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9313, loss_cls: 0.6515, loss: 0.6515, grad_norm: 1.9336 2021-05-07 05:17:29,863 - mmaction - INFO - Epoch [46][720/1853] lr: 1.946e-02, eta: 6:41:44, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9391, loss_cls: 0.6051, loss: 0.6051, grad_norm: 1.9470 2021-05-07 05:17:43,180 - mmaction - INFO - Epoch [46][740/1853] lr: 1.943e-02, eta: 6:41:30, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8125, top5_acc: 0.9367, loss_cls: 0.6300, loss: 0.6300, grad_norm: 1.9791 2021-05-07 05:17:56,435 - mmaction - INFO - Epoch [46][760/1853] lr: 1.941e-02, eta: 6:41:16, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9453, loss_cls: 0.5744, loss: 0.5744, grad_norm: 1.9281 2021-05-07 05:18:09,736 - mmaction - INFO - Epoch [46][780/1853] lr: 1.939e-02, eta: 6:41:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9328, loss_cls: 0.6456, loss: 0.6456, grad_norm: 2.0146 2021-05-07 05:18:23,033 - mmaction - INFO - Epoch [46][800/1853] lr: 1.937e-02, eta: 6:40:47, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9383, loss_cls: 0.5796, loss: 0.5796, grad_norm: 1.8576 2021-05-07 05:18:36,300 - mmaction - INFO - Epoch [46][820/1853] lr: 1.935e-02, eta: 6:40:33, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9359, loss_cls: 0.6025, loss: 0.6025, grad_norm: 1.7846 2021-05-07 05:18:49,605 - mmaction - INFO - Epoch [46][840/1853] lr: 1.933e-02, eta: 6:40:19, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9352, loss_cls: 0.6136, loss: 0.6136, grad_norm: 1.8289 2021-05-07 05:19:02,882 - mmaction - INFO - Epoch [46][860/1853] lr: 1.931e-02, eta: 6:40:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9336, loss_cls: 0.5627, loss: 0.5627, grad_norm: 1.7394 2021-05-07 05:19:16,169 - mmaction - INFO - Epoch [46][880/1853] lr: 1.929e-02, eta: 6:39:50, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9383, loss_cls: 0.5947, loss: 0.5947, grad_norm: 1.9566 2021-05-07 05:19:29,470 - mmaction - INFO - Epoch [46][900/1853] lr: 1.927e-02, eta: 6:39:36, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8133, top5_acc: 0.9328, loss_cls: 0.6104, loss: 0.6104, grad_norm: 1.9666 2021-05-07 05:19:42,755 - mmaction - INFO - Epoch [46][920/1853] lr: 1.925e-02, eta: 6:39:22, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9414, loss_cls: 0.5863, loss: 0.5863, grad_norm: 1.8816 2021-05-07 05:19:56,049 - mmaction - INFO - Epoch [46][940/1853] lr: 1.923e-02, eta: 6:39:07, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8242, top5_acc: 0.9383, loss_cls: 0.5803, loss: 0.5803, grad_norm: 1.9362 2021-05-07 05:20:09,379 - mmaction - INFO - Epoch [46][960/1853] lr: 1.920e-02, eta: 6:38:53, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8016, top5_acc: 0.9234, loss_cls: 0.6889, loss: 0.6889, grad_norm: 2.2354 2021-05-07 05:20:22,647 - mmaction - INFO - Epoch [46][980/1853] lr: 1.918e-02, eta: 6:38:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9383, loss_cls: 0.6000, loss: 0.6000, grad_norm: 1.8482 2021-05-07 05:20:35,940 - mmaction - INFO - Epoch [46][1000/1853] lr: 1.916e-02, eta: 6:38:25, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9453, loss_cls: 0.5840, loss: 0.5840, grad_norm: 1.8863 2021-05-07 05:20:49,248 - mmaction - INFO - Epoch [46][1020/1853] lr: 1.914e-02, eta: 6:38:10, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9227, loss_cls: 0.6294, loss: 0.6294, grad_norm: 1.8664 2021-05-07 05:21:02,520 - mmaction - INFO - Epoch [46][1040/1853] lr: 1.912e-02, eta: 6:37:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8250, top5_acc: 0.9406, loss_cls: 0.6082, loss: 0.6082, grad_norm: 2.0297 2021-05-07 05:21:15,841 - mmaction - INFO - Epoch [46][1060/1853] lr: 1.910e-02, eta: 6:37:42, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9328, loss_cls: 0.6092, loss: 0.6092, grad_norm: 1.9498 2021-05-07 05:21:29,092 - mmaction - INFO - Epoch [46][1080/1853] lr: 1.908e-02, eta: 6:37:28, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8125, top5_acc: 0.9414, loss_cls: 0.6122, loss: 0.6122, grad_norm: 2.0036 2021-05-07 05:21:42,389 - mmaction - INFO - Epoch [46][1100/1853] lr: 1.906e-02, eta: 6:37:13, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8289, top5_acc: 0.9430, loss_cls: 0.5735, loss: 0.5735, grad_norm: 1.8474 2021-05-07 05:21:55,688 - mmaction - INFO - Epoch [46][1120/1853] lr: 1.904e-02, eta: 6:36:59, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9352, loss_cls: 0.5934, loss: 0.5934, grad_norm: 1.9199 2021-05-07 05:22:08,990 - mmaction - INFO - Epoch [46][1140/1853] lr: 1.902e-02, eta: 6:36:45, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8125, top5_acc: 0.9383, loss_cls: 0.6488, loss: 0.6488, grad_norm: 2.0831 2021-05-07 05:22:22,273 - mmaction - INFO - Epoch [46][1160/1853] lr: 1.900e-02, eta: 6:36:31, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9336, loss_cls: 0.6045, loss: 0.6045, grad_norm: 1.7514 2021-05-07 05:22:35,576 - mmaction - INFO - Epoch [46][1180/1853] lr: 1.898e-02, eta: 6:36:16, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9273, loss_cls: 0.6552, loss: 0.6552, grad_norm: 1.9700 2021-05-07 05:22:48,900 - mmaction - INFO - Epoch [46][1200/1853] lr: 1.895e-02, eta: 6:36:02, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9383, loss_cls: 0.6104, loss: 0.6104, grad_norm: 1.8189 2021-05-07 05:23:02,190 - mmaction - INFO - Epoch [46][1220/1853] lr: 1.893e-02, eta: 6:35:48, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9289, loss_cls: 0.5876, loss: 0.5876, grad_norm: 1.8613 2021-05-07 05:23:15,489 - mmaction - INFO - Epoch [46][1240/1853] lr: 1.891e-02, eta: 6:35:34, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9445, loss_cls: 0.5943, loss: 0.5943, grad_norm: 1.8880 2021-05-07 05:23:28,807 - mmaction - INFO - Epoch [46][1260/1853] lr: 1.889e-02, eta: 6:35:19, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9391, loss_cls: 0.6053, loss: 0.6053, grad_norm: 2.0224 2021-05-07 05:23:42,112 - mmaction - INFO - Epoch [46][1280/1853] lr: 1.887e-02, eta: 6:35:05, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8070, top5_acc: 0.9305, loss_cls: 0.6314, loss: 0.6314, grad_norm: 2.0070 2021-05-07 05:23:55,446 - mmaction - INFO - Epoch [46][1300/1853] lr: 1.885e-02, eta: 6:34:51, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9359, loss_cls: 0.5795, loss: 0.5795, grad_norm: 1.8253 2021-05-07 05:24:08,737 - mmaction - INFO - Epoch [46][1320/1853] lr: 1.883e-02, eta: 6:34:37, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9367, loss_cls: 0.5835, loss: 0.5835, grad_norm: 1.8309 2021-05-07 05:24:22,047 - mmaction - INFO - Epoch [46][1340/1853] lr: 1.881e-02, eta: 6:34:22, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9258, loss_cls: 0.6723, loss: 0.6723, grad_norm: 1.9622 2021-05-07 05:24:35,343 - mmaction - INFO - Epoch [46][1360/1853] lr: 1.879e-02, eta: 6:34:08, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9336, loss_cls: 0.6468, loss: 0.6468, grad_norm: 1.8607 2021-05-07 05:24:48,612 - mmaction - INFO - Epoch [46][1380/1853] lr: 1.877e-02, eta: 6:33:54, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.6678, loss: 0.6678, grad_norm: 2.1306 2021-05-07 05:25:01,959 - mmaction - INFO - Epoch [46][1400/1853] lr: 1.875e-02, eta: 6:33:40, time: 0.668, data_time: 0.002, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9375, loss_cls: 0.6095, loss: 0.6095, grad_norm: 1.7798 2021-05-07 05:25:15,276 - mmaction - INFO - Epoch [46][1420/1853] lr: 1.873e-02, eta: 6:33:25, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9352, loss_cls: 0.6123, loss: 0.6123, grad_norm: 1.9009 2021-05-07 05:25:28,681 - mmaction - INFO - Epoch [46][1440/1853] lr: 1.871e-02, eta: 6:33:11, time: 0.671, data_time: 0.007, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9414, loss_cls: 0.5763, loss: 0.5763, grad_norm: 1.9191 2021-05-07 05:25:42,034 - mmaction - INFO - Epoch [46][1460/1853] lr: 1.869e-02, eta: 6:32:57, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9367, loss_cls: 0.6142, loss: 0.6142, grad_norm: 1.9549 2021-05-07 05:25:55,335 - mmaction - INFO - Epoch [46][1480/1853] lr: 1.866e-02, eta: 6:32:43, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9383, loss_cls: 0.5857, loss: 0.5857, grad_norm: 1.8513 2021-05-07 05:26:08,605 - mmaction - INFO - Epoch [46][1500/1853] lr: 1.864e-02, eta: 6:32:28, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9406, loss_cls: 0.5824, loss: 0.5824, grad_norm: 1.9259 2021-05-07 05:26:21,957 - mmaction - INFO - Epoch [46][1520/1853] lr: 1.862e-02, eta: 6:32:14, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8242, top5_acc: 0.9445, loss_cls: 0.5905, loss: 0.5905, grad_norm: 2.0151 2021-05-07 05:26:35,316 - mmaction - INFO - Epoch [46][1540/1853] lr: 1.860e-02, eta: 6:32:00, time: 0.668, data_time: 0.002, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9414, loss_cls: 0.5973, loss: 0.5973, grad_norm: 2.0321 2021-05-07 05:26:48,623 - mmaction - INFO - Epoch [46][1560/1853] lr: 1.858e-02, eta: 6:31:46, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9273, loss_cls: 0.6336, loss: 0.6336, grad_norm: 1.9277 2021-05-07 05:27:01,969 - mmaction - INFO - Epoch [46][1580/1853] lr: 1.856e-02, eta: 6:31:32, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8125, top5_acc: 0.9359, loss_cls: 0.6150, loss: 0.6150, grad_norm: 1.9191 2021-05-07 05:27:15,279 - mmaction - INFO - Epoch [46][1600/1853] lr: 1.854e-02, eta: 6:31:17, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8070, top5_acc: 0.9234, loss_cls: 0.6682, loss: 0.6682, grad_norm: 2.0626 2021-05-07 05:27:28,603 - mmaction - INFO - Epoch [46][1620/1853] lr: 1.852e-02, eta: 6:31:03, time: 0.666, data_time: 0.004, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9344, loss_cls: 0.6214, loss: 0.6214, grad_norm: 1.9323 2021-05-07 05:27:41,981 - mmaction - INFO - Epoch [46][1640/1853] lr: 1.850e-02, eta: 6:30:49, time: 0.669, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9422, loss_cls: 0.6024, loss: 0.6024, grad_norm: 1.9537 2021-05-07 05:27:55,290 - mmaction - INFO - Epoch [46][1660/1853] lr: 1.848e-02, eta: 6:30:35, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9336, loss_cls: 0.6135, loss: 0.6135, grad_norm: 1.9444 2021-05-07 05:28:08,590 - mmaction - INFO - Epoch [46][1680/1853] lr: 1.846e-02, eta: 6:30:20, time: 0.665, data_time: 0.003, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9367, loss_cls: 0.6339, loss: 0.6339, grad_norm: 2.0923 2021-05-07 05:28:21,917 - mmaction - INFO - Epoch [46][1700/1853] lr: 1.844e-02, eta: 6:30:06, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9305, loss_cls: 0.6582, loss: 0.6582, grad_norm: 2.1042 2021-05-07 05:28:35,235 - mmaction - INFO - Epoch [46][1720/1853] lr: 1.842e-02, eta: 6:29:52, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9305, loss_cls: 0.6514, loss: 0.6514, grad_norm: 1.8785 2021-05-07 05:28:48,615 - mmaction - INFO - Epoch [46][1740/1853] lr: 1.840e-02, eta: 6:29:38, time: 0.669, data_time: 0.006, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9398, loss_cls: 0.6367, loss: 0.6367, grad_norm: 2.0476 2021-05-07 05:29:01,938 - mmaction - INFO - Epoch [46][1760/1853] lr: 1.838e-02, eta: 6:29:24, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9297, loss_cls: 0.6381, loss: 0.6381, grad_norm: 1.9347 2021-05-07 05:29:15,306 - mmaction - INFO - Epoch [46][1780/1853] lr: 1.836e-02, eta: 6:29:09, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8250, top5_acc: 0.9313, loss_cls: 0.6118, loss: 0.6118, grad_norm: 1.9289 2021-05-07 05:29:28,667 - mmaction - INFO - Epoch [46][1800/1853] lr: 1.834e-02, eta: 6:28:55, time: 0.668, data_time: 0.003, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9367, loss_cls: 0.5973, loss: 0.5973, grad_norm: 1.8042 2021-05-07 05:29:41,975 - mmaction - INFO - Epoch [46][1820/1853] lr: 1.832e-02, eta: 6:28:41, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9273, loss_cls: 0.6358, loss: 0.6358, grad_norm: 2.1174 2021-05-07 05:29:55,313 - mmaction - INFO - Epoch [46][1840/1853] lr: 1.829e-02, eta: 6:28:27, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9297, loss_cls: 0.6416, loss: 0.6416, grad_norm: 1.9145 2021-05-07 05:30:05,045 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-05-07 05:32:51,606 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-07 05:32:51,647 - mmaction - INFO - top1_acc 0.9537 top5_acc 0.9970 2021-05-07 05:32:51,647 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-07 05:32:51,660 - mmaction - INFO - mean_acc 0.9499 2021-05-07 05:32:52,060 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. 2021-05-07 05:32:52,060 - mmaction - INFO - Best top1_acc is 0.9537 at 46 epoch. 2021-05-07 05:32:52,063 - mmaction - INFO - Epoch(val) [46][1853] top1_acc: 0.9537, top5_acc: 0.9970, mean_class_accuracy: 0.9499 2021-05-07 05:34:51,511 - mmaction - INFO - Epoch [47][20/1853] lr: 1.826e-02, eta: 6:28:41, time: 5.971, data_time: 5.310, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9531, loss_cls: 0.5409, loss: 0.5409, grad_norm: 1.8097 2021-05-07 05:35:04,658 - mmaction - INFO - Epoch [47][40/1853] lr: 1.824e-02, eta: 6:28:27, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.8063, top5_acc: 0.9336, loss_cls: 0.6379, loss: 0.6379, grad_norm: 2.0588 2021-05-07 05:35:17,783 - mmaction - INFO - Epoch [47][60/1853] lr: 1.822e-02, eta: 6:28:13, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.8289, top5_acc: 0.9430, loss_cls: 0.6003, loss: 0.6003, grad_norm: 1.9597 2021-05-07 05:35:30,981 - mmaction - INFO - Epoch [47][80/1853] lr: 1.820e-02, eta: 6:27:58, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.6542, loss: 0.6542, grad_norm: 2.1493 2021-05-07 05:35:44,184 - mmaction - INFO - Epoch [47][100/1853] lr: 1.818e-02, eta: 6:27:44, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9336, loss_cls: 0.6603, loss: 0.6603, grad_norm: 2.1745 2021-05-07 05:35:57,368 - mmaction - INFO - Epoch [47][120/1853] lr: 1.816e-02, eta: 6:27:30, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9383, loss_cls: 0.6304, loss: 0.6304, grad_norm: 1.9375 2021-05-07 05:36:10,615 - mmaction - INFO - Epoch [47][140/1853] lr: 1.814e-02, eta: 6:27:15, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9305, loss_cls: 0.6191, loss: 0.6191, grad_norm: 1.9276 2021-05-07 05:36:23,852 - mmaction - INFO - Epoch [47][160/1853] lr: 1.812e-02, eta: 6:27:01, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9422, loss_cls: 0.5886, loss: 0.5886, grad_norm: 1.9731 2021-05-07 05:36:37,106 - mmaction - INFO - Epoch [47][180/1853] lr: 1.810e-02, eta: 6:26:47, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9500, loss_cls: 0.5236, loss: 0.5236, grad_norm: 1.7974 2021-05-07 05:36:50,375 - mmaction - INFO - Epoch [47][200/1853] lr: 1.808e-02, eta: 6:26:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9352, loss_cls: 0.5806, loss: 0.5806, grad_norm: 1.9587 2021-05-07 05:37:03,709 - mmaction - INFO - Epoch [47][220/1853] lr: 1.806e-02, eta: 6:26:18, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9477, loss_cls: 0.5408, loss: 0.5408, grad_norm: 1.8064 2021-05-07 05:37:17,037 - mmaction - INFO - Epoch [47][240/1853] lr: 1.804e-02, eta: 6:26:04, time: 0.667, data_time: 0.004, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9445, loss_cls: 0.5723, loss: 0.5723, grad_norm: 1.9553 2021-05-07 05:37:30,380 - mmaction - INFO - Epoch [47][260/1853] lr: 1.802e-02, eta: 6:25:50, time: 0.667, data_time: 0.005, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9266, loss_cls: 0.6257, loss: 0.6257, grad_norm: 1.9863 2021-05-07 05:37:43,713 - mmaction - INFO - Epoch [47][280/1853] lr: 1.800e-02, eta: 6:25:36, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9398, loss_cls: 0.6158, loss: 0.6158, grad_norm: 2.0633 2021-05-07 05:37:57,047 - mmaction - INFO - Epoch [47][300/1853] lr: 1.798e-02, eta: 6:25:21, time: 0.667, data_time: 0.005, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9453, loss_cls: 0.6131, loss: 0.6131, grad_norm: 1.9898 2021-05-07 05:38:10,375 - mmaction - INFO - Epoch [47][320/1853] lr: 1.795e-02, eta: 6:25:07, time: 0.666, data_time: 0.005, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9305, loss_cls: 0.6462, loss: 0.6462, grad_norm: 2.0861 2021-05-07 05:38:23,699 - mmaction - INFO - Epoch [47][340/1853] lr: 1.793e-02, eta: 6:24:53, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.7969, top5_acc: 0.9227, loss_cls: 0.7000, loss: 0.7000, grad_norm: 2.1573 2021-05-07 05:38:37,023 - mmaction - INFO - Epoch [47][360/1853] lr: 1.791e-02, eta: 6:24:39, time: 0.666, data_time: 0.004, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9430, loss_cls: 0.5893, loss: 0.5893, grad_norm: 1.9056 2021-05-07 05:38:50,393 - mmaction - INFO - Epoch [47][380/1853] lr: 1.789e-02, eta: 6:24:24, time: 0.669, data_time: 0.004, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9437, loss_cls: 0.5713, loss: 0.5713, grad_norm: 1.9579 2021-05-07 05:39:03,706 - mmaction - INFO - Epoch [47][400/1853] lr: 1.787e-02, eta: 6:24:10, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9406, loss_cls: 0.6132, loss: 0.6132, grad_norm: 2.1402 2021-05-07 05:39:17,083 - mmaction - INFO - Epoch [47][420/1853] lr: 1.785e-02, eta: 6:23:56, time: 0.669, data_time: 0.004, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9344, loss_cls: 0.6315, loss: 0.6315, grad_norm: 2.0018 2021-05-07 05:39:30,412 - mmaction - INFO - Epoch [47][440/1853] lr: 1.783e-02, eta: 6:23:42, time: 0.666, data_time: 0.005, memory: 5809, top1_acc: 0.8305, top5_acc: 0.9289, loss_cls: 0.5921, loss: 0.5921, grad_norm: 1.8041 2021-05-07 05:39:43,712 - mmaction - INFO - Epoch [47][460/1853] lr: 1.781e-02, eta: 6:23:27, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9391, loss_cls: 0.6120, loss: 0.6120, grad_norm: 1.8037 2021-05-07 05:39:57,119 - mmaction - INFO - Epoch [47][480/1853] lr: 1.779e-02, eta: 6:23:13, time: 0.670, data_time: 0.004, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9344, loss_cls: 0.6464, loss: 0.6464, grad_norm: 1.9216 2021-05-07 05:40:10,460 - mmaction - INFO - Epoch [47][500/1853] lr: 1.777e-02, eta: 6:22:59, time: 0.667, data_time: 0.005, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9391, loss_cls: 0.6004, loss: 0.6004, grad_norm: 1.9001 2021-05-07 05:40:23,776 - mmaction - INFO - Epoch [47][520/1853] lr: 1.775e-02, eta: 6:22:45, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9289, loss_cls: 0.6057, loss: 0.6057, grad_norm: 1.9763 2021-05-07 05:40:37,187 - mmaction - INFO - Epoch [47][540/1853] lr: 1.773e-02, eta: 6:22:31, time: 0.671, data_time: 0.006, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9352, loss_cls: 0.6230, loss: 0.6230, grad_norm: 2.0247 2021-05-07 05:40:50,542 - mmaction - INFO - Epoch [47][560/1853] lr: 1.771e-02, eta: 6:22:16, time: 0.668, data_time: 0.005, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9422, loss_cls: 0.5567, loss: 0.5567, grad_norm: 1.8665 2021-05-07 05:41:03,880 - mmaction - INFO - Epoch [47][580/1853] lr: 1.769e-02, eta: 6:22:02, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9305, loss_cls: 0.6057, loss: 0.6057, grad_norm: 1.9963 2021-05-07 05:41:17,202 - mmaction - INFO - Epoch [47][600/1853] lr: 1.767e-02, eta: 6:21:48, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9359, loss_cls: 0.5937, loss: 0.5937, grad_norm: 1.8622 2021-05-07 05:41:30,474 - mmaction - INFO - Epoch [47][620/1853] lr: 1.765e-02, eta: 6:21:34, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9391, loss_cls: 0.5942, loss: 0.5942, grad_norm: 1.8599 2021-05-07 05:41:43,780 - mmaction - INFO - Epoch [47][640/1853] lr: 1.763e-02, eta: 6:21:19, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8305, top5_acc: 0.9445, loss_cls: 0.5889, loss: 0.5889, grad_norm: 1.8461 2021-05-07 05:41:57,056 - mmaction - INFO - Epoch [47][660/1853] lr: 1.761e-02, eta: 6:21:05, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9289, loss_cls: 0.5797, loss: 0.5797, grad_norm: 1.8418 2021-05-07 05:42:10,361 - mmaction - INFO - Epoch [47][680/1853] lr: 1.759e-02, eta: 6:20:51, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9359, loss_cls: 0.6276, loss: 0.6276, grad_norm: 2.0131 2021-05-07 05:42:23,663 - mmaction - INFO - Epoch [47][700/1853] lr: 1.757e-02, eta: 6:20:37, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9297, loss_cls: 0.6235, loss: 0.6235, grad_norm: 1.9719 2021-05-07 05:42:36,988 - mmaction - INFO - Epoch [47][720/1853] lr: 1.755e-02, eta: 6:20:22, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9258, loss_cls: 0.6112, loss: 0.6112, grad_norm: 2.0182 2021-05-07 05:42:50,278 - mmaction - INFO - Epoch [47][740/1853] lr: 1.753e-02, eta: 6:20:08, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9336, loss_cls: 0.6113, loss: 0.6113, grad_norm: 1.7903 2021-05-07 05:43:03,632 - mmaction - INFO - Epoch [47][760/1853] lr: 1.751e-02, eta: 6:19:54, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9414, loss_cls: 0.6075, loss: 0.6075, grad_norm: 1.8926 2021-05-07 05:43:16,910 - mmaction - INFO - Epoch [47][780/1853] lr: 1.749e-02, eta: 6:19:40, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8211, top5_acc: 0.9359, loss_cls: 0.6109, loss: 0.6109, grad_norm: 1.9723 2021-05-07 05:43:30,219 - mmaction - INFO - Epoch [47][800/1853] lr: 1.747e-02, eta: 6:19:25, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8063, top5_acc: 0.9273, loss_cls: 0.6149, loss: 0.6149, grad_norm: 1.8942 2021-05-07 05:43:43,519 - mmaction - INFO - Epoch [47][820/1853] lr: 1.745e-02, eta: 6:19:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9352, loss_cls: 0.6638, loss: 0.6638, grad_norm: 2.0761 2021-05-07 05:43:56,824 - mmaction - INFO - Epoch [47][840/1853] lr: 1.743e-02, eta: 6:18:57, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8242, top5_acc: 0.9422, loss_cls: 0.5932, loss: 0.5932, grad_norm: 1.9986 2021-05-07 05:44:10,089 - mmaction - INFO - Epoch [47][860/1853] lr: 1.741e-02, eta: 6:18:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9305, loss_cls: 0.6620, loss: 0.6620, grad_norm: 2.0152 2021-05-07 05:44:23,414 - mmaction - INFO - Epoch [47][880/1853] lr: 1.739e-02, eta: 6:18:28, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8133, top5_acc: 0.9437, loss_cls: 0.6230, loss: 0.6230, grad_norm: 2.1235 2021-05-07 05:44:36,695 - mmaction - INFO - Epoch [47][900/1853] lr: 1.737e-02, eta: 6:18:14, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9297, loss_cls: 0.6099, loss: 0.6099, grad_norm: 1.9750 2021-05-07 05:44:50,021 - mmaction - INFO - Epoch [47][920/1853] lr: 1.735e-02, eta: 6:18:00, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9336, loss_cls: 0.6185, loss: 0.6185, grad_norm: 1.9758 2021-05-07 05:45:03,352 - mmaction - INFO - Epoch [47][940/1853] lr: 1.733e-02, eta: 6:17:46, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9359, loss_cls: 0.5906, loss: 0.5906, grad_norm: 1.9266 2021-05-07 05:45:16,680 - mmaction - INFO - Epoch [47][960/1853] lr: 1.731e-02, eta: 6:17:31, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9406, loss_cls: 0.5881, loss: 0.5881, grad_norm: 1.8687 2021-05-07 05:45:29,980 - mmaction - INFO - Epoch [47][980/1853] lr: 1.729e-02, eta: 6:17:17, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9367, loss_cls: 0.6276, loss: 0.6276, grad_norm: 2.0318 2021-05-07 05:45:43,352 - mmaction - INFO - Epoch [47][1000/1853] lr: 1.727e-02, eta: 6:17:03, time: 0.669, data_time: 0.001, memory: 5809, top1_acc: 0.8008, top5_acc: 0.9367, loss_cls: 0.6629, loss: 0.6629, grad_norm: 2.1142 2021-05-07 05:45:56,653 - mmaction - INFO - Epoch [47][1020/1853] lr: 1.725e-02, eta: 6:16:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9422, loss_cls: 0.6163, loss: 0.6163, grad_norm: 2.0069 2021-05-07 05:46:09,933 - mmaction - INFO - Epoch [47][1040/1853] lr: 1.723e-02, eta: 6:16:34, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9313, loss_cls: 0.6597, loss: 0.6597, grad_norm: 1.9554 2021-05-07 05:46:23,268 - mmaction - INFO - Epoch [47][1060/1853] lr: 1.721e-02, eta: 6:16:20, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9352, loss_cls: 0.6008, loss: 0.6008, grad_norm: 1.9429 2021-05-07 05:46:36,578 - mmaction - INFO - Epoch [47][1080/1853] lr: 1.719e-02, eta: 6:16:06, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9383, loss_cls: 0.6045, loss: 0.6045, grad_norm: 1.9321 2021-05-07 05:46:49,846 - mmaction - INFO - Epoch [47][1100/1853] lr: 1.717e-02, eta: 6:15:52, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8070, top5_acc: 0.9281, loss_cls: 0.6760, loss: 0.6760, grad_norm: 2.0980 2021-05-07 05:47:03,149 - mmaction - INFO - Epoch [47][1120/1853] lr: 1.715e-02, eta: 6:15:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8242, top5_acc: 0.9328, loss_cls: 0.5969, loss: 0.5969, grad_norm: 1.9248 2021-05-07 05:47:16,477 - mmaction - INFO - Epoch [47][1140/1853] lr: 1.713e-02, eta: 6:15:23, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9383, loss_cls: 0.5660, loss: 0.5660, grad_norm: 1.8397 2021-05-07 05:47:29,732 - mmaction - INFO - Epoch [47][1160/1853] lr: 1.711e-02, eta: 6:15:09, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9344, loss_cls: 0.6178, loss: 0.6178, grad_norm: 1.9444 2021-05-07 05:47:43,030 - mmaction - INFO - Epoch [47][1180/1853] lr: 1.709e-02, eta: 6:14:55, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9219, loss_cls: 0.6706, loss: 0.6706, grad_norm: 1.9502 2021-05-07 05:47:56,361 - mmaction - INFO - Epoch [47][1200/1853] lr: 1.707e-02, eta: 6:14:41, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9375, loss_cls: 0.6052, loss: 0.6052, grad_norm: 1.9378 2021-05-07 05:48:09,649 - mmaction - INFO - Epoch [47][1220/1853] lr: 1.705e-02, eta: 6:14:26, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9242, loss_cls: 0.6575, loss: 0.6575, grad_norm: 2.0407 2021-05-07 05:48:22,950 - mmaction - INFO - Epoch [47][1240/1853] lr: 1.703e-02, eta: 6:14:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9305, loss_cls: 0.6017, loss: 0.6017, grad_norm: 2.1105 2021-05-07 05:48:36,259 - mmaction - INFO - Epoch [47][1260/1853] lr: 1.701e-02, eta: 6:13:58, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9375, loss_cls: 0.6108, loss: 0.6108, grad_norm: 2.0589 2021-05-07 05:48:49,523 - mmaction - INFO - Epoch [47][1280/1853] lr: 1.699e-02, eta: 6:13:44, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9430, loss_cls: 0.6127, loss: 0.6127, grad_norm: 1.9410 2021-05-07 05:49:02,831 - mmaction - INFO - Epoch [47][1300/1853] lr: 1.697e-02, eta: 6:13:29, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9414, loss_cls: 0.5790, loss: 0.5790, grad_norm: 1.8656 2021-05-07 05:49:16,136 - mmaction - INFO - Epoch [47][1320/1853] lr: 1.695e-02, eta: 6:13:15, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9359, loss_cls: 0.6028, loss: 0.6028, grad_norm: 1.9547 2021-05-07 05:49:29,426 - mmaction - INFO - Epoch [47][1340/1853] lr: 1.693e-02, eta: 6:13:01, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8055, top5_acc: 0.9359, loss_cls: 0.6383, loss: 0.6383, grad_norm: 1.9935 2021-05-07 05:49:42,704 - mmaction - INFO - Epoch [47][1360/1853] lr: 1.691e-02, eta: 6:12:47, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9234, loss_cls: 0.6348, loss: 0.6348, grad_norm: 1.8541 2021-05-07 05:49:56,038 - mmaction - INFO - Epoch [47][1380/1853] lr: 1.689e-02, eta: 6:12:32, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9375, loss_cls: 0.5610, loss: 0.5610, grad_norm: 1.9827 2021-05-07 05:50:09,278 - mmaction - INFO - Epoch [47][1400/1853] lr: 1.687e-02, eta: 6:12:18, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9266, loss_cls: 0.6323, loss: 0.6323, grad_norm: 2.0445 2021-05-07 05:50:22,537 - mmaction - INFO - Epoch [47][1420/1853] lr: 1.685e-02, eta: 6:12:04, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9422, loss_cls: 0.5728, loss: 0.5728, grad_norm: 1.8106 2021-05-07 05:50:35,836 - mmaction - INFO - Epoch [47][1440/1853] lr: 1.683e-02, eta: 6:11:50, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9484, loss_cls: 0.5491, loss: 0.5491, grad_norm: 1.8760 2021-05-07 05:50:49,081 - mmaction - INFO - Epoch [47][1460/1853] lr: 1.681e-02, eta: 6:11:35, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9453, loss_cls: 0.5746, loss: 0.5746, grad_norm: 2.0160 2021-05-07 05:51:02,357 - mmaction - INFO - Epoch [47][1480/1853] lr: 1.679e-02, eta: 6:11:21, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9328, loss_cls: 0.5946, loss: 0.5946, grad_norm: 1.9438 2021-05-07 05:51:15,648 - mmaction - INFO - Epoch [47][1500/1853] lr: 1.677e-02, eta: 6:11:07, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9430, loss_cls: 0.6030, loss: 0.6030, grad_norm: 1.9209 2021-05-07 05:51:28,899 - mmaction - INFO - Epoch [47][1520/1853] lr: 1.675e-02, eta: 6:10:53, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9336, loss_cls: 0.6274, loss: 0.6274, grad_norm: 2.1114 2021-05-07 05:51:42,167 - mmaction - INFO - Epoch [47][1540/1853] lr: 1.673e-02, eta: 6:10:38, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9359, loss_cls: 0.5949, loss: 0.5949, grad_norm: 1.7956 2021-05-07 05:51:55,464 - mmaction - INFO - Epoch [47][1560/1853] lr: 1.671e-02, eta: 6:10:24, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9227, loss_cls: 0.6377, loss: 0.6377, grad_norm: 1.8786 2021-05-07 05:52:08,726 - mmaction - INFO - Epoch [47][1580/1853] lr: 1.669e-02, eta: 6:10:10, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9406, loss_cls: 0.5939, loss: 0.5939, grad_norm: 2.0016 2021-05-07 05:52:22,002 - mmaction - INFO - Epoch [47][1600/1853] lr: 1.667e-02, eta: 6:09:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9430, loss_cls: 0.5668, loss: 0.5668, grad_norm: 1.9078 2021-05-07 05:52:35,302 - mmaction - INFO - Epoch [47][1620/1853] lr: 1.665e-02, eta: 6:09:42, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9297, loss_cls: 0.6349, loss: 0.6349, grad_norm: 2.0404 2021-05-07 05:52:48,670 - mmaction - INFO - Epoch [47][1640/1853] lr: 1.663e-02, eta: 6:09:27, time: 0.669, data_time: 0.006, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9422, loss_cls: 0.5713, loss: 0.5713, grad_norm: 1.9619 2021-05-07 05:53:02,023 - mmaction - INFO - Epoch [47][1660/1853] lr: 1.661e-02, eta: 6:09:13, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9383, loss_cls: 0.5990, loss: 0.5990, grad_norm: 1.9761 2021-05-07 05:53:15,281 - mmaction - INFO - Epoch [47][1680/1853] lr: 1.659e-02, eta: 6:08:59, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9266, loss_cls: 0.6401, loss: 0.6401, grad_norm: 2.0763 2021-05-07 05:53:28,550 - mmaction - INFO - Epoch [47][1700/1853] lr: 1.657e-02, eta: 6:08:45, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9305, loss_cls: 0.6141, loss: 0.6141, grad_norm: 1.9146 2021-05-07 05:53:41,867 - mmaction - INFO - Epoch [47][1720/1853] lr: 1.655e-02, eta: 6:08:30, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9305, loss_cls: 0.6677, loss: 0.6677, grad_norm: 2.1346 2021-05-07 05:53:55,155 - mmaction - INFO - Epoch [47][1740/1853] lr: 1.653e-02, eta: 6:08:16, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9328, loss_cls: 0.6312, loss: 0.6312, grad_norm: 1.9809 2021-05-07 05:54:08,476 - mmaction - INFO - Epoch [47][1760/1853] lr: 1.651e-02, eta: 6:08:02, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9250, loss_cls: 0.6617, loss: 0.6617, grad_norm: 2.0142 2021-05-07 05:54:21,772 - mmaction - INFO - Epoch [47][1780/1853] lr: 1.649e-02, eta: 6:07:48, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9453, loss_cls: 0.5549, loss: 0.5549, grad_norm: 1.8331 2021-05-07 05:54:35,030 - mmaction - INFO - Epoch [47][1800/1853] lr: 1.648e-02, eta: 6:07:34, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8125, top5_acc: 0.9359, loss_cls: 0.6136, loss: 0.6136, grad_norm: 2.1072 2021-05-07 05:54:48,346 - mmaction - INFO - Epoch [47][1820/1853] lr: 1.646e-02, eta: 6:07:19, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9336, loss_cls: 0.6229, loss: 0.6229, grad_norm: 1.9594 2021-05-07 05:55:01,670 - mmaction - INFO - Epoch [47][1840/1853] lr: 1.644e-02, eta: 6:07:05, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9352, loss_cls: 0.6123, loss: 0.6123, grad_norm: 1.9833 2021-05-07 05:55:11,573 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-05-07 05:56:44,594 - mmaction - INFO - Epoch [48][20/1853] lr: 1.640e-02, eta: 6:07:07, time: 4.630, data_time: 3.970, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9406, loss_cls: 0.5875, loss: 0.5875, grad_norm: 1.8824 2021-05-07 05:56:57,734 - mmaction - INFO - Epoch [48][40/1853] lr: 1.638e-02, eta: 6:06:53, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.8211, top5_acc: 0.9211, loss_cls: 0.6084, loss: 0.6084, grad_norm: 1.9218 2021-05-07 05:57:10,875 - mmaction - INFO - Epoch [48][60/1853] lr: 1.636e-02, eta: 6:06:39, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9469, loss_cls: 0.6144, loss: 0.6144, grad_norm: 1.9759 2021-05-07 05:57:24,117 - mmaction - INFO - Epoch [48][80/1853] lr: 1.634e-02, eta: 6:06:24, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9477, loss_cls: 0.5410, loss: 0.5410, grad_norm: 1.9334 2021-05-07 05:57:37,333 - mmaction - INFO - Epoch [48][100/1853] lr: 1.633e-02, eta: 6:06:10, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9398, loss_cls: 0.6173, loss: 0.6173, grad_norm: 2.0739 2021-05-07 05:57:50,556 - mmaction - INFO - Epoch [48][120/1853] lr: 1.631e-02, eta: 6:05:56, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9469, loss_cls: 0.5598, loss: 0.5598, grad_norm: 1.9883 2021-05-07 05:58:03,823 - mmaction - INFO - Epoch [48][140/1853] lr: 1.629e-02, eta: 6:05:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9406, loss_cls: 0.5554, loss: 0.5554, grad_norm: 1.9589 2021-05-07 05:58:17,079 - mmaction - INFO - Epoch [48][160/1853] lr: 1.627e-02, eta: 6:05:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9344, loss_cls: 0.5800, loss: 0.5800, grad_norm: 2.1016 2021-05-07 05:58:30,319 - mmaction - INFO - Epoch [48][180/1853] lr: 1.625e-02, eta: 6:05:13, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9328, loss_cls: 0.6186, loss: 0.6186, grad_norm: 2.0787 2021-05-07 05:58:43,639 - mmaction - INFO - Epoch [48][200/1853] lr: 1.623e-02, eta: 6:04:59, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9336, loss_cls: 0.6522, loss: 0.6522, grad_norm: 2.1240 2021-05-07 05:58:56,917 - mmaction - INFO - Epoch [48][220/1853] lr: 1.621e-02, eta: 6:04:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9406, loss_cls: 0.6146, loss: 0.6146, grad_norm: 1.9916 2021-05-07 05:59:10,168 - mmaction - INFO - Epoch [48][240/1853] lr: 1.619e-02, eta: 6:04:30, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9422, loss_cls: 0.5732, loss: 0.5732, grad_norm: 2.0094 2021-05-07 05:59:23,471 - mmaction - INFO - Epoch [48][260/1853] lr: 1.617e-02, eta: 6:04:16, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9352, loss_cls: 0.6076, loss: 0.6076, grad_norm: 2.0007 2021-05-07 05:59:36,773 - mmaction - INFO - Epoch [48][280/1853] lr: 1.615e-02, eta: 6:04:02, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9367, loss_cls: 0.5592, loss: 0.5592, grad_norm: 1.9416 2021-05-07 05:59:50,087 - mmaction - INFO - Epoch [48][300/1853] lr: 1.613e-02, eta: 6:03:48, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9313, loss_cls: 0.6294, loss: 0.6294, grad_norm: 1.9215 2021-05-07 06:00:03,404 - mmaction - INFO - Epoch [48][320/1853] lr: 1.611e-02, eta: 6:03:33, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8250, top5_acc: 0.9367, loss_cls: 0.5987, loss: 0.5987, grad_norm: 2.0040 2021-05-07 06:00:17,412 - mmaction - INFO - Epoch [48][340/1853] lr: 1.609e-02, eta: 6:03:19, time: 0.700, data_time: 0.002, memory: 5809, top1_acc: 0.8250, top5_acc: 0.9328, loss_cls: 0.5757, loss: 0.5757, grad_norm: 1.9206 2021-05-07 06:00:30,700 - mmaction - INFO - Epoch [48][360/1853] lr: 1.607e-02, eta: 6:03:05, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7984, top5_acc: 0.9328, loss_cls: 0.6835, loss: 0.6835, grad_norm: 2.2607 2021-05-07 06:00:43,982 - mmaction - INFO - Epoch [48][380/1853] lr: 1.605e-02, eta: 6:02:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9445, loss_cls: 0.5241, loss: 0.5241, grad_norm: 1.9631 2021-05-07 06:00:57,273 - mmaction - INFO - Epoch [48][400/1853] lr: 1.603e-02, eta: 6:02:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9289, loss_cls: 0.6305, loss: 0.6305, grad_norm: 2.0765 2021-05-07 06:01:10,604 - mmaction - INFO - Epoch [48][420/1853] lr: 1.601e-02, eta: 6:02:22, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9313, loss_cls: 0.6149, loss: 0.6149, grad_norm: 1.8980 2021-05-07 06:01:23,882 - mmaction - INFO - Epoch [48][440/1853] lr: 1.599e-02, eta: 6:02:08, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9445, loss_cls: 0.5619, loss: 0.5619, grad_norm: 1.9411 2021-05-07 06:01:37,167 - mmaction - INFO - Epoch [48][460/1853] lr: 1.597e-02, eta: 6:01:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9281, loss_cls: 0.6499, loss: 0.6499, grad_norm: 2.0208 2021-05-07 06:01:50,476 - mmaction - INFO - Epoch [48][480/1853] lr: 1.595e-02, eta: 6:01:40, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9383, loss_cls: 0.5656, loss: 0.5656, grad_norm: 1.9996 2021-05-07 06:02:03,789 - mmaction - INFO - Epoch [48][500/1853] lr: 1.594e-02, eta: 6:01:25, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9320, loss_cls: 0.6243, loss: 0.6243, grad_norm: 2.0951 2021-05-07 06:02:17,071 - mmaction - INFO - Epoch [48][520/1853] lr: 1.592e-02, eta: 6:01:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9445, loss_cls: 0.5877, loss: 0.5877, grad_norm: 2.0401 2021-05-07 06:02:30,384 - mmaction - INFO - Epoch [48][540/1853] lr: 1.590e-02, eta: 6:00:57, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9492, loss_cls: 0.5132, loss: 0.5132, grad_norm: 1.8322 2021-05-07 06:02:43,673 - mmaction - INFO - Epoch [48][560/1853] lr: 1.588e-02, eta: 6:00:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9273, loss_cls: 0.6286, loss: 0.6286, grad_norm: 2.0379 2021-05-07 06:02:56,975 - mmaction - INFO - Epoch [48][580/1853] lr: 1.586e-02, eta: 6:00:28, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9219, loss_cls: 0.6153, loss: 0.6153, grad_norm: 1.8821 2021-05-07 06:03:10,254 - mmaction - INFO - Epoch [48][600/1853] lr: 1.584e-02, eta: 6:00:14, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9437, loss_cls: 0.5642, loss: 0.5642, grad_norm: 1.9394 2021-05-07 06:03:23,534 - mmaction - INFO - Epoch [48][620/1853] lr: 1.582e-02, eta: 6:00:00, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9383, loss_cls: 0.5796, loss: 0.5796, grad_norm: 1.9208 2021-05-07 06:03:36,845 - mmaction - INFO - Epoch [48][640/1853] lr: 1.580e-02, eta: 5:59:46, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9437, loss_cls: 0.5515, loss: 0.5515, grad_norm: 1.8926 2021-05-07 06:03:50,152 - mmaction - INFO - Epoch [48][660/1853] lr: 1.578e-02, eta: 5:59:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8242, top5_acc: 0.9359, loss_cls: 0.5991, loss: 0.5991, grad_norm: 1.9863 2021-05-07 06:04:03,442 - mmaction - INFO - Epoch [48][680/1853] lr: 1.576e-02, eta: 5:59:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9359, loss_cls: 0.6274, loss: 0.6274, grad_norm: 1.9403 2021-05-07 06:04:16,722 - mmaction - INFO - Epoch [48][700/1853] lr: 1.574e-02, eta: 5:59:03, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9352, loss_cls: 0.5938, loss: 0.5938, grad_norm: 1.9454 2021-05-07 06:04:30,013 - mmaction - INFO - Epoch [48][720/1853] lr: 1.572e-02, eta: 5:58:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9375, loss_cls: 0.5720, loss: 0.5720, grad_norm: 1.9101 2021-05-07 06:04:43,297 - mmaction - INFO - Epoch [48][740/1853] lr: 1.570e-02, eta: 5:58:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9352, loss_cls: 0.6401, loss: 0.6401, grad_norm: 2.0712 2021-05-07 06:04:56,588 - mmaction - INFO - Epoch [48][760/1853] lr: 1.568e-02, eta: 5:58:20, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8250, top5_acc: 0.9328, loss_cls: 0.5885, loss: 0.5885, grad_norm: 1.8046 2021-05-07 06:05:09,899 - mmaction - INFO - Epoch [48][780/1853] lr: 1.566e-02, eta: 5:58:06, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9281, loss_cls: 0.6109, loss: 0.6109, grad_norm: 1.9432 2021-05-07 06:05:23,190 - mmaction - INFO - Epoch [48][800/1853] lr: 1.565e-02, eta: 5:57:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8289, top5_acc: 0.9437, loss_cls: 0.5808, loss: 0.5808, grad_norm: 1.9698 2021-05-07 06:05:36,495 - mmaction - INFO - Epoch [48][820/1853] lr: 1.563e-02, eta: 5:57:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9383, loss_cls: 0.6537, loss: 0.6537, grad_norm: 2.1822 2021-05-07 06:05:49,792 - mmaction - INFO - Epoch [48][840/1853] lr: 1.561e-02, eta: 5:57:23, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9328, loss_cls: 0.6299, loss: 0.6299, grad_norm: 2.0756 2021-05-07 06:06:03,086 - mmaction - INFO - Epoch [48][860/1853] lr: 1.559e-02, eta: 5:57:09, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9391, loss_cls: 0.5792, loss: 0.5792, grad_norm: 1.9492 2021-05-07 06:06:16,366 - mmaction - INFO - Epoch [48][880/1853] lr: 1.557e-02, eta: 5:56:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9320, loss_cls: 0.6127, loss: 0.6127, grad_norm: 2.0653 2021-05-07 06:06:29,622 - mmaction - INFO - Epoch [48][900/1853] lr: 1.555e-02, eta: 5:56:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8211, top5_acc: 0.9297, loss_cls: 0.6150, loss: 0.6150, grad_norm: 2.0535 2021-05-07 06:06:42,932 - mmaction - INFO - Epoch [48][920/1853] lr: 1.553e-02, eta: 5:56:27, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9391, loss_cls: 0.5741, loss: 0.5741, grad_norm: 1.9046 2021-05-07 06:06:56,241 - mmaction - INFO - Epoch [48][940/1853] lr: 1.551e-02, eta: 5:56:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9445, loss_cls: 0.5728, loss: 0.5728, grad_norm: 2.0719 2021-05-07 06:07:09,550 - mmaction - INFO - Epoch [48][960/1853] lr: 1.549e-02, eta: 5:55:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9437, loss_cls: 0.5532, loss: 0.5532, grad_norm: 2.0665 2021-05-07 06:07:22,851 - mmaction - INFO - Epoch [48][980/1853] lr: 1.547e-02, eta: 5:55:44, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9422, loss_cls: 0.5586, loss: 0.5586, grad_norm: 1.9680 2021-05-07 06:07:36,144 - mmaction - INFO - Epoch [48][1000/1853] lr: 1.545e-02, eta: 5:55:30, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9273, loss_cls: 0.6562, loss: 0.6562, grad_norm: 2.0651 2021-05-07 06:07:49,494 - mmaction - INFO - Epoch [48][1020/1853] lr: 1.543e-02, eta: 5:55:15, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9203, loss_cls: 0.6434, loss: 0.6434, grad_norm: 2.0143 2021-05-07 06:08:02,801 - mmaction - INFO - Epoch [48][1040/1853] lr: 1.542e-02, eta: 5:55:01, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8289, top5_acc: 0.9445, loss_cls: 0.5827, loss: 0.5827, grad_norm: 1.9179 2021-05-07 06:08:16,070 - mmaction - INFO - Epoch [48][1060/1853] lr: 1.540e-02, eta: 5:54:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.7953, top5_acc: 0.9234, loss_cls: 0.6695, loss: 0.6695, grad_norm: 2.0603 2021-05-07 06:08:29,355 - mmaction - INFO - Epoch [48][1080/1853] lr: 1.538e-02, eta: 5:54:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9367, loss_cls: 0.6248, loss: 0.6248, grad_norm: 2.0415 2021-05-07 06:08:42,639 - mmaction - INFO - Epoch [48][1100/1853] lr: 1.536e-02, eta: 5:54:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8289, top5_acc: 0.9344, loss_cls: 0.5803, loss: 0.5803, grad_norm: 1.9610 2021-05-07 06:08:55,922 - mmaction - INFO - Epoch [48][1120/1853] lr: 1.534e-02, eta: 5:54:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9250, loss_cls: 0.6206, loss: 0.6206, grad_norm: 1.9221 2021-05-07 06:09:09,261 - mmaction - INFO - Epoch [48][1140/1853] lr: 1.532e-02, eta: 5:53:50, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9367, loss_cls: 0.5793, loss: 0.5793, grad_norm: 1.9389 2021-05-07 06:09:22,535 - mmaction - INFO - Epoch [48][1160/1853] lr: 1.530e-02, eta: 5:53:36, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9422, loss_cls: 0.5559, loss: 0.5559, grad_norm: 2.0596 2021-05-07 06:09:35,804 - mmaction - INFO - Epoch [48][1180/1853] lr: 1.528e-02, eta: 5:53:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8125, top5_acc: 0.9320, loss_cls: 0.6416, loss: 0.6416, grad_norm: 2.0980 2021-05-07 06:09:49,104 - mmaction - INFO - Epoch [48][1200/1853] lr: 1.526e-02, eta: 5:53:07, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.7992, top5_acc: 0.9344, loss_cls: 0.6349, loss: 0.6349, grad_norm: 2.0739 2021-05-07 06:10:02,407 - mmaction - INFO - Epoch [48][1220/1853] lr: 1.524e-02, eta: 5:52:53, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.7977, top5_acc: 0.9281, loss_cls: 0.6519, loss: 0.6519, grad_norm: 2.0292 2021-05-07 06:10:15,685 - mmaction - INFO - Epoch [48][1240/1853] lr: 1.522e-02, eta: 5:52:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9414, loss_cls: 0.5802, loss: 0.5802, grad_norm: 1.8358 2021-05-07 06:10:28,964 - mmaction - INFO - Epoch [48][1260/1853] lr: 1.521e-02, eta: 5:52:25, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9437, loss_cls: 0.5490, loss: 0.5490, grad_norm: 1.9458 2021-05-07 06:10:42,233 - mmaction - INFO - Epoch [48][1280/1853] lr: 1.519e-02, eta: 5:52:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9453, loss_cls: 0.5731, loss: 0.5731, grad_norm: 2.1554 2021-05-07 06:10:55,548 - mmaction - INFO - Epoch [48][1300/1853] lr: 1.517e-02, eta: 5:51:56, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9359, loss_cls: 0.5861, loss: 0.5861, grad_norm: 2.0820 2021-05-07 06:11:08,855 - mmaction - INFO - Epoch [48][1320/1853] lr: 1.515e-02, eta: 5:51:42, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8133, top5_acc: 0.9305, loss_cls: 0.6462, loss: 0.6462, grad_norm: 2.1134 2021-05-07 06:11:22,163 - mmaction - INFO - Epoch [48][1340/1853] lr: 1.513e-02, eta: 5:51:28, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9461, loss_cls: 0.5568, loss: 0.5568, grad_norm: 1.9428 2021-05-07 06:11:35,464 - mmaction - INFO - Epoch [48][1360/1853] lr: 1.511e-02, eta: 5:51:14, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9484, loss_cls: 0.5245, loss: 0.5245, grad_norm: 1.8804 2021-05-07 06:11:48,764 - mmaction - INFO - Epoch [48][1380/1853] lr: 1.509e-02, eta: 5:50:59, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9313, loss_cls: 0.6136, loss: 0.6136, grad_norm: 2.0126 2021-05-07 06:12:02,059 - mmaction - INFO - Epoch [48][1400/1853] lr: 1.507e-02, eta: 5:50:45, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9273, loss_cls: 0.6293, loss: 0.6293, grad_norm: 2.0892 2021-05-07 06:12:15,356 - mmaction - INFO - Epoch [48][1420/1853] lr: 1.505e-02, eta: 5:50:31, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8250, top5_acc: 0.9305, loss_cls: 0.6143, loss: 0.6143, grad_norm: 1.9742 2021-05-07 06:12:28,639 - mmaction - INFO - Epoch [48][1440/1853] lr: 1.503e-02, eta: 5:50:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9398, loss_cls: 0.6130, loss: 0.6130, grad_norm: 2.1442 2021-05-07 06:12:41,956 - mmaction - INFO - Epoch [48][1460/1853] lr: 1.502e-02, eta: 5:50:03, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8016, top5_acc: 0.9297, loss_cls: 0.6611, loss: 0.6611, grad_norm: 2.0961 2021-05-07 06:12:55,243 - mmaction - INFO - Epoch [48][1480/1853] lr: 1.500e-02, eta: 5:49:48, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8211, top5_acc: 0.9391, loss_cls: 0.6334, loss: 0.6334, grad_norm: 2.1013 2021-05-07 06:13:08,525 - mmaction - INFO - Epoch [48][1500/1853] lr: 1.498e-02, eta: 5:49:34, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.7945, top5_acc: 0.9320, loss_cls: 0.6866, loss: 0.6866, grad_norm: 2.2315 2021-05-07 06:13:21,782 - mmaction - INFO - Epoch [48][1520/1853] lr: 1.496e-02, eta: 5:49:20, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9297, loss_cls: 0.5893, loss: 0.5893, grad_norm: 2.0749 2021-05-07 06:13:35,073 - mmaction - INFO - Epoch [48][1540/1853] lr: 1.494e-02, eta: 5:49:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8133, top5_acc: 0.9344, loss_cls: 0.5840, loss: 0.5840, grad_norm: 2.1706 2021-05-07 06:13:48,333 - mmaction - INFO - Epoch [48][1560/1853] lr: 1.492e-02, eta: 5:48:51, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9359, loss_cls: 0.6130, loss: 0.6130, grad_norm: 2.1486 2021-05-07 06:14:01,607 - mmaction - INFO - Epoch [48][1580/1853] lr: 1.490e-02, eta: 5:48:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9398, loss_cls: 0.6123, loss: 0.6123, grad_norm: 2.0716 2021-05-07 06:14:14,922 - mmaction - INFO - Epoch [48][1600/1853] lr: 1.488e-02, eta: 5:48:23, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9453, loss_cls: 0.6011, loss: 0.6011, grad_norm: 2.1260 2021-05-07 06:14:28,180 - mmaction - INFO - Epoch [48][1620/1853] lr: 1.486e-02, eta: 5:48:09, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9344, loss_cls: 0.6001, loss: 0.6001, grad_norm: 2.0871 2021-05-07 06:14:41,457 - mmaction - INFO - Epoch [48][1640/1853] lr: 1.485e-02, eta: 5:47:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8000, top5_acc: 0.9297, loss_cls: 0.6617, loss: 0.6617, grad_norm: 2.0544 2021-05-07 06:14:54,774 - mmaction - INFO - Epoch [48][1660/1853] lr: 1.483e-02, eta: 5:47:40, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9328, loss_cls: 0.6185, loss: 0.6185, grad_norm: 2.0044 2021-05-07 06:15:08,033 - mmaction - INFO - Epoch [48][1680/1853] lr: 1.481e-02, eta: 5:47:26, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9437, loss_cls: 0.6124, loss: 0.6124, grad_norm: 2.0188 2021-05-07 06:15:21,297 - mmaction - INFO - Epoch [48][1700/1853] lr: 1.479e-02, eta: 5:47:12, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9445, loss_cls: 0.5763, loss: 0.5763, grad_norm: 2.0047 2021-05-07 06:15:34,618 - mmaction - INFO - Epoch [48][1720/1853] lr: 1.477e-02, eta: 5:46:58, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9320, loss_cls: 0.6188, loss: 0.6188, grad_norm: 1.9691 2021-05-07 06:15:47,877 - mmaction - INFO - Epoch [48][1740/1853] lr: 1.475e-02, eta: 5:46:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9289, loss_cls: 0.6312, loss: 0.6312, grad_norm: 2.0764 2021-05-07 06:16:01,136 - mmaction - INFO - Epoch [48][1760/1853] lr: 1.473e-02, eta: 5:46:29, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9453, loss_cls: 0.6070, loss: 0.6070, grad_norm: 2.0331 2021-05-07 06:16:14,464 - mmaction - INFO - Epoch [48][1780/1853] lr: 1.471e-02, eta: 5:46:15, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9500, loss_cls: 0.5565, loss: 0.5565, grad_norm: 1.9822 2021-05-07 06:16:27,743 - mmaction - INFO - Epoch [48][1800/1853] lr: 1.470e-02, eta: 5:46:01, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9313, loss_cls: 0.6140, loss: 0.6140, grad_norm: 2.0378 2021-05-07 06:16:41,012 - mmaction - INFO - Epoch [48][1820/1853] lr: 1.468e-02, eta: 5:45:47, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9430, loss_cls: 0.5678, loss: 0.5678, grad_norm: 1.8816 2021-05-07 06:16:54,309 - mmaction - INFO - Epoch [48][1840/1853] lr: 1.466e-02, eta: 5:45:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8211, top5_acc: 0.9391, loss_cls: 0.5865, loss: 0.5865, grad_norm: 2.1362 2021-05-07 06:17:04,319 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-05-07 06:19:03,980 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-07 06:19:04,010 - mmaction - INFO - top1_acc 0.9544 top5_acc 0.9970 2021-05-07 06:19:04,011 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-07 06:19:04,019 - mmaction - INFO - mean_acc 0.9505 2021-05-07 06:19:04,397 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. 2021-05-07 06:19:04,397 - mmaction - INFO - Best top1_acc is 0.9544 at 48 epoch. 2021-05-07 06:19:04,400 - mmaction - INFO - Epoch(val) [48][1853] top1_acc: 0.9544, top5_acc: 0.9970, mean_class_accuracy: 0.9505 2021-05-07 06:20:35,467 - mmaction - INFO - Epoch [49][20/1853] lr: 1.463e-02, eta: 5:45:32, time: 4.552, data_time: 3.894, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9305, loss_cls: 0.6250, loss: 0.6250, grad_norm: 2.0507 2021-05-07 06:20:48,563 - mmaction - INFO - Epoch [49][40/1853] lr: 1.461e-02, eta: 5:45:18, time: 0.655, data_time: 0.002, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9437, loss_cls: 0.5469, loss: 0.5469, grad_norm: 1.9306 2021-05-07 06:21:01,683 - mmaction - INFO - Epoch [49][60/1853] lr: 1.459e-02, eta: 5:45:03, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9328, loss_cls: 0.6302, loss: 0.6302, grad_norm: 2.1648 2021-05-07 06:21:14,865 - mmaction - INFO - Epoch [49][80/1853] lr: 1.457e-02, eta: 5:44:49, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9430, loss_cls: 0.5707, loss: 0.5707, grad_norm: 2.0400 2021-05-07 06:21:28,040 - mmaction - INFO - Epoch [49][100/1853] lr: 1.455e-02, eta: 5:44:35, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8250, top5_acc: 0.9328, loss_cls: 0.5807, loss: 0.5807, grad_norm: 2.0923 2021-05-07 06:21:41,243 - mmaction - INFO - Epoch [49][120/1853] lr: 1.453e-02, eta: 5:44:21, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.8094, top5_acc: 0.9328, loss_cls: 0.6281, loss: 0.6281, grad_norm: 2.0758 2021-05-07 06:21:54,488 - mmaction - INFO - Epoch [49][140/1853] lr: 1.451e-02, eta: 5:44:06, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9352, loss_cls: 0.6065, loss: 0.6065, grad_norm: 2.0329 2021-05-07 06:22:07,699 - mmaction - INFO - Epoch [49][160/1853] lr: 1.450e-02, eta: 5:43:52, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9359, loss_cls: 0.5655, loss: 0.5655, grad_norm: 1.8499 2021-05-07 06:22:20,904 - mmaction - INFO - Epoch [49][180/1853] lr: 1.448e-02, eta: 5:43:38, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9469, loss_cls: 0.5150, loss: 0.5150, grad_norm: 1.9171 2021-05-07 06:22:34,159 - mmaction - INFO - Epoch [49][200/1853] lr: 1.446e-02, eta: 5:43:24, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9484, loss_cls: 0.5603, loss: 0.5603, grad_norm: 1.9667 2021-05-07 06:22:47,434 - mmaction - INFO - Epoch [49][220/1853] lr: 1.444e-02, eta: 5:43:09, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9328, loss_cls: 0.6150, loss: 0.6150, grad_norm: 2.2240 2021-05-07 06:23:00,679 - mmaction - INFO - Epoch [49][240/1853] lr: 1.442e-02, eta: 5:42:55, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9437, loss_cls: 0.5905, loss: 0.5905, grad_norm: 1.9843 2021-05-07 06:23:13,998 - mmaction - INFO - Epoch [49][260/1853] lr: 1.440e-02, eta: 5:42:41, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9352, loss_cls: 0.5666, loss: 0.5666, grad_norm: 1.9553 2021-05-07 06:23:27,288 - mmaction - INFO - Epoch [49][280/1853] lr: 1.438e-02, eta: 5:42:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9359, loss_cls: 0.5870, loss: 0.5870, grad_norm: 2.1549 2021-05-07 06:23:40,586 - mmaction - INFO - Epoch [49][300/1853] lr: 1.437e-02, eta: 5:42:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9469, loss_cls: 0.5673, loss: 0.5673, grad_norm: 2.0423 2021-05-07 06:23:53,895 - mmaction - INFO - Epoch [49][320/1853] lr: 1.435e-02, eta: 5:41:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9297, loss_cls: 0.6557, loss: 0.6557, grad_norm: 2.1446 2021-05-07 06:24:07,160 - mmaction - INFO - Epoch [49][340/1853] lr: 1.433e-02, eta: 5:41:44, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9328, loss_cls: 0.5999, loss: 0.5999, grad_norm: 2.0155 2021-05-07 06:24:20,461 - mmaction - INFO - Epoch [49][360/1853] lr: 1.431e-02, eta: 5:41:30, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8242, top5_acc: 0.9398, loss_cls: 0.5763, loss: 0.5763, grad_norm: 2.1693 2021-05-07 06:24:33,755 - mmaction - INFO - Epoch [49][380/1853] lr: 1.429e-02, eta: 5:41:16, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9422, loss_cls: 0.5757, loss: 0.5757, grad_norm: 2.1994 2021-05-07 06:24:47,060 - mmaction - INFO - Epoch [49][400/1853] lr: 1.427e-02, eta: 5:41:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9383, loss_cls: 0.5821, loss: 0.5821, grad_norm: 2.0896 2021-05-07 06:25:00,321 - mmaction - INFO - Epoch [49][420/1853] lr: 1.425e-02, eta: 5:40:47, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8250, top5_acc: 0.9477, loss_cls: 0.5858, loss: 0.5858, grad_norm: 2.1864 2021-05-07 06:25:13,651 - mmaction - INFO - Epoch [49][440/1853] lr: 1.424e-02, eta: 5:40:33, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9461, loss_cls: 0.5319, loss: 0.5319, grad_norm: 2.0177 2021-05-07 06:25:26,920 - mmaction - INFO - Epoch [49][460/1853] lr: 1.422e-02, eta: 5:40:19, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9352, loss_cls: 0.6144, loss: 0.6144, grad_norm: 2.2340 2021-05-07 06:25:40,276 - mmaction - INFO - Epoch [49][480/1853] lr: 1.420e-02, eta: 5:40:05, time: 0.668, data_time: 0.002, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9352, loss_cls: 0.5589, loss: 0.5589, grad_norm: 2.0129 2021-05-07 06:25:53,549 - mmaction - INFO - Epoch [49][500/1853] lr: 1.418e-02, eta: 5:39:50, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9461, loss_cls: 0.5956, loss: 0.5956, grad_norm: 2.1942 2021-05-07 06:26:06,797 - mmaction - INFO - Epoch [49][520/1853] lr: 1.416e-02, eta: 5:39:36, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9398, loss_cls: 0.6152, loss: 0.6152, grad_norm: 2.1265 2021-05-07 06:26:20,171 - mmaction - INFO - Epoch [49][540/1853] lr: 1.414e-02, eta: 5:39:22, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9469, loss_cls: 0.5307, loss: 0.5307, grad_norm: 1.9983 2021-05-07 06:26:33,421 - mmaction - INFO - Epoch [49][560/1853] lr: 1.413e-02, eta: 5:39:08, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9383, loss_cls: 0.5634, loss: 0.5634, grad_norm: 1.9147 2021-05-07 06:26:46,702 - mmaction - INFO - Epoch [49][580/1853] lr: 1.411e-02, eta: 5:38:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9391, loss_cls: 0.5738, loss: 0.5738, grad_norm: 1.9381 2021-05-07 06:27:00,017 - mmaction - INFO - Epoch [49][600/1853] lr: 1.409e-02, eta: 5:38:39, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8211, top5_acc: 0.9367, loss_cls: 0.5988, loss: 0.5988, grad_norm: 2.1208 2021-05-07 06:27:13,310 - mmaction - INFO - Epoch [49][620/1853] lr: 1.407e-02, eta: 5:38:25, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9359, loss_cls: 0.5910, loss: 0.5910, grad_norm: 2.0449 2021-05-07 06:27:26,584 - mmaction - INFO - Epoch [49][640/1853] lr: 1.405e-02, eta: 5:38:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8133, top5_acc: 0.9445, loss_cls: 0.5844, loss: 0.5844, grad_norm: 2.1143 2021-05-07 06:27:39,936 - mmaction - INFO - Epoch [49][660/1853] lr: 1.403e-02, eta: 5:37:57, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9391, loss_cls: 0.6412, loss: 0.6412, grad_norm: 2.1648 2021-05-07 06:27:53,206 - mmaction - INFO - Epoch [49][680/1853] lr: 1.401e-02, eta: 5:37:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9352, loss_cls: 0.6125, loss: 0.6125, grad_norm: 2.0565 2021-05-07 06:28:06,452 - mmaction - INFO - Epoch [49][700/1853] lr: 1.400e-02, eta: 5:37:28, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9492, loss_cls: 0.5651, loss: 0.5651, grad_norm: 2.1002 2021-05-07 06:28:19,813 - mmaction - INFO - Epoch [49][720/1853] lr: 1.398e-02, eta: 5:37:14, time: 0.668, data_time: 0.002, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9266, loss_cls: 0.5968, loss: 0.5968, grad_norm: 2.0210 2021-05-07 06:28:33,092 - mmaction - INFO - Epoch [49][740/1853] lr: 1.396e-02, eta: 5:37:00, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9297, loss_cls: 0.6317, loss: 0.6317, grad_norm: 1.9624 2021-05-07 06:28:46,423 - mmaction - INFO - Epoch [49][760/1853] lr: 1.394e-02, eta: 5:36:46, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9297, loss_cls: 0.6068, loss: 0.6068, grad_norm: 2.1279 2021-05-07 06:28:59,720 - mmaction - INFO - Epoch [49][780/1853] lr: 1.392e-02, eta: 5:36:31, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9328, loss_cls: 0.5690, loss: 0.5690, grad_norm: 1.8336 2021-05-07 06:29:12,976 - mmaction - INFO - Epoch [49][800/1853] lr: 1.390e-02, eta: 5:36:17, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9336, loss_cls: 0.5924, loss: 0.5924, grad_norm: 2.0391 2021-05-07 06:29:26,284 - mmaction - INFO - Epoch [49][820/1853] lr: 1.389e-02, eta: 5:36:03, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9383, loss_cls: 0.5730, loss: 0.5730, grad_norm: 2.0283 2021-05-07 06:29:39,589 - mmaction - INFO - Epoch [49][840/1853] lr: 1.387e-02, eta: 5:35:49, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9508, loss_cls: 0.5444, loss: 0.5444, grad_norm: 1.9042 2021-05-07 06:29:52,866 - mmaction - INFO - Epoch [49][860/1853] lr: 1.385e-02, eta: 5:35:34, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9227, loss_cls: 0.6182, loss: 0.6182, grad_norm: 2.0703 2021-05-07 06:30:06,184 - mmaction - INFO - Epoch [49][880/1853] lr: 1.383e-02, eta: 5:35:20, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8086, top5_acc: 0.9359, loss_cls: 0.6280, loss: 0.6280, grad_norm: 2.1415 2021-05-07 06:30:19,461 - mmaction - INFO - Epoch [49][900/1853] lr: 1.381e-02, eta: 5:35:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8211, top5_acc: 0.9328, loss_cls: 0.5971, loss: 0.5971, grad_norm: 1.9608 2021-05-07 06:30:32,713 - mmaction - INFO - Epoch [49][920/1853] lr: 1.379e-02, eta: 5:34:52, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9398, loss_cls: 0.5517, loss: 0.5517, grad_norm: 1.8761 2021-05-07 06:30:46,002 - mmaction - INFO - Epoch [49][940/1853] lr: 1.378e-02, eta: 5:34:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9430, loss_cls: 0.5243, loss: 0.5243, grad_norm: 1.9073 2021-05-07 06:30:59,280 - mmaction - INFO - Epoch [49][960/1853] lr: 1.376e-02, eta: 5:34:23, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9422, loss_cls: 0.5762, loss: 0.5762, grad_norm: 2.0448 2021-05-07 06:31:12,551 - mmaction - INFO - Epoch [49][980/1853] lr: 1.374e-02, eta: 5:34:09, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9375, loss_cls: 0.6152, loss: 0.6152, grad_norm: 2.0303 2021-05-07 06:31:25,825 - mmaction - INFO - Epoch [49][1000/1853] lr: 1.372e-02, eta: 5:33:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9477, loss_cls: 0.5638, loss: 0.5638, grad_norm: 2.1422 2021-05-07 06:31:39,157 - mmaction - INFO - Epoch [49][1020/1853] lr: 1.370e-02, eta: 5:33:41, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9437, loss_cls: 0.5677, loss: 0.5677, grad_norm: 2.0529 2021-05-07 06:31:52,444 - mmaction - INFO - Epoch [49][1040/1853] lr: 1.369e-02, eta: 5:33:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9430, loss_cls: 0.5761, loss: 0.5761, grad_norm: 2.1186 2021-05-07 06:32:05,720 - mmaction - INFO - Epoch [49][1060/1853] lr: 1.367e-02, eta: 5:33:12, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9313, loss_cls: 0.5672, loss: 0.5672, grad_norm: 2.1480 2021-05-07 06:32:19,101 - mmaction - INFO - Epoch [49][1080/1853] lr: 1.365e-02, eta: 5:32:58, time: 0.669, data_time: 0.005, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9391, loss_cls: 0.5913, loss: 0.5913, grad_norm: 2.1488 2021-05-07 06:32:32,375 - mmaction - INFO - Epoch [49][1100/1853] lr: 1.363e-02, eta: 5:32:44, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9359, loss_cls: 0.6005, loss: 0.6005, grad_norm: 2.0345 2021-05-07 06:32:45,702 - mmaction - INFO - Epoch [49][1120/1853] lr: 1.361e-02, eta: 5:32:30, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9484, loss_cls: 0.5719, loss: 0.5719, grad_norm: 2.1952 2021-05-07 06:32:58,976 - mmaction - INFO - Epoch [49][1140/1853] lr: 1.359e-02, eta: 5:32:16, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9422, loss_cls: 0.5746, loss: 0.5746, grad_norm: 2.0992 2021-05-07 06:33:12,284 - mmaction - INFO - Epoch [49][1160/1853] lr: 1.358e-02, eta: 5:32:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9273, loss_cls: 0.6365, loss: 0.6365, grad_norm: 2.0368 2021-05-07 06:33:25,597 - mmaction - INFO - Epoch [49][1180/1853] lr: 1.356e-02, eta: 5:31:47, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9242, loss_cls: 0.6438, loss: 0.6438, grad_norm: 2.0326 2021-05-07 06:33:38,887 - mmaction - INFO - Epoch [49][1200/1853] lr: 1.354e-02, eta: 5:31:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9359, loss_cls: 0.5770, loss: 0.5770, grad_norm: 2.0140 2021-05-07 06:33:52,210 - mmaction - INFO - Epoch [49][1220/1853] lr: 1.352e-02, eta: 5:31:19, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8133, top5_acc: 0.9320, loss_cls: 0.6321, loss: 0.6321, grad_norm: 2.1034 2021-05-07 06:34:05,512 - mmaction - INFO - Epoch [49][1240/1853] lr: 1.350e-02, eta: 5:31:05, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9367, loss_cls: 0.6376, loss: 0.6376, grad_norm: 2.1250 2021-05-07 06:34:18,821 - mmaction - INFO - Epoch [49][1260/1853] lr: 1.349e-02, eta: 5:30:50, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9320, loss_cls: 0.5527, loss: 0.5527, grad_norm: 1.8083 2021-05-07 06:34:32,111 - mmaction - INFO - Epoch [49][1280/1853] lr: 1.347e-02, eta: 5:30:36, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9336, loss_cls: 0.6117, loss: 0.6117, grad_norm: 2.0944 2021-05-07 06:34:45,431 - mmaction - INFO - Epoch [49][1300/1853] lr: 1.345e-02, eta: 5:30:22, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8070, top5_acc: 0.9391, loss_cls: 0.6511, loss: 0.6511, grad_norm: 2.1345 2021-05-07 06:34:58,690 - mmaction - INFO - Epoch [49][1320/1853] lr: 1.343e-02, eta: 5:30:08, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9344, loss_cls: 0.6097, loss: 0.6097, grad_norm: 1.9588 2021-05-07 06:35:12,003 - mmaction - INFO - Epoch [49][1340/1853] lr: 1.341e-02, eta: 5:29:54, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9383, loss_cls: 0.5573, loss: 0.5573, grad_norm: 2.0003 2021-05-07 06:35:25,317 - mmaction - INFO - Epoch [49][1360/1853] lr: 1.340e-02, eta: 5:29:39, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9422, loss_cls: 0.5944, loss: 0.5944, grad_norm: 2.0827 2021-05-07 06:35:38,606 - mmaction - INFO - Epoch [49][1380/1853] lr: 1.338e-02, eta: 5:29:25, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9422, loss_cls: 0.5465, loss: 0.5465, grad_norm: 1.9670 2021-05-07 06:35:51,887 - mmaction - INFO - Epoch [49][1400/1853] lr: 1.336e-02, eta: 5:29:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9406, loss_cls: 0.5929, loss: 0.5929, grad_norm: 2.1224 2021-05-07 06:36:05,197 - mmaction - INFO - Epoch [49][1420/1853] lr: 1.334e-02, eta: 5:28:57, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9305, loss_cls: 0.6013, loss: 0.6013, grad_norm: 1.9474 2021-05-07 06:36:18,504 - mmaction - INFO - Epoch [49][1440/1853] lr: 1.332e-02, eta: 5:28:43, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9484, loss_cls: 0.5781, loss: 0.5781, grad_norm: 1.8931 2021-05-07 06:36:31,812 - mmaction - INFO - Epoch [49][1460/1853] lr: 1.330e-02, eta: 5:28:28, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8211, top5_acc: 0.9453, loss_cls: 0.6008, loss: 0.6008, grad_norm: 2.2436 2021-05-07 06:36:45,116 - mmaction - INFO - Epoch [49][1480/1853] lr: 1.329e-02, eta: 5:28:14, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9336, loss_cls: 0.5964, loss: 0.5964, grad_norm: 2.0521 2021-05-07 06:36:58,433 - mmaction - INFO - Epoch [49][1500/1853] lr: 1.327e-02, eta: 5:28:00, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8031, top5_acc: 0.9305, loss_cls: 0.6494, loss: 0.6494, grad_norm: 2.2076 2021-05-07 06:37:11,764 - mmaction - INFO - Epoch [49][1520/1853] lr: 1.325e-02, eta: 5:27:46, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9328, loss_cls: 0.6040, loss: 0.6040, grad_norm: 2.0157 2021-05-07 06:37:25,073 - mmaction - INFO - Epoch [49][1540/1853] lr: 1.323e-02, eta: 5:27:32, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9367, loss_cls: 0.6265, loss: 0.6265, grad_norm: 2.0817 2021-05-07 06:37:38,336 - mmaction - INFO - Epoch [49][1560/1853] lr: 1.322e-02, eta: 5:27:17, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8141, top5_acc: 0.9414, loss_cls: 0.5995, loss: 0.5995, grad_norm: 2.0732 2021-05-07 06:37:51,639 - mmaction - INFO - Epoch [49][1580/1853] lr: 1.320e-02, eta: 5:27:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8289, top5_acc: 0.9391, loss_cls: 0.5799, loss: 0.5799, grad_norm: 1.9623 2021-05-07 06:38:04,937 - mmaction - INFO - Epoch [49][1600/1853] lr: 1.318e-02, eta: 5:26:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8133, top5_acc: 0.9367, loss_cls: 0.6208, loss: 0.6208, grad_norm: 2.1586 2021-05-07 06:38:18,247 - mmaction - INFO - Epoch [49][1620/1853] lr: 1.316e-02, eta: 5:26:35, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9297, loss_cls: 0.6067, loss: 0.6067, grad_norm: 2.0335 2021-05-07 06:38:31,538 - mmaction - INFO - Epoch [49][1640/1853] lr: 1.314e-02, eta: 5:26:21, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9391, loss_cls: 0.5940, loss: 0.5940, grad_norm: 1.8777 2021-05-07 06:38:44,847 - mmaction - INFO - Epoch [49][1660/1853] lr: 1.313e-02, eta: 5:26:06, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8125, top5_acc: 0.9398, loss_cls: 0.6322, loss: 0.6322, grad_norm: 2.1238 2021-05-07 06:38:58,151 - mmaction - INFO - Epoch [49][1680/1853] lr: 1.311e-02, eta: 5:25:52, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9359, loss_cls: 0.5855, loss: 0.5855, grad_norm: 2.0667 2021-05-07 06:39:11,440 - mmaction - INFO - Epoch [49][1700/1853] lr: 1.309e-02, eta: 5:25:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9414, loss_cls: 0.5801, loss: 0.5801, grad_norm: 1.9561 2021-05-07 06:39:24,736 - mmaction - INFO - Epoch [49][1720/1853] lr: 1.307e-02, eta: 5:25:24, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8250, top5_acc: 0.9289, loss_cls: 0.5897, loss: 0.5897, grad_norm: 2.0069 2021-05-07 06:39:38,055 - mmaction - INFO - Epoch [49][1740/1853] lr: 1.305e-02, eta: 5:25:10, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9352, loss_cls: 0.6052, loss: 0.6052, grad_norm: 2.0004 2021-05-07 06:39:51,282 - mmaction - INFO - Epoch [49][1760/1853] lr: 1.304e-02, eta: 5:24:55, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9352, loss_cls: 0.6092, loss: 0.6092, grad_norm: 2.0614 2021-05-07 06:40:04,607 - mmaction - INFO - Epoch [49][1780/1853] lr: 1.302e-02, eta: 5:24:41, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9422, loss_cls: 0.5800, loss: 0.5800, grad_norm: 2.1076 2021-05-07 06:40:17,888 - mmaction - INFO - Epoch [49][1800/1853] lr: 1.300e-02, eta: 5:24:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9492, loss_cls: 0.5329, loss: 0.5329, grad_norm: 1.9482 2021-05-07 06:40:31,160 - mmaction - INFO - Epoch [49][1820/1853] lr: 1.298e-02, eta: 5:24:13, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9437, loss_cls: 0.6010, loss: 0.6010, grad_norm: 2.0847 2021-05-07 06:40:44,425 - mmaction - INFO - Epoch [49][1840/1853] lr: 1.296e-02, eta: 5:23:59, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9406, loss_cls: 0.6002, loss: 0.6002, grad_norm: 1.9641 2021-05-07 06:40:53,981 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-05-07 06:42:02,936 - mmaction - INFO - Epoch [50][20/1853] lr: 1.294e-02, eta: 5:23:49, time: 3.427, data_time: 2.767, memory: 5809, top1_acc: 0.8047, top5_acc: 0.9313, loss_cls: 0.6583, loss: 0.6583, grad_norm: 2.1017 2021-05-07 06:42:16,071 - mmaction - INFO - Epoch [50][40/1853] lr: 1.292e-02, eta: 5:23:35, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9359, loss_cls: 0.5860, loss: 0.5860, grad_norm: 2.0906 2021-05-07 06:42:29,269 - mmaction - INFO - Epoch [50][60/1853] lr: 1.290e-02, eta: 5:23:21, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9344, loss_cls: 0.5711, loss: 0.5711, grad_norm: 2.0564 2021-05-07 06:42:42,459 - mmaction - INFO - Epoch [50][80/1853] lr: 1.288e-02, eta: 5:23:07, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8289, top5_acc: 0.9281, loss_cls: 0.5796, loss: 0.5796, grad_norm: 2.0215 2021-05-07 06:42:55,724 - mmaction - INFO - Epoch [50][100/1853] lr: 1.286e-02, eta: 5:22:53, time: 0.663, data_time: 0.005, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9414, loss_cls: 0.5869, loss: 0.5869, grad_norm: 2.0110 2021-05-07 06:43:08,891 - mmaction - INFO - Epoch [50][120/1853] lr: 1.285e-02, eta: 5:22:38, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9313, loss_cls: 0.6472, loss: 0.6472, grad_norm: 2.1785 2021-05-07 06:43:22,096 - mmaction - INFO - Epoch [50][140/1853] lr: 1.283e-02, eta: 5:22:24, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9328, loss_cls: 0.6440, loss: 0.6440, grad_norm: 2.0949 2021-05-07 06:43:35,292 - mmaction - INFO - Epoch [50][160/1853] lr: 1.281e-02, eta: 5:22:10, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9352, loss_cls: 0.5474, loss: 0.5474, grad_norm: 2.0278 2021-05-07 06:43:48,502 - mmaction - INFO - Epoch [50][180/1853] lr: 1.279e-02, eta: 5:21:56, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9313, loss_cls: 0.6110, loss: 0.6110, grad_norm: 1.9457 2021-05-07 06:44:01,784 - mmaction - INFO - Epoch [50][200/1853] lr: 1.278e-02, eta: 5:21:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9344, loss_cls: 0.6046, loss: 0.6046, grad_norm: 2.1613 2021-05-07 06:44:15,041 - mmaction - INFO - Epoch [50][220/1853] lr: 1.276e-02, eta: 5:21:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9320, loss_cls: 0.5938, loss: 0.5938, grad_norm: 2.1087 2021-05-07 06:44:28,298 - mmaction - INFO - Epoch [50][240/1853] lr: 1.274e-02, eta: 5:21:13, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9430, loss_cls: 0.5495, loss: 0.5495, grad_norm: 1.9642 2021-05-07 06:44:41,571 - mmaction - INFO - Epoch [50][260/1853] lr: 1.272e-02, eta: 5:20:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9344, loss_cls: 0.5558, loss: 0.5558, grad_norm: 1.8328 2021-05-07 06:44:54,844 - mmaction - INFO - Epoch [50][280/1853] lr: 1.271e-02, eta: 5:20:45, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9430, loss_cls: 0.5478, loss: 0.5478, grad_norm: 1.9484 2021-05-07 06:45:08,133 - mmaction - INFO - Epoch [50][300/1853] lr: 1.269e-02, eta: 5:20:30, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9375, loss_cls: 0.5840, loss: 0.5840, grad_norm: 2.0864 2021-05-07 06:45:21,393 - mmaction - INFO - Epoch [50][320/1853] lr: 1.267e-02, eta: 5:20:16, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9484, loss_cls: 0.5527, loss: 0.5527, grad_norm: 1.9545 2021-05-07 06:45:34,680 - mmaction - INFO - Epoch [50][340/1853] lr: 1.265e-02, eta: 5:20:02, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9469, loss_cls: 0.5212, loss: 0.5212, grad_norm: 1.9004 2021-05-07 06:45:47,945 - mmaction - INFO - Epoch [50][360/1853] lr: 1.263e-02, eta: 5:19:48, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9477, loss_cls: 0.5248, loss: 0.5248, grad_norm: 2.0247 2021-05-07 06:46:01,214 - mmaction - INFO - Epoch [50][380/1853] lr: 1.262e-02, eta: 5:19:34, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9375, loss_cls: 0.5831, loss: 0.5831, grad_norm: 2.0276 2021-05-07 06:46:14,536 - mmaction - INFO - Epoch [50][400/1853] lr: 1.260e-02, eta: 5:19:19, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8305, top5_acc: 0.9320, loss_cls: 0.5540, loss: 0.5540, grad_norm: 1.9688 2021-05-07 06:46:27,787 - mmaction - INFO - Epoch [50][420/1853] lr: 1.258e-02, eta: 5:19:05, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9336, loss_cls: 0.6031, loss: 0.6031, grad_norm: 2.1270 2021-05-07 06:46:41,058 - mmaction - INFO - Epoch [50][440/1853] lr: 1.256e-02, eta: 5:18:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9336, loss_cls: 0.6069, loss: 0.6069, grad_norm: 2.1954 2021-05-07 06:46:54,391 - mmaction - INFO - Epoch [50][460/1853] lr: 1.255e-02, eta: 5:18:37, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8305, top5_acc: 0.9367, loss_cls: 0.5488, loss: 0.5488, grad_norm: 2.0919 2021-05-07 06:47:07,644 - mmaction - INFO - Epoch [50][480/1853] lr: 1.253e-02, eta: 5:18:23, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9398, loss_cls: 0.5824, loss: 0.5824, grad_norm: 2.0103 2021-05-07 06:47:20,922 - mmaction - INFO - Epoch [50][500/1853] lr: 1.251e-02, eta: 5:18:08, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9320, loss_cls: 0.5817, loss: 0.5817, grad_norm: 1.9622 2021-05-07 06:47:34,205 - mmaction - INFO - Epoch [50][520/1853] lr: 1.249e-02, eta: 5:17:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9273, loss_cls: 0.6154, loss: 0.6154, grad_norm: 2.0505 2021-05-07 06:47:47,485 - mmaction - INFO - Epoch [50][540/1853] lr: 1.248e-02, eta: 5:17:40, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8242, top5_acc: 0.9352, loss_cls: 0.5966, loss: 0.5966, grad_norm: 2.1582 2021-05-07 06:48:00,783 - mmaction - INFO - Epoch [50][560/1853] lr: 1.246e-02, eta: 5:17:26, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8242, top5_acc: 0.9531, loss_cls: 0.5813, loss: 0.5813, grad_norm: 2.2559 2021-05-07 06:48:14,077 - mmaction - INFO - Epoch [50][580/1853] lr: 1.244e-02, eta: 5:17:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9367, loss_cls: 0.5943, loss: 0.5943, grad_norm: 2.1044 2021-05-07 06:48:27,351 - mmaction - INFO - Epoch [50][600/1853] lr: 1.242e-02, eta: 5:16:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9391, loss_cls: 0.5412, loss: 0.5412, grad_norm: 1.9908 2021-05-07 06:48:40,646 - mmaction - INFO - Epoch [50][620/1853] lr: 1.241e-02, eta: 5:16:43, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9414, loss_cls: 0.5770, loss: 0.5770, grad_norm: 1.8776 2021-05-07 06:48:53,918 - mmaction - INFO - Epoch [50][640/1853] lr: 1.239e-02, eta: 5:16:29, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9469, loss_cls: 0.5821, loss: 0.5821, grad_norm: 2.1746 2021-05-07 06:49:07,183 - mmaction - INFO - Epoch [50][660/1853] lr: 1.237e-02, eta: 5:16:15, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9563, loss_cls: 0.5065, loss: 0.5065, grad_norm: 2.1428 2021-05-07 06:49:20,508 - mmaction - INFO - Epoch [50][680/1853] lr: 1.235e-02, eta: 5:16:01, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9227, loss_cls: 0.6282, loss: 0.6282, grad_norm: 2.1064 2021-05-07 06:49:33,762 - mmaction - INFO - Epoch [50][700/1853] lr: 1.234e-02, eta: 5:15:46, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9258, loss_cls: 0.6451, loss: 0.6451, grad_norm: 2.1056 2021-05-07 06:49:47,011 - mmaction - INFO - Epoch [50][720/1853] lr: 1.232e-02, eta: 5:15:32, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9461, loss_cls: 0.5692, loss: 0.5692, grad_norm: 2.1578 2021-05-07 06:50:00,298 - mmaction - INFO - Epoch [50][740/1853] lr: 1.230e-02, eta: 5:15:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9336, loss_cls: 0.5757, loss: 0.5757, grad_norm: 2.1167 2021-05-07 06:50:13,617 - mmaction - INFO - Epoch [50][760/1853] lr: 1.228e-02, eta: 5:15:04, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9398, loss_cls: 0.5832, loss: 0.5832, grad_norm: 2.0117 2021-05-07 06:50:26,911 - mmaction - INFO - Epoch [50][780/1853] lr: 1.227e-02, eta: 5:14:50, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9375, loss_cls: 0.5522, loss: 0.5522, grad_norm: 2.0706 2021-05-07 06:50:40,201 - mmaction - INFO - Epoch [50][800/1853] lr: 1.225e-02, eta: 5:14:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9320, loss_cls: 0.6285, loss: 0.6285, grad_norm: 2.1200 2021-05-07 06:50:53,485 - mmaction - INFO - Epoch [50][820/1853] lr: 1.223e-02, eta: 5:14:21, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9219, loss_cls: 0.6627, loss: 0.6627, grad_norm: 2.1209 2021-05-07 06:51:06,806 - mmaction - INFO - Epoch [50][840/1853] lr: 1.222e-02, eta: 5:14:07, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9422, loss_cls: 0.5636, loss: 0.5636, grad_norm: 1.9986 2021-05-07 06:51:20,084 - mmaction - INFO - Epoch [50][860/1853] lr: 1.220e-02, eta: 5:13:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9461, loss_cls: 0.5540, loss: 0.5540, grad_norm: 1.9800 2021-05-07 06:51:33,334 - mmaction - INFO - Epoch [50][880/1853] lr: 1.218e-02, eta: 5:13:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9484, loss_cls: 0.5485, loss: 0.5485, grad_norm: 2.0631 2021-05-07 06:51:46,625 - mmaction - INFO - Epoch [50][900/1853] lr: 1.216e-02, eta: 5:13:25, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8063, top5_acc: 0.9320, loss_cls: 0.6400, loss: 0.6400, grad_norm: 2.2567 2021-05-07 06:51:59,895 - mmaction - INFO - Epoch [50][920/1853] lr: 1.215e-02, eta: 5:13:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9445, loss_cls: 0.5851, loss: 0.5851, grad_norm: 2.2046 2021-05-07 06:52:13,146 - mmaction - INFO - Epoch [50][940/1853] lr: 1.213e-02, eta: 5:12:56, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8023, top5_acc: 0.9289, loss_cls: 0.6435, loss: 0.6435, grad_norm: 2.2404 2021-05-07 06:52:26,435 - mmaction - INFO - Epoch [50][960/1853] lr: 1.211e-02, eta: 5:12:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9523, loss_cls: 0.5254, loss: 0.5254, grad_norm: 2.0081 2021-05-07 06:52:39,761 - mmaction - INFO - Epoch [50][980/1853] lr: 1.209e-02, eta: 5:12:28, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8172, top5_acc: 0.9367, loss_cls: 0.6174, loss: 0.6174, grad_norm: 2.1888 2021-05-07 06:52:53,034 - mmaction - INFO - Epoch [50][1000/1853] lr: 1.208e-02, eta: 5:12:14, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9437, loss_cls: 0.5484, loss: 0.5484, grad_norm: 1.9145 2021-05-07 06:53:06,299 - mmaction - INFO - Epoch [50][1020/1853] lr: 1.206e-02, eta: 5:11:59, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9328, loss_cls: 0.5376, loss: 0.5376, grad_norm: 1.8847 2021-05-07 06:53:19,602 - mmaction - INFO - Epoch [50][1040/1853] lr: 1.204e-02, eta: 5:11:45, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9375, loss_cls: 0.5946, loss: 0.5946, grad_norm: 2.1090 2021-05-07 06:53:32,857 - mmaction - INFO - Epoch [50][1060/1853] lr: 1.203e-02, eta: 5:11:31, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9500, loss_cls: 0.5427, loss: 0.5427, grad_norm: 2.0832 2021-05-07 06:53:46,123 - mmaction - INFO - Epoch [50][1080/1853] lr: 1.201e-02, eta: 5:11:17, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9266, loss_cls: 0.6102, loss: 0.6102, grad_norm: 2.0315 2021-05-07 06:53:59,441 - mmaction - INFO - Epoch [50][1100/1853] lr: 1.199e-02, eta: 5:11:03, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9430, loss_cls: 0.5815, loss: 0.5815, grad_norm: 2.1099 2021-05-07 06:54:12,751 - mmaction - INFO - Epoch [50][1120/1853] lr: 1.197e-02, eta: 5:10:48, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9461, loss_cls: 0.5562, loss: 0.5562, grad_norm: 2.0583 2021-05-07 06:54:26,008 - mmaction - INFO - Epoch [50][1140/1853] lr: 1.196e-02, eta: 5:10:34, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9375, loss_cls: 0.5946, loss: 0.5946, grad_norm: 2.0543 2021-05-07 06:54:39,333 - mmaction - INFO - Epoch [50][1160/1853] lr: 1.194e-02, eta: 5:10:20, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9313, loss_cls: 0.6035, loss: 0.6035, grad_norm: 2.2197 2021-05-07 06:54:52,637 - mmaction - INFO - Epoch [50][1180/1853] lr: 1.192e-02, eta: 5:10:06, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9437, loss_cls: 0.5323, loss: 0.5323, grad_norm: 2.1383 2021-05-07 06:55:05,908 - mmaction - INFO - Epoch [50][1200/1853] lr: 1.190e-02, eta: 5:09:52, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9414, loss_cls: 0.6074, loss: 0.6074, grad_norm: 2.1850 2021-05-07 06:55:19,208 - mmaction - INFO - Epoch [50][1220/1853] lr: 1.189e-02, eta: 5:09:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9305, loss_cls: 0.6317, loss: 0.6317, grad_norm: 2.1198 2021-05-07 06:55:32,526 - mmaction - INFO - Epoch [50][1240/1853] lr: 1.187e-02, eta: 5:09:23, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9297, loss_cls: 0.6073, loss: 0.6073, grad_norm: 2.2165 2021-05-07 06:55:45,837 - mmaction - INFO - Epoch [50][1260/1853] lr: 1.185e-02, eta: 5:09:09, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8242, top5_acc: 0.9359, loss_cls: 0.5985, loss: 0.5985, grad_norm: 2.1238 2021-05-07 06:55:59,087 - mmaction - INFO - Epoch [50][1280/1853] lr: 1.184e-02, eta: 5:08:55, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8289, top5_acc: 0.9508, loss_cls: 0.5388, loss: 0.5388, grad_norm: 2.1904 2021-05-07 06:56:12,440 - mmaction - INFO - Epoch [50][1300/1853] lr: 1.182e-02, eta: 5:08:41, time: 0.668, data_time: 0.002, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9305, loss_cls: 0.5851, loss: 0.5851, grad_norm: 1.9921 2021-05-07 06:56:25,727 - mmaction - INFO - Epoch [50][1320/1853] lr: 1.180e-02, eta: 5:08:27, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9437, loss_cls: 0.5359, loss: 0.5359, grad_norm: 1.9887 2021-05-07 06:56:39,042 - mmaction - INFO - Epoch [50][1340/1853] lr: 1.178e-02, eta: 5:08:12, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9273, loss_cls: 0.6205, loss: 0.6205, grad_norm: 2.2074 2021-05-07 06:56:52,325 - mmaction - INFO - Epoch [50][1360/1853] lr: 1.177e-02, eta: 5:07:58, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9437, loss_cls: 0.5731, loss: 0.5731, grad_norm: 2.0607 2021-05-07 06:57:05,668 - mmaction - INFO - Epoch [50][1380/1853] lr: 1.175e-02, eta: 5:07:44, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9414, loss_cls: 0.5884, loss: 0.5884, grad_norm: 2.1124 2021-05-07 06:57:18,954 - mmaction - INFO - Epoch [50][1400/1853] lr: 1.173e-02, eta: 5:07:30, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9453, loss_cls: 0.5341, loss: 0.5341, grad_norm: 2.1513 2021-05-07 06:57:32,252 - mmaction - INFO - Epoch [50][1420/1853] lr: 1.172e-02, eta: 5:07:16, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9328, loss_cls: 0.5851, loss: 0.5851, grad_norm: 2.1644 2021-05-07 06:57:45,580 - mmaction - INFO - Epoch [50][1440/1853] lr: 1.170e-02, eta: 5:07:02, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9359, loss_cls: 0.5762, loss: 0.5762, grad_norm: 2.0453 2021-05-07 06:57:58,889 - mmaction - INFO - Epoch [50][1460/1853] lr: 1.168e-02, eta: 5:06:47, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9367, loss_cls: 0.5792, loss: 0.5792, grad_norm: 2.0999 2021-05-07 06:58:12,215 - mmaction - INFO - Epoch [50][1480/1853] lr: 1.167e-02, eta: 5:06:33, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9508, loss_cls: 0.5361, loss: 0.5361, grad_norm: 2.1290 2021-05-07 06:58:25,499 - mmaction - INFO - Epoch [50][1500/1853] lr: 1.165e-02, eta: 5:06:19, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9437, loss_cls: 0.5868, loss: 0.5868, grad_norm: 2.2075 2021-05-07 06:58:38,802 - mmaction - INFO - Epoch [50][1520/1853] lr: 1.163e-02, eta: 5:06:05, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9320, loss_cls: 0.5951, loss: 0.5951, grad_norm: 2.1930 2021-05-07 06:58:52,086 - mmaction - INFO - Epoch [50][1540/1853] lr: 1.161e-02, eta: 5:05:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9336, loss_cls: 0.6000, loss: 0.6000, grad_norm: 2.1714 2021-05-07 06:59:05,385 - mmaction - INFO - Epoch [50][1560/1853] lr: 1.160e-02, eta: 5:05:37, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9367, loss_cls: 0.5915, loss: 0.5915, grad_norm: 2.1573 2021-05-07 06:59:18,718 - mmaction - INFO - Epoch [50][1580/1853] lr: 1.158e-02, eta: 5:05:22, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9297, loss_cls: 0.5687, loss: 0.5687, grad_norm: 1.9200 2021-05-07 06:59:32,035 - mmaction - INFO - Epoch [50][1600/1853] lr: 1.156e-02, eta: 5:05:08, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9461, loss_cls: 0.5546, loss: 0.5546, grad_norm: 2.1428 2021-05-07 06:59:45,372 - mmaction - INFO - Epoch [50][1620/1853] lr: 1.155e-02, eta: 5:04:54, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9430, loss_cls: 0.5744, loss: 0.5744, grad_norm: 2.0921 2021-05-07 06:59:58,642 - mmaction - INFO - Epoch [50][1640/1853] lr: 1.153e-02, eta: 5:04:40, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9383, loss_cls: 0.5955, loss: 0.5955, grad_norm: 2.0988 2021-05-07 07:00:11,928 - mmaction - INFO - Epoch [50][1660/1853] lr: 1.151e-02, eta: 5:04:26, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9414, loss_cls: 0.6030, loss: 0.6030, grad_norm: 2.0956 2021-05-07 07:00:25,238 - mmaction - INFO - Epoch [50][1680/1853] lr: 1.150e-02, eta: 5:04:12, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9406, loss_cls: 0.5623, loss: 0.5623, grad_norm: 2.0154 2021-05-07 07:00:38,505 - mmaction - INFO - Epoch [50][1700/1853] lr: 1.148e-02, eta: 5:03:57, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9477, loss_cls: 0.5332, loss: 0.5332, grad_norm: 1.9903 2021-05-07 07:00:51,844 - mmaction - INFO - Epoch [50][1720/1853] lr: 1.146e-02, eta: 5:03:43, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9492, loss_cls: 0.5736, loss: 0.5736, grad_norm: 2.1334 2021-05-07 07:01:05,152 - mmaction - INFO - Epoch [50][1740/1853] lr: 1.145e-02, eta: 5:03:29, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9391, loss_cls: 0.5460, loss: 0.5460, grad_norm: 2.1726 2021-05-07 07:01:18,413 - mmaction - INFO - Epoch [50][1760/1853] lr: 1.143e-02, eta: 5:03:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9391, loss_cls: 0.5981, loss: 0.5981, grad_norm: 2.2543 2021-05-07 07:01:31,739 - mmaction - INFO - Epoch [50][1780/1853] lr: 1.141e-02, eta: 5:03:01, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9469, loss_cls: 0.5272, loss: 0.5272, grad_norm: 1.9799 2021-05-07 07:01:45,040 - mmaction - INFO - Epoch [50][1800/1853] lr: 1.139e-02, eta: 5:02:47, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9391, loss_cls: 0.5761, loss: 0.5761, grad_norm: 2.0702 2021-05-07 07:01:58,319 - mmaction - INFO - Epoch [50][1820/1853] lr: 1.138e-02, eta: 5:02:32, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9320, loss_cls: 0.5871, loss: 0.5871, grad_norm: 2.1309 2021-05-07 07:02:11,637 - mmaction - INFO - Epoch [50][1840/1853] lr: 1.136e-02, eta: 5:02:18, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9437, loss_cls: 0.5855, loss: 0.5855, grad_norm: 2.1838 2021-05-07 07:02:21,045 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-05-07 07:04:04,233 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-07 07:04:04,265 - mmaction - INFO - top1_acc 0.9578 top5_acc 0.9974 2021-05-07 07:04:04,265 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-07 07:04:04,273 - mmaction - INFO - mean_acc 0.9533 2021-05-07 07:04:04,643 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. 2021-05-07 07:04:04,644 - mmaction - INFO - Best top1_acc is 0.9578 at 50 epoch. 2021-05-07 07:04:04,646 - mmaction - INFO - Epoch(val) [50][1853] top1_acc: 0.9578, top5_acc: 0.9974, mean_class_accuracy: 0.9533 2021-05-07 07:05:17,876 - mmaction - INFO - Epoch [51][20/1853] lr: 1.133e-02, eta: 5:02:09, time: 3.660, data_time: 3.001, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9477, loss_cls: 0.5856, loss: 0.5856, grad_norm: 2.1824 2021-05-07 07:05:31,024 - mmaction - INFO - Epoch [51][40/1853] lr: 1.132e-02, eta: 5:01:55, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9336, loss_cls: 0.6199, loss: 0.6199, grad_norm: 2.1846 2021-05-07 07:05:44,215 - mmaction - INFO - Epoch [51][60/1853] lr: 1.130e-02, eta: 5:01:41, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8305, top5_acc: 0.9305, loss_cls: 0.5907, loss: 0.5907, grad_norm: 2.0425 2021-05-07 07:05:57,407 - mmaction - INFO - Epoch [51][80/1853] lr: 1.128e-02, eta: 5:01:27, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9555, loss_cls: 0.4933, loss: 0.4933, grad_norm: 2.0718 2021-05-07 07:06:10,651 - mmaction - INFO - Epoch [51][100/1853] lr: 1.127e-02, eta: 5:01:12, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9484, loss_cls: 0.5120, loss: 0.5120, grad_norm: 2.1445 2021-05-07 07:06:23,906 - mmaction - INFO - Epoch [51][120/1853] lr: 1.125e-02, eta: 5:00:58, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9375, loss_cls: 0.5744, loss: 0.5744, grad_norm: 2.1487 2021-05-07 07:06:37,133 - mmaction - INFO - Epoch [51][140/1853] lr: 1.123e-02, eta: 5:00:44, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9453, loss_cls: 0.5456, loss: 0.5456, grad_norm: 2.0548 2021-05-07 07:06:50,368 - mmaction - INFO - Epoch [51][160/1853] lr: 1.122e-02, eta: 5:00:30, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9477, loss_cls: 0.5344, loss: 0.5344, grad_norm: 2.1411 2021-05-07 07:07:03,608 - mmaction - INFO - Epoch [51][180/1853] lr: 1.120e-02, eta: 5:00:16, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9336, loss_cls: 0.6023, loss: 0.6023, grad_norm: 2.0738 2021-05-07 07:07:16,894 - mmaction - INFO - Epoch [51][200/1853] lr: 1.118e-02, eta: 5:00:01, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9375, loss_cls: 0.5590, loss: 0.5590, grad_norm: 1.9452 2021-05-07 07:07:30,188 - mmaction - INFO - Epoch [51][220/1853] lr: 1.117e-02, eta: 4:59:47, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9297, loss_cls: 0.5996, loss: 0.5996, grad_norm: 2.0374 2021-05-07 07:07:43,471 - mmaction - INFO - Epoch [51][240/1853] lr: 1.115e-02, eta: 4:59:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9375, loss_cls: 0.5590, loss: 0.5590, grad_norm: 2.1320 2021-05-07 07:07:56,749 - mmaction - INFO - Epoch [51][260/1853] lr: 1.113e-02, eta: 4:59:19, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9359, loss_cls: 0.5980, loss: 0.5980, grad_norm: 2.0629 2021-05-07 07:08:10,029 - mmaction - INFO - Epoch [51][280/1853] lr: 1.112e-02, eta: 4:59:05, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9469, loss_cls: 0.5640, loss: 0.5640, grad_norm: 2.1136 2021-05-07 07:08:23,317 - mmaction - INFO - Epoch [51][300/1853] lr: 1.110e-02, eta: 4:58:50, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9461, loss_cls: 0.5491, loss: 0.5491, grad_norm: 2.0924 2021-05-07 07:08:36,652 - mmaction - INFO - Epoch [51][320/1853] lr: 1.108e-02, eta: 4:58:36, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9469, loss_cls: 0.5337, loss: 0.5337, grad_norm: 2.1540 2021-05-07 07:08:49,938 - mmaction - INFO - Epoch [51][340/1853] lr: 1.107e-02, eta: 4:58:22, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9469, loss_cls: 0.5342, loss: 0.5342, grad_norm: 2.0181 2021-05-07 07:09:03,219 - mmaction - INFO - Epoch [51][360/1853] lr: 1.105e-02, eta: 4:58:08, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9453, loss_cls: 0.5807, loss: 0.5807, grad_norm: 2.2584 2021-05-07 07:09:16,554 - mmaction - INFO - Epoch [51][380/1853] lr: 1.103e-02, eta: 4:57:54, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9422, loss_cls: 0.5493, loss: 0.5493, grad_norm: 2.2175 2021-05-07 07:09:29,857 - mmaction - INFO - Epoch [51][400/1853] lr: 1.102e-02, eta: 4:57:40, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9469, loss_cls: 0.5823, loss: 0.5823, grad_norm: 2.1760 2021-05-07 07:09:43,143 - mmaction - INFO - Epoch [51][420/1853] lr: 1.100e-02, eta: 4:57:25, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9406, loss_cls: 0.5927, loss: 0.5927, grad_norm: 2.0709 2021-05-07 07:09:56,432 - mmaction - INFO - Epoch [51][440/1853] lr: 1.098e-02, eta: 4:57:11, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9313, loss_cls: 0.6017, loss: 0.6017, grad_norm: 2.0761 2021-05-07 07:10:09,713 - mmaction - INFO - Epoch [51][460/1853] lr: 1.097e-02, eta: 4:56:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9469, loss_cls: 0.5727, loss: 0.5727, grad_norm: 2.1404 2021-05-07 07:10:22,991 - mmaction - INFO - Epoch [51][480/1853] lr: 1.095e-02, eta: 4:56:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9414, loss_cls: 0.5656, loss: 0.5656, grad_norm: 2.0667 2021-05-07 07:10:36,306 - mmaction - INFO - Epoch [51][500/1853] lr: 1.093e-02, eta: 4:56:29, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9414, loss_cls: 0.5589, loss: 0.5589, grad_norm: 1.9652 2021-05-07 07:10:49,580 - mmaction - INFO - Epoch [51][520/1853] lr: 1.092e-02, eta: 4:56:15, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9375, loss_cls: 0.5576, loss: 0.5576, grad_norm: 2.1050 2021-05-07 07:11:02,891 - mmaction - INFO - Epoch [51][540/1853] lr: 1.090e-02, eta: 4:56:00, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9313, loss_cls: 0.5830, loss: 0.5830, grad_norm: 2.0844 2021-05-07 07:11:16,202 - mmaction - INFO - Epoch [51][560/1853] lr: 1.088e-02, eta: 4:55:46, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9281, loss_cls: 0.6107, loss: 0.6107, grad_norm: 2.0418 2021-05-07 07:11:29,463 - mmaction - INFO - Epoch [51][580/1853] lr: 1.087e-02, eta: 4:55:32, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9328, loss_cls: 0.5713, loss: 0.5713, grad_norm: 2.0127 2021-05-07 07:11:42,795 - mmaction - INFO - Epoch [51][600/1853] lr: 1.085e-02, eta: 4:55:18, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9422, loss_cls: 0.5683, loss: 0.5683, grad_norm: 2.0415 2021-05-07 07:11:56,084 - mmaction - INFO - Epoch [51][620/1853] lr: 1.083e-02, eta: 4:55:04, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9273, loss_cls: 0.6073, loss: 0.6073, grad_norm: 2.2364 2021-05-07 07:12:09,366 - mmaction - INFO - Epoch [51][640/1853] lr: 1.082e-02, eta: 4:54:50, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9383, loss_cls: 0.5268, loss: 0.5268, grad_norm: 1.9541 2021-05-07 07:12:22,616 - mmaction - INFO - Epoch [51][660/1853] lr: 1.080e-02, eta: 4:54:35, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9422, loss_cls: 0.6028, loss: 0.6028, grad_norm: 2.3694 2021-05-07 07:12:35,977 - mmaction - INFO - Epoch [51][680/1853] lr: 1.079e-02, eta: 4:54:21, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9328, loss_cls: 0.6165, loss: 0.6165, grad_norm: 2.2321 2021-05-07 07:12:49,243 - mmaction - INFO - Epoch [51][700/1853] lr: 1.077e-02, eta: 4:54:07, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9422, loss_cls: 0.5480, loss: 0.5480, grad_norm: 1.9906 2021-05-07 07:13:02,514 - mmaction - INFO - Epoch [51][720/1853] lr: 1.075e-02, eta: 4:53:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9461, loss_cls: 0.5495, loss: 0.5495, grad_norm: 2.0052 2021-05-07 07:13:15,870 - mmaction - INFO - Epoch [51][740/1853] lr: 1.074e-02, eta: 4:53:39, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9484, loss_cls: 0.5730, loss: 0.5730, grad_norm: 2.1426 2021-05-07 07:13:29,174 - mmaction - INFO - Epoch [51][760/1853] lr: 1.072e-02, eta: 4:53:25, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9391, loss_cls: 0.5607, loss: 0.5607, grad_norm: 2.0683 2021-05-07 07:13:42,442 - mmaction - INFO - Epoch [51][780/1853] lr: 1.070e-02, eta: 4:53:10, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8289, top5_acc: 0.9453, loss_cls: 0.5641, loss: 0.5641, grad_norm: 2.2673 2021-05-07 07:13:55,744 - mmaction - INFO - Epoch [51][800/1853] lr: 1.069e-02, eta: 4:52:56, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9406, loss_cls: 0.5434, loss: 0.5434, grad_norm: 2.2213 2021-05-07 07:14:09,030 - mmaction - INFO - Epoch [51][820/1853] lr: 1.067e-02, eta: 4:52:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9375, loss_cls: 0.6152, loss: 0.6152, grad_norm: 2.2309 2021-05-07 07:14:22,314 - mmaction - INFO - Epoch [51][840/1853] lr: 1.065e-02, eta: 4:52:28, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9367, loss_cls: 0.5923, loss: 0.5923, grad_norm: 2.1394 2021-05-07 07:14:35,649 - mmaction - INFO - Epoch [51][860/1853] lr: 1.064e-02, eta: 4:52:14, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9383, loss_cls: 0.5638, loss: 0.5638, grad_norm: 2.1512 2021-05-07 07:14:48,943 - mmaction - INFO - Epoch [51][880/1853] lr: 1.062e-02, eta: 4:52:00, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9391, loss_cls: 0.5564, loss: 0.5564, grad_norm: 2.1900 2021-05-07 07:15:02,206 - mmaction - INFO - Epoch [51][900/1853] lr: 1.061e-02, eta: 4:51:45, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9391, loss_cls: 0.5575, loss: 0.5575, grad_norm: 1.8963 2021-05-07 07:15:15,530 - mmaction - INFO - Epoch [51][920/1853] lr: 1.059e-02, eta: 4:51:31, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9406, loss_cls: 0.5672, loss: 0.5672, grad_norm: 2.0939 2021-05-07 07:15:28,821 - mmaction - INFO - Epoch [51][940/1853] lr: 1.057e-02, eta: 4:51:17, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9461, loss_cls: 0.5320, loss: 0.5320, grad_norm: 1.9965 2021-05-07 07:15:42,098 - mmaction - INFO - Epoch [51][960/1853] lr: 1.056e-02, eta: 4:51:03, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9398, loss_cls: 0.5291, loss: 0.5291, grad_norm: 2.0108 2021-05-07 07:15:55,431 - mmaction - INFO - Epoch [51][980/1853] lr: 1.054e-02, eta: 4:50:49, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9289, loss_cls: 0.6141, loss: 0.6141, grad_norm: 2.0917 2021-05-07 07:16:08,669 - mmaction - INFO - Epoch [51][1000/1853] lr: 1.052e-02, eta: 4:50:35, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9328, loss_cls: 0.5944, loss: 0.5944, grad_norm: 1.9598 2021-05-07 07:16:21,968 - mmaction - INFO - Epoch [51][1020/1853] lr: 1.051e-02, eta: 4:50:20, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9367, loss_cls: 0.5927, loss: 0.5927, grad_norm: 2.0695 2021-05-07 07:16:35,237 - mmaction - INFO - Epoch [51][1040/1853] lr: 1.049e-02, eta: 4:50:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9383, loss_cls: 0.5576, loss: 0.5576, grad_norm: 2.0567 2021-05-07 07:16:48,516 - mmaction - INFO - Epoch [51][1060/1853] lr: 1.047e-02, eta: 4:49:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9391, loss_cls: 0.5752, loss: 0.5752, grad_norm: 2.0891 2021-05-07 07:17:01,788 - mmaction - INFO - Epoch [51][1080/1853] lr: 1.046e-02, eta: 4:49:38, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9367, loss_cls: 0.6088, loss: 0.6088, grad_norm: 2.0876 2021-05-07 07:17:15,102 - mmaction - INFO - Epoch [51][1100/1853] lr: 1.044e-02, eta: 4:49:24, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9437, loss_cls: 0.5691, loss: 0.5691, grad_norm: 2.2104 2021-05-07 07:17:28,406 - mmaction - INFO - Epoch [51][1120/1853] lr: 1.043e-02, eta: 4:49:10, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9344, loss_cls: 0.5875, loss: 0.5875, grad_norm: 2.1302 2021-05-07 07:17:41,662 - mmaction - INFO - Epoch [51][1140/1853] lr: 1.041e-02, eta: 4:48:55, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8211, top5_acc: 0.9406, loss_cls: 0.5965, loss: 0.5965, grad_norm: 2.1321 2021-05-07 07:17:54,959 - mmaction - INFO - Epoch [51][1160/1853] lr: 1.039e-02, eta: 4:48:41, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8289, top5_acc: 0.9391, loss_cls: 0.5766, loss: 0.5766, grad_norm: 2.2189 2021-05-07 07:18:08,291 - mmaction - INFO - Epoch [51][1180/1853] lr: 1.038e-02, eta: 4:48:27, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9437, loss_cls: 0.5680, loss: 0.5680, grad_norm: 2.1917 2021-05-07 07:18:21,554 - mmaction - INFO - Epoch [51][1200/1853] lr: 1.036e-02, eta: 4:48:13, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9461, loss_cls: 0.5606, loss: 0.5606, grad_norm: 2.2126 2021-05-07 07:18:34,857 - mmaction - INFO - Epoch [51][1220/1853] lr: 1.035e-02, eta: 4:47:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9422, loss_cls: 0.5554, loss: 0.5554, grad_norm: 2.0885 2021-05-07 07:18:48,197 - mmaction - INFO - Epoch [51][1240/1853] lr: 1.033e-02, eta: 4:47:45, time: 0.668, data_time: 0.002, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9313, loss_cls: 0.5863, loss: 0.5863, grad_norm: 2.0440 2021-05-07 07:19:01,481 - mmaction - INFO - Epoch [51][1260/1853] lr: 1.031e-02, eta: 4:47:30, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9352, loss_cls: 0.5779, loss: 0.5779, grad_norm: 1.9802 2021-05-07 07:19:14,774 - mmaction - INFO - Epoch [51][1280/1853] lr: 1.030e-02, eta: 4:47:16, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9398, loss_cls: 0.5638, loss: 0.5638, grad_norm: 2.0695 2021-05-07 07:19:28,102 - mmaction - INFO - Epoch [51][1300/1853] lr: 1.028e-02, eta: 4:47:02, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9406, loss_cls: 0.5640, loss: 0.5640, grad_norm: 2.1526 2021-05-07 07:19:41,382 - mmaction - INFO - Epoch [51][1320/1853] lr: 1.026e-02, eta: 4:46:48, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9437, loss_cls: 0.5364, loss: 0.5364, grad_norm: 2.1127 2021-05-07 07:19:54,684 - mmaction - INFO - Epoch [51][1340/1853] lr: 1.025e-02, eta: 4:46:34, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9500, loss_cls: 0.5449, loss: 0.5449, grad_norm: 2.1051 2021-05-07 07:20:07,995 - mmaction - INFO - Epoch [51][1360/1853] lr: 1.023e-02, eta: 4:46:20, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9344, loss_cls: 0.6002, loss: 0.6002, grad_norm: 2.0125 2021-05-07 07:20:21,271 - mmaction - INFO - Epoch [51][1380/1853] lr: 1.022e-02, eta: 4:46:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9359, loss_cls: 0.5789, loss: 0.5789, grad_norm: 2.1135 2021-05-07 07:20:34,572 - mmaction - INFO - Epoch [51][1400/1853] lr: 1.020e-02, eta: 4:45:51, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9352, loss_cls: 0.5598, loss: 0.5598, grad_norm: 1.9479 2021-05-07 07:20:47,855 - mmaction - INFO - Epoch [51][1420/1853] lr: 1.018e-02, eta: 4:45:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9414, loss_cls: 0.5577, loss: 0.5577, grad_norm: 2.1779 2021-05-07 07:21:01,152 - mmaction - INFO - Epoch [51][1440/1853] lr: 1.017e-02, eta: 4:45:23, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9484, loss_cls: 0.5536, loss: 0.5536, grad_norm: 2.0624 2021-05-07 07:21:14,484 - mmaction - INFO - Epoch [51][1460/1853] lr: 1.015e-02, eta: 4:45:09, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9437, loss_cls: 0.5209, loss: 0.5209, grad_norm: 2.0152 2021-05-07 07:21:27,757 - mmaction - INFO - Epoch [51][1480/1853] lr: 1.014e-02, eta: 4:44:55, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9469, loss_cls: 0.5484, loss: 0.5484, grad_norm: 2.0552 2021-05-07 07:21:41,026 - mmaction - INFO - Epoch [51][1500/1853] lr: 1.012e-02, eta: 4:44:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8305, top5_acc: 0.9422, loss_cls: 0.5590, loss: 0.5590, grad_norm: 2.1466 2021-05-07 07:21:54,360 - mmaction - INFO - Epoch [51][1520/1853] lr: 1.010e-02, eta: 4:44:26, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9383, loss_cls: 0.5645, loss: 0.5645, grad_norm: 2.1593 2021-05-07 07:22:07,631 - mmaction - INFO - Epoch [51][1540/1853] lr: 1.009e-02, eta: 4:44:12, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9469, loss_cls: 0.5102, loss: 0.5102, grad_norm: 2.0020 2021-05-07 07:22:21,001 - mmaction - INFO - Epoch [51][1560/1853] lr: 1.007e-02, eta: 4:43:58, time: 0.669, data_time: 0.002, memory: 5809, top1_acc: 0.8305, top5_acc: 0.9391, loss_cls: 0.5926, loss: 0.5926, grad_norm: 2.1266 2021-05-07 07:22:34,277 - mmaction - INFO - Epoch [51][1580/1853] lr: 1.006e-02, eta: 4:43:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9375, loss_cls: 0.6090, loss: 0.6090, grad_norm: 2.0927 2021-05-07 07:22:47,597 - mmaction - INFO - Epoch [51][1600/1853] lr: 1.004e-02, eta: 4:43:30, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9430, loss_cls: 0.5405, loss: 0.5405, grad_norm: 1.9826 2021-05-07 07:23:00,869 - mmaction - INFO - Epoch [51][1620/1853] lr: 1.003e-02, eta: 4:43:16, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9477, loss_cls: 0.5738, loss: 0.5738, grad_norm: 2.2357 2021-05-07 07:23:14,173 - mmaction - INFO - Epoch [51][1640/1853] lr: 1.001e-02, eta: 4:43:02, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9406, loss_cls: 0.5235, loss: 0.5235, grad_norm: 2.1663 2021-05-07 07:23:27,463 - mmaction - INFO - Epoch [51][1660/1853] lr: 9.993e-03, eta: 4:42:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9508, loss_cls: 0.4979, loss: 0.4979, grad_norm: 2.0766 2021-05-07 07:23:40,759 - mmaction - INFO - Epoch [51][1680/1853] lr: 9.977e-03, eta: 4:42:33, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9484, loss_cls: 0.5512, loss: 0.5512, grad_norm: 2.2121 2021-05-07 07:23:54,068 - mmaction - INFO - Epoch [51][1700/1853] lr: 9.961e-03, eta: 4:42:19, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9445, loss_cls: 0.5231, loss: 0.5231, grad_norm: 2.1330 2021-05-07 07:24:07,381 - mmaction - INFO - Epoch [51][1720/1853] lr: 9.946e-03, eta: 4:42:05, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9461, loss_cls: 0.5709, loss: 0.5709, grad_norm: 2.2644 2021-05-07 07:24:20,674 - mmaction - INFO - Epoch [51][1740/1853] lr: 9.930e-03, eta: 4:41:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9445, loss_cls: 0.5524, loss: 0.5524, grad_norm: 2.2874 2021-05-07 07:24:34,009 - mmaction - INFO - Epoch [51][1760/1853] lr: 9.914e-03, eta: 4:41:37, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9273, loss_cls: 0.6079, loss: 0.6079, grad_norm: 2.1613 2021-05-07 07:24:47,289 - mmaction - INFO - Epoch [51][1780/1853] lr: 9.898e-03, eta: 4:41:23, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9367, loss_cls: 0.5750, loss: 0.5750, grad_norm: 2.0963 2021-05-07 07:25:00,622 - mmaction - INFO - Epoch [51][1800/1853] lr: 9.882e-03, eta: 4:41:08, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9344, loss_cls: 0.5911, loss: 0.5911, grad_norm: 2.2640 2021-05-07 07:25:13,923 - mmaction - INFO - Epoch [51][1820/1853] lr: 9.866e-03, eta: 4:40:54, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8180, top5_acc: 0.9289, loss_cls: 0.6056, loss: 0.6056, grad_norm: 2.2518 2021-05-07 07:25:27,241 - mmaction - INFO - Epoch [51][1840/1853] lr: 9.851e-03, eta: 4:40:40, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9367, loss_cls: 0.5785, loss: 0.5785, grad_norm: 2.2236 2021-05-07 07:25:36,900 - mmaction - INFO - Saving checkpoint at 51 epochs 2021-05-07 07:27:04,487 - mmaction - INFO - Epoch [52][20/1853] lr: 9.825e-03, eta: 4:40:33, time: 4.329, data_time: 3.668, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9422, loss_cls: 0.5772, loss: 0.5772, grad_norm: 2.1448 2021-05-07 07:27:17,660 - mmaction - INFO - Epoch [52][40/1853] lr: 9.809e-03, eta: 4:40:19, time: 0.659, data_time: 0.002, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9578, loss_cls: 0.5116, loss: 0.5116, grad_norm: 1.9679 2021-05-07 07:27:30,848 - mmaction - INFO - Epoch [52][60/1853] lr: 9.793e-03, eta: 4:40:05, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9359, loss_cls: 0.5649, loss: 0.5649, grad_norm: 2.1368 2021-05-07 07:27:44,062 - mmaction - INFO - Epoch [52][80/1853] lr: 9.777e-03, eta: 4:39:51, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9461, loss_cls: 0.5517, loss: 0.5517, grad_norm: 2.0667 2021-05-07 07:27:57,304 - mmaction - INFO - Epoch [52][100/1853] lr: 9.762e-03, eta: 4:39:36, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9445, loss_cls: 0.5448, loss: 0.5448, grad_norm: 1.9824 2021-05-07 07:28:10,550 - mmaction - INFO - Epoch [52][120/1853] lr: 9.746e-03, eta: 4:39:22, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9430, loss_cls: 0.5390, loss: 0.5390, grad_norm: 2.1771 2021-05-07 07:28:23,794 - mmaction - INFO - Epoch [52][140/1853] lr: 9.730e-03, eta: 4:39:08, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9398, loss_cls: 0.5864, loss: 0.5864, grad_norm: 2.3379 2021-05-07 07:28:37,061 - mmaction - INFO - Epoch [52][160/1853] lr: 9.715e-03, eta: 4:38:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9437, loss_cls: 0.5604, loss: 0.5604, grad_norm: 2.0755 2021-05-07 07:28:50,306 - mmaction - INFO - Epoch [52][180/1853] lr: 9.699e-03, eta: 4:38:40, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9477, loss_cls: 0.5337, loss: 0.5337, grad_norm: 2.0380 2021-05-07 07:29:03,603 - mmaction - INFO - Epoch [52][200/1853] lr: 9.683e-03, eta: 4:38:26, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9414, loss_cls: 0.5651, loss: 0.5651, grad_norm: 2.0812 2021-05-07 07:29:16,897 - mmaction - INFO - Epoch [52][220/1853] lr: 9.668e-03, eta: 4:38:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8289, top5_acc: 0.9391, loss_cls: 0.5848, loss: 0.5848, grad_norm: 2.1823 2021-05-07 07:29:30,134 - mmaction - INFO - Epoch [52][240/1853] lr: 9.652e-03, eta: 4:37:57, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9633, loss_cls: 0.4917, loss: 0.4917, grad_norm: 2.1474 2021-05-07 07:29:43,454 - mmaction - INFO - Epoch [52][260/1853] lr: 9.636e-03, eta: 4:37:43, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9281, loss_cls: 0.5570, loss: 0.5570, grad_norm: 2.1265 2021-05-07 07:29:56,774 - mmaction - INFO - Epoch [52][280/1853] lr: 9.621e-03, eta: 4:37:29, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9469, loss_cls: 0.5248, loss: 0.5248, grad_norm: 2.0893 2021-05-07 07:30:10,093 - mmaction - INFO - Epoch [52][300/1853] lr: 9.605e-03, eta: 4:37:15, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9328, loss_cls: 0.6000, loss: 0.6000, grad_norm: 2.2960 2021-05-07 07:30:23,401 - mmaction - INFO - Epoch [52][320/1853] lr: 9.589e-03, eta: 4:37:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9336, loss_cls: 0.5852, loss: 0.5852, grad_norm: 2.0373 2021-05-07 07:30:36,656 - mmaction - INFO - Epoch [52][340/1853] lr: 9.574e-03, eta: 4:36:46, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9344, loss_cls: 0.5336, loss: 0.5336, grad_norm: 2.0442 2021-05-07 07:30:49,957 - mmaction - INFO - Epoch [52][360/1853] lr: 9.558e-03, eta: 4:36:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9383, loss_cls: 0.5382, loss: 0.5382, grad_norm: 2.0803 2021-05-07 07:31:03,236 - mmaction - INFO - Epoch [52][380/1853] lr: 9.543e-03, eta: 4:36:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9398, loss_cls: 0.5592, loss: 0.5592, grad_norm: 2.2068 2021-05-07 07:31:16,587 - mmaction - INFO - Epoch [52][400/1853] lr: 9.527e-03, eta: 4:36:04, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9414, loss_cls: 0.5463, loss: 0.5463, grad_norm: 2.1814 2021-05-07 07:31:29,887 - mmaction - INFO - Epoch [52][420/1853] lr: 9.512e-03, eta: 4:35:50, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9461, loss_cls: 0.5228, loss: 0.5228, grad_norm: 2.0790 2021-05-07 07:31:43,173 - mmaction - INFO - Epoch [52][440/1853] lr: 9.496e-03, eta: 4:35:36, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9367, loss_cls: 0.5613, loss: 0.5613, grad_norm: 2.2233 2021-05-07 07:31:56,489 - mmaction - INFO - Epoch [52][460/1853] lr: 9.480e-03, eta: 4:35:22, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9375, loss_cls: 0.5682, loss: 0.5682, grad_norm: 2.2111 2021-05-07 07:32:09,809 - mmaction - INFO - Epoch [52][480/1853] lr: 9.465e-03, eta: 4:35:07, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9422, loss_cls: 0.5135, loss: 0.5135, grad_norm: 1.9841 2021-05-07 07:32:23,133 - mmaction - INFO - Epoch [52][500/1853] lr: 9.449e-03, eta: 4:34:53, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9422, loss_cls: 0.5382, loss: 0.5382, grad_norm: 2.0292 2021-05-07 07:32:36,451 - mmaction - INFO - Epoch [52][520/1853] lr: 9.434e-03, eta: 4:34:39, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9523, loss_cls: 0.5095, loss: 0.5095, grad_norm: 2.1489 2021-05-07 07:32:49,794 - mmaction - INFO - Epoch [52][540/1853] lr: 9.418e-03, eta: 4:34:25, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9437, loss_cls: 0.5274, loss: 0.5274, grad_norm: 2.0202 2021-05-07 07:33:03,111 - mmaction - INFO - Epoch [52][560/1853] lr: 9.403e-03, eta: 4:34:11, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9437, loss_cls: 0.5702, loss: 0.5702, grad_norm: 2.2607 2021-05-07 07:33:16,481 - mmaction - INFO - Epoch [52][580/1853] lr: 9.388e-03, eta: 4:33:57, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9477, loss_cls: 0.5136, loss: 0.5136, grad_norm: 2.0584 2021-05-07 07:33:29,777 - mmaction - INFO - Epoch [52][600/1853] lr: 9.372e-03, eta: 4:33:43, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9352, loss_cls: 0.6008, loss: 0.6008, grad_norm: 2.3183 2021-05-07 07:33:43,089 - mmaction - INFO - Epoch [52][620/1853] lr: 9.357e-03, eta: 4:33:28, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9469, loss_cls: 0.5178, loss: 0.5178, grad_norm: 2.1697 2021-05-07 07:33:56,429 - mmaction - INFO - Epoch [52][640/1853] lr: 9.341e-03, eta: 4:33:14, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9469, loss_cls: 0.5242, loss: 0.5242, grad_norm: 1.9271 2021-05-07 07:34:09,745 - mmaction - INFO - Epoch [52][660/1853] lr: 9.326e-03, eta: 4:33:00, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9352, loss_cls: 0.5628, loss: 0.5628, grad_norm: 2.1625 2021-05-07 07:34:23,056 - mmaction - INFO - Epoch [52][680/1853] lr: 9.310e-03, eta: 4:32:46, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9398, loss_cls: 0.5498, loss: 0.5498, grad_norm: 2.0692 2021-05-07 07:34:36,383 - mmaction - INFO - Epoch [52][700/1853] lr: 9.295e-03, eta: 4:32:32, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8250, top5_acc: 0.9406, loss_cls: 0.5701, loss: 0.5701, grad_norm: 2.1302 2021-05-07 07:34:49,676 - mmaction - INFO - Epoch [52][720/1853] lr: 9.280e-03, eta: 4:32:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9352, loss_cls: 0.6330, loss: 0.6330, grad_norm: 2.3060 2021-05-07 07:35:03,002 - mmaction - INFO - Epoch [52][740/1853] lr: 9.264e-03, eta: 4:32:03, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9508, loss_cls: 0.5198, loss: 0.5198, grad_norm: 2.1098 2021-05-07 07:35:16,372 - mmaction - INFO - Epoch [52][760/1853] lr: 9.249e-03, eta: 4:31:49, time: 0.669, data_time: 0.002, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9422, loss_cls: 0.5851, loss: 0.5851, grad_norm: 2.1419 2021-05-07 07:35:29,661 - mmaction - INFO - Epoch [52][780/1853] lr: 9.234e-03, eta: 4:31:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9328, loss_cls: 0.6047, loss: 0.6047, grad_norm: 2.2136 2021-05-07 07:35:42,981 - mmaction - INFO - Epoch [52][800/1853] lr: 9.218e-03, eta: 4:31:21, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8227, top5_acc: 0.9414, loss_cls: 0.5875, loss: 0.5875, grad_norm: 2.2015 2021-05-07 07:35:56,281 - mmaction - INFO - Epoch [52][820/1853] lr: 9.203e-03, eta: 4:31:07, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8305, top5_acc: 0.9336, loss_cls: 0.5886, loss: 0.5886, grad_norm: 2.1800 2021-05-07 07:36:09,569 - mmaction - INFO - Epoch [52][840/1853] lr: 9.188e-03, eta: 4:30:53, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9367, loss_cls: 0.6030, loss: 0.6030, grad_norm: 2.1687 2021-05-07 07:36:22,904 - mmaction - INFO - Epoch [52][860/1853] lr: 9.172e-03, eta: 4:30:39, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9437, loss_cls: 0.5874, loss: 0.5874, grad_norm: 2.1451 2021-05-07 07:36:36,255 - mmaction - INFO - Epoch [52][880/1853] lr: 9.157e-03, eta: 4:30:24, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9430, loss_cls: 0.5442, loss: 0.5442, grad_norm: 2.2675 2021-05-07 07:36:49,537 - mmaction - INFO - Epoch [52][900/1853] lr: 9.142e-03, eta: 4:30:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9352, loss_cls: 0.5723, loss: 0.5723, grad_norm: 2.0874 2021-05-07 07:37:02,834 - mmaction - INFO - Epoch [52][920/1853] lr: 9.126e-03, eta: 4:29:56, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9430, loss_cls: 0.5461, loss: 0.5461, grad_norm: 2.1575 2021-05-07 07:37:16,202 - mmaction - INFO - Epoch [52][940/1853] lr: 9.111e-03, eta: 4:29:42, time: 0.669, data_time: 0.001, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9516, loss_cls: 0.4933, loss: 0.4933, grad_norm: 2.1092 2021-05-07 07:37:29,495 - mmaction - INFO - Epoch [52][960/1853] lr: 9.096e-03, eta: 4:29:28, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8117, top5_acc: 0.9391, loss_cls: 0.5709, loss: 0.5709, grad_norm: 2.1993 2021-05-07 07:37:42,805 - mmaction - INFO - Epoch [52][980/1853] lr: 9.081e-03, eta: 4:29:14, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9391, loss_cls: 0.5389, loss: 0.5389, grad_norm: 2.1053 2021-05-07 07:37:56,098 - mmaction - INFO - Epoch [52][1000/1853] lr: 9.066e-03, eta: 4:29:00, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9398, loss_cls: 0.5664, loss: 0.5664, grad_norm: 2.1194 2021-05-07 07:38:09,422 - mmaction - INFO - Epoch [52][1020/1853] lr: 9.050e-03, eta: 4:28:45, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9320, loss_cls: 0.5954, loss: 0.5954, grad_norm: 2.1196 2021-05-07 07:38:22,727 - mmaction - INFO - Epoch [52][1040/1853] lr: 9.035e-03, eta: 4:28:31, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8289, top5_acc: 0.9445, loss_cls: 0.5829, loss: 0.5829, grad_norm: 2.3164 2021-05-07 07:38:36,012 - mmaction - INFO - Epoch [52][1060/1853] lr: 9.020e-03, eta: 4:28:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9406, loss_cls: 0.5315, loss: 0.5315, grad_norm: 2.1117 2021-05-07 07:38:49,339 - mmaction - INFO - Epoch [52][1080/1853] lr: 9.005e-03, eta: 4:28:03, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8148, top5_acc: 0.9297, loss_cls: 0.5809, loss: 0.5809, grad_norm: 2.2623 2021-05-07 07:39:02,656 - mmaction - INFO - Epoch [52][1100/1853] lr: 8.990e-03, eta: 4:27:49, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8289, top5_acc: 0.9508, loss_cls: 0.5319, loss: 0.5319, grad_norm: 2.1775 2021-05-07 07:39:16,068 - mmaction - INFO - Epoch [52][1120/1853] lr: 8.974e-03, eta: 4:27:35, time: 0.671, data_time: 0.007, memory: 5809, top1_acc: 0.8250, top5_acc: 0.9453, loss_cls: 0.5936, loss: 0.5936, grad_norm: 2.3103 2021-05-07 07:39:29,358 - mmaction - INFO - Epoch [52][1140/1853] lr: 8.959e-03, eta: 4:27:21, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9461, loss_cls: 0.5668, loss: 0.5668, grad_norm: 2.1786 2021-05-07 07:39:42,663 - mmaction - INFO - Epoch [52][1160/1853] lr: 8.944e-03, eta: 4:27:07, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9437, loss_cls: 0.5281, loss: 0.5281, grad_norm: 1.9969 2021-05-07 07:39:56,018 - mmaction - INFO - Epoch [52][1180/1853] lr: 8.929e-03, eta: 4:26:52, time: 0.668, data_time: 0.005, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9352, loss_cls: 0.5632, loss: 0.5632, grad_norm: 2.1105 2021-05-07 07:40:09,348 - mmaction - INFO - Epoch [52][1200/1853] lr: 8.914e-03, eta: 4:26:38, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9469, loss_cls: 0.5377, loss: 0.5377, grad_norm: 2.1865 2021-05-07 07:40:22,638 - mmaction - INFO - Epoch [52][1220/1853] lr: 8.899e-03, eta: 4:26:24, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9477, loss_cls: 0.5540, loss: 0.5540, grad_norm: 2.1769 2021-05-07 07:40:35,955 - mmaction - INFO - Epoch [52][1240/1853] lr: 8.884e-03, eta: 4:26:10, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9367, loss_cls: 0.5852, loss: 0.5852, grad_norm: 2.3268 2021-05-07 07:40:49,259 - mmaction - INFO - Epoch [52][1260/1853] lr: 8.869e-03, eta: 4:25:56, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9430, loss_cls: 0.5576, loss: 0.5576, grad_norm: 2.1641 2021-05-07 07:41:02,637 - mmaction - INFO - Epoch [52][1280/1853] lr: 8.854e-03, eta: 4:25:42, time: 0.669, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9391, loss_cls: 0.5606, loss: 0.5606, grad_norm: 2.0249 2021-05-07 07:41:15,947 - mmaction - INFO - Epoch [52][1300/1853] lr: 8.839e-03, eta: 4:25:28, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9461, loss_cls: 0.5484, loss: 0.5484, grad_norm: 2.0966 2021-05-07 07:41:29,282 - mmaction - INFO - Epoch [52][1320/1853] lr: 8.824e-03, eta: 4:25:13, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8305, top5_acc: 0.9430, loss_cls: 0.5629, loss: 0.5629, grad_norm: 2.2495 2021-05-07 07:41:42,682 - mmaction - INFO - Epoch [52][1340/1853] lr: 8.809e-03, eta: 4:24:59, time: 0.670, data_time: 0.001, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9469, loss_cls: 0.5286, loss: 0.5286, grad_norm: 2.1430 2021-05-07 07:41:56,018 - mmaction - INFO - Epoch [52][1360/1853] lr: 8.794e-03, eta: 4:24:45, time: 0.667, data_time: 0.004, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9453, loss_cls: 0.5257, loss: 0.5257, grad_norm: 2.1231 2021-05-07 07:42:09,344 - mmaction - INFO - Epoch [52][1380/1853] lr: 8.779e-03, eta: 4:24:31, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9391, loss_cls: 0.6027, loss: 0.6027, grad_norm: 2.3975 2021-05-07 07:42:22,656 - mmaction - INFO - Epoch [52][1400/1853] lr: 8.764e-03, eta: 4:24:17, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9461, loss_cls: 0.5517, loss: 0.5517, grad_norm: 2.2910 2021-05-07 07:42:35,943 - mmaction - INFO - Epoch [52][1420/1853] lr: 8.749e-03, eta: 4:24:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9430, loss_cls: 0.5440, loss: 0.5440, grad_norm: 2.0897 2021-05-07 07:42:49,261 - mmaction - INFO - Epoch [52][1440/1853] lr: 8.734e-03, eta: 4:23:49, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9336, loss_cls: 0.5688, loss: 0.5688, grad_norm: 2.0632 2021-05-07 07:43:02,578 - mmaction - INFO - Epoch [52][1460/1853] lr: 8.719e-03, eta: 4:23:35, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9367, loss_cls: 0.5878, loss: 0.5878, grad_norm: 2.3297 2021-05-07 07:43:15,872 - mmaction - INFO - Epoch [52][1480/1853] lr: 8.704e-03, eta: 4:23:20, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9477, loss_cls: 0.5220, loss: 0.5220, grad_norm: 2.0531 2021-05-07 07:43:29,176 - mmaction - INFO - Epoch [52][1500/1853] lr: 8.689e-03, eta: 4:23:06, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9336, loss_cls: 0.5726, loss: 0.5726, grad_norm: 2.0602 2021-05-07 07:43:42,521 - mmaction - INFO - Epoch [52][1520/1853] lr: 8.674e-03, eta: 4:22:52, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9477, loss_cls: 0.5392, loss: 0.5392, grad_norm: 2.0792 2021-05-07 07:43:55,805 - mmaction - INFO - Epoch [52][1540/1853] lr: 8.659e-03, eta: 4:22:38, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9414, loss_cls: 0.5371, loss: 0.5371, grad_norm: 2.1543 2021-05-07 07:44:09,144 - mmaction - INFO - Epoch [52][1560/1853] lr: 8.644e-03, eta: 4:22:24, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9469, loss_cls: 0.5063, loss: 0.5063, grad_norm: 2.2010 2021-05-07 07:44:22,427 - mmaction - INFO - Epoch [52][1580/1853] lr: 8.629e-03, eta: 4:22:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8195, top5_acc: 0.9328, loss_cls: 0.5902, loss: 0.5902, grad_norm: 2.2131 2021-05-07 07:44:35,748 - mmaction - INFO - Epoch [52][1600/1853] lr: 8.614e-03, eta: 4:21:56, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9437, loss_cls: 0.5376, loss: 0.5376, grad_norm: 2.1979 2021-05-07 07:44:49,019 - mmaction - INFO - Epoch [52][1620/1853] lr: 8.600e-03, eta: 4:21:41, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9359, loss_cls: 0.5848, loss: 0.5848, grad_norm: 2.2486 2021-05-07 07:45:02,322 - mmaction - INFO - Epoch [52][1640/1853] lr: 8.585e-03, eta: 4:21:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9437, loss_cls: 0.5353, loss: 0.5353, grad_norm: 2.1394 2021-05-07 07:45:15,689 - mmaction - INFO - Epoch [52][1660/1853] lr: 8.570e-03, eta: 4:21:13, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9523, loss_cls: 0.5366, loss: 0.5366, grad_norm: 2.1926 2021-05-07 07:45:28,969 - mmaction - INFO - Epoch [52][1680/1853] lr: 8.555e-03, eta: 4:20:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9391, loss_cls: 0.5696, loss: 0.5696, grad_norm: 2.3024 2021-05-07 07:45:42,287 - mmaction - INFO - Epoch [52][1700/1853] lr: 8.540e-03, eta: 4:20:45, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9500, loss_cls: 0.5412, loss: 0.5412, grad_norm: 2.2734 2021-05-07 07:45:55,587 - mmaction - INFO - Epoch [52][1720/1853] lr: 8.525e-03, eta: 4:20:31, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9391, loss_cls: 0.5320, loss: 0.5320, grad_norm: 2.1251 2021-05-07 07:46:08,884 - mmaction - INFO - Epoch [52][1740/1853] lr: 8.511e-03, eta: 4:20:17, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9383, loss_cls: 0.5287, loss: 0.5287, grad_norm: 2.0279 2021-05-07 07:46:22,228 - mmaction - INFO - Epoch [52][1760/1853] lr: 8.496e-03, eta: 4:20:03, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9367, loss_cls: 0.5628, loss: 0.5628, grad_norm: 2.1756 2021-05-07 07:46:35,495 - mmaction - INFO - Epoch [52][1780/1853] lr: 8.481e-03, eta: 4:19:48, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9391, loss_cls: 0.5963, loss: 0.5963, grad_norm: 2.2862 2021-05-07 07:46:48,873 - mmaction - INFO - Epoch [52][1800/1853] lr: 8.466e-03, eta: 4:19:34, time: 0.669, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9375, loss_cls: 0.5690, loss: 0.5690, grad_norm: 2.2194 2021-05-07 07:47:02,183 - mmaction - INFO - Epoch [52][1820/1853] lr: 8.452e-03, eta: 4:19:20, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9430, loss_cls: 0.5616, loss: 0.5616, grad_norm: 2.0808 2021-05-07 07:47:15,468 - mmaction - INFO - Epoch [52][1840/1853] lr: 8.437e-03, eta: 4:19:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9367, loss_cls: 0.5587, loss: 0.5587, grad_norm: 2.1510 2021-05-07 07:47:25,148 - mmaction - INFO - Saving checkpoint at 52 epochs 2021-05-07 07:49:13,036 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-07 07:49:13,072 - mmaction - INFO - top1_acc 0.9575 top5_acc 0.9979 2021-05-07 07:49:13,072 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-07 07:49:13,080 - mmaction - INFO - mean_acc 0.9538 2021-05-07 07:49:13,082 - mmaction - INFO - Epoch(val) [52][1853] top1_acc: 0.9575, top5_acc: 0.9979, mean_class_accuracy: 0.9538 2021-05-07 07:50:20,622 - mmaction - INFO - Epoch [53][20/1853] lr: 8.413e-03, eta: 4:18:53, time: 3.376, data_time: 2.715, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9508, loss_cls: 0.4751, loss: 0.4751, grad_norm: 2.0226 2021-05-07 07:50:33,760 - mmaction - INFO - Epoch [53][40/1853] lr: 8.398e-03, eta: 4:18:39, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9422, loss_cls: 0.5561, loss: 0.5561, grad_norm: 2.3167 2021-05-07 07:50:46,939 - mmaction - INFO - Epoch [53][60/1853] lr: 8.383e-03, eta: 4:18:25, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9430, loss_cls: 0.5308, loss: 0.5308, grad_norm: 2.1202 2021-05-07 07:51:00,115 - mmaction - INFO - Epoch [53][80/1853] lr: 8.368e-03, eta: 4:18:11, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9445, loss_cls: 0.5293, loss: 0.5293, grad_norm: 2.0801 2021-05-07 07:51:13,347 - mmaction - INFO - Epoch [53][100/1853] lr: 8.354e-03, eta: 4:17:57, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9477, loss_cls: 0.5133, loss: 0.5133, grad_norm: 2.1302 2021-05-07 07:51:26,631 - mmaction - INFO - Epoch [53][120/1853] lr: 8.339e-03, eta: 4:17:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9352, loss_cls: 0.5692, loss: 0.5692, grad_norm: 2.2067 2021-05-07 07:51:39,858 - mmaction - INFO - Epoch [53][140/1853] lr: 8.325e-03, eta: 4:17:28, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9328, loss_cls: 0.5952, loss: 0.5952, grad_norm: 2.2758 2021-05-07 07:51:53,161 - mmaction - INFO - Epoch [53][160/1853] lr: 8.310e-03, eta: 4:17:14, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9383, loss_cls: 0.5511, loss: 0.5511, grad_norm: 2.0862 2021-05-07 07:52:06,400 - mmaction - INFO - Epoch [53][180/1853] lr: 8.295e-03, eta: 4:17:00, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9508, loss_cls: 0.5072, loss: 0.5072, grad_norm: 2.0478 2021-05-07 07:52:19,687 - mmaction - INFO - Epoch [53][200/1853] lr: 8.281e-03, eta: 4:16:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9359, loss_cls: 0.5708, loss: 0.5708, grad_norm: 2.1927 2021-05-07 07:52:32,982 - mmaction - INFO - Epoch [53][220/1853] lr: 8.266e-03, eta: 4:16:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9375, loss_cls: 0.5561, loss: 0.5561, grad_norm: 2.2081 2021-05-07 07:52:46,279 - mmaction - INFO - Epoch [53][240/1853] lr: 8.251e-03, eta: 4:16:18, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9437, loss_cls: 0.5572, loss: 0.5572, grad_norm: 2.2841 2021-05-07 07:52:59,558 - mmaction - INFO - Epoch [53][260/1853] lr: 8.237e-03, eta: 4:16:03, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9422, loss_cls: 0.5436, loss: 0.5436, grad_norm: 2.3204 2021-05-07 07:53:12,879 - mmaction - INFO - Epoch [53][280/1853] lr: 8.222e-03, eta: 4:15:49, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8203, top5_acc: 0.9414, loss_cls: 0.5925, loss: 0.5925, grad_norm: 2.2709 2021-05-07 07:53:26,183 - mmaction - INFO - Epoch [53][300/1853] lr: 8.208e-03, eta: 4:15:35, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9422, loss_cls: 0.5456, loss: 0.5456, grad_norm: 2.1589 2021-05-07 07:53:39,483 - mmaction - INFO - Epoch [53][320/1853] lr: 8.193e-03, eta: 4:15:21, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9328, loss_cls: 0.5672, loss: 0.5672, grad_norm: 2.1938 2021-05-07 07:53:52,799 - mmaction - INFO - Epoch [53][340/1853] lr: 8.179e-03, eta: 4:15:07, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9406, loss_cls: 0.5505, loss: 0.5505, grad_norm: 2.0397 2021-05-07 07:54:06,085 - mmaction - INFO - Epoch [53][360/1853] lr: 8.164e-03, eta: 4:14:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8234, top5_acc: 0.9367, loss_cls: 0.5741, loss: 0.5741, grad_norm: 2.3371 2021-05-07 07:54:19,410 - mmaction - INFO - Epoch [53][380/1853] lr: 8.150e-03, eta: 4:14:39, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8250, top5_acc: 0.9383, loss_cls: 0.5738, loss: 0.5738, grad_norm: 2.1422 2021-05-07 07:54:32,701 - mmaction - INFO - Epoch [53][400/1853] lr: 8.135e-03, eta: 4:14:24, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9289, loss_cls: 0.5953, loss: 0.5953, grad_norm: 2.2102 2021-05-07 07:54:46,102 - mmaction - INFO - Epoch [53][420/1853] lr: 8.121e-03, eta: 4:14:10, time: 0.670, data_time: 0.004, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9477, loss_cls: 0.5301, loss: 0.5301, grad_norm: 2.0694 2021-05-07 07:54:59,382 - mmaction - INFO - Epoch [53][440/1853] lr: 8.106e-03, eta: 4:13:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8156, top5_acc: 0.9297, loss_cls: 0.6011, loss: 0.6011, grad_norm: 2.1961 2021-05-07 07:55:12,674 - mmaction - INFO - Epoch [53][460/1853] lr: 8.092e-03, eta: 4:13:42, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9461, loss_cls: 0.5953, loss: 0.5953, grad_norm: 2.2532 2021-05-07 07:55:26,000 - mmaction - INFO - Epoch [53][480/1853] lr: 8.077e-03, eta: 4:13:28, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9289, loss_cls: 0.5867, loss: 0.5867, grad_norm: 2.1302 2021-05-07 07:55:39,283 - mmaction - INFO - Epoch [53][500/1853] lr: 8.063e-03, eta: 4:13:14, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9375, loss_cls: 0.5200, loss: 0.5200, grad_norm: 1.8979 2021-05-07 07:55:52,591 - mmaction - INFO - Epoch [53][520/1853] lr: 8.049e-03, eta: 4:13:00, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9523, loss_cls: 0.5033, loss: 0.5033, grad_norm: 2.0596 2021-05-07 07:56:05,898 - mmaction - INFO - Epoch [53][540/1853] lr: 8.034e-03, eta: 4:12:46, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9430, loss_cls: 0.5046, loss: 0.5046, grad_norm: 2.0526 2021-05-07 07:56:19,225 - mmaction - INFO - Epoch [53][560/1853] lr: 8.020e-03, eta: 4:12:31, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9437, loss_cls: 0.5088, loss: 0.5088, grad_norm: 2.0765 2021-05-07 07:56:32,513 - mmaction - INFO - Epoch [53][580/1853] lr: 8.005e-03, eta: 4:12:17, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9398, loss_cls: 0.5657, loss: 0.5657, grad_norm: 2.3089 2021-05-07 07:56:45,829 - mmaction - INFO - Epoch [53][600/1853] lr: 7.991e-03, eta: 4:12:03, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9477, loss_cls: 0.5700, loss: 0.5700, grad_norm: 2.2797 2021-05-07 07:56:59,086 - mmaction - INFO - Epoch [53][620/1853] lr: 7.977e-03, eta: 4:11:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9477, loss_cls: 0.5063, loss: 0.5063, grad_norm: 1.9967 2021-05-07 07:57:12,396 - mmaction - INFO - Epoch [53][640/1853] lr: 7.962e-03, eta: 4:11:35, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9555, loss_cls: 0.4920, loss: 0.4920, grad_norm: 2.2423 2021-05-07 07:57:25,728 - mmaction - INFO - Epoch [53][660/1853] lr: 7.948e-03, eta: 4:11:21, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9523, loss_cls: 0.5530, loss: 0.5530, grad_norm: 2.2315 2021-05-07 07:57:39,021 - mmaction - INFO - Epoch [53][680/1853] lr: 7.934e-03, eta: 4:11:07, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9508, loss_cls: 0.5323, loss: 0.5323, grad_norm: 2.1887 2021-05-07 07:57:52,309 - mmaction - INFO - Epoch [53][700/1853] lr: 7.919e-03, eta: 4:10:52, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8250, top5_acc: 0.9437, loss_cls: 0.5853, loss: 0.5853, grad_norm: 2.2523 2021-05-07 07:58:05,665 - mmaction - INFO - Epoch [53][720/1853] lr: 7.905e-03, eta: 4:10:38, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9398, loss_cls: 0.5608, loss: 0.5608, grad_norm: 2.0918 2021-05-07 07:58:18,931 - mmaction - INFO - Epoch [53][740/1853] lr: 7.891e-03, eta: 4:10:24, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9422, loss_cls: 0.5339, loss: 0.5339, grad_norm: 2.2066 2021-05-07 07:58:32,197 - mmaction - INFO - Epoch [53][760/1853] lr: 7.876e-03, eta: 4:10:10, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9516, loss_cls: 0.5256, loss: 0.5256, grad_norm: 2.2677 2021-05-07 07:58:45,523 - mmaction - INFO - Epoch [53][780/1853] lr: 7.862e-03, eta: 4:09:56, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9445, loss_cls: 0.5177, loss: 0.5177, grad_norm: 2.0785 2021-05-07 07:58:58,829 - mmaction - INFO - Epoch [53][800/1853] lr: 7.848e-03, eta: 4:09:42, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9461, loss_cls: 0.5356, loss: 0.5356, grad_norm: 2.1904 2021-05-07 07:59:12,137 - mmaction - INFO - Epoch [53][820/1853] lr: 7.834e-03, eta: 4:09:28, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8102, top5_acc: 0.9242, loss_cls: 0.6331, loss: 0.6331, grad_norm: 2.3022 2021-05-07 07:59:25,424 - mmaction - INFO - Epoch [53][840/1853] lr: 7.819e-03, eta: 4:09:14, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9383, loss_cls: 0.5528, loss: 0.5528, grad_norm: 2.1093 2021-05-07 07:59:38,736 - mmaction - INFO - Epoch [53][860/1853] lr: 7.805e-03, eta: 4:08:59, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9461, loss_cls: 0.5234, loss: 0.5234, grad_norm: 2.1643 2021-05-07 07:59:52,034 - mmaction - INFO - Epoch [53][880/1853] lr: 7.791e-03, eta: 4:08:45, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9437, loss_cls: 0.5568, loss: 0.5568, grad_norm: 2.1556 2021-05-07 08:00:05,319 - mmaction - INFO - Epoch [53][900/1853] lr: 7.777e-03, eta: 4:08:31, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8164, top5_acc: 0.9453, loss_cls: 0.5792, loss: 0.5792, grad_norm: 2.3444 2021-05-07 08:00:18,607 - mmaction - INFO - Epoch [53][920/1853] lr: 7.763e-03, eta: 4:08:17, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9461, loss_cls: 0.5457, loss: 0.5457, grad_norm: 2.2481 2021-05-07 08:00:31,937 - mmaction - INFO - Epoch [53][940/1853] lr: 7.748e-03, eta: 4:08:03, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8219, top5_acc: 0.9352, loss_cls: 0.5876, loss: 0.5876, grad_norm: 2.2859 2021-05-07 08:00:45,232 - mmaction - INFO - Epoch [53][960/1853] lr: 7.734e-03, eta: 4:07:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9508, loss_cls: 0.5003, loss: 0.5003, grad_norm: 2.1291 2021-05-07 08:00:58,519 - mmaction - INFO - Epoch [53][980/1853] lr: 7.720e-03, eta: 4:07:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9477, loss_cls: 0.5124, loss: 0.5124, grad_norm: 2.1885 2021-05-07 08:01:11,842 - mmaction - INFO - Epoch [53][1000/1853] lr: 7.706e-03, eta: 4:07:21, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9375, loss_cls: 0.5669, loss: 0.5669, grad_norm: 2.3359 2021-05-07 08:01:25,097 - mmaction - INFO - Epoch [53][1020/1853] lr: 7.692e-03, eta: 4:07:06, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9430, loss_cls: 0.5711, loss: 0.5711, grad_norm: 2.3194 2021-05-07 08:01:38,407 - mmaction - INFO - Epoch [53][1040/1853] lr: 7.678e-03, eta: 4:06:52, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9406, loss_cls: 0.5062, loss: 0.5062, grad_norm: 2.0031 2021-05-07 08:01:51,730 - mmaction - INFO - Epoch [53][1060/1853] lr: 7.664e-03, eta: 4:06:38, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9336, loss_cls: 0.5752, loss: 0.5752, grad_norm: 2.1179 2021-05-07 08:02:05,008 - mmaction - INFO - Epoch [53][1080/1853] lr: 7.650e-03, eta: 4:06:24, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9359, loss_cls: 0.5277, loss: 0.5277, grad_norm: 2.0475 2021-05-07 08:02:18,379 - mmaction - INFO - Epoch [53][1100/1853] lr: 7.636e-03, eta: 4:06:10, time: 0.669, data_time: 0.001, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9430, loss_cls: 0.5332, loss: 0.5332, grad_norm: 2.1495 2021-05-07 08:02:31,638 - mmaction - INFO - Epoch [53][1120/1853] lr: 7.621e-03, eta: 4:05:56, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9398, loss_cls: 0.5333, loss: 0.5333, grad_norm: 2.2153 2021-05-07 08:02:44,962 - mmaction - INFO - Epoch [53][1140/1853] lr: 7.607e-03, eta: 4:05:42, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9430, loss_cls: 0.5574, loss: 0.5574, grad_norm: 2.2566 2021-05-07 08:02:58,286 - mmaction - INFO - Epoch [53][1160/1853] lr: 7.593e-03, eta: 4:05:28, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9508, loss_cls: 0.5111, loss: 0.5111, grad_norm: 2.1993 2021-05-07 08:03:11,572 - mmaction - INFO - Epoch [53][1180/1853] lr: 7.579e-03, eta: 4:05:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9531, loss_cls: 0.5012, loss: 0.5012, grad_norm: 2.2610 2021-05-07 08:03:24,889 - mmaction - INFO - Epoch [53][1200/1853] lr: 7.565e-03, eta: 4:04:59, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9461, loss_cls: 0.5094, loss: 0.5094, grad_norm: 2.3604 2021-05-07 08:03:38,135 - mmaction - INFO - Epoch [53][1220/1853] lr: 7.551e-03, eta: 4:04:45, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9445, loss_cls: 0.5583, loss: 0.5583, grad_norm: 2.3694 2021-05-07 08:03:51,405 - mmaction - INFO - Epoch [53][1240/1853] lr: 7.537e-03, eta: 4:04:31, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8242, top5_acc: 0.9305, loss_cls: 0.5585, loss: 0.5585, grad_norm: 2.3326 2021-05-07 08:04:04,687 - mmaction - INFO - Epoch [53][1260/1853] lr: 7.523e-03, eta: 4:04:17, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9391, loss_cls: 0.5503, loss: 0.5503, grad_norm: 2.0073 2021-05-07 08:04:18,014 - mmaction - INFO - Epoch [53][1280/1853] lr: 7.509e-03, eta: 4:04:03, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9445, loss_cls: 0.5440, loss: 0.5440, grad_norm: 2.2674 2021-05-07 08:04:31,311 - mmaction - INFO - Epoch [53][1300/1853] lr: 7.495e-03, eta: 4:03:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9461, loss_cls: 0.5108, loss: 0.5108, grad_norm: 2.2325 2021-05-07 08:04:44,569 - mmaction - INFO - Epoch [53][1320/1853] lr: 7.481e-03, eta: 4:03:35, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9406, loss_cls: 0.5688, loss: 0.5688, grad_norm: 2.4606 2021-05-07 08:04:57,890 - mmaction - INFO - Epoch [53][1340/1853] lr: 7.468e-03, eta: 4:03:20, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9391, loss_cls: 0.5828, loss: 0.5828, grad_norm: 2.2637 2021-05-07 08:05:11,166 - mmaction - INFO - Epoch [53][1360/1853] lr: 7.454e-03, eta: 4:03:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9461, loss_cls: 0.5370, loss: 0.5370, grad_norm: 2.1948 2021-05-07 08:05:24,403 - mmaction - INFO - Epoch [53][1380/1853] lr: 7.440e-03, eta: 4:02:52, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9383, loss_cls: 0.5521, loss: 0.5521, grad_norm: 2.2400 2021-05-07 08:05:37,651 - mmaction - INFO - Epoch [53][1400/1853] lr: 7.426e-03, eta: 4:02:38, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9508, loss_cls: 0.5061, loss: 0.5061, grad_norm: 2.2451 2021-05-07 08:05:50,983 - mmaction - INFO - Epoch [53][1420/1853] lr: 7.412e-03, eta: 4:02:24, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9398, loss_cls: 0.5265, loss: 0.5265, grad_norm: 2.1191 2021-05-07 08:06:04,266 - mmaction - INFO - Epoch [53][1440/1853] lr: 7.398e-03, eta: 4:02:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9430, loss_cls: 0.5320, loss: 0.5320, grad_norm: 2.1240 2021-05-07 08:06:17,508 - mmaction - INFO - Epoch [53][1460/1853] lr: 7.384e-03, eta: 4:01:56, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9508, loss_cls: 0.5311, loss: 0.5311, grad_norm: 2.3373 2021-05-07 08:06:30,826 - mmaction - INFO - Epoch [53][1480/1853] lr: 7.370e-03, eta: 4:01:42, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9469, loss_cls: 0.5488, loss: 0.5488, grad_norm: 2.2599 2021-05-07 08:06:44,096 - mmaction - INFO - Epoch [53][1500/1853] lr: 7.357e-03, eta: 4:01:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9516, loss_cls: 0.4857, loss: 0.4857, grad_norm: 2.2072 2021-05-07 08:06:57,377 - mmaction - INFO - Epoch [53][1520/1853] lr: 7.343e-03, eta: 4:01:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9437, loss_cls: 0.5241, loss: 0.5241, grad_norm: 2.2723 2021-05-07 08:07:10,692 - mmaction - INFO - Epoch [53][1540/1853] lr: 7.329e-03, eta: 4:00:59, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9437, loss_cls: 0.5357, loss: 0.5357, grad_norm: 2.4100 2021-05-07 08:07:23,970 - mmaction - INFO - Epoch [53][1560/1853] lr: 7.315e-03, eta: 4:00:45, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9320, loss_cls: 0.6000, loss: 0.6000, grad_norm: 2.2553 2021-05-07 08:07:37,260 - mmaction - INFO - Epoch [53][1580/1853] lr: 7.301e-03, eta: 4:00:31, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9477, loss_cls: 0.5163, loss: 0.5163, grad_norm: 2.1119 2021-05-07 08:07:50,555 - mmaction - INFO - Epoch [53][1600/1853] lr: 7.288e-03, eta: 4:00:17, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9484, loss_cls: 0.5466, loss: 0.5466, grad_norm: 2.2556 2021-05-07 08:08:03,837 - mmaction - INFO - Epoch [53][1620/1853] lr: 7.274e-03, eta: 4:00:03, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9453, loss_cls: 0.5389, loss: 0.5389, grad_norm: 2.0855 2021-05-07 08:08:17,096 - mmaction - INFO - Epoch [53][1640/1853] lr: 7.260e-03, eta: 3:59:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9516, loss_cls: 0.5050, loss: 0.5050, grad_norm: 2.2788 2021-05-07 08:08:30,421 - mmaction - INFO - Epoch [53][1660/1853] lr: 7.246e-03, eta: 3:59:35, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9531, loss_cls: 0.5124, loss: 0.5124, grad_norm: 2.2069 2021-05-07 08:08:43,725 - mmaction - INFO - Epoch [53][1680/1853] lr: 7.233e-03, eta: 3:59:20, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9469, loss_cls: 0.5169, loss: 0.5169, grad_norm: 2.1759 2021-05-07 08:08:56,958 - mmaction - INFO - Epoch [53][1700/1853] lr: 7.219e-03, eta: 3:59:06, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9437, loss_cls: 0.5326, loss: 0.5326, grad_norm: 2.0825 2021-05-07 08:09:10,279 - mmaction - INFO - Epoch [53][1720/1853] lr: 7.205e-03, eta: 3:58:52, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9336, loss_cls: 0.5667, loss: 0.5667, grad_norm: 2.1650 2021-05-07 08:09:23,579 - mmaction - INFO - Epoch [53][1740/1853] lr: 7.191e-03, eta: 3:58:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8305, top5_acc: 0.9359, loss_cls: 0.5692, loss: 0.5692, grad_norm: 2.3047 2021-05-07 08:09:36,830 - mmaction - INFO - Epoch [53][1760/1853] lr: 7.178e-03, eta: 3:58:24, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9313, loss_cls: 0.5850, loss: 0.5850, grad_norm: 2.2069 2021-05-07 08:09:50,159 - mmaction - INFO - Epoch [53][1780/1853] lr: 7.164e-03, eta: 3:58:10, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9516, loss_cls: 0.5487, loss: 0.5487, grad_norm: 2.2813 2021-05-07 08:10:03,439 - mmaction - INFO - Epoch [53][1800/1853] lr: 7.150e-03, eta: 3:57:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9500, loss_cls: 0.4935, loss: 0.4935, grad_norm: 2.1225 2021-05-07 08:10:16,709 - mmaction - INFO - Epoch [53][1820/1853] lr: 7.137e-03, eta: 3:57:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9445, loss_cls: 0.5444, loss: 0.5444, grad_norm: 2.2116 2021-05-07 08:10:29,998 - mmaction - INFO - Epoch [53][1840/1853] lr: 7.123e-03, eta: 3:57:28, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9320, loss_cls: 0.5429, loss: 0.5429, grad_norm: 2.1755 2021-05-07 08:10:39,593 - mmaction - INFO - Saving checkpoint at 53 epochs 2021-05-07 08:12:07,913 - mmaction - INFO - Epoch [54][20/1853] lr: 7.101e-03, eta: 3:57:18, time: 4.395, data_time: 3.733, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9391, loss_cls: 0.5060, loss: 0.5060, grad_norm: 2.0628 2021-05-07 08:12:21,062 - mmaction - INFO - Epoch [54][40/1853] lr: 7.087e-03, eta: 3:57:04, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9430, loss_cls: 0.5743, loss: 0.5743, grad_norm: 2.3386 2021-05-07 08:12:34,198 - mmaction - INFO - Epoch [54][60/1853] lr: 7.073e-03, eta: 3:56:50, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9437, loss_cls: 0.5540, loss: 0.5540, grad_norm: 2.2380 2021-05-07 08:12:47,411 - mmaction - INFO - Epoch [54][80/1853] lr: 7.060e-03, eta: 3:56:35, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9539, loss_cls: 0.4846, loss: 0.4846, grad_norm: 2.2315 2021-05-07 08:13:00,604 - mmaction - INFO - Epoch [54][100/1853] lr: 7.046e-03, eta: 3:56:21, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9477, loss_cls: 0.5109, loss: 0.5109, grad_norm: 2.2823 2021-05-07 08:13:13,830 - mmaction - INFO - Epoch [54][120/1853] lr: 7.033e-03, eta: 3:56:07, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9437, loss_cls: 0.5204, loss: 0.5204, grad_norm: 2.2100 2021-05-07 08:13:27,066 - mmaction - INFO - Epoch [54][140/1853] lr: 7.019e-03, eta: 3:55:53, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9461, loss_cls: 0.5164, loss: 0.5164, grad_norm: 2.1530 2021-05-07 08:13:40,283 - mmaction - INFO - Epoch [54][160/1853] lr: 7.006e-03, eta: 3:55:39, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9469, loss_cls: 0.5569, loss: 0.5569, grad_norm: 2.2812 2021-05-07 08:13:53,543 - mmaction - INFO - Epoch [54][180/1853] lr: 6.992e-03, eta: 3:55:25, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9500, loss_cls: 0.4966, loss: 0.4966, grad_norm: 2.2599 2021-05-07 08:14:06,797 - mmaction - INFO - Epoch [54][200/1853] lr: 6.979e-03, eta: 3:55:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9508, loss_cls: 0.5112, loss: 0.5112, grad_norm: 2.0527 2021-05-07 08:14:20,088 - mmaction - INFO - Epoch [54][220/1853] lr: 6.965e-03, eta: 3:54:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9414, loss_cls: 0.5660, loss: 0.5660, grad_norm: 2.2034 2021-05-07 08:14:33,343 - mmaction - INFO - Epoch [54][240/1853] lr: 6.952e-03, eta: 3:54:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9359, loss_cls: 0.5559, loss: 0.5559, grad_norm: 2.0902 2021-05-07 08:14:46,625 - mmaction - INFO - Epoch [54][260/1853] lr: 6.938e-03, eta: 3:54:28, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9375, loss_cls: 0.5392, loss: 0.5392, grad_norm: 2.0169 2021-05-07 08:14:59,931 - mmaction - INFO - Epoch [54][280/1853] lr: 6.925e-03, eta: 3:54:14, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9367, loss_cls: 0.5554, loss: 0.5554, grad_norm: 2.1777 2021-05-07 08:15:13,207 - mmaction - INFO - Epoch [54][300/1853] lr: 6.911e-03, eta: 3:54:00, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9375, loss_cls: 0.5397, loss: 0.5397, grad_norm: 2.1350 2021-05-07 08:15:26,497 - mmaction - INFO - Epoch [54][320/1853] lr: 6.898e-03, eta: 3:53:46, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9508, loss_cls: 0.5074, loss: 0.5074, grad_norm: 2.1469 2021-05-07 08:15:39,804 - mmaction - INFO - Epoch [54][340/1853] lr: 6.884e-03, eta: 3:53:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9500, loss_cls: 0.5075, loss: 0.5075, grad_norm: 2.2940 2021-05-07 08:15:53,107 - mmaction - INFO - Epoch [54][360/1853] lr: 6.871e-03, eta: 3:53:18, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9437, loss_cls: 0.5588, loss: 0.5588, grad_norm: 2.3064 2021-05-07 08:16:06,389 - mmaction - INFO - Epoch [54][380/1853] lr: 6.858e-03, eta: 3:53:03, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9367, loss_cls: 0.5412, loss: 0.5412, grad_norm: 2.3481 2021-05-07 08:16:19,725 - mmaction - INFO - Epoch [54][400/1853] lr: 6.844e-03, eta: 3:52:49, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9508, loss_cls: 0.5225, loss: 0.5225, grad_norm: 2.2213 2021-05-07 08:16:33,007 - mmaction - INFO - Epoch [54][420/1853] lr: 6.831e-03, eta: 3:52:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9437, loss_cls: 0.4810, loss: 0.4810, grad_norm: 1.9659 2021-05-07 08:16:46,309 - mmaction - INFO - Epoch [54][440/1853] lr: 6.818e-03, eta: 3:52:21, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9430, loss_cls: 0.4879, loss: 0.4879, grad_norm: 2.1702 2021-05-07 08:16:59,606 - mmaction - INFO - Epoch [54][460/1853] lr: 6.804e-03, eta: 3:52:07, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9313, loss_cls: 0.5480, loss: 0.5480, grad_norm: 2.2989 2021-05-07 08:17:12,894 - mmaction - INFO - Epoch [54][480/1853] lr: 6.791e-03, eta: 3:51:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9398, loss_cls: 0.5612, loss: 0.5612, grad_norm: 2.3708 2021-05-07 08:17:26,164 - mmaction - INFO - Epoch [54][500/1853] lr: 6.778e-03, eta: 3:51:39, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9297, loss_cls: 0.5964, loss: 0.5964, grad_norm: 2.2415 2021-05-07 08:17:39,481 - mmaction - INFO - Epoch [54][520/1853] lr: 6.764e-03, eta: 3:51:25, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9516, loss_cls: 0.5266, loss: 0.5266, grad_norm: 2.3287 2021-05-07 08:17:52,773 - mmaction - INFO - Epoch [54][540/1853] lr: 6.751e-03, eta: 3:51:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9469, loss_cls: 0.4960, loss: 0.4960, grad_norm: 2.2096 2021-05-07 08:18:06,102 - mmaction - INFO - Epoch [54][560/1853] lr: 6.738e-03, eta: 3:50:56, time: 0.666, data_time: 0.004, memory: 5809, top1_acc: 0.8711, top5_acc: 0.9648, loss_cls: 0.4431, loss: 0.4431, grad_norm: 2.0946 2021-05-07 08:18:19,365 - mmaction - INFO - Epoch [54][580/1853] lr: 6.724e-03, eta: 3:50:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9437, loss_cls: 0.5068, loss: 0.5068, grad_norm: 2.2129 2021-05-07 08:18:32,660 - mmaction - INFO - Epoch [54][600/1853] lr: 6.711e-03, eta: 3:50:28, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9516, loss_cls: 0.5032, loss: 0.5032, grad_norm: 2.4011 2021-05-07 08:18:45,963 - mmaction - INFO - Epoch [54][620/1853] lr: 6.698e-03, eta: 3:50:14, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9391, loss_cls: 0.5641, loss: 0.5641, grad_norm: 2.3430 2021-05-07 08:18:59,255 - mmaction - INFO - Epoch [54][640/1853] lr: 6.685e-03, eta: 3:50:00, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9422, loss_cls: 0.5249, loss: 0.5249, grad_norm: 2.1907 2021-05-07 08:19:12,578 - mmaction - INFO - Epoch [54][660/1853] lr: 6.671e-03, eta: 3:49:46, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9422, loss_cls: 0.5181, loss: 0.5181, grad_norm: 2.2401 2021-05-07 08:19:25,871 - mmaction - INFO - Epoch [54][680/1853] lr: 6.658e-03, eta: 3:49:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9508, loss_cls: 0.5108, loss: 0.5108, grad_norm: 2.3716 2021-05-07 08:19:39,157 - mmaction - INFO - Epoch [54][700/1853] lr: 6.645e-03, eta: 3:49:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9594, loss_cls: 0.5027, loss: 0.5027, grad_norm: 2.2104 2021-05-07 08:19:52,411 - mmaction - INFO - Epoch [54][720/1853] lr: 6.632e-03, eta: 3:49:03, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9406, loss_cls: 0.5394, loss: 0.5394, grad_norm: 2.1578 2021-05-07 08:20:05,758 - mmaction - INFO - Epoch [54][740/1853] lr: 6.619e-03, eta: 3:48:49, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9352, loss_cls: 0.5793, loss: 0.5793, grad_norm: 2.2916 2021-05-07 08:20:19,034 - mmaction - INFO - Epoch [54][760/1853] lr: 6.605e-03, eta: 3:48:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9531, loss_cls: 0.4858, loss: 0.4858, grad_norm: 1.9722 2021-05-07 08:20:32,322 - mmaction - INFO - Epoch [54][780/1853] lr: 6.592e-03, eta: 3:48:21, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9391, loss_cls: 0.5402, loss: 0.5402, grad_norm: 2.3105 2021-05-07 08:20:45,653 - mmaction - INFO - Epoch [54][800/1853] lr: 6.579e-03, eta: 3:48:07, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9320, loss_cls: 0.5743, loss: 0.5743, grad_norm: 2.2176 2021-05-07 08:20:58,892 - mmaction - INFO - Epoch [54][820/1853] lr: 6.566e-03, eta: 3:47:53, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9352, loss_cls: 0.5701, loss: 0.5701, grad_norm: 2.2554 2021-05-07 08:21:12,156 - mmaction - INFO - Epoch [54][840/1853] lr: 6.553e-03, eta: 3:47:39, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9430, loss_cls: 0.5419, loss: 0.5419, grad_norm: 2.2214 2021-05-07 08:21:25,438 - mmaction - INFO - Epoch [54][860/1853] lr: 6.540e-03, eta: 3:47:25, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9383, loss_cls: 0.5554, loss: 0.5554, grad_norm: 2.2502 2021-05-07 08:21:38,759 - mmaction - INFO - Epoch [54][880/1853] lr: 6.527e-03, eta: 3:47:11, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9445, loss_cls: 0.5345, loss: 0.5345, grad_norm: 2.2879 2021-05-07 08:21:52,075 - mmaction - INFO - Epoch [54][900/1853] lr: 6.514e-03, eta: 3:46:56, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9391, loss_cls: 0.5515, loss: 0.5515, grad_norm: 2.2978 2021-05-07 08:22:05,352 - mmaction - INFO - Epoch [54][920/1853] lr: 6.501e-03, eta: 3:46:42, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8250, top5_acc: 0.9367, loss_cls: 0.5736, loss: 0.5736, grad_norm: 2.3027 2021-05-07 08:22:18,612 - mmaction - INFO - Epoch [54][940/1853] lr: 6.487e-03, eta: 3:46:28, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9375, loss_cls: 0.5489, loss: 0.5489, grad_norm: 2.2627 2021-05-07 08:22:31,920 - mmaction - INFO - Epoch [54][960/1853] lr: 6.474e-03, eta: 3:46:14, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9461, loss_cls: 0.5003, loss: 0.5003, grad_norm: 2.1533 2021-05-07 08:22:45,211 - mmaction - INFO - Epoch [54][980/1853] lr: 6.461e-03, eta: 3:46:00, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9453, loss_cls: 0.5348, loss: 0.5348, grad_norm: 2.0805 2021-05-07 08:22:58,494 - mmaction - INFO - Epoch [54][1000/1853] lr: 6.448e-03, eta: 3:45:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9523, loss_cls: 0.4883, loss: 0.4883, grad_norm: 1.9700 2021-05-07 08:23:11,830 - mmaction - INFO - Epoch [54][1020/1853] lr: 6.435e-03, eta: 3:45:32, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9391, loss_cls: 0.5497, loss: 0.5497, grad_norm: 2.2793 2021-05-07 08:23:25,119 - mmaction - INFO - Epoch [54][1040/1853] lr: 6.422e-03, eta: 3:45:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9484, loss_cls: 0.5182, loss: 0.5182, grad_norm: 2.1492 2021-05-07 08:23:38,365 - mmaction - INFO - Epoch [54][1060/1853] lr: 6.409e-03, eta: 3:45:04, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9359, loss_cls: 0.5707, loss: 0.5707, grad_norm: 2.3889 2021-05-07 08:23:51,693 - mmaction - INFO - Epoch [54][1080/1853] lr: 6.396e-03, eta: 3:44:49, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9398, loss_cls: 0.5560, loss: 0.5560, grad_norm: 2.3263 2021-05-07 08:24:04,967 - mmaction - INFO - Epoch [54][1100/1853] lr: 6.383e-03, eta: 3:44:35, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9555, loss_cls: 0.4827, loss: 0.4827, grad_norm: 2.1823 2021-05-07 08:24:18,289 - mmaction - INFO - Epoch [54][1120/1853] lr: 6.371e-03, eta: 3:44:21, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9398, loss_cls: 0.5421, loss: 0.5421, grad_norm: 2.1474 2021-05-07 08:24:31,622 - mmaction - INFO - Epoch [54][1140/1853] lr: 6.358e-03, eta: 3:44:07, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9437, loss_cls: 0.5317, loss: 0.5317, grad_norm: 2.2304 2021-05-07 08:24:44,909 - mmaction - INFO - Epoch [54][1160/1853] lr: 6.345e-03, eta: 3:43:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9359, loss_cls: 0.5277, loss: 0.5277, grad_norm: 2.1941 2021-05-07 08:24:58,213 - mmaction - INFO - Epoch [54][1180/1853] lr: 6.332e-03, eta: 3:43:39, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9461, loss_cls: 0.5382, loss: 0.5382, grad_norm: 2.3056 2021-05-07 08:25:11,526 - mmaction - INFO - Epoch [54][1200/1853] lr: 6.319e-03, eta: 3:43:25, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9523, loss_cls: 0.4855, loss: 0.4855, grad_norm: 2.2348 2021-05-07 08:25:24,787 - mmaction - INFO - Epoch [54][1220/1853] lr: 6.306e-03, eta: 3:43:11, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9313, loss_cls: 0.5899, loss: 0.5899, grad_norm: 2.3288 2021-05-07 08:25:38,089 - mmaction - INFO - Epoch [54][1240/1853] lr: 6.293e-03, eta: 3:42:57, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9523, loss_cls: 0.5091, loss: 0.5091, grad_norm: 2.2151 2021-05-07 08:25:51,376 - mmaction - INFO - Epoch [54][1260/1853] lr: 6.280e-03, eta: 3:42:42, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9469, loss_cls: 0.4761, loss: 0.4761, grad_norm: 1.9749 2021-05-07 08:26:04,762 - mmaction - INFO - Epoch [54][1280/1853] lr: 6.267e-03, eta: 3:42:28, time: 0.669, data_time: 0.001, memory: 5809, top1_acc: 0.8039, top5_acc: 0.9250, loss_cls: 0.6521, loss: 0.6521, grad_norm: 2.5189 2021-05-07 08:26:18,005 - mmaction - INFO - Epoch [54][1300/1853] lr: 6.255e-03, eta: 3:42:14, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9453, loss_cls: 0.5347, loss: 0.5347, grad_norm: 2.1483 2021-05-07 08:26:31,277 - mmaction - INFO - Epoch [54][1320/1853] lr: 6.242e-03, eta: 3:42:00, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9352, loss_cls: 0.5876, loss: 0.5876, grad_norm: 2.2955 2021-05-07 08:26:44,573 - mmaction - INFO - Epoch [54][1340/1853] lr: 6.229e-03, eta: 3:41:46, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9328, loss_cls: 0.5787, loss: 0.5787, grad_norm: 2.1615 2021-05-07 08:26:57,861 - mmaction - INFO - Epoch [54][1360/1853] lr: 6.216e-03, eta: 3:41:32, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9414, loss_cls: 0.5250, loss: 0.5250, grad_norm: 2.3908 2021-05-07 08:27:11,137 - mmaction - INFO - Epoch [54][1380/1853] lr: 6.203e-03, eta: 3:41:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9359, loss_cls: 0.5512, loss: 0.5512, grad_norm: 2.3374 2021-05-07 08:27:24,421 - mmaction - INFO - Epoch [54][1400/1853] lr: 6.191e-03, eta: 3:41:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9445, loss_cls: 0.5631, loss: 0.5631, grad_norm: 2.3950 2021-05-07 08:27:37,716 - mmaction - INFO - Epoch [54][1420/1853] lr: 6.178e-03, eta: 3:40:50, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9461, loss_cls: 0.5129, loss: 0.5129, grad_norm: 2.2925 2021-05-07 08:27:51,014 - mmaction - INFO - Epoch [54][1440/1853] lr: 6.165e-03, eta: 3:40:36, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9297, loss_cls: 0.5445, loss: 0.5445, grad_norm: 2.3547 2021-05-07 08:28:04,253 - mmaction - INFO - Epoch [54][1460/1853] lr: 6.152e-03, eta: 3:40:21, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9445, loss_cls: 0.5218, loss: 0.5218, grad_norm: 2.1650 2021-05-07 08:28:17,553 - mmaction - INFO - Epoch [54][1480/1853] lr: 6.140e-03, eta: 3:40:07, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9375, loss_cls: 0.5456, loss: 0.5456, grad_norm: 2.1903 2021-05-07 08:28:30,873 - mmaction - INFO - Epoch [54][1500/1853] lr: 6.127e-03, eta: 3:39:53, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9539, loss_cls: 0.5119, loss: 0.5119, grad_norm: 2.2169 2021-05-07 08:28:44,125 - mmaction - INFO - Epoch [54][1520/1853] lr: 6.114e-03, eta: 3:39:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9437, loss_cls: 0.5685, loss: 0.5685, grad_norm: 2.4112 2021-05-07 08:28:57,461 - mmaction - INFO - Epoch [54][1540/1853] lr: 6.102e-03, eta: 3:39:25, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9477, loss_cls: 0.5796, loss: 0.5796, grad_norm: 2.5831 2021-05-07 08:29:10,768 - mmaction - INFO - Epoch [54][1560/1853] lr: 6.089e-03, eta: 3:39:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9422, loss_cls: 0.5808, loss: 0.5808, grad_norm: 2.3166 2021-05-07 08:29:24,027 - mmaction - INFO - Epoch [54][1580/1853] lr: 6.076e-03, eta: 3:38:57, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9516, loss_cls: 0.4816, loss: 0.4816, grad_norm: 2.2815 2021-05-07 08:29:37,308 - mmaction - INFO - Epoch [54][1600/1853] lr: 6.064e-03, eta: 3:38:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9437, loss_cls: 0.5417, loss: 0.5417, grad_norm: 2.2549 2021-05-07 08:29:50,611 - mmaction - INFO - Epoch [54][1620/1853] lr: 6.051e-03, eta: 3:38:29, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9383, loss_cls: 0.5043, loss: 0.5043, grad_norm: 2.1795 2021-05-07 08:30:03,880 - mmaction - INFO - Epoch [54][1640/1853] lr: 6.038e-03, eta: 3:38:14, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8289, top5_acc: 0.9375, loss_cls: 0.5720, loss: 0.5720, grad_norm: 2.2131 2021-05-07 08:30:17,154 - mmaction - INFO - Epoch [54][1660/1853] lr: 6.026e-03, eta: 3:38:00, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9383, loss_cls: 0.5720, loss: 0.5720, grad_norm: 2.3545 2021-05-07 08:30:30,445 - mmaction - INFO - Epoch [54][1680/1853] lr: 6.013e-03, eta: 3:37:46, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9367, loss_cls: 0.5314, loss: 0.5314, grad_norm: 2.0785 2021-05-07 08:30:43,702 - mmaction - INFO - Epoch [54][1700/1853] lr: 6.000e-03, eta: 3:37:32, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9375, loss_cls: 0.5657, loss: 0.5657, grad_norm: 2.2345 2021-05-07 08:30:57,039 - mmaction - INFO - Epoch [54][1720/1853] lr: 5.988e-03, eta: 3:37:18, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9359, loss_cls: 0.5436, loss: 0.5436, grad_norm: 2.1672 2021-05-07 08:31:10,328 - mmaction - INFO - Epoch [54][1740/1853] lr: 5.975e-03, eta: 3:37:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9367, loss_cls: 0.5963, loss: 0.5963, grad_norm: 2.2495 2021-05-07 08:31:23,637 - mmaction - INFO - Epoch [54][1760/1853] lr: 5.963e-03, eta: 3:36:50, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9461, loss_cls: 0.5349, loss: 0.5349, grad_norm: 2.2294 2021-05-07 08:31:36,906 - mmaction - INFO - Epoch [54][1780/1853] lr: 5.950e-03, eta: 3:36:36, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9484, loss_cls: 0.5847, loss: 0.5847, grad_norm: 2.5045 2021-05-07 08:31:50,203 - mmaction - INFO - Epoch [54][1800/1853] lr: 5.938e-03, eta: 3:36:22, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9477, loss_cls: 0.5470, loss: 0.5470, grad_norm: 2.3326 2021-05-07 08:32:03,499 - mmaction - INFO - Epoch [54][1820/1853] lr: 5.925e-03, eta: 3:36:08, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9469, loss_cls: 0.5244, loss: 0.5244, grad_norm: 2.2190 2021-05-07 08:32:16,745 - mmaction - INFO - Epoch [54][1840/1853] lr: 5.913e-03, eta: 3:35:53, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9437, loss_cls: 0.5789, loss: 0.5789, grad_norm: 2.4343 2021-05-07 08:32:26,360 - mmaction - INFO - Saving checkpoint at 54 epochs 2021-05-07 08:33:59,617 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-07 08:33:59,650 - mmaction - INFO - top1_acc 0.9601 top5_acc 0.9979 2021-05-07 08:33:59,650 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-07 08:33:59,659 - mmaction - INFO - mean_acc 0.9562 2021-05-07 08:34:00,060 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. 2021-05-07 08:34:00,060 - mmaction - INFO - Best top1_acc is 0.9601 at 54 epoch. 2021-05-07 08:34:00,064 - mmaction - INFO - Epoch(val) [54][1853] top1_acc: 0.9601, top5_acc: 0.9979, mean_class_accuracy: 0.9562 2021-05-07 08:35:04,578 - mmaction - INFO - Epoch [55][20/1853] lr: 5.892e-03, eta: 3:35:38, time: 3.225, data_time: 2.566, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9406, loss_cls: 0.5417, loss: 0.5417, grad_norm: 2.3143 2021-05-07 08:35:17,695 - mmaction - INFO - Epoch [55][40/1853] lr: 5.880e-03, eta: 3:35:24, time: 0.656, data_time: 0.002, memory: 5809, top1_acc: 0.8633, top5_acc: 0.9406, loss_cls: 0.5017, loss: 0.5017, grad_norm: 2.1775 2021-05-07 08:35:30,829 - mmaction - INFO - Epoch [55][60/1853] lr: 5.867e-03, eta: 3:35:10, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9430, loss_cls: 0.5043, loss: 0.5043, grad_norm: 2.1705 2021-05-07 08:35:44,005 - mmaction - INFO - Epoch [55][80/1853] lr: 5.855e-03, eta: 3:34:56, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8648, top5_acc: 0.9563, loss_cls: 0.4577, loss: 0.4577, grad_norm: 2.1184 2021-05-07 08:35:57,183 - mmaction - INFO - Epoch [55][100/1853] lr: 5.842e-03, eta: 3:34:42, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9453, loss_cls: 0.4949, loss: 0.4949, grad_norm: 2.2961 2021-05-07 08:36:10,404 - mmaction - INFO - Epoch [55][120/1853] lr: 5.830e-03, eta: 3:34:27, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9422, loss_cls: 0.5201, loss: 0.5201, grad_norm: 2.2694 2021-05-07 08:36:23,613 - mmaction - INFO - Epoch [55][140/1853] lr: 5.817e-03, eta: 3:34:13, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9383, loss_cls: 0.5471, loss: 0.5471, grad_norm: 2.2284 2021-05-07 08:36:36,822 - mmaction - INFO - Epoch [55][160/1853] lr: 5.805e-03, eta: 3:33:59, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9492, loss_cls: 0.5086, loss: 0.5086, grad_norm: 2.2436 2021-05-07 08:36:50,060 - mmaction - INFO - Epoch [55][180/1853] lr: 5.793e-03, eta: 3:33:45, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9430, loss_cls: 0.5270, loss: 0.5270, grad_norm: 2.3179 2021-05-07 08:37:03,361 - mmaction - INFO - Epoch [55][200/1853] lr: 5.780e-03, eta: 3:33:31, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8297, top5_acc: 0.9367, loss_cls: 0.5593, loss: 0.5593, grad_norm: 2.3292 2021-05-07 08:37:16,595 - mmaction - INFO - Epoch [55][220/1853] lr: 5.768e-03, eta: 3:33:17, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9484, loss_cls: 0.4585, loss: 0.4585, grad_norm: 2.2286 2021-05-07 08:37:29,830 - mmaction - INFO - Epoch [55][240/1853] lr: 5.756e-03, eta: 3:33:03, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9391, loss_cls: 0.5423, loss: 0.5423, grad_norm: 2.3182 2021-05-07 08:37:43,062 - mmaction - INFO - Epoch [55][260/1853] lr: 5.743e-03, eta: 3:32:49, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9430, loss_cls: 0.5388, loss: 0.5388, grad_norm: 2.3696 2021-05-07 08:37:56,305 - mmaction - INFO - Epoch [55][280/1853] lr: 5.731e-03, eta: 3:32:35, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9477, loss_cls: 0.4989, loss: 0.4989, grad_norm: 2.1351 2021-05-07 08:38:09,567 - mmaction - INFO - Epoch [55][300/1853] lr: 5.719e-03, eta: 3:32:20, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9453, loss_cls: 0.5117, loss: 0.5117, grad_norm: 2.2650 2021-05-07 08:38:22,895 - mmaction - INFO - Epoch [55][320/1853] lr: 5.706e-03, eta: 3:32:06, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9492, loss_cls: 0.4995, loss: 0.4995, grad_norm: 2.2806 2021-05-07 08:38:36,168 - mmaction - INFO - Epoch [55][340/1853] lr: 5.694e-03, eta: 3:31:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9484, loss_cls: 0.5288, loss: 0.5288, grad_norm: 2.2875 2021-05-07 08:38:49,435 - mmaction - INFO - Epoch [55][360/1853] lr: 5.682e-03, eta: 3:31:38, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9453, loss_cls: 0.5256, loss: 0.5256, grad_norm: 2.4274 2021-05-07 08:39:02,733 - mmaction - INFO - Epoch [55][380/1853] lr: 5.670e-03, eta: 3:31:24, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9516, loss_cls: 0.5443, loss: 0.5443, grad_norm: 2.4809 2021-05-07 08:39:16,007 - mmaction - INFO - Epoch [55][400/1853] lr: 5.657e-03, eta: 3:31:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9422, loss_cls: 0.5034, loss: 0.5034, grad_norm: 2.0436 2021-05-07 08:39:29,287 - mmaction - INFO - Epoch [55][420/1853] lr: 5.645e-03, eta: 3:30:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9453, loss_cls: 0.5158, loss: 0.5158, grad_norm: 2.2114 2021-05-07 08:39:42,590 - mmaction - INFO - Epoch [55][440/1853] lr: 5.633e-03, eta: 3:30:42, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9453, loss_cls: 0.5206, loss: 0.5206, grad_norm: 2.3015 2021-05-07 08:39:55,892 - mmaction - INFO - Epoch [55][460/1853] lr: 5.621e-03, eta: 3:30:28, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9445, loss_cls: 0.5242, loss: 0.5242, grad_norm: 2.1885 2021-05-07 08:40:09,196 - mmaction - INFO - Epoch [55][480/1853] lr: 5.608e-03, eta: 3:30:14, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9508, loss_cls: 0.5336, loss: 0.5336, grad_norm: 2.2033 2021-05-07 08:40:22,513 - mmaction - INFO - Epoch [55][500/1853] lr: 5.596e-03, eta: 3:29:59, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8648, top5_acc: 0.9477, loss_cls: 0.4635, loss: 0.4635, grad_norm: 2.0382 2021-05-07 08:40:35,793 - mmaction - INFO - Epoch [55][520/1853] lr: 5.584e-03, eta: 3:29:45, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9453, loss_cls: 0.5096, loss: 0.5096, grad_norm: 2.2373 2021-05-07 08:40:49,067 - mmaction - INFO - Epoch [55][540/1853] lr: 5.572e-03, eta: 3:29:31, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9477, loss_cls: 0.5023, loss: 0.5023, grad_norm: 2.1715 2021-05-07 08:41:02,398 - mmaction - INFO - Epoch [55][560/1853] lr: 5.560e-03, eta: 3:29:17, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9555, loss_cls: 0.4895, loss: 0.4895, grad_norm: 2.2445 2021-05-07 08:41:15,674 - mmaction - INFO - Epoch [55][580/1853] lr: 5.548e-03, eta: 3:29:03, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9492, loss_cls: 0.4955, loss: 0.4955, grad_norm: 2.2852 2021-05-07 08:41:28,948 - mmaction - INFO - Epoch [55][600/1853] lr: 5.535e-03, eta: 3:28:49, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9305, loss_cls: 0.5823, loss: 0.5823, grad_norm: 2.4341 2021-05-07 08:41:42,217 - mmaction - INFO - Epoch [55][620/1853] lr: 5.523e-03, eta: 3:28:35, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9406, loss_cls: 0.5358, loss: 0.5358, grad_norm: 2.1688 2021-05-07 08:41:55,487 - mmaction - INFO - Epoch [55][640/1853] lr: 5.511e-03, eta: 3:28:21, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9430, loss_cls: 0.5098, loss: 0.5098, grad_norm: 2.1911 2021-05-07 08:42:08,779 - mmaction - INFO - Epoch [55][660/1853] lr: 5.499e-03, eta: 3:28:07, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9375, loss_cls: 0.5563, loss: 0.5563, grad_norm: 2.4719 2021-05-07 08:42:22,075 - mmaction - INFO - Epoch [55][680/1853] lr: 5.487e-03, eta: 3:27:53, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9453, loss_cls: 0.5623, loss: 0.5623, grad_norm: 2.4267 2021-05-07 08:42:35,362 - mmaction - INFO - Epoch [55][700/1853] lr: 5.475e-03, eta: 3:27:38, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9453, loss_cls: 0.5373, loss: 0.5373, grad_norm: 2.3038 2021-05-07 08:42:48,663 - mmaction - INFO - Epoch [55][720/1853] lr: 5.463e-03, eta: 3:27:24, time: 0.667, data_time: 0.003, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9469, loss_cls: 0.5132, loss: 0.5132, grad_norm: 2.2884 2021-05-07 08:43:01,919 - mmaction - INFO - Epoch [55][740/1853] lr: 5.451e-03, eta: 3:27:10, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8656, top5_acc: 0.9586, loss_cls: 0.4766, loss: 0.4766, grad_norm: 2.1637 2021-05-07 08:43:15,192 - mmaction - INFO - Epoch [55][760/1853] lr: 5.439e-03, eta: 3:26:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9445, loss_cls: 0.5210, loss: 0.5210, grad_norm: 2.2094 2021-05-07 08:43:28,458 - mmaction - INFO - Epoch [55][780/1853] lr: 5.427e-03, eta: 3:26:42, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9406, loss_cls: 0.5386, loss: 0.5386, grad_norm: 2.3374 2021-05-07 08:43:41,955 - mmaction - INFO - Epoch [55][800/1853] lr: 5.415e-03, eta: 3:26:28, time: 0.675, data_time: 0.001, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9406, loss_cls: 0.5593, loss: 0.5593, grad_norm: 2.4106 2021-05-07 08:43:55,223 - mmaction - INFO - Epoch [55][820/1853] lr: 5.403e-03, eta: 3:26:14, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9297, loss_cls: 0.5707, loss: 0.5707, grad_norm: 2.5031 2021-05-07 08:44:08,473 - mmaction - INFO - Epoch [55][840/1853] lr: 5.391e-03, eta: 3:26:00, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9484, loss_cls: 0.5066, loss: 0.5066, grad_norm: 2.2453 2021-05-07 08:44:21,737 - mmaction - INFO - Epoch [55][860/1853] lr: 5.379e-03, eta: 3:25:46, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9383, loss_cls: 0.5383, loss: 0.5383, grad_norm: 2.3236 2021-05-07 08:44:34,993 - mmaction - INFO - Epoch [55][880/1853] lr: 5.367e-03, eta: 3:25:32, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9508, loss_cls: 0.5358, loss: 0.5358, grad_norm: 2.3105 2021-05-07 08:44:48,264 - mmaction - INFO - Epoch [55][900/1853] lr: 5.355e-03, eta: 3:25:17, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9453, loss_cls: 0.5220, loss: 0.5220, grad_norm: 2.3183 2021-05-07 08:45:01,577 - mmaction - INFO - Epoch [55][920/1853] lr: 5.343e-03, eta: 3:25:03, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9508, loss_cls: 0.5060, loss: 0.5060, grad_norm: 2.3431 2021-05-07 08:45:14,830 - mmaction - INFO - Epoch [55][940/1853] lr: 5.331e-03, eta: 3:24:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9414, loss_cls: 0.5490, loss: 0.5490, grad_norm: 2.3378 2021-05-07 08:45:28,141 - mmaction - INFO - Epoch [55][960/1853] lr: 5.319e-03, eta: 3:24:35, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9375, loss_cls: 0.5746, loss: 0.5746, grad_norm: 2.3944 2021-05-07 08:45:41,453 - mmaction - INFO - Epoch [55][980/1853] lr: 5.308e-03, eta: 3:24:21, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8305, top5_acc: 0.9398, loss_cls: 0.5379, loss: 0.5379, grad_norm: 2.3189 2021-05-07 08:45:54,705 - mmaction - INFO - Epoch [55][1000/1853] lr: 5.296e-03, eta: 3:24:07, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9406, loss_cls: 0.5526, loss: 0.5526, grad_norm: 2.4244 2021-05-07 08:46:07,986 - mmaction - INFO - Epoch [55][1020/1853] lr: 5.284e-03, eta: 3:23:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9461, loss_cls: 0.4865, loss: 0.4865, grad_norm: 2.2273 2021-05-07 08:46:21,270 - mmaction - INFO - Epoch [55][1040/1853] lr: 5.272e-03, eta: 3:23:39, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9445, loss_cls: 0.5172, loss: 0.5172, grad_norm: 2.3379 2021-05-07 08:46:34,552 - mmaction - INFO - Epoch [55][1060/1853] lr: 5.260e-03, eta: 3:23:25, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9391, loss_cls: 0.5320, loss: 0.5320, grad_norm: 2.2941 2021-05-07 08:46:47,840 - mmaction - INFO - Epoch [55][1080/1853] lr: 5.248e-03, eta: 3:23:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9406, loss_cls: 0.5380, loss: 0.5380, grad_norm: 2.4013 2021-05-07 08:47:01,140 - mmaction - INFO - Epoch [55][1100/1853] lr: 5.237e-03, eta: 3:22:57, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9469, loss_cls: 0.5060, loss: 0.5060, grad_norm: 2.2903 2021-05-07 08:47:14,374 - mmaction - INFO - Epoch [55][1120/1853] lr: 5.225e-03, eta: 3:22:42, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9516, loss_cls: 0.5167, loss: 0.5167, grad_norm: 2.1636 2021-05-07 08:47:27,696 - mmaction - INFO - Epoch [55][1140/1853] lr: 5.213e-03, eta: 3:22:28, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9414, loss_cls: 0.5466, loss: 0.5466, grad_norm: 2.3924 2021-05-07 08:47:41,030 - mmaction - INFO - Epoch [55][1160/1853] lr: 5.201e-03, eta: 3:22:14, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9422, loss_cls: 0.5530, loss: 0.5530, grad_norm: 2.4101 2021-05-07 08:47:54,283 - mmaction - INFO - Epoch [55][1180/1853] lr: 5.189e-03, eta: 3:22:00, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9422, loss_cls: 0.5402, loss: 0.5402, grad_norm: 2.3560 2021-05-07 08:48:07,569 - mmaction - INFO - Epoch [55][1200/1853] lr: 5.178e-03, eta: 3:21:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9609, loss_cls: 0.4678, loss: 0.4678, grad_norm: 2.2669 2021-05-07 08:48:20,855 - mmaction - INFO - Epoch [55][1220/1853] lr: 5.166e-03, eta: 3:21:32, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9484, loss_cls: 0.4929, loss: 0.4929, grad_norm: 2.3078 2021-05-07 08:48:34,117 - mmaction - INFO - Epoch [55][1240/1853] lr: 5.154e-03, eta: 3:21:18, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9453, loss_cls: 0.5026, loss: 0.5026, grad_norm: 2.2246 2021-05-07 08:48:47,394 - mmaction - INFO - Epoch [55][1260/1853] lr: 5.143e-03, eta: 3:21:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9437, loss_cls: 0.5265, loss: 0.5265, grad_norm: 2.1848 2021-05-07 08:49:00,671 - mmaction - INFO - Epoch [55][1280/1853] lr: 5.131e-03, eta: 3:20:50, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9500, loss_cls: 0.4964, loss: 0.4964, grad_norm: 2.4262 2021-05-07 08:49:13,975 - mmaction - INFO - Epoch [55][1300/1853] lr: 5.119e-03, eta: 3:20:36, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9563, loss_cls: 0.4777, loss: 0.4777, grad_norm: 2.1645 2021-05-07 08:49:27,240 - mmaction - INFO - Epoch [55][1320/1853] lr: 5.107e-03, eta: 3:20:22, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9492, loss_cls: 0.5103, loss: 0.5103, grad_norm: 2.2487 2021-05-07 08:49:40,516 - mmaction - INFO - Epoch [55][1340/1853] lr: 5.096e-03, eta: 3:20:07, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9453, loss_cls: 0.5195, loss: 0.5195, grad_norm: 2.3049 2021-05-07 08:49:53,764 - mmaction - INFO - Epoch [55][1360/1853] lr: 5.084e-03, eta: 3:19:53, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9516, loss_cls: 0.5196, loss: 0.5196, grad_norm: 2.2551 2021-05-07 08:50:07,017 - mmaction - INFO - Epoch [55][1380/1853] lr: 5.073e-03, eta: 3:19:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8680, top5_acc: 0.9555, loss_cls: 0.4695, loss: 0.4695, grad_norm: 2.1927 2021-05-07 08:50:20,287 - mmaction - INFO - Epoch [55][1400/1853] lr: 5.061e-03, eta: 3:19:25, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9492, loss_cls: 0.5352, loss: 0.5352, grad_norm: 2.4045 2021-05-07 08:50:33,604 - mmaction - INFO - Epoch [55][1420/1853] lr: 5.049e-03, eta: 3:19:11, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9406, loss_cls: 0.5340, loss: 0.5340, grad_norm: 2.4036 2021-05-07 08:50:46,861 - mmaction - INFO - Epoch [55][1440/1853] lr: 5.038e-03, eta: 3:18:57, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9398, loss_cls: 0.5301, loss: 0.5301, grad_norm: 2.3719 2021-05-07 08:51:00,146 - mmaction - INFO - Epoch [55][1460/1853] lr: 5.026e-03, eta: 3:18:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9445, loss_cls: 0.5111, loss: 0.5111, grad_norm: 2.4535 2021-05-07 08:51:13,442 - mmaction - INFO - Epoch [55][1480/1853] lr: 5.015e-03, eta: 3:18:29, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9437, loss_cls: 0.5356, loss: 0.5356, grad_norm: 2.1207 2021-05-07 08:51:26,742 - mmaction - INFO - Epoch [55][1500/1853] lr: 5.003e-03, eta: 3:18:15, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9445, loss_cls: 0.5316, loss: 0.5316, grad_norm: 2.1981 2021-05-07 08:51:39,987 - mmaction - INFO - Epoch [55][1520/1853] lr: 4.991e-03, eta: 3:18:01, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9477, loss_cls: 0.5115, loss: 0.5115, grad_norm: 2.2541 2021-05-07 08:51:53,262 - mmaction - INFO - Epoch [55][1540/1853] lr: 4.980e-03, eta: 3:17:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9445, loss_cls: 0.5241, loss: 0.5241, grad_norm: 2.2799 2021-05-07 08:52:06,500 - mmaction - INFO - Epoch [55][1560/1853] lr: 4.968e-03, eta: 3:17:33, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9422, loss_cls: 0.5244, loss: 0.5244, grad_norm: 2.2363 2021-05-07 08:52:19,808 - mmaction - INFO - Epoch [55][1580/1853] lr: 4.957e-03, eta: 3:17:18, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9539, loss_cls: 0.5004, loss: 0.5004, grad_norm: 2.2811 2021-05-07 08:52:33,078 - mmaction - INFO - Epoch [55][1600/1853] lr: 4.945e-03, eta: 3:17:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9289, loss_cls: 0.5748, loss: 0.5748, grad_norm: 2.3120 2021-05-07 08:52:46,340 - mmaction - INFO - Epoch [55][1620/1853] lr: 4.934e-03, eta: 3:16:50, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9391, loss_cls: 0.5251, loss: 0.5251, grad_norm: 2.1373 2021-05-07 08:52:59,624 - mmaction - INFO - Epoch [55][1640/1853] lr: 4.922e-03, eta: 3:16:36, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9461, loss_cls: 0.5172, loss: 0.5172, grad_norm: 2.2299 2021-05-07 08:53:12,887 - mmaction - INFO - Epoch [55][1660/1853] lr: 4.911e-03, eta: 3:16:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9516, loss_cls: 0.5287, loss: 0.5287, grad_norm: 2.3477 2021-05-07 08:53:26,128 - mmaction - INFO - Epoch [55][1680/1853] lr: 4.900e-03, eta: 3:16:08, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9437, loss_cls: 0.5446, loss: 0.5446, grad_norm: 2.3773 2021-05-07 08:53:39,452 - mmaction - INFO - Epoch [55][1700/1853] lr: 4.888e-03, eta: 3:15:54, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9375, loss_cls: 0.5773, loss: 0.5773, grad_norm: 2.4812 2021-05-07 08:53:52,705 - mmaction - INFO - Epoch [55][1720/1853] lr: 4.877e-03, eta: 3:15:40, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9391, loss_cls: 0.5120, loss: 0.5120, grad_norm: 2.1350 2021-05-07 08:54:05,975 - mmaction - INFO - Epoch [55][1740/1853] lr: 4.865e-03, eta: 3:15:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9422, loss_cls: 0.5273, loss: 0.5273, grad_norm: 2.2583 2021-05-07 08:54:19,318 - mmaction - INFO - Epoch [55][1760/1853] lr: 4.854e-03, eta: 3:15:12, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9367, loss_cls: 0.5400, loss: 0.5400, grad_norm: 2.3418 2021-05-07 08:54:32,574 - mmaction - INFO - Epoch [55][1780/1853] lr: 4.843e-03, eta: 3:14:58, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9414, loss_cls: 0.4942, loss: 0.4942, grad_norm: 2.2227 2021-05-07 08:54:45,834 - mmaction - INFO - Epoch [55][1800/1853] lr: 4.831e-03, eta: 3:14:44, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9461, loss_cls: 0.5224, loss: 0.5224, grad_norm: 2.4069 2021-05-07 08:54:59,096 - mmaction - INFO - Epoch [55][1820/1853] lr: 4.820e-03, eta: 3:14:29, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9586, loss_cls: 0.4956, loss: 0.4956, grad_norm: 2.4999 2021-05-07 08:55:12,364 - mmaction - INFO - Epoch [55][1840/1853] lr: 4.808e-03, eta: 3:14:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9359, loss_cls: 0.5649, loss: 0.5649, grad_norm: 2.3252 2021-05-07 08:55:22,130 - mmaction - INFO - Saving checkpoint at 55 epochs 2021-05-07 08:57:00,101 - mmaction - INFO - Epoch [56][20/1853] lr: 4.790e-03, eta: 3:14:04, time: 4.879, data_time: 4.217, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9445, loss_cls: 0.4976, loss: 0.4976, grad_norm: 2.1645 2021-05-07 08:57:13,248 - mmaction - INFO - Epoch [56][40/1853] lr: 4.778e-03, eta: 3:13:50, time: 0.658, data_time: 0.002, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9344, loss_cls: 0.5459, loss: 0.5459, grad_norm: 2.4811 2021-05-07 08:57:26,405 - mmaction - INFO - Epoch [56][60/1853] lr: 4.767e-03, eta: 3:13:36, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9437, loss_cls: 0.5161, loss: 0.5161, grad_norm: 2.3412 2021-05-07 08:57:39,580 - mmaction - INFO - Epoch [56][80/1853] lr: 4.756e-03, eta: 3:13:22, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9437, loss_cls: 0.5383, loss: 0.5383, grad_norm: 2.3352 2021-05-07 08:57:52,761 - mmaction - INFO - Epoch [56][100/1853] lr: 4.745e-03, eta: 3:13:08, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9500, loss_cls: 0.4823, loss: 0.4823, grad_norm: 2.2959 2021-05-07 08:58:05,980 - mmaction - INFO - Epoch [56][120/1853] lr: 4.733e-03, eta: 3:12:54, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9484, loss_cls: 0.4941, loss: 0.4941, grad_norm: 2.1631 2021-05-07 08:58:19,215 - mmaction - INFO - Epoch [56][140/1853] lr: 4.722e-03, eta: 3:12:40, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9453, loss_cls: 0.5083, loss: 0.5083, grad_norm: 2.4117 2021-05-07 08:58:32,452 - mmaction - INFO - Epoch [56][160/1853] lr: 4.711e-03, eta: 3:12:26, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9547, loss_cls: 0.4993, loss: 0.4993, grad_norm: 2.2426 2021-05-07 08:58:45,710 - mmaction - INFO - Epoch [56][180/1853] lr: 4.700e-03, eta: 3:12:12, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8266, top5_acc: 0.9320, loss_cls: 0.5805, loss: 0.5805, grad_norm: 2.4767 2021-05-07 08:58:59,000 - mmaction - INFO - Epoch [56][200/1853] lr: 4.688e-03, eta: 3:11:58, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9437, loss_cls: 0.5463, loss: 0.5463, grad_norm: 2.3855 2021-05-07 08:59:12,288 - mmaction - INFO - Epoch [56][220/1853] lr: 4.677e-03, eta: 3:11:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9547, loss_cls: 0.4648, loss: 0.4648, grad_norm: 2.2315 2021-05-07 08:59:25,596 - mmaction - INFO - Epoch [56][240/1853] lr: 4.666e-03, eta: 3:11:29, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8109, top5_acc: 0.9359, loss_cls: 0.6100, loss: 0.6100, grad_norm: 2.6568 2021-05-07 08:59:38,861 - mmaction - INFO - Epoch [56][260/1853] lr: 4.655e-03, eta: 3:11:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9414, loss_cls: 0.5209, loss: 0.5209, grad_norm: 2.2241 2021-05-07 08:59:52,157 - mmaction - INFO - Epoch [56][280/1853] lr: 4.644e-03, eta: 3:11:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9555, loss_cls: 0.4801, loss: 0.4801, grad_norm: 2.2317 2021-05-07 09:00:05,475 - mmaction - INFO - Epoch [56][300/1853] lr: 4.633e-03, eta: 3:10:47, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9453, loss_cls: 0.5382, loss: 0.5382, grad_norm: 2.5186 2021-05-07 09:00:18,755 - mmaction - INFO - Epoch [56][320/1853] lr: 4.621e-03, eta: 3:10:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9352, loss_cls: 0.5377, loss: 0.5377, grad_norm: 2.2724 2021-05-07 09:00:32,059 - mmaction - INFO - Epoch [56][340/1853] lr: 4.610e-03, eta: 3:10:19, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9555, loss_cls: 0.5029, loss: 0.5029, grad_norm: 2.2801 2021-05-07 09:00:45,368 - mmaction - INFO - Epoch [56][360/1853] lr: 4.599e-03, eta: 3:10:05, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9492, loss_cls: 0.4976, loss: 0.4976, grad_norm: 2.3785 2021-05-07 09:00:58,644 - mmaction - INFO - Epoch [56][380/1853] lr: 4.588e-03, eta: 3:09:51, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9500, loss_cls: 0.5006, loss: 0.5006, grad_norm: 2.4532 2021-05-07 09:01:11,941 - mmaction - INFO - Epoch [56][400/1853] lr: 4.577e-03, eta: 3:09:37, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9391, loss_cls: 0.5508, loss: 0.5508, grad_norm: 2.4485 2021-05-07 09:01:25,226 - mmaction - INFO - Epoch [56][420/1853] lr: 4.566e-03, eta: 3:09:23, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9367, loss_cls: 0.5406, loss: 0.5406, grad_norm: 2.3803 2021-05-07 09:01:38,518 - mmaction - INFO - Epoch [56][440/1853] lr: 4.555e-03, eta: 3:09:08, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9445, loss_cls: 0.4784, loss: 0.4784, grad_norm: 2.2700 2021-05-07 09:01:51,801 - mmaction - INFO - Epoch [56][460/1853] lr: 4.544e-03, eta: 3:08:54, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9461, loss_cls: 0.4889, loss: 0.4889, grad_norm: 2.1648 2021-05-07 09:02:05,077 - mmaction - INFO - Epoch [56][480/1853] lr: 4.533e-03, eta: 3:08:40, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9508, loss_cls: 0.4913, loss: 0.4913, grad_norm: 2.2875 2021-05-07 09:02:18,354 - mmaction - INFO - Epoch [56][500/1853] lr: 4.522e-03, eta: 3:08:26, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9477, loss_cls: 0.5289, loss: 0.5289, grad_norm: 2.3094 2021-05-07 09:02:31,662 - mmaction - INFO - Epoch [56][520/1853] lr: 4.511e-03, eta: 3:08:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9500, loss_cls: 0.4975, loss: 0.4975, grad_norm: 2.2189 2021-05-07 09:02:44,941 - mmaction - INFO - Epoch [56][540/1853] lr: 4.500e-03, eta: 3:07:58, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9453, loss_cls: 0.4880, loss: 0.4880, grad_norm: 2.3708 2021-05-07 09:02:58,237 - mmaction - INFO - Epoch [56][560/1853] lr: 4.489e-03, eta: 3:07:44, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8258, top5_acc: 0.9336, loss_cls: 0.5855, loss: 0.5855, grad_norm: 2.4535 2021-05-07 09:03:11,525 - mmaction - INFO - Epoch [56][580/1853] lr: 4.478e-03, eta: 3:07:30, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9406, loss_cls: 0.5744, loss: 0.5744, grad_norm: 2.4851 2021-05-07 09:03:24,812 - mmaction - INFO - Epoch [56][600/1853] lr: 4.467e-03, eta: 3:07:16, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9523, loss_cls: 0.5054, loss: 0.5054, grad_norm: 2.3122 2021-05-07 09:03:38,132 - mmaction - INFO - Epoch [56][620/1853] lr: 4.456e-03, eta: 3:07:02, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9609, loss_cls: 0.4808, loss: 0.4808, grad_norm: 2.3185 2021-05-07 09:03:51,418 - mmaction - INFO - Epoch [56][640/1853] lr: 4.445e-03, eta: 3:06:48, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9469, loss_cls: 0.4996, loss: 0.4996, grad_norm: 2.3540 2021-05-07 09:04:04,715 - mmaction - INFO - Epoch [56][660/1853] lr: 4.434e-03, eta: 3:06:33, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9500, loss_cls: 0.4985, loss: 0.4985, grad_norm: 2.3847 2021-05-07 09:04:17,986 - mmaction - INFO - Epoch [56][680/1853] lr: 4.423e-03, eta: 3:06:19, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9344, loss_cls: 0.5483, loss: 0.5483, grad_norm: 2.3696 2021-05-07 09:04:31,262 - mmaction - INFO - Epoch [56][700/1853] lr: 4.412e-03, eta: 3:06:05, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9445, loss_cls: 0.5171, loss: 0.5171, grad_norm: 2.2789 2021-05-07 09:04:44,551 - mmaction - INFO - Epoch [56][720/1853] lr: 4.402e-03, eta: 3:05:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9578, loss_cls: 0.4624, loss: 0.4624, grad_norm: 2.1883 2021-05-07 09:04:57,825 - mmaction - INFO - Epoch [56][740/1853] lr: 4.391e-03, eta: 3:05:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9523, loss_cls: 0.4984, loss: 0.4984, grad_norm: 2.4294 2021-05-07 09:05:11,082 - mmaction - INFO - Epoch [56][760/1853] lr: 4.380e-03, eta: 3:05:23, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9484, loss_cls: 0.4935, loss: 0.4935, grad_norm: 2.2786 2021-05-07 09:05:24,340 - mmaction - INFO - Epoch [56][780/1853] lr: 4.369e-03, eta: 3:05:09, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9656, loss_cls: 0.4452, loss: 0.4452, grad_norm: 2.2130 2021-05-07 09:05:37,643 - mmaction - INFO - Epoch [56][800/1853] lr: 4.358e-03, eta: 3:04:55, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9289, loss_cls: 0.5707, loss: 0.5707, grad_norm: 2.3982 2021-05-07 09:05:50,915 - mmaction - INFO - Epoch [56][820/1853] lr: 4.347e-03, eta: 3:04:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9469, loss_cls: 0.5381, loss: 0.5381, grad_norm: 2.3250 2021-05-07 09:06:04,286 - mmaction - INFO - Epoch [56][840/1853] lr: 4.337e-03, eta: 3:04:27, time: 0.669, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9414, loss_cls: 0.5306, loss: 0.5306, grad_norm: 2.3169 2021-05-07 09:06:17,543 - mmaction - INFO - Epoch [56][860/1853] lr: 4.326e-03, eta: 3:04:13, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9430, loss_cls: 0.5290, loss: 0.5290, grad_norm: 2.3729 2021-05-07 09:06:30,794 - mmaction - INFO - Epoch [56][880/1853] lr: 4.315e-03, eta: 3:03:59, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9430, loss_cls: 0.5400, loss: 0.5400, grad_norm: 2.3897 2021-05-07 09:06:44,075 - mmaction - INFO - Epoch [56][900/1853] lr: 4.304e-03, eta: 3:03:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9437, loss_cls: 0.4893, loss: 0.4893, grad_norm: 2.2289 2021-05-07 09:06:57,369 - mmaction - INFO - Epoch [56][920/1853] lr: 4.294e-03, eta: 3:03:30, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9453, loss_cls: 0.5174, loss: 0.5174, grad_norm: 2.1368 2021-05-07 09:07:10,619 - mmaction - INFO - Epoch [56][940/1853] lr: 4.283e-03, eta: 3:03:16, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9477, loss_cls: 0.5306, loss: 0.5306, grad_norm: 2.2374 2021-05-07 09:07:23,921 - mmaction - INFO - Epoch [56][960/1853] lr: 4.272e-03, eta: 3:03:02, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9383, loss_cls: 0.5185, loss: 0.5185, grad_norm: 2.2556 2021-05-07 09:07:37,182 - mmaction - INFO - Epoch [56][980/1853] lr: 4.261e-03, eta: 3:02:48, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9453, loss_cls: 0.5073, loss: 0.5073, grad_norm: 2.2159 2021-05-07 09:07:50,448 - mmaction - INFO - Epoch [56][1000/1853] lr: 4.251e-03, eta: 3:02:34, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9492, loss_cls: 0.5176, loss: 0.5176, grad_norm: 2.3470 2021-05-07 09:08:03,761 - mmaction - INFO - Epoch [56][1020/1853] lr: 4.240e-03, eta: 3:02:20, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9500, loss_cls: 0.5241, loss: 0.5241, grad_norm: 2.3602 2021-05-07 09:08:17,075 - mmaction - INFO - Epoch [56][1040/1853] lr: 4.229e-03, eta: 3:02:06, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9375, loss_cls: 0.5381, loss: 0.5381, grad_norm: 2.3292 2021-05-07 09:08:30,335 - mmaction - INFO - Epoch [56][1060/1853] lr: 4.219e-03, eta: 3:01:52, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9414, loss_cls: 0.5185, loss: 0.5185, grad_norm: 2.3319 2021-05-07 09:08:43,621 - mmaction - INFO - Epoch [56][1080/1853] lr: 4.208e-03, eta: 3:01:38, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9477, loss_cls: 0.5081, loss: 0.5081, grad_norm: 2.3222 2021-05-07 09:08:56,896 - mmaction - INFO - Epoch [56][1100/1853] lr: 4.197e-03, eta: 3:01:24, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9594, loss_cls: 0.4539, loss: 0.4539, grad_norm: 2.2121 2021-05-07 09:09:10,174 - mmaction - INFO - Epoch [56][1120/1853] lr: 4.187e-03, eta: 3:01:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9531, loss_cls: 0.5204, loss: 0.5204, grad_norm: 2.4364 2021-05-07 09:09:23,495 - mmaction - INFO - Epoch [56][1140/1853] lr: 4.176e-03, eta: 3:00:56, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9516, loss_cls: 0.4897, loss: 0.4897, grad_norm: 2.2084 2021-05-07 09:09:36,786 - mmaction - INFO - Epoch [56][1160/1853] lr: 4.166e-03, eta: 3:00:41, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9437, loss_cls: 0.5357, loss: 0.5357, grad_norm: 2.3519 2021-05-07 09:09:50,057 - mmaction - INFO - Epoch [56][1180/1853] lr: 4.155e-03, eta: 3:00:27, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9453, loss_cls: 0.5172, loss: 0.5172, grad_norm: 2.3840 2021-05-07 09:10:03,344 - mmaction - INFO - Epoch [56][1200/1853] lr: 4.144e-03, eta: 3:00:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9328, loss_cls: 0.5672, loss: 0.5672, grad_norm: 2.5262 2021-05-07 09:10:16,676 - mmaction - INFO - Epoch [56][1220/1853] lr: 4.134e-03, eta: 2:59:59, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8328, top5_acc: 0.9359, loss_cls: 0.5657, loss: 0.5657, grad_norm: 2.3924 2021-05-07 09:10:29,947 - mmaction - INFO - Epoch [56][1240/1853] lr: 4.123e-03, eta: 2:59:45, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9508, loss_cls: 0.4876, loss: 0.4876, grad_norm: 2.3522 2021-05-07 09:10:43,176 - mmaction - INFO - Epoch [56][1260/1853] lr: 4.113e-03, eta: 2:59:31, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9422, loss_cls: 0.5120, loss: 0.5120, grad_norm: 2.2943 2021-05-07 09:10:56,506 - mmaction - INFO - Epoch [56][1280/1853] lr: 4.102e-03, eta: 2:59:17, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9422, loss_cls: 0.5091, loss: 0.5091, grad_norm: 2.2833 2021-05-07 09:11:09,762 - mmaction - INFO - Epoch [56][1300/1853] lr: 4.092e-03, eta: 2:59:03, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9547, loss_cls: 0.4762, loss: 0.4762, grad_norm: 2.2090 2021-05-07 09:11:23,055 - mmaction - INFO - Epoch [56][1320/1853] lr: 4.081e-03, eta: 2:58:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9461, loss_cls: 0.5210, loss: 0.5210, grad_norm: 2.3221 2021-05-07 09:11:36,378 - mmaction - INFO - Epoch [56][1340/1853] lr: 4.071e-03, eta: 2:58:35, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9461, loss_cls: 0.4898, loss: 0.4898, grad_norm: 2.2708 2021-05-07 09:11:49,643 - mmaction - INFO - Epoch [56][1360/1853] lr: 4.060e-03, eta: 2:58:21, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9469, loss_cls: 0.4980, loss: 0.4980, grad_norm: 2.1996 2021-05-07 09:12:02,905 - mmaction - INFO - Epoch [56][1380/1853] lr: 4.050e-03, eta: 2:58:07, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9523, loss_cls: 0.5169, loss: 0.5169, grad_norm: 2.5141 2021-05-07 09:12:16,192 - mmaction - INFO - Epoch [56][1400/1853] lr: 4.039e-03, eta: 2:57:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9453, loss_cls: 0.5313, loss: 0.5313, grad_norm: 2.3435 2021-05-07 09:12:29,453 - mmaction - INFO - Epoch [56][1420/1853] lr: 4.029e-03, eta: 2:57:38, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9469, loss_cls: 0.5034, loss: 0.5034, grad_norm: 2.2291 2021-05-07 09:12:42,758 - mmaction - INFO - Epoch [56][1440/1853] lr: 4.019e-03, eta: 2:57:24, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9453, loss_cls: 0.5399, loss: 0.5399, grad_norm: 2.3694 2021-05-07 09:12:56,064 - mmaction - INFO - Epoch [56][1460/1853] lr: 4.008e-03, eta: 2:57:10, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8625, top5_acc: 0.9508, loss_cls: 0.4712, loss: 0.4712, grad_norm: 2.1620 2021-05-07 09:13:09,334 - mmaction - INFO - Epoch [56][1480/1853] lr: 3.998e-03, eta: 2:56:56, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9469, loss_cls: 0.4651, loss: 0.4651, grad_norm: 2.1315 2021-05-07 09:13:22,641 - mmaction - INFO - Epoch [56][1500/1853] lr: 3.987e-03, eta: 2:56:42, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9375, loss_cls: 0.5526, loss: 0.5526, grad_norm: 2.3431 2021-05-07 09:13:35,888 - mmaction - INFO - Epoch [56][1520/1853] lr: 3.977e-03, eta: 2:56:28, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9383, loss_cls: 0.5190, loss: 0.5190, grad_norm: 2.1968 2021-05-07 09:13:49,163 - mmaction - INFO - Epoch [56][1540/1853] lr: 3.967e-03, eta: 2:56:14, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9430, loss_cls: 0.4975, loss: 0.4975, grad_norm: 2.2025 2021-05-07 09:14:02,435 - mmaction - INFO - Epoch [56][1560/1853] lr: 3.956e-03, eta: 2:56:00, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9516, loss_cls: 0.4717, loss: 0.4717, grad_norm: 2.2572 2021-05-07 09:14:15,736 - mmaction - INFO - Epoch [56][1580/1853] lr: 3.946e-03, eta: 2:55:46, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9516, loss_cls: 0.4994, loss: 0.4994, grad_norm: 2.4936 2021-05-07 09:14:29,033 - mmaction - INFO - Epoch [56][1600/1853] lr: 3.936e-03, eta: 2:55:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9516, loss_cls: 0.5196, loss: 0.5196, grad_norm: 2.4540 2021-05-07 09:14:42,331 - mmaction - INFO - Epoch [56][1620/1853] lr: 3.926e-03, eta: 2:55:18, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9445, loss_cls: 0.5145, loss: 0.5145, grad_norm: 2.2722 2021-05-07 09:14:55,606 - mmaction - INFO - Epoch [56][1640/1853] lr: 3.915e-03, eta: 2:55:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8633, top5_acc: 0.9555, loss_cls: 0.4658, loss: 0.4658, grad_norm: 2.2045 2021-05-07 09:15:08,877 - mmaction - INFO - Epoch [56][1660/1853] lr: 3.905e-03, eta: 2:54:50, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9422, loss_cls: 0.5220, loss: 0.5220, grad_norm: 2.5025 2021-05-07 09:15:22,211 - mmaction - INFO - Epoch [56][1680/1853] lr: 3.895e-03, eta: 2:54:36, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9398, loss_cls: 0.5364, loss: 0.5364, grad_norm: 2.3320 2021-05-07 09:15:35,476 - mmaction - INFO - Epoch [56][1700/1853] lr: 3.884e-03, eta: 2:54:21, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9500, loss_cls: 0.4927, loss: 0.4927, grad_norm: 2.2508 2021-05-07 09:15:48,751 - mmaction - INFO - Epoch [56][1720/1853] lr: 3.874e-03, eta: 2:54:07, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9453, loss_cls: 0.5043, loss: 0.5043, grad_norm: 2.4239 2021-05-07 09:16:02,054 - mmaction - INFO - Epoch [56][1740/1853] lr: 3.864e-03, eta: 2:53:53, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9500, loss_cls: 0.4928, loss: 0.4928, grad_norm: 2.2410 2021-05-07 09:16:15,324 - mmaction - INFO - Epoch [56][1760/1853] lr: 3.854e-03, eta: 2:53:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9469, loss_cls: 0.5132, loss: 0.5132, grad_norm: 2.2107 2021-05-07 09:16:28,595 - mmaction - INFO - Epoch [56][1780/1853] lr: 3.844e-03, eta: 2:53:25, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9500, loss_cls: 0.5000, loss: 0.5000, grad_norm: 2.4932 2021-05-07 09:16:41,945 - mmaction - INFO - Epoch [56][1800/1853] lr: 3.833e-03, eta: 2:53:11, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9461, loss_cls: 0.4976, loss: 0.4976, grad_norm: 2.2364 2021-05-07 09:16:55,156 - mmaction - INFO - Epoch [56][1820/1853] lr: 3.823e-03, eta: 2:52:57, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9328, loss_cls: 0.5449, loss: 0.5449, grad_norm: 2.3523 2021-05-07 09:17:08,424 - mmaction - INFO - Epoch [56][1840/1853] lr: 3.813e-03, eta: 2:52:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9352, loss_cls: 0.5517, loss: 0.5517, grad_norm: 2.2789 2021-05-07 09:17:18,117 - mmaction - INFO - Saving checkpoint at 56 epochs 2021-05-07 09:19:16,949 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-07 09:19:16,978 - mmaction - INFO - top1_acc 0.9615 top5_acc 0.9982 2021-05-07 09:19:16,979 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-07 09:19:16,986 - mmaction - INFO - mean_acc 0.9580 2021-05-07 09:19:17,420 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. 2021-05-07 09:19:17,420 - mmaction - INFO - Best top1_acc is 0.9615 at 56 epoch. 2021-05-07 09:19:17,426 - mmaction - INFO - Epoch(val) [56][1853] top1_acc: 0.9615, top5_acc: 0.9982, mean_class_accuracy: 0.9580 2021-05-07 09:20:47,533 - mmaction - INFO - Epoch [57][20/1853] lr: 3.796e-03, eta: 2:52:29, time: 4.505, data_time: 3.846, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9469, loss_cls: 0.4710, loss: 0.4710, grad_norm: 2.0957 2021-05-07 09:21:00,642 - mmaction - INFO - Epoch [57][40/1853] lr: 3.786e-03, eta: 2:52:15, time: 0.655, data_time: 0.002, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9461, loss_cls: 0.5091, loss: 0.5091, grad_norm: 2.3140 2021-05-07 09:21:13,760 - mmaction - INFO - Epoch [57][60/1853] lr: 3.776e-03, eta: 2:52:01, time: 0.656, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9414, loss_cls: 0.5025, loss: 0.5025, grad_norm: 2.3000 2021-05-07 09:21:26,949 - mmaction - INFO - Epoch [57][80/1853] lr: 3.766e-03, eta: 2:51:47, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9445, loss_cls: 0.5258, loss: 0.5258, grad_norm: 2.1938 2021-05-07 09:21:40,123 - mmaction - INFO - Epoch [57][100/1853] lr: 3.756e-03, eta: 2:51:33, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9391, loss_cls: 0.5111, loss: 0.5111, grad_norm: 2.3724 2021-05-07 09:21:53,279 - mmaction - INFO - Epoch [57][120/1853] lr: 3.746e-03, eta: 2:51:19, time: 0.658, data_time: 0.002, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9547, loss_cls: 0.5071, loss: 0.5071, grad_norm: 2.3580 2021-05-07 09:22:06,499 - mmaction - INFO - Epoch [57][140/1853] lr: 3.736e-03, eta: 2:51:05, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9484, loss_cls: 0.5056, loss: 0.5056, grad_norm: 2.3422 2021-05-07 09:22:19,757 - mmaction - INFO - Epoch [57][160/1853] lr: 3.726e-03, eta: 2:50:51, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9477, loss_cls: 0.5223, loss: 0.5223, grad_norm: 2.4939 2021-05-07 09:22:33,021 - mmaction - INFO - Epoch [57][180/1853] lr: 3.716e-03, eta: 2:50:37, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9336, loss_cls: 0.5668, loss: 0.5668, grad_norm: 2.3042 2021-05-07 09:22:46,236 - mmaction - INFO - Epoch [57][200/1853] lr: 3.706e-03, eta: 2:50:23, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9453, loss_cls: 0.5015, loss: 0.5015, grad_norm: 2.1368 2021-05-07 09:22:59,469 - mmaction - INFO - Epoch [57][220/1853] lr: 3.696e-03, eta: 2:50:09, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9445, loss_cls: 0.5086, loss: 0.5086, grad_norm: 2.3816 2021-05-07 09:23:12,746 - mmaction - INFO - Epoch [57][240/1853] lr: 3.686e-03, eta: 2:49:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9453, loss_cls: 0.4985, loss: 0.4985, grad_norm: 2.2354 2021-05-07 09:23:25,999 - mmaction - INFO - Epoch [57][260/1853] lr: 3.676e-03, eta: 2:49:40, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9531, loss_cls: 0.4813, loss: 0.4813, grad_norm: 2.2550 2021-05-07 09:23:39,284 - mmaction - INFO - Epoch [57][280/1853] lr: 3.666e-03, eta: 2:49:26, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9477, loss_cls: 0.4846, loss: 0.4846, grad_norm: 2.1922 2021-05-07 09:23:52,573 - mmaction - INFO - Epoch [57][300/1853] lr: 3.656e-03, eta: 2:49:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9461, loss_cls: 0.4869, loss: 0.4869, grad_norm: 2.2491 2021-05-07 09:24:05,823 - mmaction - INFO - Epoch [57][320/1853] lr: 3.646e-03, eta: 2:48:58, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9359, loss_cls: 0.5329, loss: 0.5329, grad_norm: 2.3491 2021-05-07 09:24:19,092 - mmaction - INFO - Epoch [57][340/1853] lr: 3.636e-03, eta: 2:48:44, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9586, loss_cls: 0.4549, loss: 0.4549, grad_norm: 2.3325 2021-05-07 09:24:32,426 - mmaction - INFO - Epoch [57][360/1853] lr: 3.626e-03, eta: 2:48:30, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9445, loss_cls: 0.5166, loss: 0.5166, grad_norm: 2.3244 2021-05-07 09:24:45,699 - mmaction - INFO - Epoch [57][380/1853] lr: 3.616e-03, eta: 2:48:16, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9500, loss_cls: 0.4790, loss: 0.4790, grad_norm: 2.4331 2021-05-07 09:24:59,020 - mmaction - INFO - Epoch [57][400/1853] lr: 3.606e-03, eta: 2:48:02, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9437, loss_cls: 0.5262, loss: 0.5262, grad_norm: 2.5354 2021-05-07 09:25:12,329 - mmaction - INFO - Epoch [57][420/1853] lr: 3.596e-03, eta: 2:47:48, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9516, loss_cls: 0.5129, loss: 0.5129, grad_norm: 2.4662 2021-05-07 09:25:25,651 - mmaction - INFO - Epoch [57][440/1853] lr: 3.587e-03, eta: 2:47:34, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9492, loss_cls: 0.5239, loss: 0.5239, grad_norm: 2.5240 2021-05-07 09:25:38,908 - mmaction - INFO - Epoch [57][460/1853] lr: 3.577e-03, eta: 2:47:20, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9508, loss_cls: 0.5237, loss: 0.5237, grad_norm: 2.5196 2021-05-07 09:25:52,196 - mmaction - INFO - Epoch [57][480/1853] lr: 3.567e-03, eta: 2:47:06, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9484, loss_cls: 0.4881, loss: 0.4881, grad_norm: 2.3975 2021-05-07 09:26:05,508 - mmaction - INFO - Epoch [57][500/1853] lr: 3.557e-03, eta: 2:46:51, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9484, loss_cls: 0.4940, loss: 0.4940, grad_norm: 2.2395 2021-05-07 09:26:18,800 - mmaction - INFO - Epoch [57][520/1853] lr: 3.547e-03, eta: 2:46:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9414, loss_cls: 0.5146, loss: 0.5146, grad_norm: 2.3295 2021-05-07 09:26:32,116 - mmaction - INFO - Epoch [57][540/1853] lr: 3.538e-03, eta: 2:46:23, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9422, loss_cls: 0.5167, loss: 0.5167, grad_norm: 2.3978 2021-05-07 09:26:45,467 - mmaction - INFO - Epoch [57][560/1853] lr: 3.528e-03, eta: 2:46:09, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9516, loss_cls: 0.5236, loss: 0.5236, grad_norm: 2.4604 2021-05-07 09:26:58,732 - mmaction - INFO - Epoch [57][580/1853] lr: 3.518e-03, eta: 2:45:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9461, loss_cls: 0.5262, loss: 0.5262, grad_norm: 2.3427 2021-05-07 09:27:12,068 - mmaction - INFO - Epoch [57][600/1853] lr: 3.508e-03, eta: 2:45:41, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8305, top5_acc: 0.9437, loss_cls: 0.5489, loss: 0.5489, grad_norm: 2.4285 2021-05-07 09:27:25,374 - mmaction - INFO - Epoch [57][620/1853] lr: 3.498e-03, eta: 2:45:27, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9477, loss_cls: 0.5249, loss: 0.5249, grad_norm: 2.4074 2021-05-07 09:27:38,614 - mmaction - INFO - Epoch [57][640/1853] lr: 3.489e-03, eta: 2:45:13, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9508, loss_cls: 0.5088, loss: 0.5088, grad_norm: 2.4378 2021-05-07 09:27:51,981 - mmaction - INFO - Epoch [57][660/1853] lr: 3.479e-03, eta: 2:44:59, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9414, loss_cls: 0.4961, loss: 0.4961, grad_norm: 2.3193 2021-05-07 09:28:05,259 - mmaction - INFO - Epoch [57][680/1853] lr: 3.469e-03, eta: 2:44:45, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9445, loss_cls: 0.4889, loss: 0.4889, grad_norm: 2.2607 2021-05-07 09:28:18,603 - mmaction - INFO - Epoch [57][700/1853] lr: 3.460e-03, eta: 2:44:31, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9445, loss_cls: 0.5139, loss: 0.5139, grad_norm: 2.3643 2021-05-07 09:28:31,892 - mmaction - INFO - Epoch [57][720/1853] lr: 3.450e-03, eta: 2:44:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9555, loss_cls: 0.5094, loss: 0.5094, grad_norm: 2.4168 2021-05-07 09:28:45,156 - mmaction - INFO - Epoch [57][740/1853] lr: 3.440e-03, eta: 2:44:03, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9437, loss_cls: 0.5160, loss: 0.5160, grad_norm: 2.4424 2021-05-07 09:28:58,434 - mmaction - INFO - Epoch [57][760/1853] lr: 3.431e-03, eta: 2:43:49, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9500, loss_cls: 0.4962, loss: 0.4962, grad_norm: 2.3295 2021-05-07 09:29:11,760 - mmaction - INFO - Epoch [57][780/1853] lr: 3.421e-03, eta: 2:43:34, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9500, loss_cls: 0.4914, loss: 0.4914, grad_norm: 2.3445 2021-05-07 09:29:25,095 - mmaction - INFO - Epoch [57][800/1853] lr: 3.411e-03, eta: 2:43:20, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9437, loss_cls: 0.4998, loss: 0.4998, grad_norm: 2.3886 2021-05-07 09:29:38,361 - mmaction - INFO - Epoch [57][820/1853] lr: 3.402e-03, eta: 2:43:06, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9484, loss_cls: 0.5333, loss: 0.5333, grad_norm: 2.4455 2021-05-07 09:29:51,665 - mmaction - INFO - Epoch [57][840/1853] lr: 3.392e-03, eta: 2:42:52, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9484, loss_cls: 0.5168, loss: 0.5168, grad_norm: 2.3896 2021-05-07 09:30:04,948 - mmaction - INFO - Epoch [57][860/1853] lr: 3.383e-03, eta: 2:42:38, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9508, loss_cls: 0.5033, loss: 0.5033, grad_norm: 2.4662 2021-05-07 09:30:18,255 - mmaction - INFO - Epoch [57][880/1853] lr: 3.373e-03, eta: 2:42:24, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9398, loss_cls: 0.5308, loss: 0.5308, grad_norm: 2.4785 2021-05-07 09:30:31,572 - mmaction - INFO - Epoch [57][900/1853] lr: 3.363e-03, eta: 2:42:10, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9531, loss_cls: 0.4788, loss: 0.4788, grad_norm: 2.5000 2021-05-07 09:30:44,851 - mmaction - INFO - Epoch [57][920/1853] lr: 3.354e-03, eta: 2:41:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9477, loss_cls: 0.5317, loss: 0.5317, grad_norm: 2.4191 2021-05-07 09:30:58,180 - mmaction - INFO - Epoch [57][940/1853] lr: 3.344e-03, eta: 2:41:42, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9508, loss_cls: 0.4624, loss: 0.4624, grad_norm: 2.2226 2021-05-07 09:31:11,507 - mmaction - INFO - Epoch [57][960/1853] lr: 3.335e-03, eta: 2:41:28, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9492, loss_cls: 0.4925, loss: 0.4925, grad_norm: 2.3781 2021-05-07 09:31:24,803 - mmaction - INFO - Epoch [57][980/1853] lr: 3.325e-03, eta: 2:41:14, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8633, top5_acc: 0.9445, loss_cls: 0.4956, loss: 0.4956, grad_norm: 2.5022 2021-05-07 09:31:38,137 - mmaction - INFO - Epoch [57][1000/1853] lr: 3.316e-03, eta: 2:41:00, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9406, loss_cls: 0.5219, loss: 0.5219, grad_norm: 2.2914 2021-05-07 09:31:51,461 - mmaction - INFO - Epoch [57][1020/1853] lr: 3.306e-03, eta: 2:40:46, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9523, loss_cls: 0.4851, loss: 0.4851, grad_norm: 2.2788 2021-05-07 09:32:04,765 - mmaction - INFO - Epoch [57][1040/1853] lr: 3.297e-03, eta: 2:40:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9461, loss_cls: 0.5048, loss: 0.5048, grad_norm: 2.2745 2021-05-07 09:32:18,073 - mmaction - INFO - Epoch [57][1060/1853] lr: 3.287e-03, eta: 2:40:18, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9406, loss_cls: 0.5288, loss: 0.5288, grad_norm: 2.5444 2021-05-07 09:32:31,376 - mmaction - INFO - Epoch [57][1080/1853] lr: 3.278e-03, eta: 2:40:04, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8656, top5_acc: 0.9469, loss_cls: 0.4606, loss: 0.4606, grad_norm: 2.3327 2021-05-07 09:32:44,728 - mmaction - INFO - Epoch [57][1100/1853] lr: 3.269e-03, eta: 2:39:49, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9406, loss_cls: 0.5266, loss: 0.5266, grad_norm: 2.2949 2021-05-07 09:32:58,009 - mmaction - INFO - Epoch [57][1120/1853] lr: 3.259e-03, eta: 2:39:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9523, loss_cls: 0.5017, loss: 0.5017, grad_norm: 2.5776 2021-05-07 09:33:11,336 - mmaction - INFO - Epoch [57][1140/1853] lr: 3.250e-03, eta: 2:39:21, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9437, loss_cls: 0.4782, loss: 0.4782, grad_norm: 2.3309 2021-05-07 09:33:24,666 - mmaction - INFO - Epoch [57][1160/1853] lr: 3.240e-03, eta: 2:39:07, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9516, loss_cls: 0.4896, loss: 0.4896, grad_norm: 2.3615 2021-05-07 09:33:37,965 - mmaction - INFO - Epoch [57][1180/1853] lr: 3.231e-03, eta: 2:38:53, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9477, loss_cls: 0.4958, loss: 0.4958, grad_norm: 2.3094 2021-05-07 09:33:51,268 - mmaction - INFO - Epoch [57][1200/1853] lr: 3.222e-03, eta: 2:38:39, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9563, loss_cls: 0.4824, loss: 0.4824, grad_norm: 2.3401 2021-05-07 09:34:04,536 - mmaction - INFO - Epoch [57][1220/1853] lr: 3.212e-03, eta: 2:38:25, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9461, loss_cls: 0.4903, loss: 0.4903, grad_norm: 2.1145 2021-05-07 09:34:17,853 - mmaction - INFO - Epoch [57][1240/1853] lr: 3.203e-03, eta: 2:38:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9469, loss_cls: 0.4895, loss: 0.4895, grad_norm: 2.2964 2021-05-07 09:34:31,145 - mmaction - INFO - Epoch [57][1260/1853] lr: 3.194e-03, eta: 2:37:57, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9344, loss_cls: 0.5615, loss: 0.5615, grad_norm: 2.5235 2021-05-07 09:34:44,433 - mmaction - INFO - Epoch [57][1280/1853] lr: 3.184e-03, eta: 2:37:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9500, loss_cls: 0.5251, loss: 0.5251, grad_norm: 2.4452 2021-05-07 09:34:57,751 - mmaction - INFO - Epoch [57][1300/1853] lr: 3.175e-03, eta: 2:37:29, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9406, loss_cls: 0.5565, loss: 0.5565, grad_norm: 2.3992 2021-05-07 09:35:11,044 - mmaction - INFO - Epoch [57][1320/1853] lr: 3.166e-03, eta: 2:37:15, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9430, loss_cls: 0.5388, loss: 0.5388, grad_norm: 2.4812 2021-05-07 09:35:24,341 - mmaction - INFO - Epoch [57][1340/1853] lr: 3.157e-03, eta: 2:37:01, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9398, loss_cls: 0.5055, loss: 0.5055, grad_norm: 2.3035 2021-05-07 09:35:37,665 - mmaction - INFO - Epoch [57][1360/1853] lr: 3.147e-03, eta: 2:36:47, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9469, loss_cls: 0.4965, loss: 0.4965, grad_norm: 2.5212 2021-05-07 09:35:50,960 - mmaction - INFO - Epoch [57][1380/1853] lr: 3.138e-03, eta: 2:36:33, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8289, top5_acc: 0.9414, loss_cls: 0.5482, loss: 0.5482, grad_norm: 2.3689 2021-05-07 09:36:04,207 - mmaction - INFO - Epoch [57][1400/1853] lr: 3.129e-03, eta: 2:36:19, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9414, loss_cls: 0.5312, loss: 0.5312, grad_norm: 2.4046 2021-05-07 09:36:17,519 - mmaction - INFO - Epoch [57][1420/1853] lr: 3.120e-03, eta: 2:36:04, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9461, loss_cls: 0.5029, loss: 0.5029, grad_norm: 2.4347 2021-05-07 09:36:30,817 - mmaction - INFO - Epoch [57][1440/1853] lr: 3.110e-03, eta: 2:35:50, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9523, loss_cls: 0.4767, loss: 0.4767, grad_norm: 2.3747 2021-05-07 09:36:44,108 - mmaction - INFO - Epoch [57][1460/1853] lr: 3.101e-03, eta: 2:35:36, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9437, loss_cls: 0.5230, loss: 0.5230, grad_norm: 2.4292 2021-05-07 09:36:57,388 - mmaction - INFO - Epoch [57][1480/1853] lr: 3.092e-03, eta: 2:35:22, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8625, top5_acc: 0.9477, loss_cls: 0.4627, loss: 0.4627, grad_norm: 2.2645 2021-05-07 09:37:10,694 - mmaction - INFO - Epoch [57][1500/1853] lr: 3.083e-03, eta: 2:35:08, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9453, loss_cls: 0.4655, loss: 0.4655, grad_norm: 2.2098 2021-05-07 09:37:23,961 - mmaction - INFO - Epoch [57][1520/1853] lr: 3.074e-03, eta: 2:34:54, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8383, top5_acc: 0.9344, loss_cls: 0.5499, loss: 0.5499, grad_norm: 2.3637 2021-05-07 09:37:37,293 - mmaction - INFO - Epoch [57][1540/1853] lr: 3.065e-03, eta: 2:34:40, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9469, loss_cls: 0.4929, loss: 0.4929, grad_norm: 2.2583 2021-05-07 09:37:50,581 - mmaction - INFO - Epoch [57][1560/1853] lr: 3.055e-03, eta: 2:34:26, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9437, loss_cls: 0.5249, loss: 0.5249, grad_norm: 2.4362 2021-05-07 09:38:03,872 - mmaction - INFO - Epoch [57][1580/1853] lr: 3.046e-03, eta: 2:34:12, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8680, top5_acc: 0.9586, loss_cls: 0.4332, loss: 0.4332, grad_norm: 2.2411 2021-05-07 09:38:17,175 - mmaction - INFO - Epoch [57][1600/1853] lr: 3.037e-03, eta: 2:33:58, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9516, loss_cls: 0.5026, loss: 0.5026, grad_norm: 2.2892 2021-05-07 09:38:30,447 - mmaction - INFO - Epoch [57][1620/1853] lr: 3.028e-03, eta: 2:33:44, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9461, loss_cls: 0.5069, loss: 0.5069, grad_norm: 2.3098 2021-05-07 09:38:43,711 - mmaction - INFO - Epoch [57][1640/1853] lr: 3.019e-03, eta: 2:33:30, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9531, loss_cls: 0.4772, loss: 0.4772, grad_norm: 2.3084 2021-05-07 09:38:57,018 - mmaction - INFO - Epoch [57][1660/1853] lr: 3.010e-03, eta: 2:33:16, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9555, loss_cls: 0.4933, loss: 0.4933, grad_norm: 2.5017 2021-05-07 09:39:10,329 - mmaction - INFO - Epoch [57][1680/1853] lr: 3.001e-03, eta: 2:33:02, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9453, loss_cls: 0.5149, loss: 0.5149, grad_norm: 2.4924 2021-05-07 09:39:23,605 - mmaction - INFO - Epoch [57][1700/1853] lr: 2.992e-03, eta: 2:32:48, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9437, loss_cls: 0.5109, loss: 0.5109, grad_norm: 2.3553 2021-05-07 09:39:36,839 - mmaction - INFO - Epoch [57][1720/1853] lr: 2.983e-03, eta: 2:32:34, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9352, loss_cls: 0.5129, loss: 0.5129, grad_norm: 2.2800 2021-05-07 09:39:50,126 - mmaction - INFO - Epoch [57][1740/1853] lr: 2.974e-03, eta: 2:32:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9531, loss_cls: 0.5041, loss: 0.5041, grad_norm: 2.4195 2021-05-07 09:40:03,401 - mmaction - INFO - Epoch [57][1760/1853] lr: 2.965e-03, eta: 2:32:05, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9453, loss_cls: 0.4792, loss: 0.4792, grad_norm: 2.1508 2021-05-07 09:40:16,715 - mmaction - INFO - Epoch [57][1780/1853] lr: 2.956e-03, eta: 2:31:51, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9484, loss_cls: 0.4843, loss: 0.4843, grad_norm: 2.3225 2021-05-07 09:40:30,049 - mmaction - INFO - Epoch [57][1800/1853] lr: 2.947e-03, eta: 2:31:37, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9484, loss_cls: 0.4905, loss: 0.4905, grad_norm: 2.3205 2021-05-07 09:40:43,309 - mmaction - INFO - Epoch [57][1820/1853] lr: 2.938e-03, eta: 2:31:23, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8680, top5_acc: 0.9516, loss_cls: 0.4762, loss: 0.4762, grad_norm: 2.3673 2021-05-07 09:40:56,658 - mmaction - INFO - Epoch [57][1840/1853] lr: 2.929e-03, eta: 2:31:09, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9484, loss_cls: 0.4988, loss: 0.4988, grad_norm: 2.2810 2021-05-07 09:41:06,295 - mmaction - INFO - Saving checkpoint at 57 epochs 2021-05-07 09:42:38,045 - mmaction - INFO - Epoch [58][20/1853] lr: 2.914e-03, eta: 2:30:55, time: 4.567, data_time: 3.906, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9523, loss_cls: 0.4611, loss: 0.4611, grad_norm: 2.3565 2021-05-07 09:42:51,168 - mmaction - INFO - Epoch [58][40/1853] lr: 2.905e-03, eta: 2:30:40, time: 0.656, data_time: 0.002, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9453, loss_cls: 0.4970, loss: 0.4970, grad_norm: 2.3031 2021-05-07 09:43:04,294 - mmaction - INFO - Epoch [58][60/1853] lr: 2.897e-03, eta: 2:30:26, time: 0.656, data_time: 0.002, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9352, loss_cls: 0.5385, loss: 0.5385, grad_norm: 2.4000 2021-05-07 09:43:17,469 - mmaction - INFO - Epoch [58][80/1853] lr: 2.888e-03, eta: 2:30:12, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9484, loss_cls: 0.4823, loss: 0.4823, grad_norm: 2.0731 2021-05-07 09:43:30,645 - mmaction - INFO - Epoch [58][100/1853] lr: 2.879e-03, eta: 2:29:58, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9500, loss_cls: 0.5125, loss: 0.5125, grad_norm: 2.4880 2021-05-07 09:43:43,844 - mmaction - INFO - Epoch [58][120/1853] lr: 2.870e-03, eta: 2:29:44, time: 0.660, data_time: 0.002, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9492, loss_cls: 0.5156, loss: 0.5156, grad_norm: 2.4735 2021-05-07 09:43:57,094 - mmaction - INFO - Epoch [58][140/1853] lr: 2.861e-03, eta: 2:29:30, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9461, loss_cls: 0.4976, loss: 0.4976, grad_norm: 2.2485 2021-05-07 09:44:10,416 - mmaction - INFO - Epoch [58][160/1853] lr: 2.852e-03, eta: 2:29:16, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9516, loss_cls: 0.4583, loss: 0.4583, grad_norm: 2.3232 2021-05-07 09:44:23,675 - mmaction - INFO - Epoch [58][180/1853] lr: 2.843e-03, eta: 2:29:02, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9461, loss_cls: 0.4964, loss: 0.4964, grad_norm: 2.3643 2021-05-07 09:44:36,919 - mmaction - INFO - Epoch [58][200/1853] lr: 2.835e-03, eta: 2:28:48, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9344, loss_cls: 0.5143, loss: 0.5143, grad_norm: 2.2759 2021-05-07 09:44:50,228 - mmaction - INFO - Epoch [58][220/1853] lr: 2.826e-03, eta: 2:28:34, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9625, loss_cls: 0.4592, loss: 0.4592, grad_norm: 2.3811 2021-05-07 09:45:03,502 - mmaction - INFO - Epoch [58][240/1853] lr: 2.817e-03, eta: 2:28:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9383, loss_cls: 0.5264, loss: 0.5264, grad_norm: 2.3773 2021-05-07 09:45:16,786 - mmaction - INFO - Epoch [58][260/1853] lr: 2.808e-03, eta: 2:28:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9445, loss_cls: 0.4985, loss: 0.4985, grad_norm: 2.4839 2021-05-07 09:45:30,100 - mmaction - INFO - Epoch [58][280/1853] lr: 2.800e-03, eta: 2:27:52, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8727, top5_acc: 0.9523, loss_cls: 0.4665, loss: 0.4665, grad_norm: 2.2367 2021-05-07 09:45:43,386 - mmaction - INFO - Epoch [58][300/1853] lr: 2.791e-03, eta: 2:27:38, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9523, loss_cls: 0.4836, loss: 0.4836, grad_norm: 2.2502 2021-05-07 09:45:56,676 - mmaction - INFO - Epoch [58][320/1853] lr: 2.782e-03, eta: 2:27:23, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9547, loss_cls: 0.4904, loss: 0.4904, grad_norm: 2.4488 2021-05-07 09:46:09,981 - mmaction - INFO - Epoch [58][340/1853] lr: 2.773e-03, eta: 2:27:09, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9469, loss_cls: 0.4655, loss: 0.4655, grad_norm: 2.1963 2021-05-07 09:46:23,267 - mmaction - INFO - Epoch [58][360/1853] lr: 2.765e-03, eta: 2:26:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9453, loss_cls: 0.5322, loss: 0.5322, grad_norm: 2.5721 2021-05-07 09:46:36,548 - mmaction - INFO - Epoch [58][380/1853] lr: 2.756e-03, eta: 2:26:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9469, loss_cls: 0.4935, loss: 0.4935, grad_norm: 2.2825 2021-05-07 09:46:49,883 - mmaction - INFO - Epoch [58][400/1853] lr: 2.747e-03, eta: 2:26:27, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8742, top5_acc: 0.9555, loss_cls: 0.4354, loss: 0.4354, grad_norm: 2.1514 2021-05-07 09:47:03,162 - mmaction - INFO - Epoch [58][420/1853] lr: 2.739e-03, eta: 2:26:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9484, loss_cls: 0.4759, loss: 0.4759, grad_norm: 2.4266 2021-05-07 09:47:16,466 - mmaction - INFO - Epoch [58][440/1853] lr: 2.730e-03, eta: 2:25:59, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9500, loss_cls: 0.5002, loss: 0.5002, grad_norm: 2.4811 2021-05-07 09:47:29,752 - mmaction - INFO - Epoch [58][460/1853] lr: 2.721e-03, eta: 2:25:45, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9625, loss_cls: 0.4796, loss: 0.4796, grad_norm: 2.3857 2021-05-07 09:47:43,047 - mmaction - INFO - Epoch [58][480/1853] lr: 2.713e-03, eta: 2:25:31, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9516, loss_cls: 0.5083, loss: 0.5083, grad_norm: 2.4928 2021-05-07 09:47:56,381 - mmaction - INFO - Epoch [58][500/1853] lr: 2.704e-03, eta: 2:25:17, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8680, top5_acc: 0.9523, loss_cls: 0.4501, loss: 0.4501, grad_norm: 2.3132 2021-05-07 09:48:09,677 - mmaction - INFO - Epoch [58][520/1853] lr: 2.696e-03, eta: 2:25:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9406, loss_cls: 0.4989, loss: 0.4989, grad_norm: 2.1844 2021-05-07 09:48:22,942 - mmaction - INFO - Epoch [58][540/1853] lr: 2.687e-03, eta: 2:24:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9508, loss_cls: 0.4910, loss: 0.4910, grad_norm: 2.4135 2021-05-07 09:48:36,276 - mmaction - INFO - Epoch [58][560/1853] lr: 2.679e-03, eta: 2:24:35, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9484, loss_cls: 0.4754, loss: 0.4754, grad_norm: 2.3199 2021-05-07 09:48:49,569 - mmaction - INFO - Epoch [58][580/1853] lr: 2.670e-03, eta: 2:24:21, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9414, loss_cls: 0.4807, loss: 0.4807, grad_norm: 2.3324 2021-05-07 09:49:02,841 - mmaction - INFO - Epoch [58][600/1853] lr: 2.661e-03, eta: 2:24:07, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8703, top5_acc: 0.9453, loss_cls: 0.4398, loss: 0.4398, grad_norm: 2.3230 2021-05-07 09:49:16,155 - mmaction - INFO - Epoch [58][620/1853] lr: 2.653e-03, eta: 2:23:53, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9461, loss_cls: 0.4832, loss: 0.4832, grad_norm: 2.2258 2021-05-07 09:49:29,435 - mmaction - INFO - Epoch [58][640/1853] lr: 2.644e-03, eta: 2:23:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9430, loss_cls: 0.5019, loss: 0.5019, grad_norm: 2.4790 2021-05-07 09:49:42,735 - mmaction - INFO - Epoch [58][660/1853] lr: 2.636e-03, eta: 2:23:24, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9484, loss_cls: 0.5009, loss: 0.5009, grad_norm: 2.5655 2021-05-07 09:49:56,064 - mmaction - INFO - Epoch [58][680/1853] lr: 2.627e-03, eta: 2:23:10, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8648, top5_acc: 0.9578, loss_cls: 0.4625, loss: 0.4625, grad_norm: 2.3043 2021-05-07 09:50:09,381 - mmaction - INFO - Epoch [58][700/1853] lr: 2.619e-03, eta: 2:22:56, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9437, loss_cls: 0.5295, loss: 0.5295, grad_norm: 2.4754 2021-05-07 09:50:22,642 - mmaction - INFO - Epoch [58][720/1853] lr: 2.611e-03, eta: 2:22:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8250, top5_acc: 0.9320, loss_cls: 0.5957, loss: 0.5957, grad_norm: 2.6351 2021-05-07 09:50:35,928 - mmaction - INFO - Epoch [58][740/1853] lr: 2.602e-03, eta: 2:22:28, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9391, loss_cls: 0.5340, loss: 0.5340, grad_norm: 2.5399 2021-05-07 09:50:49,231 - mmaction - INFO - Epoch [58][760/1853] lr: 2.594e-03, eta: 2:22:14, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9430, loss_cls: 0.4821, loss: 0.4821, grad_norm: 2.3116 2021-05-07 09:51:02,538 - mmaction - INFO - Epoch [58][780/1853] lr: 2.585e-03, eta: 2:22:00, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9492, loss_cls: 0.4829, loss: 0.4829, grad_norm: 2.5391 2021-05-07 09:51:15,838 - mmaction - INFO - Epoch [58][800/1853] lr: 2.577e-03, eta: 2:21:46, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9516, loss_cls: 0.5054, loss: 0.5054, grad_norm: 2.4745 2021-05-07 09:51:29,093 - mmaction - INFO - Epoch [58][820/1853] lr: 2.568e-03, eta: 2:21:32, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9469, loss_cls: 0.4964, loss: 0.4964, grad_norm: 2.3533 2021-05-07 09:51:42,403 - mmaction - INFO - Epoch [58][840/1853] lr: 2.560e-03, eta: 2:21:18, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8727, top5_acc: 0.9469, loss_cls: 0.4243, loss: 0.4243, grad_norm: 2.2921 2021-05-07 09:51:55,742 - mmaction - INFO - Epoch [58][860/1853] lr: 2.552e-03, eta: 2:21:04, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9555, loss_cls: 0.4902, loss: 0.4902, grad_norm: 2.3492 2021-05-07 09:52:09,046 - mmaction - INFO - Epoch [58][880/1853] lr: 2.543e-03, eta: 2:20:50, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9414, loss_cls: 0.4969, loss: 0.4969, grad_norm: 2.2320 2021-05-07 09:52:22,348 - mmaction - INFO - Epoch [58][900/1853] lr: 2.535e-03, eta: 2:20:36, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9437, loss_cls: 0.4888, loss: 0.4888, grad_norm: 2.4218 2021-05-07 09:52:35,669 - mmaction - INFO - Epoch [58][920/1853] lr: 2.527e-03, eta: 2:20:22, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9492, loss_cls: 0.4850, loss: 0.4850, grad_norm: 2.2996 2021-05-07 09:52:48,946 - mmaction - INFO - Epoch [58][940/1853] lr: 2.518e-03, eta: 2:20:08, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9437, loss_cls: 0.5196, loss: 0.5196, grad_norm: 2.5430 2021-05-07 09:53:02,252 - mmaction - INFO - Epoch [58][960/1853] lr: 2.510e-03, eta: 2:19:54, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9492, loss_cls: 0.4834, loss: 0.4834, grad_norm: 2.3406 2021-05-07 09:53:15,572 - mmaction - INFO - Epoch [58][980/1853] lr: 2.502e-03, eta: 2:19:40, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9375, loss_cls: 0.5582, loss: 0.5582, grad_norm: 2.4950 2021-05-07 09:53:28,836 - mmaction - INFO - Epoch [58][1000/1853] lr: 2.494e-03, eta: 2:19:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8625, top5_acc: 0.9484, loss_cls: 0.4924, loss: 0.4924, grad_norm: 2.4070 2021-05-07 09:53:42,147 - mmaction - INFO - Epoch [58][1020/1853] lr: 2.485e-03, eta: 2:19:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9547, loss_cls: 0.4608, loss: 0.4608, grad_norm: 2.2880 2021-05-07 09:53:55,442 - mmaction - INFO - Epoch [58][1040/1853] lr: 2.477e-03, eta: 2:18:57, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9414, loss_cls: 0.4978, loss: 0.4978, grad_norm: 2.2864 2021-05-07 09:54:08,725 - mmaction - INFO - Epoch [58][1060/1853] lr: 2.469e-03, eta: 2:18:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9500, loss_cls: 0.4990, loss: 0.4990, grad_norm: 2.3890 2021-05-07 09:54:22,003 - mmaction - INFO - Epoch [58][1080/1853] lr: 2.461e-03, eta: 2:18:29, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9484, loss_cls: 0.5176, loss: 0.5176, grad_norm: 2.5267 2021-05-07 09:54:35,313 - mmaction - INFO - Epoch [58][1100/1853] lr: 2.452e-03, eta: 2:18:15, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8719, top5_acc: 0.9578, loss_cls: 0.4382, loss: 0.4382, grad_norm: 2.1900 2021-05-07 09:54:48,647 - mmaction - INFO - Epoch [58][1120/1853] lr: 2.444e-03, eta: 2:18:01, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9375, loss_cls: 0.4914, loss: 0.4914, grad_norm: 2.3264 2021-05-07 09:55:01,933 - mmaction - INFO - Epoch [58][1140/1853] lr: 2.436e-03, eta: 2:17:47, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8633, top5_acc: 0.9375, loss_cls: 0.5066, loss: 0.5066, grad_norm: 2.2182 2021-05-07 09:55:15,248 - mmaction - INFO - Epoch [58][1160/1853] lr: 2.428e-03, eta: 2:17:33, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8281, top5_acc: 0.9344, loss_cls: 0.5668, loss: 0.5668, grad_norm: 2.4148 2021-05-07 09:55:28,522 - mmaction - INFO - Epoch [58][1180/1853] lr: 2.420e-03, eta: 2:17:19, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9445, loss_cls: 0.5083, loss: 0.5083, grad_norm: 2.3192 2021-05-07 09:55:41,809 - mmaction - INFO - Epoch [58][1200/1853] lr: 2.412e-03, eta: 2:17:05, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8695, top5_acc: 0.9695, loss_cls: 0.4330, loss: 0.4330, grad_norm: 2.3371 2021-05-07 09:55:55,119 - mmaction - INFO - Epoch [58][1220/1853] lr: 2.403e-03, eta: 2:16:51, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9555, loss_cls: 0.4611, loss: 0.4611, grad_norm: 2.3171 2021-05-07 09:56:08,394 - mmaction - INFO - Epoch [58][1240/1853] lr: 2.395e-03, eta: 2:16:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9445, loss_cls: 0.5101, loss: 0.5101, grad_norm: 2.4459 2021-05-07 09:56:21,696 - mmaction - INFO - Epoch [58][1260/1853] lr: 2.387e-03, eta: 2:16:23, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9484, loss_cls: 0.4684, loss: 0.4684, grad_norm: 2.3795 2021-05-07 09:56:35,021 - mmaction - INFO - Epoch [58][1280/1853] lr: 2.379e-03, eta: 2:16:09, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9445, loss_cls: 0.5373, loss: 0.5373, grad_norm: 2.4289 2021-05-07 09:56:48,296 - mmaction - INFO - Epoch [58][1300/1853] lr: 2.371e-03, eta: 2:15:55, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9297, loss_cls: 0.5342, loss: 0.5342, grad_norm: 2.3562 2021-05-07 09:57:01,584 - mmaction - INFO - Epoch [58][1320/1853] lr: 2.363e-03, eta: 2:15:41, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9469, loss_cls: 0.5193, loss: 0.5193, grad_norm: 2.4620 2021-05-07 09:57:14,889 - mmaction - INFO - Epoch [58][1340/1853] lr: 2.355e-03, eta: 2:15:27, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9445, loss_cls: 0.5536, loss: 0.5536, grad_norm: 2.5556 2021-05-07 09:57:28,160 - mmaction - INFO - Epoch [58][1360/1853] lr: 2.347e-03, eta: 2:15:13, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9414, loss_cls: 0.5337, loss: 0.5337, grad_norm: 2.5662 2021-05-07 09:57:41,453 - mmaction - INFO - Epoch [58][1380/1853] lr: 2.339e-03, eta: 2:14:59, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9484, loss_cls: 0.4808, loss: 0.4808, grad_norm: 2.4146 2021-05-07 09:57:54,782 - mmaction - INFO - Epoch [58][1400/1853] lr: 2.331e-03, eta: 2:14:45, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9516, loss_cls: 0.4882, loss: 0.4882, grad_norm: 2.4218 2021-05-07 09:58:08,061 - mmaction - INFO - Epoch [58][1420/1853] lr: 2.323e-03, eta: 2:14:30, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9500, loss_cls: 0.4719, loss: 0.4719, grad_norm: 2.3747 2021-05-07 09:58:21,340 - mmaction - INFO - Epoch [58][1440/1853] lr: 2.315e-03, eta: 2:14:16, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9484, loss_cls: 0.4921, loss: 0.4921, grad_norm: 2.3998 2021-05-07 09:58:34,609 - mmaction - INFO - Epoch [58][1460/1853] lr: 2.307e-03, eta: 2:14:02, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9437, loss_cls: 0.5145, loss: 0.5145, grad_norm: 2.4155 2021-05-07 09:58:47,893 - mmaction - INFO - Epoch [58][1480/1853] lr: 2.299e-03, eta: 2:13:48, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9523, loss_cls: 0.5024, loss: 0.5024, grad_norm: 2.4586 2021-05-07 09:59:01,173 - mmaction - INFO - Epoch [58][1500/1853] lr: 2.291e-03, eta: 2:13:34, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9477, loss_cls: 0.4875, loss: 0.4875, grad_norm: 2.4200 2021-05-07 09:59:14,504 - mmaction - INFO - Epoch [58][1520/1853] lr: 2.283e-03, eta: 2:13:20, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9555, loss_cls: 0.4577, loss: 0.4577, grad_norm: 2.3027 2021-05-07 09:59:27,762 - mmaction - INFO - Epoch [58][1540/1853] lr: 2.275e-03, eta: 2:13:06, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9430, loss_cls: 0.5194, loss: 0.5194, grad_norm: 2.5684 2021-05-07 09:59:40,995 - mmaction - INFO - Epoch [58][1560/1853] lr: 2.267e-03, eta: 2:12:52, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9531, loss_cls: 0.4893, loss: 0.4893, grad_norm: 2.5048 2021-05-07 09:59:54,240 - mmaction - INFO - Epoch [58][1580/1853] lr: 2.260e-03, eta: 2:12:38, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9461, loss_cls: 0.5317, loss: 0.5317, grad_norm: 2.5693 2021-05-07 10:00:07,795 - mmaction - INFO - Epoch [58][1600/1853] lr: 2.252e-03, eta: 2:12:24, time: 0.678, data_time: 0.002, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9625, loss_cls: 0.4484, loss: 0.4484, grad_norm: 2.4065 2021-05-07 10:00:21,070 - mmaction - INFO - Epoch [58][1620/1853] lr: 2.244e-03, eta: 2:12:10, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8633, top5_acc: 0.9578, loss_cls: 0.4530, loss: 0.4530, grad_norm: 2.4522 2021-05-07 10:00:34,396 - mmaction - INFO - Epoch [58][1640/1853] lr: 2.236e-03, eta: 2:11:56, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9508, loss_cls: 0.4737, loss: 0.4737, grad_norm: 2.3401 2021-05-07 10:00:47,716 - mmaction - INFO - Epoch [58][1660/1853] lr: 2.228e-03, eta: 2:11:42, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9445, loss_cls: 0.4992, loss: 0.4992, grad_norm: 2.5777 2021-05-07 10:01:00,961 - mmaction - INFO - Epoch [58][1680/1853] lr: 2.220e-03, eta: 2:11:28, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8734, top5_acc: 0.9570, loss_cls: 0.4104, loss: 0.4104, grad_norm: 2.2360 2021-05-07 10:01:14,277 - mmaction - INFO - Epoch [58][1700/1853] lr: 2.213e-03, eta: 2:11:14, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9492, loss_cls: 0.5216, loss: 0.5216, grad_norm: 2.5785 2021-05-07 10:01:27,531 - mmaction - INFO - Epoch [58][1720/1853] lr: 2.205e-03, eta: 2:11:00, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9586, loss_cls: 0.4315, loss: 0.4315, grad_norm: 2.2345 2021-05-07 10:01:40,769 - mmaction - INFO - Epoch [58][1740/1853] lr: 2.197e-03, eta: 2:10:46, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9492, loss_cls: 0.4920, loss: 0.4920, grad_norm: 2.3474 2021-05-07 10:01:54,087 - mmaction - INFO - Epoch [58][1760/1853] lr: 2.189e-03, eta: 2:10:32, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9437, loss_cls: 0.5031, loss: 0.5031, grad_norm: 2.3716 2021-05-07 10:02:07,379 - mmaction - INFO - Epoch [58][1780/1853] lr: 2.182e-03, eta: 2:10:18, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9461, loss_cls: 0.4927, loss: 0.4927, grad_norm: 2.1759 2021-05-07 10:02:20,667 - mmaction - INFO - Epoch [58][1800/1853] lr: 2.174e-03, eta: 2:10:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9531, loss_cls: 0.4985, loss: 0.4985, grad_norm: 2.4156 2021-05-07 10:02:33,990 - mmaction - INFO - Epoch [58][1820/1853] lr: 2.166e-03, eta: 2:09:50, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9398, loss_cls: 0.5162, loss: 0.5162, grad_norm: 2.4735 2021-05-07 10:02:47,245 - mmaction - INFO - Epoch [58][1840/1853] lr: 2.158e-03, eta: 2:09:36, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9359, loss_cls: 0.5521, loss: 0.5521, grad_norm: 2.6074 2021-05-07 10:02:57,038 - mmaction - INFO - Saving checkpoint at 58 epochs 2021-05-07 10:04:58,779 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-07 10:04:58,810 - mmaction - INFO - top1_acc 0.9624 top5_acc 0.9982 2021-05-07 10:04:58,810 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-07 10:04:58,818 - mmaction - INFO - mean_acc 0.9580 2021-05-07 10:04:59,190 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. 2021-05-07 10:04:59,190 - mmaction - INFO - Best top1_acc is 0.9624 at 58 epoch. 2021-05-07 10:04:59,193 - mmaction - INFO - Epoch(val) [58][1853] top1_acc: 0.9624, top5_acc: 0.9982, mean_class_accuracy: 0.9580 2021-05-07 10:06:28,912 - mmaction - INFO - Epoch [59][20/1853] lr: 2.146e-03, eta: 2:09:19, time: 4.485, data_time: 3.827, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9453, loss_cls: 0.4796, loss: 0.4796, grad_norm: 2.4662 2021-05-07 10:06:42,021 - mmaction - INFO - Epoch [59][40/1853] lr: 2.138e-03, eta: 2:09:05, time: 0.655, data_time: 0.002, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9453, loss_cls: 0.4869, loss: 0.4869, grad_norm: 2.3228 2021-05-07 10:06:55,171 - mmaction - INFO - Epoch [59][60/1853] lr: 2.130e-03, eta: 2:08:51, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.8672, top5_acc: 0.9500, loss_cls: 0.4623, loss: 0.4623, grad_norm: 2.3954 2021-05-07 10:07:08,365 - mmaction - INFO - Epoch [59][80/1853] lr: 2.123e-03, eta: 2:08:37, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9391, loss_cls: 0.5392, loss: 0.5392, grad_norm: 2.5783 2021-05-07 10:07:21,534 - mmaction - INFO - Epoch [59][100/1853] lr: 2.115e-03, eta: 2:08:23, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9523, loss_cls: 0.4485, loss: 0.4485, grad_norm: 2.3887 2021-05-07 10:07:34,738 - mmaction - INFO - Epoch [59][120/1853] lr: 2.107e-03, eta: 2:08:09, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9484, loss_cls: 0.4843, loss: 0.4843, grad_norm: 2.4918 2021-05-07 10:07:47,919 - mmaction - INFO - Epoch [59][140/1853] lr: 2.100e-03, eta: 2:07:55, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9531, loss_cls: 0.4643, loss: 0.4643, grad_norm: 2.4158 2021-05-07 10:08:01,190 - mmaction - INFO - Epoch [59][160/1853] lr: 2.092e-03, eta: 2:07:41, time: 0.663, data_time: 0.004, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9445, loss_cls: 0.4867, loss: 0.4867, grad_norm: 2.2788 2021-05-07 10:08:14,446 - mmaction - INFO - Epoch [59][180/1853] lr: 2.085e-03, eta: 2:07:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8625, top5_acc: 0.9563, loss_cls: 0.4708, loss: 0.4708, grad_norm: 2.4845 2021-05-07 10:08:27,675 - mmaction - INFO - Epoch [59][200/1853] lr: 2.077e-03, eta: 2:07:13, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9539, loss_cls: 0.4896, loss: 0.4896, grad_norm: 2.6027 2021-05-07 10:08:40,929 - mmaction - INFO - Epoch [59][220/1853] lr: 2.070e-03, eta: 2:06:59, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9477, loss_cls: 0.5326, loss: 0.5326, grad_norm: 2.7492 2021-05-07 10:08:54,198 - mmaction - INFO - Epoch [59][240/1853] lr: 2.062e-03, eta: 2:06:45, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8750, top5_acc: 0.9484, loss_cls: 0.4349, loss: 0.4349, grad_norm: 2.2989 2021-05-07 10:09:07,435 - mmaction - INFO - Epoch [59][260/1853] lr: 2.055e-03, eta: 2:06:31, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.8375, top5_acc: 0.9375, loss_cls: 0.5466, loss: 0.5466, grad_norm: 2.6648 2021-05-07 10:09:20,715 - mmaction - INFO - Epoch [59][280/1853] lr: 2.047e-03, eta: 2:06:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9391, loss_cls: 0.5326, loss: 0.5326, grad_norm: 2.3650 2021-05-07 10:09:33,966 - mmaction - INFO - Epoch [59][300/1853] lr: 2.040e-03, eta: 2:06:02, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8656, top5_acc: 0.9555, loss_cls: 0.4565, loss: 0.4565, grad_norm: 2.2208 2021-05-07 10:09:47,201 - mmaction - INFO - Epoch [59][320/1853] lr: 2.032e-03, eta: 2:05:48, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9445, loss_cls: 0.4976, loss: 0.4976, grad_norm: 2.3130 2021-05-07 10:10:00,468 - mmaction - INFO - Epoch [59][340/1853] lr: 2.025e-03, eta: 2:05:34, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9500, loss_cls: 0.4762, loss: 0.4762, grad_norm: 2.3912 2021-05-07 10:10:13,746 - mmaction - INFO - Epoch [59][360/1853] lr: 2.017e-03, eta: 2:05:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8711, top5_acc: 0.9531, loss_cls: 0.4702, loss: 0.4702, grad_norm: 2.3407 2021-05-07 10:10:27,029 - mmaction - INFO - Epoch [59][380/1853] lr: 2.010e-03, eta: 2:05:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8656, top5_acc: 0.9523, loss_cls: 0.4667, loss: 0.4667, grad_norm: 2.4789 2021-05-07 10:10:40,315 - mmaction - INFO - Epoch [59][400/1853] lr: 2.002e-03, eta: 2:04:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9477, loss_cls: 0.4719, loss: 0.4719, grad_norm: 2.3598 2021-05-07 10:10:53,623 - mmaction - INFO - Epoch [59][420/1853] lr: 1.995e-03, eta: 2:04:38, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9406, loss_cls: 0.4798, loss: 0.4798, grad_norm: 2.3311 2021-05-07 10:11:06,907 - mmaction - INFO - Epoch [59][440/1853] lr: 1.987e-03, eta: 2:04:24, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9414, loss_cls: 0.5172, loss: 0.5172, grad_norm: 2.4273 2021-05-07 10:11:20,176 - mmaction - INFO - Epoch [59][460/1853] lr: 1.980e-03, eta: 2:04:10, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9469, loss_cls: 0.4927, loss: 0.4927, grad_norm: 2.4827 2021-05-07 10:11:33,410 - mmaction - INFO - Epoch [59][480/1853] lr: 1.973e-03, eta: 2:03:56, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9523, loss_cls: 0.4445, loss: 0.4445, grad_norm: 2.2829 2021-05-07 10:11:46,727 - mmaction - INFO - Epoch [59][500/1853] lr: 1.965e-03, eta: 2:03:42, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9453, loss_cls: 0.4905, loss: 0.4905, grad_norm: 2.3648 2021-05-07 10:12:00,035 - mmaction - INFO - Epoch [59][520/1853] lr: 1.958e-03, eta: 2:03:28, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9445, loss_cls: 0.4627, loss: 0.4627, grad_norm: 2.3709 2021-05-07 10:12:13,363 - mmaction - INFO - Epoch [59][540/1853] lr: 1.951e-03, eta: 2:03:14, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9547, loss_cls: 0.4473, loss: 0.4473, grad_norm: 2.3322 2021-05-07 10:12:26,684 - mmaction - INFO - Epoch [59][560/1853] lr: 1.943e-03, eta: 2:03:00, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9414, loss_cls: 0.5224, loss: 0.5224, grad_norm: 2.5564 2021-05-07 10:12:39,977 - mmaction - INFO - Epoch [59][580/1853] lr: 1.936e-03, eta: 2:02:46, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9477, loss_cls: 0.4890, loss: 0.4890, grad_norm: 2.4529 2021-05-07 10:12:53,245 - mmaction - INFO - Epoch [59][600/1853] lr: 1.929e-03, eta: 2:02:32, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9477, loss_cls: 0.4634, loss: 0.4634, grad_norm: 2.3029 2021-05-07 10:13:06,552 - mmaction - INFO - Epoch [59][620/1853] lr: 1.921e-03, eta: 2:02:18, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9383, loss_cls: 0.5095, loss: 0.5095, grad_norm: 2.3848 2021-05-07 10:13:19,851 - mmaction - INFO - Epoch [59][640/1853] lr: 1.914e-03, eta: 2:02:04, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8633, top5_acc: 0.9508, loss_cls: 0.4699, loss: 0.4699, grad_norm: 2.4426 2021-05-07 10:13:33,170 - mmaction - INFO - Epoch [59][660/1853] lr: 1.907e-03, eta: 2:01:50, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8398, top5_acc: 0.9398, loss_cls: 0.5312, loss: 0.5312, grad_norm: 2.6405 2021-05-07 10:13:46,454 - mmaction - INFO - Epoch [59][680/1853] lr: 1.900e-03, eta: 2:01:36, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9477, loss_cls: 0.5264, loss: 0.5264, grad_norm: 2.4938 2021-05-07 10:13:59,730 - mmaction - INFO - Epoch [59][700/1853] lr: 1.892e-03, eta: 2:01:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9375, loss_cls: 0.5128, loss: 0.5128, grad_norm: 2.4195 2021-05-07 10:14:13,038 - mmaction - INFO - Epoch [59][720/1853] lr: 1.885e-03, eta: 2:01:07, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9508, loss_cls: 0.4763, loss: 0.4763, grad_norm: 2.4250 2021-05-07 10:14:26,349 - mmaction - INFO - Epoch [59][740/1853] lr: 1.878e-03, eta: 2:00:53, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9453, loss_cls: 0.5112, loss: 0.5112, grad_norm: 2.4156 2021-05-07 10:14:39,644 - mmaction - INFO - Epoch [59][760/1853] lr: 1.871e-03, eta: 2:00:39, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9484, loss_cls: 0.4592, loss: 0.4592, grad_norm: 2.2959 2021-05-07 10:14:52,948 - mmaction - INFO - Epoch [59][780/1853] lr: 1.864e-03, eta: 2:00:25, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9516, loss_cls: 0.4772, loss: 0.4772, grad_norm: 2.5050 2021-05-07 10:15:06,239 - mmaction - INFO - Epoch [59][800/1853] lr: 1.857e-03, eta: 2:00:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9453, loss_cls: 0.5079, loss: 0.5079, grad_norm: 2.4583 2021-05-07 10:15:19,541 - mmaction - INFO - Epoch [59][820/1853] lr: 1.849e-03, eta: 1:59:57, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9492, loss_cls: 0.5000, loss: 0.5000, grad_norm: 2.4827 2021-05-07 10:15:32,827 - mmaction - INFO - Epoch [59][840/1853] lr: 1.842e-03, eta: 1:59:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9398, loss_cls: 0.4988, loss: 0.4988, grad_norm: 2.3841 2021-05-07 10:15:46,126 - mmaction - INFO - Epoch [59][860/1853] lr: 1.835e-03, eta: 1:59:29, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9523, loss_cls: 0.4812, loss: 0.4812, grad_norm: 2.5084 2021-05-07 10:15:59,390 - mmaction - INFO - Epoch [59][880/1853] lr: 1.828e-03, eta: 1:59:15, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8625, top5_acc: 0.9422, loss_cls: 0.4946, loss: 0.4946, grad_norm: 2.4158 2021-05-07 10:16:12,703 - mmaction - INFO - Epoch [59][900/1853] lr: 1.821e-03, eta: 1:59:01, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9563, loss_cls: 0.4723, loss: 0.4723, grad_norm: 2.3316 2021-05-07 10:16:26,024 - mmaction - INFO - Epoch [59][920/1853] lr: 1.814e-03, eta: 1:58:47, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9453, loss_cls: 0.5054, loss: 0.5054, grad_norm: 2.5068 2021-05-07 10:16:39,318 - mmaction - INFO - Epoch [59][940/1853] lr: 1.807e-03, eta: 1:58:33, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9453, loss_cls: 0.5444, loss: 0.5444, grad_norm: 2.5487 2021-05-07 10:16:52,630 - mmaction - INFO - Epoch [59][960/1853] lr: 1.800e-03, eta: 1:58:19, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9484, loss_cls: 0.4753, loss: 0.4753, grad_norm: 2.2910 2021-05-07 10:17:05,922 - mmaction - INFO - Epoch [59][980/1853] lr: 1.793e-03, eta: 1:58:05, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9422, loss_cls: 0.5033, loss: 0.5033, grad_norm: 2.4578 2021-05-07 10:17:19,190 - mmaction - INFO - Epoch [59][1000/1853] lr: 1.786e-03, eta: 1:57:51, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9516, loss_cls: 0.4626, loss: 0.4626, grad_norm: 2.4226 2021-05-07 10:17:32,522 - mmaction - INFO - Epoch [59][1020/1853] lr: 1.779e-03, eta: 1:57:37, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9477, loss_cls: 0.4829, loss: 0.4829, grad_norm: 2.3407 2021-05-07 10:17:45,843 - mmaction - INFO - Epoch [59][1040/1853] lr: 1.772e-03, eta: 1:57:23, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9336, loss_cls: 0.5548, loss: 0.5548, grad_norm: 2.4687 2021-05-07 10:17:59,127 - mmaction - INFO - Epoch [59][1060/1853] lr: 1.765e-03, eta: 1:57:09, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8672, top5_acc: 0.9539, loss_cls: 0.4489, loss: 0.4489, grad_norm: 2.3700 2021-05-07 10:18:12,427 - mmaction - INFO - Epoch [59][1080/1853] lr: 1.758e-03, eta: 1:56:55, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9375, loss_cls: 0.5219, loss: 0.5219, grad_norm: 2.3735 2021-05-07 10:18:25,761 - mmaction - INFO - Epoch [59][1100/1853] lr: 1.751e-03, eta: 1:56:41, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9484, loss_cls: 0.4583, loss: 0.4583, grad_norm: 2.2898 2021-05-07 10:18:39,056 - mmaction - INFO - Epoch [59][1120/1853] lr: 1.744e-03, eta: 1:56:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8797, top5_acc: 0.9594, loss_cls: 0.3967, loss: 0.3967, grad_norm: 2.1677 2021-05-07 10:18:52,321 - mmaction - INFO - Epoch [59][1140/1853] lr: 1.737e-03, eta: 1:56:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8844, top5_acc: 0.9516, loss_cls: 0.4324, loss: 0.4324, grad_norm: 2.3330 2021-05-07 10:19:05,671 - mmaction - INFO - Epoch [59][1160/1853] lr: 1.730e-03, eta: 1:55:59, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8625, top5_acc: 0.9516, loss_cls: 0.4592, loss: 0.4592, grad_norm: 2.2667 2021-05-07 10:19:18,946 - mmaction - INFO - Epoch [59][1180/1853] lr: 1.723e-03, eta: 1:55:45, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8688, top5_acc: 0.9516, loss_cls: 0.4389, loss: 0.4389, grad_norm: 2.1712 2021-05-07 10:19:32,249 - mmaction - INFO - Epoch [59][1200/1853] lr: 1.716e-03, eta: 1:55:30, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9531, loss_cls: 0.4902, loss: 0.4902, grad_norm: 2.6083 2021-05-07 10:19:45,517 - mmaction - INFO - Epoch [59][1220/1853] lr: 1.709e-03, eta: 1:55:16, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8648, top5_acc: 0.9430, loss_cls: 0.4549, loss: 0.4549, grad_norm: 2.2843 2021-05-07 10:19:58,850 - mmaction - INFO - Epoch [59][1240/1853] lr: 1.702e-03, eta: 1:55:02, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9414, loss_cls: 0.5221, loss: 0.5221, grad_norm: 2.3832 2021-05-07 10:20:12,146 - mmaction - INFO - Epoch [59][1260/1853] lr: 1.696e-03, eta: 1:54:48, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9578, loss_cls: 0.4678, loss: 0.4678, grad_norm: 2.5205 2021-05-07 10:20:25,455 - mmaction - INFO - Epoch [59][1280/1853] lr: 1.689e-03, eta: 1:54:34, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9578, loss_cls: 0.4766, loss: 0.4766, grad_norm: 2.3780 2021-05-07 10:20:38,734 - mmaction - INFO - Epoch [59][1300/1853] lr: 1.682e-03, eta: 1:54:20, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9406, loss_cls: 0.5216, loss: 0.5216, grad_norm: 2.4047 2021-05-07 10:20:52,042 - mmaction - INFO - Epoch [59][1320/1853] lr: 1.675e-03, eta: 1:54:06, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9430, loss_cls: 0.4968, loss: 0.4968, grad_norm: 2.4670 2021-05-07 10:21:05,360 - mmaction - INFO - Epoch [59][1340/1853] lr: 1.668e-03, eta: 1:53:52, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9398, loss_cls: 0.4989, loss: 0.4989, grad_norm: 2.3079 2021-05-07 10:21:18,649 - mmaction - INFO - Epoch [59][1360/1853] lr: 1.662e-03, eta: 1:53:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9469, loss_cls: 0.4939, loss: 0.4939, grad_norm: 2.4090 2021-05-07 10:21:31,954 - mmaction - INFO - Epoch [59][1380/1853] lr: 1.655e-03, eta: 1:53:24, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9539, loss_cls: 0.4969, loss: 0.4969, grad_norm: 2.4490 2021-05-07 10:21:45,236 - mmaction - INFO - Epoch [59][1400/1853] lr: 1.648e-03, eta: 1:53:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9492, loss_cls: 0.4784, loss: 0.4784, grad_norm: 2.4386 2021-05-07 10:21:58,578 - mmaction - INFO - Epoch [59][1420/1853] lr: 1.641e-03, eta: 1:52:56, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9500, loss_cls: 0.4903, loss: 0.4903, grad_norm: 2.5154 2021-05-07 10:22:11,898 - mmaction - INFO - Epoch [59][1440/1853] lr: 1.635e-03, eta: 1:52:42, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9391, loss_cls: 0.5507, loss: 0.5507, grad_norm: 2.6954 2021-05-07 10:22:25,157 - mmaction - INFO - Epoch [59][1460/1853] lr: 1.628e-03, eta: 1:52:28, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9430, loss_cls: 0.4983, loss: 0.4983, grad_norm: 2.5018 2021-05-07 10:22:38,548 - mmaction - INFO - Epoch [59][1480/1853] lr: 1.621e-03, eta: 1:52:14, time: 0.669, data_time: 0.001, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9633, loss_cls: 0.4373, loss: 0.4373, grad_norm: 2.4038 2021-05-07 10:22:51,818 - mmaction - INFO - Epoch [59][1500/1853] lr: 1.614e-03, eta: 1:52:00, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9453, loss_cls: 0.4893, loss: 0.4893, grad_norm: 2.4363 2021-05-07 10:23:05,105 - mmaction - INFO - Epoch [59][1520/1853] lr: 1.608e-03, eta: 1:51:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9445, loss_cls: 0.4951, loss: 0.4951, grad_norm: 2.3038 2021-05-07 10:23:18,431 - mmaction - INFO - Epoch [59][1540/1853] lr: 1.601e-03, eta: 1:51:32, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9547, loss_cls: 0.4829, loss: 0.4829, grad_norm: 2.5389 2021-05-07 10:23:31,841 - mmaction - INFO - Epoch [59][1560/1853] lr: 1.595e-03, eta: 1:51:18, time: 0.671, data_time: 0.006, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9414, loss_cls: 0.5343, loss: 0.5343, grad_norm: 2.4941 2021-05-07 10:23:45,105 - mmaction - INFO - Epoch [59][1580/1853] lr: 1.588e-03, eta: 1:51:04, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9430, loss_cls: 0.4830, loss: 0.4830, grad_norm: 2.3867 2021-05-07 10:23:58,439 - mmaction - INFO - Epoch [59][1600/1853] lr: 1.581e-03, eta: 1:50:50, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9437, loss_cls: 0.5273, loss: 0.5273, grad_norm: 2.5054 2021-05-07 10:24:11,863 - mmaction - INFO - Epoch [59][1620/1853] lr: 1.575e-03, eta: 1:50:36, time: 0.671, data_time: 0.007, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9469, loss_cls: 0.4791, loss: 0.4791, grad_norm: 2.3756 2021-05-07 10:24:25,162 - mmaction - INFO - Epoch [59][1640/1853] lr: 1.568e-03, eta: 1:50:22, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9516, loss_cls: 0.4766, loss: 0.4766, grad_norm: 2.4647 2021-05-07 10:24:38,486 - mmaction - INFO - Epoch [59][1660/1853] lr: 1.562e-03, eta: 1:50:08, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9352, loss_cls: 0.5120, loss: 0.5120, grad_norm: 2.3039 2021-05-07 10:24:51,782 - mmaction - INFO - Epoch [59][1680/1853] lr: 1.555e-03, eta: 1:49:54, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9563, loss_cls: 0.4757, loss: 0.4757, grad_norm: 2.5776 2021-05-07 10:25:05,110 - mmaction - INFO - Epoch [59][1700/1853] lr: 1.548e-03, eta: 1:49:40, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9414, loss_cls: 0.4973, loss: 0.4973, grad_norm: 2.3453 2021-05-07 10:25:18,409 - mmaction - INFO - Epoch [59][1720/1853] lr: 1.542e-03, eta: 1:49:26, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9563, loss_cls: 0.4807, loss: 0.4807, grad_norm: 2.5636 2021-05-07 10:25:31,719 - mmaction - INFO - Epoch [59][1740/1853] lr: 1.535e-03, eta: 1:49:12, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8391, top5_acc: 0.9508, loss_cls: 0.5171, loss: 0.5171, grad_norm: 2.6423 2021-05-07 10:25:45,043 - mmaction - INFO - Epoch [59][1760/1853] lr: 1.529e-03, eta: 1:48:58, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9523, loss_cls: 0.4803, loss: 0.4803, grad_norm: 2.4534 2021-05-07 10:25:58,313 - mmaction - INFO - Epoch [59][1780/1853] lr: 1.522e-03, eta: 1:48:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9609, loss_cls: 0.4720, loss: 0.4720, grad_norm: 2.4249 2021-05-07 10:26:11,655 - mmaction - INFO - Epoch [59][1800/1853] lr: 1.516e-03, eta: 1:48:29, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9406, loss_cls: 0.5185, loss: 0.5185, grad_norm: 2.2599 2021-05-07 10:26:24,942 - mmaction - INFO - Epoch [59][1820/1853] lr: 1.509e-03, eta: 1:48:15, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9461, loss_cls: 0.5119, loss: 0.5119, grad_norm: 2.3924 2021-05-07 10:26:38,235 - mmaction - INFO - Epoch [59][1840/1853] lr: 1.503e-03, eta: 1:48:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9508, loss_cls: 0.4726, loss: 0.4726, grad_norm: 2.2711 2021-05-07 10:26:47,883 - mmaction - INFO - Saving checkpoint at 59 epochs 2021-05-07 10:28:15,321 - mmaction - INFO - Epoch [60][20/1853] lr: 1.492e-03, eta: 1:47:44, time: 4.351, data_time: 3.691, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9445, loss_cls: 0.4995, loss: 0.4995, grad_norm: 2.3790 2021-05-07 10:28:28,489 - mmaction - INFO - Epoch [60][40/1853] lr: 1.486e-03, eta: 1:47:30, time: 0.658, data_time: 0.002, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9469, loss_cls: 0.4785, loss: 0.4785, grad_norm: 2.4287 2021-05-07 10:28:41,647 - mmaction - INFO - Epoch [60][60/1853] lr: 1.480e-03, eta: 1:47:16, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.8656, top5_acc: 0.9445, loss_cls: 0.4853, loss: 0.4853, grad_norm: 2.3227 2021-05-07 10:28:54,885 - mmaction - INFO - Epoch [60][80/1853] lr: 1.473e-03, eta: 1:47:02, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9570, loss_cls: 0.4532, loss: 0.4532, grad_norm: 2.3505 2021-05-07 10:29:08,093 - mmaction - INFO - Epoch [60][100/1853] lr: 1.467e-03, eta: 1:46:48, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9445, loss_cls: 0.4642, loss: 0.4642, grad_norm: 2.4132 2021-05-07 10:29:21,306 - mmaction - INFO - Epoch [60][120/1853] lr: 1.460e-03, eta: 1:46:34, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9437, loss_cls: 0.5171, loss: 0.5171, grad_norm: 2.5489 2021-05-07 10:29:34,596 - mmaction - INFO - Epoch [60][140/1853] lr: 1.454e-03, eta: 1:46:19, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9430, loss_cls: 0.5073, loss: 0.5073, grad_norm: 2.5356 2021-05-07 10:29:47,871 - mmaction - INFO - Epoch [60][160/1853] lr: 1.448e-03, eta: 1:46:05, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8625, top5_acc: 0.9445, loss_cls: 0.4974, loss: 0.4974, grad_norm: 2.3580 2021-05-07 10:30:01,171 - mmaction - INFO - Epoch [60][180/1853] lr: 1.441e-03, eta: 1:45:51, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9500, loss_cls: 0.4851, loss: 0.4851, grad_norm: 2.5254 2021-05-07 10:30:14,443 - mmaction - INFO - Epoch [60][200/1853] lr: 1.435e-03, eta: 1:45:37, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9469, loss_cls: 0.5023, loss: 0.5023, grad_norm: 2.6381 2021-05-07 10:30:27,747 - mmaction - INFO - Epoch [60][220/1853] lr: 1.429e-03, eta: 1:45:23, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9383, loss_cls: 0.4937, loss: 0.4937, grad_norm: 2.4762 2021-05-07 10:30:41,057 - mmaction - INFO - Epoch [60][240/1853] lr: 1.422e-03, eta: 1:45:09, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8656, top5_acc: 0.9508, loss_cls: 0.4560, loss: 0.4560, grad_norm: 2.4057 2021-05-07 10:30:54,313 - mmaction - INFO - Epoch [60][260/1853] lr: 1.416e-03, eta: 1:44:55, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9453, loss_cls: 0.4970, loss: 0.4970, grad_norm: 2.4320 2021-05-07 10:31:07,600 - mmaction - INFO - Epoch [60][280/1853] lr: 1.410e-03, eta: 1:44:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9484, loss_cls: 0.4790, loss: 0.4790, grad_norm: 2.4957 2021-05-07 10:31:20,882 - mmaction - INFO - Epoch [60][300/1853] lr: 1.404e-03, eta: 1:44:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9516, loss_cls: 0.4845, loss: 0.4845, grad_norm: 2.4658 2021-05-07 10:31:34,137 - mmaction - INFO - Epoch [60][320/1853] lr: 1.398e-03, eta: 1:44:13, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8625, top5_acc: 0.9375, loss_cls: 0.4911, loss: 0.4911, grad_norm: 2.6420 2021-05-07 10:31:47,438 - mmaction - INFO - Epoch [60][340/1853] lr: 1.391e-03, eta: 1:43:59, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9570, loss_cls: 0.4426, loss: 0.4426, grad_norm: 2.3440 2021-05-07 10:32:00,698 - mmaction - INFO - Epoch [60][360/1853] lr: 1.385e-03, eta: 1:43:45, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9563, loss_cls: 0.4767, loss: 0.4767, grad_norm: 2.5154 2021-05-07 10:32:14,043 - mmaction - INFO - Epoch [60][380/1853] lr: 1.379e-03, eta: 1:43:31, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9641, loss_cls: 0.4442, loss: 0.4442, grad_norm: 2.5100 2021-05-07 10:32:27,347 - mmaction - INFO - Epoch [60][400/1853] lr: 1.373e-03, eta: 1:43:17, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8273, top5_acc: 0.9320, loss_cls: 0.5259, loss: 0.5259, grad_norm: 2.4869 2021-05-07 10:32:40,646 - mmaction - INFO - Epoch [60][420/1853] lr: 1.367e-03, eta: 1:43:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8672, top5_acc: 0.9539, loss_cls: 0.4431, loss: 0.4431, grad_norm: 2.5004 2021-05-07 10:32:53,917 - mmaction - INFO - Epoch [60][440/1853] lr: 1.360e-03, eta: 1:42:49, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9469, loss_cls: 0.4842, loss: 0.4842, grad_norm: 2.5442 2021-05-07 10:33:07,232 - mmaction - INFO - Epoch [60][460/1853] lr: 1.354e-03, eta: 1:42:35, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9523, loss_cls: 0.4547, loss: 0.4547, grad_norm: 2.3022 2021-05-07 10:33:20,548 - mmaction - INFO - Epoch [60][480/1853] lr: 1.348e-03, eta: 1:42:21, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8766, top5_acc: 0.9617, loss_cls: 0.4301, loss: 0.4301, grad_norm: 2.3066 2021-05-07 10:33:33,815 - mmaction - INFO - Epoch [60][500/1853] lr: 1.342e-03, eta: 1:42:07, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9563, loss_cls: 0.4537, loss: 0.4537, grad_norm: 2.3981 2021-05-07 10:33:47,137 - mmaction - INFO - Epoch [60][520/1853] lr: 1.336e-03, eta: 1:41:53, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9617, loss_cls: 0.4558, loss: 0.4558, grad_norm: 2.2791 2021-05-07 10:34:00,414 - mmaction - INFO - Epoch [60][540/1853] lr: 1.330e-03, eta: 1:41:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9461, loss_cls: 0.5042, loss: 0.5042, grad_norm: 2.4776 2021-05-07 10:34:13,738 - mmaction - INFO - Epoch [60][560/1853] lr: 1.324e-03, eta: 1:41:25, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9484, loss_cls: 0.4757, loss: 0.4757, grad_norm: 2.5644 2021-05-07 10:34:27,065 - mmaction - INFO - Epoch [60][580/1853] lr: 1.318e-03, eta: 1:41:11, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9352, loss_cls: 0.5244, loss: 0.5244, grad_norm: 2.4355 2021-05-07 10:34:40,370 - mmaction - INFO - Epoch [60][600/1853] lr: 1.312e-03, eta: 1:40:57, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9500, loss_cls: 0.4665, loss: 0.4665, grad_norm: 2.3166 2021-05-07 10:34:53,737 - mmaction - INFO - Epoch [60][620/1853] lr: 1.306e-03, eta: 1:40:43, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9453, loss_cls: 0.5150, loss: 0.5150, grad_norm: 2.4787 2021-05-07 10:35:07,065 - mmaction - INFO - Epoch [60][640/1853] lr: 1.300e-03, eta: 1:40:29, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8703, top5_acc: 0.9602, loss_cls: 0.4347, loss: 0.4347, grad_norm: 2.2246 2021-05-07 10:35:20,323 - mmaction - INFO - Epoch [60][660/1853] lr: 1.294e-03, eta: 1:40:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9414, loss_cls: 0.4895, loss: 0.4895, grad_norm: 2.5345 2021-05-07 10:35:33,622 - mmaction - INFO - Epoch [60][680/1853] lr: 1.288e-03, eta: 1:40:00, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9563, loss_cls: 0.4827, loss: 0.4827, grad_norm: 2.4868 2021-05-07 10:35:46,885 - mmaction - INFO - Epoch [60][700/1853] lr: 1.282e-03, eta: 1:39:46, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9453, loss_cls: 0.4697, loss: 0.4697, grad_norm: 2.3202 2021-05-07 10:36:00,169 - mmaction - INFO - Epoch [60][720/1853] lr: 1.276e-03, eta: 1:39:32, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9359, loss_cls: 0.5405, loss: 0.5405, grad_norm: 2.5205 2021-05-07 10:36:13,490 - mmaction - INFO - Epoch [60][740/1853] lr: 1.270e-03, eta: 1:39:18, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8656, top5_acc: 0.9453, loss_cls: 0.4904, loss: 0.4904, grad_norm: 2.4623 2021-05-07 10:36:26,789 - mmaction - INFO - Epoch [60][760/1853] lr: 1.264e-03, eta: 1:39:04, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9523, loss_cls: 0.4891, loss: 0.4891, grad_norm: 2.5366 2021-05-07 10:36:40,169 - mmaction - INFO - Epoch [60][780/1853] lr: 1.258e-03, eta: 1:38:50, time: 0.669, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9461, loss_cls: 0.4926, loss: 0.4926, grad_norm: 2.5179 2021-05-07 10:36:53,439 - mmaction - INFO - Epoch [60][800/1853] lr: 1.252e-03, eta: 1:38:36, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9563, loss_cls: 0.4869, loss: 0.4869, grad_norm: 2.5939 2021-05-07 10:37:06,776 - mmaction - INFO - Epoch [60][820/1853] lr: 1.246e-03, eta: 1:38:22, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8187, top5_acc: 0.9422, loss_cls: 0.5876, loss: 0.5876, grad_norm: 2.7427 2021-05-07 10:37:20,082 - mmaction - INFO - Epoch [60][840/1853] lr: 1.240e-03, eta: 1:38:08, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9453, loss_cls: 0.5041, loss: 0.5041, grad_norm: 2.6093 2021-05-07 10:37:33,333 - mmaction - INFO - Epoch [60][860/1853] lr: 1.235e-03, eta: 1:37:54, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9570, loss_cls: 0.4921, loss: 0.4921, grad_norm: 2.4609 2021-05-07 10:37:46,628 - mmaction - INFO - Epoch [60][880/1853] lr: 1.229e-03, eta: 1:37:40, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9516, loss_cls: 0.4750, loss: 0.4750, grad_norm: 2.4664 2021-05-07 10:37:59,929 - mmaction - INFO - Epoch [60][900/1853] lr: 1.223e-03, eta: 1:37:26, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9469, loss_cls: 0.4821, loss: 0.4821, grad_norm: 2.4379 2021-05-07 10:38:13,238 - mmaction - INFO - Epoch [60][920/1853] lr: 1.217e-03, eta: 1:37:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9406, loss_cls: 0.4816, loss: 0.4816, grad_norm: 2.3023 2021-05-07 10:38:26,549 - mmaction - INFO - Epoch [60][940/1853] lr: 1.211e-03, eta: 1:36:58, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9477, loss_cls: 0.4602, loss: 0.4602, grad_norm: 2.2686 2021-05-07 10:38:39,843 - mmaction - INFO - Epoch [60][960/1853] lr: 1.205e-03, eta: 1:36:44, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9531, loss_cls: 0.4545, loss: 0.4545, grad_norm: 2.3623 2021-05-07 10:38:53,143 - mmaction - INFO - Epoch [60][980/1853] lr: 1.200e-03, eta: 1:36:30, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9539, loss_cls: 0.4625, loss: 0.4625, grad_norm: 2.3929 2021-05-07 10:39:06,455 - mmaction - INFO - Epoch [60][1000/1853] lr: 1.194e-03, eta: 1:36:16, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9563, loss_cls: 0.4846, loss: 0.4846, grad_norm: 2.5639 2021-05-07 10:39:19,760 - mmaction - INFO - Epoch [60][1020/1853] lr: 1.188e-03, eta: 1:36:02, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8766, top5_acc: 0.9531, loss_cls: 0.4451, loss: 0.4451, grad_norm: 2.3699 2021-05-07 10:39:33,070 - mmaction - INFO - Epoch [60][1040/1853] lr: 1.182e-03, eta: 1:35:48, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9484, loss_cls: 0.4904, loss: 0.4904, grad_norm: 2.5555 2021-05-07 10:39:46,365 - mmaction - INFO - Epoch [60][1060/1853] lr: 1.177e-03, eta: 1:35:34, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9469, loss_cls: 0.5243, loss: 0.5243, grad_norm: 2.6453 2021-05-07 10:39:59,637 - mmaction - INFO - Epoch [60][1080/1853] lr: 1.171e-03, eta: 1:35:20, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9437, loss_cls: 0.4825, loss: 0.4825, grad_norm: 2.3167 2021-05-07 10:40:12,960 - mmaction - INFO - Epoch [60][1100/1853] lr: 1.165e-03, eta: 1:35:06, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8633, top5_acc: 0.9570, loss_cls: 0.4542, loss: 0.4542, grad_norm: 2.3363 2021-05-07 10:40:26,259 - mmaction - INFO - Epoch [60][1120/1853] lr: 1.160e-03, eta: 1:34:52, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9422, loss_cls: 0.5019, loss: 0.5019, grad_norm: 2.3851 2021-05-07 10:40:39,554 - mmaction - INFO - Epoch [60][1140/1853] lr: 1.154e-03, eta: 1:34:38, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9437, loss_cls: 0.5104, loss: 0.5104, grad_norm: 2.4520 2021-05-07 10:40:52,847 - mmaction - INFO - Epoch [60][1160/1853] lr: 1.148e-03, eta: 1:34:24, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9414, loss_cls: 0.4886, loss: 0.4886, grad_norm: 2.3125 2021-05-07 10:41:06,138 - mmaction - INFO - Epoch [60][1180/1853] lr: 1.143e-03, eta: 1:34:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9523, loss_cls: 0.4995, loss: 0.4995, grad_norm: 2.4686 2021-05-07 10:41:19,427 - mmaction - INFO - Epoch [60][1200/1853] lr: 1.137e-03, eta: 1:33:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9445, loss_cls: 0.4853, loss: 0.4853, grad_norm: 2.3879 2021-05-07 10:41:32,685 - mmaction - INFO - Epoch [60][1220/1853] lr: 1.131e-03, eta: 1:33:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9508, loss_cls: 0.4650, loss: 0.4650, grad_norm: 2.5071 2021-05-07 10:41:45,962 - mmaction - INFO - Epoch [60][1240/1853] lr: 1.126e-03, eta: 1:33:28, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8430, top5_acc: 0.9563, loss_cls: 0.4815, loss: 0.4815, grad_norm: 2.4182 2021-05-07 10:41:59,222 - mmaction - INFO - Epoch [60][1260/1853] lr: 1.120e-03, eta: 1:33:14, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9500, loss_cls: 0.4871, loss: 0.4871, grad_norm: 2.4273 2021-05-07 10:42:12,525 - mmaction - INFO - Epoch [60][1280/1853] lr: 1.115e-03, eta: 1:33:00, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9477, loss_cls: 0.4779, loss: 0.4779, grad_norm: 2.3353 2021-05-07 10:42:25,850 - mmaction - INFO - Epoch [60][1300/1853] lr: 1.109e-03, eta: 1:32:46, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9492, loss_cls: 0.4954, loss: 0.4954, grad_norm: 2.3734 2021-05-07 10:42:39,137 - mmaction - INFO - Epoch [60][1320/1853] lr: 1.104e-03, eta: 1:32:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9492, loss_cls: 0.4740, loss: 0.4740, grad_norm: 2.3463 2021-05-07 10:42:52,430 - mmaction - INFO - Epoch [60][1340/1853] lr: 1.098e-03, eta: 1:32:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9453, loss_cls: 0.4986, loss: 0.4986, grad_norm: 2.5836 2021-05-07 10:43:05,728 - mmaction - INFO - Epoch [60][1360/1853] lr: 1.093e-03, eta: 1:32:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9477, loss_cls: 0.4820, loss: 0.4820, grad_norm: 2.3936 2021-05-07 10:43:19,007 - mmaction - INFO - Epoch [60][1380/1853] lr: 1.087e-03, eta: 1:31:49, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9461, loss_cls: 0.5221, loss: 0.5221, grad_norm: 2.5987 2021-05-07 10:43:32,260 - mmaction - INFO - Epoch [60][1400/1853] lr: 1.082e-03, eta: 1:31:35, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9563, loss_cls: 0.4574, loss: 0.4574, grad_norm: 2.2135 2021-05-07 10:43:45,570 - mmaction - INFO - Epoch [60][1420/1853] lr: 1.076e-03, eta: 1:31:21, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9484, loss_cls: 0.5239, loss: 0.5239, grad_norm: 2.6374 2021-05-07 10:43:58,833 - mmaction - INFO - Epoch [60][1440/1853] lr: 1.071e-03, eta: 1:31:07, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8633, top5_acc: 0.9578, loss_cls: 0.4361, loss: 0.4361, grad_norm: 2.3396 2021-05-07 10:44:12,142 - mmaction - INFO - Epoch [60][1460/1853] lr: 1.065e-03, eta: 1:30:53, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9508, loss_cls: 0.4745, loss: 0.4745, grad_norm: 2.4024 2021-05-07 10:44:25,427 - mmaction - INFO - Epoch [60][1480/1853] lr: 1.060e-03, eta: 1:30:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9570, loss_cls: 0.4560, loss: 0.4560, grad_norm: 2.3539 2021-05-07 10:44:38,704 - mmaction - INFO - Epoch [60][1500/1853] lr: 1.054e-03, eta: 1:30:25, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8336, top5_acc: 0.9398, loss_cls: 0.5458, loss: 0.5458, grad_norm: 2.5544 2021-05-07 10:44:52,039 - mmaction - INFO - Epoch [60][1520/1853] lr: 1.049e-03, eta: 1:30:11, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8242, top5_acc: 0.9383, loss_cls: 0.5327, loss: 0.5327, grad_norm: 2.5984 2021-05-07 10:45:05,338 - mmaction - INFO - Epoch [60][1540/1853] lr: 1.044e-03, eta: 1:29:57, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9523, loss_cls: 0.5050, loss: 0.5050, grad_norm: 2.5167 2021-05-07 10:45:18,633 - mmaction - INFO - Epoch [60][1560/1853] lr: 1.038e-03, eta: 1:29:43, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8672, top5_acc: 0.9523, loss_cls: 0.4379, loss: 0.4379, grad_norm: 2.2881 2021-05-07 10:45:31,914 - mmaction - INFO - Epoch [60][1580/1853] lr: 1.033e-03, eta: 1:29:29, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9516, loss_cls: 0.5066, loss: 0.5066, grad_norm: 2.4948 2021-05-07 10:45:45,278 - mmaction - INFO - Epoch [60][1600/1853] lr: 1.027e-03, eta: 1:29:15, time: 0.668, data_time: 0.004, memory: 5809, top1_acc: 0.8734, top5_acc: 0.9477, loss_cls: 0.4535, loss: 0.4535, grad_norm: 2.2556 2021-05-07 10:45:58,541 - mmaction - INFO - Epoch [60][1620/1853] lr: 1.022e-03, eta: 1:29:01, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9594, loss_cls: 0.4517, loss: 0.4517, grad_norm: 2.4017 2021-05-07 10:46:11,856 - mmaction - INFO - Epoch [60][1640/1853] lr: 1.017e-03, eta: 1:28:47, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8734, top5_acc: 0.9477, loss_cls: 0.4422, loss: 0.4422, grad_norm: 2.4010 2021-05-07 10:46:25,198 - mmaction - INFO - Epoch [60][1660/1853] lr: 1.012e-03, eta: 1:28:33, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9508, loss_cls: 0.4914, loss: 0.4914, grad_norm: 2.4928 2021-05-07 10:46:38,467 - mmaction - INFO - Epoch [60][1680/1853] lr: 1.006e-03, eta: 1:28:19, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8656, top5_acc: 0.9586, loss_cls: 0.4310, loss: 0.4310, grad_norm: 2.4574 2021-05-07 10:46:51,726 - mmaction - INFO - Epoch [60][1700/1853] lr: 1.001e-03, eta: 1:28:05, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9406, loss_cls: 0.5246, loss: 0.5246, grad_norm: 2.5979 2021-05-07 10:47:05,013 - mmaction - INFO - Epoch [60][1720/1853] lr: 9.957e-04, eta: 1:27:51, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9492, loss_cls: 0.5028, loss: 0.5028, grad_norm: 2.5126 2021-05-07 10:47:18,300 - mmaction - INFO - Epoch [60][1740/1853] lr: 9.904e-04, eta: 1:27:37, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9516, loss_cls: 0.4584, loss: 0.4584, grad_norm: 2.3330 2021-05-07 10:47:31,558 - mmaction - INFO - Epoch [60][1760/1853] lr: 9.852e-04, eta: 1:27:23, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9484, loss_cls: 0.5235, loss: 0.5235, grad_norm: 2.5360 2021-05-07 10:47:44,848 - mmaction - INFO - Epoch [60][1780/1853] lr: 9.800e-04, eta: 1:27:09, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9477, loss_cls: 0.4541, loss: 0.4541, grad_norm: 2.2918 2021-05-07 10:47:58,170 - mmaction - INFO - Epoch [60][1800/1853] lr: 9.747e-04, eta: 1:26:55, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9469, loss_cls: 0.4916, loss: 0.4916, grad_norm: 2.4291 2021-05-07 10:48:11,447 - mmaction - INFO - Epoch [60][1820/1853] lr: 9.695e-04, eta: 1:26:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8313, top5_acc: 0.9383, loss_cls: 0.5554, loss: 0.5554, grad_norm: 2.6374 2021-05-07 10:48:24,800 - mmaction - INFO - Epoch [60][1840/1853] lr: 9.644e-04, eta: 1:26:27, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8695, top5_acc: 0.9547, loss_cls: 0.4530, loss: 0.4530, grad_norm: 2.3442 2021-05-07 10:48:34,507 - mmaction - INFO - Saving checkpoint at 60 epochs 2021-05-07 10:50:33,130 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-07 10:50:33,159 - mmaction - INFO - top1_acc 0.9643 top5_acc 0.9981 2021-05-07 10:50:33,160 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-07 10:50:33,167 - mmaction - INFO - mean_acc 0.9601 2021-05-07 10:50:33,534 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. 2021-05-07 10:50:33,534 - mmaction - INFO - Best top1_acc is 0.9643 at 60 epoch. 2021-05-07 10:50:33,537 - mmaction - INFO - Epoch(val) [60][1853] top1_acc: 0.9643, top5_acc: 0.9981, mean_class_accuracy: 0.9601 2021-05-07 10:52:07,093 - mmaction - INFO - Epoch [61][20/1853] lr: 9.558e-04, eta: 1:26:09, time: 4.664, data_time: 4.006, memory: 5809, top1_acc: 0.8672, top5_acc: 0.9445, loss_cls: 0.4498, loss: 0.4498, grad_norm: 2.2272 2021-05-07 10:52:20,198 - mmaction - INFO - Epoch [61][40/1853] lr: 9.507e-04, eta: 1:25:55, time: 0.656, data_time: 0.002, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9500, loss_cls: 0.4499, loss: 0.4499, grad_norm: 2.4177 2021-05-07 10:52:33,291 - mmaction - INFO - Epoch [61][60/1853] lr: 9.456e-04, eta: 1:25:40, time: 0.655, data_time: 0.001, memory: 5809, top1_acc: 0.8633, top5_acc: 0.9570, loss_cls: 0.4216, loss: 0.4216, grad_norm: 2.3865 2021-05-07 10:52:46,478 - mmaction - INFO - Epoch [61][80/1853] lr: 9.404e-04, eta: 1:25:26, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9500, loss_cls: 0.4597, loss: 0.4597, grad_norm: 2.2925 2021-05-07 10:52:59,664 - mmaction - INFO - Epoch [61][100/1853] lr: 9.353e-04, eta: 1:25:12, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9508, loss_cls: 0.4640, loss: 0.4640, grad_norm: 2.2827 2021-05-07 10:53:12,836 - mmaction - INFO - Epoch [61][120/1853] lr: 9.302e-04, eta: 1:24:58, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8703, top5_acc: 0.9570, loss_cls: 0.4368, loss: 0.4368, grad_norm: 2.2790 2021-05-07 10:53:26,042 - mmaction - INFO - Epoch [61][140/1853] lr: 9.252e-04, eta: 1:24:44, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.8672, top5_acc: 0.9492, loss_cls: 0.4562, loss: 0.4562, grad_norm: 2.2903 2021-05-07 10:53:39,250 - mmaction - INFO - Epoch [61][160/1853] lr: 9.201e-04, eta: 1:24:30, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9414, loss_cls: 0.5032, loss: 0.5032, grad_norm: 2.4456 2021-05-07 10:53:52,453 - mmaction - INFO - Epoch [61][180/1853] lr: 9.150e-04, eta: 1:24:16, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.8805, top5_acc: 0.9563, loss_cls: 0.4140, loss: 0.4140, grad_norm: 2.1890 2021-05-07 10:54:05,686 - mmaction - INFO - Epoch [61][200/1853] lr: 9.100e-04, eta: 1:24:02, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9602, loss_cls: 0.4567, loss: 0.4567, grad_norm: 2.4829 2021-05-07 10:54:18,953 - mmaction - INFO - Epoch [61][220/1853] lr: 9.050e-04, eta: 1:23:48, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9500, loss_cls: 0.5101, loss: 0.5101, grad_norm: 2.5544 2021-05-07 10:54:32,193 - mmaction - INFO - Epoch [61][240/1853] lr: 9.000e-04, eta: 1:23:34, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9406, loss_cls: 0.5071, loss: 0.5071, grad_norm: 2.6227 2021-05-07 10:54:45,419 - mmaction - INFO - Epoch [61][260/1853] lr: 8.950e-04, eta: 1:23:20, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9539, loss_cls: 0.4533, loss: 0.4533, grad_norm: 2.3878 2021-05-07 10:54:58,732 - mmaction - INFO - Epoch [61][280/1853] lr: 8.900e-04, eta: 1:23:06, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9500, loss_cls: 0.4458, loss: 0.4458, grad_norm: 2.4536 2021-05-07 10:55:11,976 - mmaction - INFO - Epoch [61][300/1853] lr: 8.850e-04, eta: 1:22:52, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8711, top5_acc: 0.9539, loss_cls: 0.4425, loss: 0.4425, grad_norm: 2.4380 2021-05-07 10:55:25,207 - mmaction - INFO - Epoch [61][320/1853] lr: 8.801e-04, eta: 1:22:38, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9336, loss_cls: 0.5181, loss: 0.5181, grad_norm: 2.4186 2021-05-07 10:55:38,503 - mmaction - INFO - Epoch [61][340/1853] lr: 8.751e-04, eta: 1:22:24, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9367, loss_cls: 0.4809, loss: 0.4809, grad_norm: 2.3646 2021-05-07 10:55:51,771 - mmaction - INFO - Epoch [61][360/1853] lr: 8.702e-04, eta: 1:22:10, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9547, loss_cls: 0.4934, loss: 0.4934, grad_norm: 2.7436 2021-05-07 10:56:04,999 - mmaction - INFO - Epoch [61][380/1853] lr: 8.653e-04, eta: 1:21:56, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9453, loss_cls: 0.4868, loss: 0.4868, grad_norm: 2.5144 2021-05-07 10:56:18,284 - mmaction - INFO - Epoch [61][400/1853] lr: 8.604e-04, eta: 1:21:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9539, loss_cls: 0.5003, loss: 0.5003, grad_norm: 2.6116 2021-05-07 10:56:31,554 - mmaction - INFO - Epoch [61][420/1853] lr: 8.555e-04, eta: 1:21:28, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8719, top5_acc: 0.9469, loss_cls: 0.4545, loss: 0.4545, grad_norm: 2.3268 2021-05-07 10:56:44,807 - mmaction - INFO - Epoch [61][440/1853] lr: 8.506e-04, eta: 1:21:14, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9391, loss_cls: 0.5466, loss: 0.5466, grad_norm: 2.5427 2021-05-07 10:56:58,084 - mmaction - INFO - Epoch [61][460/1853] lr: 8.458e-04, eta: 1:21:00, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8727, top5_acc: 0.9469, loss_cls: 0.4607, loss: 0.4607, grad_norm: 2.3215 2021-05-07 10:57:11,325 - mmaction - INFO - Epoch [61][480/1853] lr: 8.409e-04, eta: 1:20:46, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8648, top5_acc: 0.9516, loss_cls: 0.4449, loss: 0.4449, grad_norm: 2.3273 2021-05-07 10:57:24,639 - mmaction - INFO - Epoch [61][500/1853] lr: 8.361e-04, eta: 1:20:32, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8648, top5_acc: 0.9531, loss_cls: 0.4470, loss: 0.4470, grad_norm: 2.3170 2021-05-07 10:57:37,934 - mmaction - INFO - Epoch [61][520/1853] lr: 8.313e-04, eta: 1:20:18, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8734, top5_acc: 0.9625, loss_cls: 0.4303, loss: 0.4303, grad_norm: 2.3123 2021-05-07 10:57:51,189 - mmaction - INFO - Epoch [61][540/1853] lr: 8.265e-04, eta: 1:20:04, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9516, loss_cls: 0.4560, loss: 0.4560, grad_norm: 2.3481 2021-05-07 10:58:04,466 - mmaction - INFO - Epoch [61][560/1853] lr: 8.217e-04, eta: 1:19:50, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9531, loss_cls: 0.4568, loss: 0.4568, grad_norm: 2.3263 2021-05-07 10:58:17,748 - mmaction - INFO - Epoch [61][580/1853] lr: 8.169e-04, eta: 1:19:36, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9430, loss_cls: 0.4939, loss: 0.4939, grad_norm: 2.4458 2021-05-07 10:58:31,032 - mmaction - INFO - Epoch [61][600/1853] lr: 8.121e-04, eta: 1:19:22, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9461, loss_cls: 0.5114, loss: 0.5114, grad_norm: 2.5675 2021-05-07 10:58:44,348 - mmaction - INFO - Epoch [61][620/1853] lr: 8.074e-04, eta: 1:19:08, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9461, loss_cls: 0.5161, loss: 0.5161, grad_norm: 2.6254 2021-05-07 10:58:57,644 - mmaction - INFO - Epoch [61][640/1853] lr: 8.026e-04, eta: 1:18:54, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9422, loss_cls: 0.4865, loss: 0.4865, grad_norm: 2.3857 2021-05-07 10:59:10,905 - mmaction - INFO - Epoch [61][660/1853] lr: 7.979e-04, eta: 1:18:40, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9469, loss_cls: 0.4886, loss: 0.4886, grad_norm: 2.3408 2021-05-07 10:59:24,160 - mmaction - INFO - Epoch [61][680/1853] lr: 7.932e-04, eta: 1:18:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8656, top5_acc: 0.9523, loss_cls: 0.4562, loss: 0.4562, grad_norm: 2.3899 2021-05-07 10:59:37,461 - mmaction - INFO - Epoch [61][700/1853] lr: 7.885e-04, eta: 1:18:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9492, loss_cls: 0.4809, loss: 0.4809, grad_norm: 2.4629 2021-05-07 10:59:50,754 - mmaction - INFO - Epoch [61][720/1853] lr: 7.838e-04, eta: 1:17:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9430, loss_cls: 0.4997, loss: 0.4997, grad_norm: 2.5226 2021-05-07 11:00:04,044 - mmaction - INFO - Epoch [61][740/1853] lr: 7.792e-04, eta: 1:17:44, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9469, loss_cls: 0.5036, loss: 0.5036, grad_norm: 2.5628 2021-05-07 11:00:17,327 - mmaction - INFO - Epoch [61][760/1853] lr: 7.745e-04, eta: 1:17:29, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8695, top5_acc: 0.9547, loss_cls: 0.4667, loss: 0.4667, grad_norm: 2.3206 2021-05-07 11:00:30,596 - mmaction - INFO - Epoch [61][780/1853] lr: 7.699e-04, eta: 1:17:15, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9547, loss_cls: 0.4497, loss: 0.4497, grad_norm: 2.4335 2021-05-07 11:00:43,933 - mmaction - INFO - Epoch [61][800/1853] lr: 7.653e-04, eta: 1:17:01, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8703, top5_acc: 0.9437, loss_cls: 0.4360, loss: 0.4360, grad_norm: 2.0979 2021-05-07 11:00:57,228 - mmaction - INFO - Epoch [61][820/1853] lr: 7.607e-04, eta: 1:16:47, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8703, top5_acc: 0.9570, loss_cls: 0.4489, loss: 0.4489, grad_norm: 2.4436 2021-05-07 11:01:10,517 - mmaction - INFO - Epoch [61][840/1853] lr: 7.561e-04, eta: 1:16:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8828, top5_acc: 0.9586, loss_cls: 0.4184, loss: 0.4184, grad_norm: 2.2519 2021-05-07 11:01:23,836 - mmaction - INFO - Epoch [61][860/1853] lr: 7.515e-04, eta: 1:16:19, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8625, top5_acc: 0.9469, loss_cls: 0.4582, loss: 0.4582, grad_norm: 2.5518 2021-05-07 11:01:37,106 - mmaction - INFO - Epoch [61][880/1853] lr: 7.469e-04, eta: 1:16:05, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9523, loss_cls: 0.4712, loss: 0.4712, grad_norm: 2.4238 2021-05-07 11:01:50,388 - mmaction - INFO - Epoch [61][900/1853] lr: 7.424e-04, eta: 1:15:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8648, top5_acc: 0.9594, loss_cls: 0.4599, loss: 0.4599, grad_norm: 2.3850 2021-05-07 11:02:03,713 - mmaction - INFO - Epoch [61][920/1853] lr: 7.378e-04, eta: 1:15:37, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9531, loss_cls: 0.4999, loss: 0.4999, grad_norm: 2.5727 2021-05-07 11:02:16,969 - mmaction - INFO - Epoch [61][940/1853] lr: 7.333e-04, eta: 1:15:23, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9422, loss_cls: 0.5308, loss: 0.5308, grad_norm: 2.5002 2021-05-07 11:02:30,276 - mmaction - INFO - Epoch [61][960/1853] lr: 7.288e-04, eta: 1:15:09, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9531, loss_cls: 0.4903, loss: 0.4903, grad_norm: 2.5429 2021-05-07 11:02:43,570 - mmaction - INFO - Epoch [61][980/1853] lr: 7.243e-04, eta: 1:14:55, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9422, loss_cls: 0.5266, loss: 0.5266, grad_norm: 2.6958 2021-05-07 11:02:56,825 - mmaction - INFO - Epoch [61][1000/1853] lr: 7.198e-04, eta: 1:14:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9383, loss_cls: 0.4954, loss: 0.4954, grad_norm: 2.4857 2021-05-07 11:03:10,101 - mmaction - INFO - Epoch [61][1020/1853] lr: 7.153e-04, eta: 1:14:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9547, loss_cls: 0.4600, loss: 0.4600, grad_norm: 2.3187 2021-05-07 11:03:23,406 - mmaction - INFO - Epoch [61][1040/1853] lr: 7.109e-04, eta: 1:14:13, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9523, loss_cls: 0.4772, loss: 0.4772, grad_norm: 2.4607 2021-05-07 11:03:36,686 - mmaction - INFO - Epoch [61][1060/1853] lr: 7.064e-04, eta: 1:13:59, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8406, top5_acc: 0.9422, loss_cls: 0.4981, loss: 0.4981, grad_norm: 2.6234 2021-05-07 11:03:49,954 - mmaction - INFO - Epoch [61][1080/1853] lr: 7.020e-04, eta: 1:13:45, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9539, loss_cls: 0.4801, loss: 0.4801, grad_norm: 2.3601 2021-05-07 11:04:03,240 - mmaction - INFO - Epoch [61][1100/1853] lr: 6.976e-04, eta: 1:13:31, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9594, loss_cls: 0.4490, loss: 0.4490, grad_norm: 2.5071 2021-05-07 11:04:16,524 - mmaction - INFO - Epoch [61][1120/1853] lr: 6.932e-04, eta: 1:13:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9437, loss_cls: 0.4885, loss: 0.4885, grad_norm: 2.3463 2021-05-07 11:04:29,819 - mmaction - INFO - Epoch [61][1140/1853] lr: 6.888e-04, eta: 1:13:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8672, top5_acc: 0.9539, loss_cls: 0.4363, loss: 0.4363, grad_norm: 2.3953 2021-05-07 11:04:43,077 - mmaction - INFO - Epoch [61][1160/1853] lr: 6.844e-04, eta: 1:12:49, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9445, loss_cls: 0.5311, loss: 0.5311, grad_norm: 2.4715 2021-05-07 11:04:56,368 - mmaction - INFO - Epoch [61][1180/1853] lr: 6.800e-04, eta: 1:12:35, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9445, loss_cls: 0.4597, loss: 0.4597, grad_norm: 2.4450 2021-05-07 11:05:09,598 - mmaction - INFO - Epoch [61][1200/1853] lr: 6.757e-04, eta: 1:12:21, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9602, loss_cls: 0.4513, loss: 0.4513, grad_norm: 2.4804 2021-05-07 11:05:22,869 - mmaction - INFO - Epoch [61][1220/1853] lr: 6.714e-04, eta: 1:12:07, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8672, top5_acc: 0.9484, loss_cls: 0.4633, loss: 0.4633, grad_norm: 2.3709 2021-05-07 11:05:36,175 - mmaction - INFO - Epoch [61][1240/1853] lr: 6.670e-04, eta: 1:11:53, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9555, loss_cls: 0.4764, loss: 0.4764, grad_norm: 2.4148 2021-05-07 11:05:49,479 - mmaction - INFO - Epoch [61][1260/1853] lr: 6.627e-04, eta: 1:11:39, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9500, loss_cls: 0.4581, loss: 0.4581, grad_norm: 2.3486 2021-05-07 11:06:02,745 - mmaction - INFO - Epoch [61][1280/1853] lr: 6.584e-04, eta: 1:11:25, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8625, top5_acc: 0.9414, loss_cls: 0.4919, loss: 0.4919, grad_norm: 2.3629 2021-05-07 11:06:16,083 - mmaction - INFO - Epoch [61][1300/1853] lr: 6.542e-04, eta: 1:11:11, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9477, loss_cls: 0.4917, loss: 0.4917, grad_norm: 2.5634 2021-05-07 11:06:29,379 - mmaction - INFO - Epoch [61][1320/1853] lr: 6.499e-04, eta: 1:10:57, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9375, loss_cls: 0.5303, loss: 0.5303, grad_norm: 2.6051 2021-05-07 11:06:42,647 - mmaction - INFO - Epoch [61][1340/1853] lr: 6.457e-04, eta: 1:10:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8680, top5_acc: 0.9508, loss_cls: 0.4667, loss: 0.4667, grad_norm: 2.4204 2021-05-07 11:06:55,973 - mmaction - INFO - Epoch [61][1360/1853] lr: 6.414e-04, eta: 1:10:29, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9445, loss_cls: 0.5055, loss: 0.5055, grad_norm: 2.5965 2021-05-07 11:07:09,275 - mmaction - INFO - Epoch [61][1380/1853] lr: 6.372e-04, eta: 1:10:15, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9500, loss_cls: 0.4761, loss: 0.4761, grad_norm: 2.4980 2021-05-07 11:07:22,570 - mmaction - INFO - Epoch [61][1400/1853] lr: 6.330e-04, eta: 1:10:01, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9523, loss_cls: 0.4533, loss: 0.4533, grad_norm: 2.3610 2021-05-07 11:07:35,852 - mmaction - INFO - Epoch [61][1420/1853] lr: 6.288e-04, eta: 1:09:47, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8672, top5_acc: 0.9453, loss_cls: 0.4531, loss: 0.4531, grad_norm: 2.2190 2021-05-07 11:07:49,160 - mmaction - INFO - Epoch [61][1440/1853] lr: 6.246e-04, eta: 1:09:33, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9422, loss_cls: 0.4907, loss: 0.4907, grad_norm: 2.4416 2021-05-07 11:08:02,503 - mmaction - INFO - Epoch [61][1460/1853] lr: 6.204e-04, eta: 1:09:19, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9375, loss_cls: 0.5102, loss: 0.5102, grad_norm: 2.3676 2021-05-07 11:08:15,783 - mmaction - INFO - Epoch [61][1480/1853] lr: 6.163e-04, eta: 1:09:05, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8656, top5_acc: 0.9453, loss_cls: 0.4483, loss: 0.4483, grad_norm: 2.3246 2021-05-07 11:08:29,029 - mmaction - INFO - Epoch [61][1500/1853] lr: 6.121e-04, eta: 1:08:51, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8719, top5_acc: 0.9563, loss_cls: 0.4385, loss: 0.4385, grad_norm: 2.2897 2021-05-07 11:08:42,328 - mmaction - INFO - Epoch [61][1520/1853] lr: 6.080e-04, eta: 1:08:37, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9430, loss_cls: 0.4959, loss: 0.4959, grad_norm: 2.5071 2021-05-07 11:08:55,626 - mmaction - INFO - Epoch [61][1540/1853] lr: 6.039e-04, eta: 1:08:23, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9563, loss_cls: 0.4707, loss: 0.4707, grad_norm: 2.4481 2021-05-07 11:09:08,889 - mmaction - INFO - Epoch [61][1560/1853] lr: 5.998e-04, eta: 1:08:09, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8734, top5_acc: 0.9477, loss_cls: 0.4493, loss: 0.4493, grad_norm: 2.2524 2021-05-07 11:09:22,162 - mmaction - INFO - Epoch [61][1580/1853] lr: 5.957e-04, eta: 1:07:55, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8789, top5_acc: 0.9539, loss_cls: 0.4352, loss: 0.4352, grad_norm: 2.4666 2021-05-07 11:09:35,431 - mmaction - INFO - Epoch [61][1600/1853] lr: 5.917e-04, eta: 1:07:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8656, top5_acc: 0.9516, loss_cls: 0.4710, loss: 0.4710, grad_norm: 2.3249 2021-05-07 11:09:48,776 - mmaction - INFO - Epoch [61][1620/1853] lr: 5.876e-04, eta: 1:07:27, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9492, loss_cls: 0.4588, loss: 0.4588, grad_norm: 2.3080 2021-05-07 11:10:02,035 - mmaction - INFO - Epoch [61][1640/1853] lr: 5.836e-04, eta: 1:07:13, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8508, top5_acc: 0.9437, loss_cls: 0.5017, loss: 0.5017, grad_norm: 2.4909 2021-05-07 11:10:15,314 - mmaction - INFO - Epoch [61][1660/1853] lr: 5.795e-04, eta: 1:06:59, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9492, loss_cls: 0.4400, loss: 0.4400, grad_norm: 2.2088 2021-05-07 11:10:28,602 - mmaction - INFO - Epoch [61][1680/1853] lr: 5.755e-04, eta: 1:06:45, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8695, top5_acc: 0.9477, loss_cls: 0.4550, loss: 0.4550, grad_norm: 2.2218 2021-05-07 11:10:41,895 - mmaction - INFO - Epoch [61][1700/1853] lr: 5.715e-04, eta: 1:06:31, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9430, loss_cls: 0.4944, loss: 0.4944, grad_norm: 2.6086 2021-05-07 11:10:55,179 - mmaction - INFO - Epoch [61][1720/1853] lr: 5.675e-04, eta: 1:06:17, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9461, loss_cls: 0.4577, loss: 0.4577, grad_norm: 2.3121 2021-05-07 11:11:08,468 - mmaction - INFO - Epoch [61][1740/1853] lr: 5.636e-04, eta: 1:06:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8711, top5_acc: 0.9570, loss_cls: 0.4165, loss: 0.4165, grad_norm: 2.4162 2021-05-07 11:11:21,746 - mmaction - INFO - Epoch [61][1760/1853] lr: 5.596e-04, eta: 1:05:49, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8695, top5_acc: 0.9492, loss_cls: 0.4644, loss: 0.4644, grad_norm: 2.4551 2021-05-07 11:11:35,044 - mmaction - INFO - Epoch [61][1780/1853] lr: 5.557e-04, eta: 1:05:35, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9492, loss_cls: 0.4784, loss: 0.4784, grad_norm: 2.4274 2021-05-07 11:11:48,350 - mmaction - INFO - Epoch [61][1800/1853] lr: 5.517e-04, eta: 1:05:21, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9445, loss_cls: 0.5065, loss: 0.5065, grad_norm: 2.6735 2021-05-07 11:12:01,631 - mmaction - INFO - Epoch [61][1820/1853] lr: 5.478e-04, eta: 1:05:07, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9422, loss_cls: 0.5140, loss: 0.5140, grad_norm: 2.6125 2021-05-07 11:12:14,889 - mmaction - INFO - Epoch [61][1840/1853] lr: 5.439e-04, eta: 1:04:53, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9406, loss_cls: 0.4997, loss: 0.4997, grad_norm: 2.6411 2021-05-07 11:12:24,570 - mmaction - INFO - Saving checkpoint at 61 epochs 2021-05-07 11:13:48,226 - mmaction - INFO - Epoch [62][20/1853] lr: 5.375e-04, eta: 1:04:33, time: 4.162, data_time: 3.499, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9500, loss_cls: 0.4616, loss: 0.4616, grad_norm: 2.5348 2021-05-07 11:14:01,459 - mmaction - INFO - Epoch [62][40/1853] lr: 5.336e-04, eta: 1:04:19, time: 0.662, data_time: 0.002, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9414, loss_cls: 0.5348, loss: 0.5348, grad_norm: 2.5581 2021-05-07 11:14:14,621 - mmaction - INFO - Epoch [62][60/1853] lr: 5.298e-04, eta: 1:04:05, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.8703, top5_acc: 0.9531, loss_cls: 0.4457, loss: 0.4457, grad_norm: 2.3154 2021-05-07 11:14:27,842 - mmaction - INFO - Epoch [62][80/1853] lr: 5.259e-04, eta: 1:03:51, time: 0.661, data_time: 0.001, memory: 5809, top1_acc: 0.8633, top5_acc: 0.9469, loss_cls: 0.4834, loss: 0.4834, grad_norm: 2.4691 2021-05-07 11:14:41,057 - mmaction - INFO - Epoch [62][100/1853] lr: 5.221e-04, eta: 1:03:36, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9406, loss_cls: 0.4594, loss: 0.4594, grad_norm: 2.2612 2021-05-07 11:14:54,265 - mmaction - INFO - Epoch [62][120/1853] lr: 5.183e-04, eta: 1:03:22, time: 0.660, data_time: 0.001, memory: 5809, top1_acc: 0.8711, top5_acc: 0.9516, loss_cls: 0.4433, loss: 0.4433, grad_norm: 2.2234 2021-05-07 11:15:07,508 - mmaction - INFO - Epoch [62][140/1853] lr: 5.145e-04, eta: 1:03:08, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9484, loss_cls: 0.4739, loss: 0.4739, grad_norm: 2.3943 2021-05-07 11:15:20,789 - mmaction - INFO - Epoch [62][160/1853] lr: 5.107e-04, eta: 1:02:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9344, loss_cls: 0.5349, loss: 0.5349, grad_norm: 2.5843 2021-05-07 11:15:34,039 - mmaction - INFO - Epoch [62][180/1853] lr: 5.069e-04, eta: 1:02:40, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9656, loss_cls: 0.4546, loss: 0.4546, grad_norm: 2.4857 2021-05-07 11:15:47,301 - mmaction - INFO - Epoch [62][200/1853] lr: 5.032e-04, eta: 1:02:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9437, loss_cls: 0.5174, loss: 0.5174, grad_norm: 2.4318 2021-05-07 11:16:00,609 - mmaction - INFO - Epoch [62][220/1853] lr: 4.994e-04, eta: 1:02:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9531, loss_cls: 0.4596, loss: 0.4596, grad_norm: 2.3717 2021-05-07 11:16:13,883 - mmaction - INFO - Epoch [62][240/1853] lr: 4.957e-04, eta: 1:01:58, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8656, top5_acc: 0.9469, loss_cls: 0.4577, loss: 0.4577, grad_norm: 2.4038 2021-05-07 11:16:27,226 - mmaction - INFO - Epoch [62][260/1853] lr: 4.920e-04, eta: 1:01:44, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9492, loss_cls: 0.4965, loss: 0.4965, grad_norm: 2.4469 2021-05-07 11:16:40,605 - mmaction - INFO - Epoch [62][280/1853] lr: 4.883e-04, eta: 1:01:30, time: 0.669, data_time: 0.004, memory: 5809, top1_acc: 0.8805, top5_acc: 0.9492, loss_cls: 0.4192, loss: 0.4192, grad_norm: 2.2236 2021-05-07 11:16:53,942 - mmaction - INFO - Epoch [62][300/1853] lr: 4.846e-04, eta: 1:01:16, time: 0.667, data_time: 0.004, memory: 5809, top1_acc: 0.8633, top5_acc: 0.9547, loss_cls: 0.4466, loss: 0.4466, grad_norm: 2.2886 2021-05-07 11:17:07,257 - mmaction - INFO - Epoch [62][320/1853] lr: 4.809e-04, eta: 1:01:02, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9484, loss_cls: 0.4772, loss: 0.4772, grad_norm: 2.3906 2021-05-07 11:17:20,592 - mmaction - INFO - Epoch [62][340/1853] lr: 4.773e-04, eta: 1:00:48, time: 0.667, data_time: 0.004, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9414, loss_cls: 0.5121, loss: 0.5121, grad_norm: 2.5441 2021-05-07 11:17:33,933 - mmaction - INFO - Epoch [62][360/1853] lr: 4.736e-04, eta: 1:00:34, time: 0.667, data_time: 0.005, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9523, loss_cls: 0.4669, loss: 0.4669, grad_norm: 2.4166 2021-05-07 11:17:47,224 - mmaction - INFO - Epoch [62][380/1853] lr: 4.700e-04, eta: 1:00:20, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8805, top5_acc: 0.9578, loss_cls: 0.4130, loss: 0.4130, grad_norm: 2.3167 2021-05-07 11:18:00,564 - mmaction - INFO - Epoch [62][400/1853] lr: 4.664e-04, eta: 1:00:06, time: 0.667, data_time: 0.004, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9508, loss_cls: 0.4756, loss: 0.4756, grad_norm: 2.4849 2021-05-07 11:18:13,897 - mmaction - INFO - Epoch [62][420/1853] lr: 4.628e-04, eta: 0:59:52, time: 0.667, data_time: 0.005, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9422, loss_cls: 0.5412, loss: 0.5412, grad_norm: 2.7981 2021-05-07 11:18:27,241 - mmaction - INFO - Epoch [62][440/1853] lr: 4.592e-04, eta: 0:59:38, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9547, loss_cls: 0.4566, loss: 0.4566, grad_norm: 2.5335 2021-05-07 11:18:40,621 - mmaction - INFO - Epoch [62][460/1853] lr: 4.556e-04, eta: 0:59:24, time: 0.669, data_time: 0.004, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9539, loss_cls: 0.4560, loss: 0.4560, grad_norm: 2.4710 2021-05-07 11:18:53,959 - mmaction - INFO - Epoch [62][480/1853] lr: 4.521e-04, eta: 0:59:10, time: 0.667, data_time: 0.004, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9523, loss_cls: 0.4731, loss: 0.4731, grad_norm: 2.4976 2021-05-07 11:19:07,289 - mmaction - INFO - Epoch [62][500/1853] lr: 4.485e-04, eta: 0:58:56, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9516, loss_cls: 0.4596, loss: 0.4596, grad_norm: 2.4196 2021-05-07 11:19:20,643 - mmaction - INFO - Epoch [62][520/1853] lr: 4.450e-04, eta: 0:58:42, time: 0.668, data_time: 0.004, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9477, loss_cls: 0.5392, loss: 0.5392, grad_norm: 2.5673 2021-05-07 11:19:34,009 - mmaction - INFO - Epoch [62][540/1853] lr: 4.415e-04, eta: 0:58:28, time: 0.668, data_time: 0.004, memory: 5809, top1_acc: 0.8477, top5_acc: 0.9398, loss_cls: 0.5110, loss: 0.5110, grad_norm: 2.4834 2021-05-07 11:19:47,353 - mmaction - INFO - Epoch [62][560/1853] lr: 4.380e-04, eta: 0:58:14, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9547, loss_cls: 0.4763, loss: 0.4763, grad_norm: 2.4430 2021-05-07 11:20:00,750 - mmaction - INFO - Epoch [62][580/1853] lr: 4.345e-04, eta: 0:58:00, time: 0.670, data_time: 0.004, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9531, loss_cls: 0.4586, loss: 0.4586, grad_norm: 2.4909 2021-05-07 11:20:14,166 - mmaction - INFO - Epoch [62][600/1853] lr: 4.310e-04, eta: 0:57:46, time: 0.671, data_time: 0.005, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9508, loss_cls: 0.4972, loss: 0.4972, grad_norm: 2.6259 2021-05-07 11:20:27,460 - mmaction - INFO - Epoch [62][620/1853] lr: 4.275e-04, eta: 0:57:32, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9539, loss_cls: 0.4861, loss: 0.4861, grad_norm: 2.6011 2021-05-07 11:20:40,799 - mmaction - INFO - Epoch [62][640/1853] lr: 4.241e-04, eta: 0:57:18, time: 0.667, data_time: 0.005, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9531, loss_cls: 0.4981, loss: 0.4981, grad_norm: 2.5725 2021-05-07 11:20:54,140 - mmaction - INFO - Epoch [62][660/1853] lr: 4.206e-04, eta: 0:57:04, time: 0.667, data_time: 0.004, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9391, loss_cls: 0.5314, loss: 0.5314, grad_norm: 2.6734 2021-05-07 11:21:07,499 - mmaction - INFO - Epoch [62][680/1853] lr: 4.172e-04, eta: 0:56:50, time: 0.668, data_time: 0.002, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9461, loss_cls: 0.4643, loss: 0.4643, grad_norm: 2.3927 2021-05-07 11:21:20,773 - mmaction - INFO - Epoch [62][700/1853] lr: 4.138e-04, eta: 0:56:36, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9406, loss_cls: 0.5198, loss: 0.5198, grad_norm: 2.5078 2021-05-07 11:21:34,083 - mmaction - INFO - Epoch [62][720/1853] lr: 4.104e-04, eta: 0:56:22, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9445, loss_cls: 0.4770, loss: 0.4770, grad_norm: 2.2823 2021-05-07 11:21:47,398 - mmaction - INFO - Epoch [62][740/1853] lr: 4.070e-04, eta: 0:56:08, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9437, loss_cls: 0.4885, loss: 0.4885, grad_norm: 2.5878 2021-05-07 11:22:00,681 - mmaction - INFO - Epoch [62][760/1853] lr: 4.037e-04, eta: 0:55:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9484, loss_cls: 0.4658, loss: 0.4658, grad_norm: 2.3636 2021-05-07 11:22:14,004 - mmaction - INFO - Epoch [62][780/1853] lr: 4.003e-04, eta: 0:55:40, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9500, loss_cls: 0.4647, loss: 0.4647, grad_norm: 2.3427 2021-05-07 11:22:27,275 - mmaction - INFO - Epoch [62][800/1853] lr: 3.970e-04, eta: 0:55:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9492, loss_cls: 0.4724, loss: 0.4724, grad_norm: 2.4144 2021-05-07 11:22:40,551 - mmaction - INFO - Epoch [62][820/1853] lr: 3.937e-04, eta: 0:55:12, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9539, loss_cls: 0.4756, loss: 0.4756, grad_norm: 2.5777 2021-05-07 11:22:53,854 - mmaction - INFO - Epoch [62][840/1853] lr: 3.903e-04, eta: 0:54:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9531, loss_cls: 0.4922, loss: 0.4922, grad_norm: 2.5087 2021-05-07 11:23:07,140 - mmaction - INFO - Epoch [62][860/1853] lr: 3.870e-04, eta: 0:54:44, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9437, loss_cls: 0.5046, loss: 0.5046, grad_norm: 2.5119 2021-05-07 11:23:20,405 - mmaction - INFO - Epoch [62][880/1853] lr: 3.838e-04, eta: 0:54:30, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9477, loss_cls: 0.4962, loss: 0.4962, grad_norm: 2.5762 2021-05-07 11:23:33,719 - mmaction - INFO - Epoch [62][900/1853] lr: 3.805e-04, eta: 0:54:16, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8703, top5_acc: 0.9547, loss_cls: 0.4447, loss: 0.4447, grad_norm: 2.3974 2021-05-07 11:23:47,017 - mmaction - INFO - Epoch [62][920/1853] lr: 3.772e-04, eta: 0:54:02, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8734, top5_acc: 0.9484, loss_cls: 0.4481, loss: 0.4481, grad_norm: 2.2542 2021-05-07 11:24:00,336 - mmaction - INFO - Epoch [62][940/1853] lr: 3.740e-04, eta: 0:53:48, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9500, loss_cls: 0.4928, loss: 0.4928, grad_norm: 2.6412 2021-05-07 11:24:13,611 - mmaction - INFO - Epoch [62][960/1853] lr: 3.708e-04, eta: 0:53:34, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9445, loss_cls: 0.5093, loss: 0.5093, grad_norm: 2.4069 2021-05-07 11:24:26,860 - mmaction - INFO - Epoch [62][980/1853] lr: 3.676e-04, eta: 0:53:20, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9500, loss_cls: 0.4608, loss: 0.4608, grad_norm: 2.4568 2021-05-07 11:24:40,165 - mmaction - INFO - Epoch [62][1000/1853] lr: 3.644e-04, eta: 0:53:06, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9453, loss_cls: 0.5116, loss: 0.5116, grad_norm: 2.6073 2021-05-07 11:24:53,450 - mmaction - INFO - Epoch [62][1020/1853] lr: 3.612e-04, eta: 0:52:52, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9516, loss_cls: 0.4918, loss: 0.4918, grad_norm: 2.3316 2021-05-07 11:25:06,739 - mmaction - INFO - Epoch [62][1040/1853] lr: 3.580e-04, eta: 0:52:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9484, loss_cls: 0.4784, loss: 0.4784, grad_norm: 2.4946 2021-05-07 11:25:20,024 - mmaction - INFO - Epoch [62][1060/1853] lr: 3.548e-04, eta: 0:52:24, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9477, loss_cls: 0.5094, loss: 0.5094, grad_norm: 2.5072 2021-05-07 11:25:33,294 - mmaction - INFO - Epoch [62][1080/1853] lr: 3.517e-04, eta: 0:52:10, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9469, loss_cls: 0.4648, loss: 0.4648, grad_norm: 2.4080 2021-05-07 11:25:46,607 - mmaction - INFO - Epoch [62][1100/1853] lr: 3.486e-04, eta: 0:51:56, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8719, top5_acc: 0.9547, loss_cls: 0.4353, loss: 0.4353, grad_norm: 2.2892 2021-05-07 11:25:59,890 - mmaction - INFO - Epoch [62][1120/1853] lr: 3.455e-04, eta: 0:51:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9477, loss_cls: 0.4784, loss: 0.4784, grad_norm: 2.4567 2021-05-07 11:26:13,202 - mmaction - INFO - Epoch [62][1140/1853] lr: 3.424e-04, eta: 0:51:28, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9547, loss_cls: 0.4316, loss: 0.4316, grad_norm: 2.2806 2021-05-07 11:26:26,514 - mmaction - INFO - Epoch [62][1160/1853] lr: 3.393e-04, eta: 0:51:14, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8750, top5_acc: 0.9555, loss_cls: 0.4230, loss: 0.4230, grad_norm: 2.3369 2021-05-07 11:26:39,794 - mmaction - INFO - Epoch [62][1180/1853] lr: 3.362e-04, eta: 0:51:00, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9484, loss_cls: 0.5044, loss: 0.5044, grad_norm: 2.3394 2021-05-07 11:26:53,107 - mmaction - INFO - Epoch [62][1200/1853] lr: 3.331e-04, eta: 0:50:46, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9461, loss_cls: 0.4905, loss: 0.4905, grad_norm: 2.5111 2021-05-07 11:27:06,412 - mmaction - INFO - Epoch [62][1220/1853] lr: 3.301e-04, eta: 0:50:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9469, loss_cls: 0.4967, loss: 0.4967, grad_norm: 2.5886 2021-05-07 11:27:19,707 - mmaction - INFO - Epoch [62][1240/1853] lr: 3.271e-04, eta: 0:50:18, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8719, top5_acc: 0.9570, loss_cls: 0.4338, loss: 0.4338, grad_norm: 2.4564 2021-05-07 11:27:32,988 - mmaction - INFO - Epoch [62][1260/1853] lr: 3.240e-04, eta: 0:50:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9469, loss_cls: 0.4997, loss: 0.4997, grad_norm: 2.5145 2021-05-07 11:27:46,274 - mmaction - INFO - Epoch [62][1280/1853] lr: 3.210e-04, eta: 0:49:50, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8344, top5_acc: 0.9305, loss_cls: 0.5634, loss: 0.5634, grad_norm: 2.6190 2021-05-07 11:27:59,589 - mmaction - INFO - Epoch [62][1300/1853] lr: 3.180e-04, eta: 0:49:36, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9469, loss_cls: 0.4636, loss: 0.4636, grad_norm: 2.4545 2021-05-07 11:28:12,844 - mmaction - INFO - Epoch [62][1320/1853] lr: 3.151e-04, eta: 0:49:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9477, loss_cls: 0.4879, loss: 0.4879, grad_norm: 2.4730 2021-05-07 11:28:26,185 - mmaction - INFO - Epoch [62][1340/1853] lr: 3.121e-04, eta: 0:49:08, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9469, loss_cls: 0.4965, loss: 0.4965, grad_norm: 2.4958 2021-05-07 11:28:39,486 - mmaction - INFO - Epoch [62][1360/1853] lr: 3.092e-04, eta: 0:48:54, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9453, loss_cls: 0.4730, loss: 0.4730, grad_norm: 2.3826 2021-05-07 11:28:52,739 - mmaction - INFO - Epoch [62][1380/1853] lr: 3.062e-04, eta: 0:48:40, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9484, loss_cls: 0.4743, loss: 0.4743, grad_norm: 2.4553 2021-05-07 11:29:06,046 - mmaction - INFO - Epoch [62][1400/1853] lr: 3.033e-04, eta: 0:48:26, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9445, loss_cls: 0.4827, loss: 0.4827, grad_norm: 2.4712 2021-05-07 11:29:19,302 - mmaction - INFO - Epoch [62][1420/1853] lr: 3.004e-04, eta: 0:48:12, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8750, top5_acc: 0.9586, loss_cls: 0.4157, loss: 0.4157, grad_norm: 2.4132 2021-05-07 11:29:32,600 - mmaction - INFO - Epoch [62][1440/1853] lr: 2.975e-04, eta: 0:47:58, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9453, loss_cls: 0.4707, loss: 0.4707, grad_norm: 2.5299 2021-05-07 11:29:45,894 - mmaction - INFO - Epoch [62][1460/1853] lr: 2.946e-04, eta: 0:47:44, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9375, loss_cls: 0.5095, loss: 0.5095, grad_norm: 2.4939 2021-05-07 11:29:59,159 - mmaction - INFO - Epoch [62][1480/1853] lr: 2.918e-04, eta: 0:47:30, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8672, top5_acc: 0.9547, loss_cls: 0.4276, loss: 0.4276, grad_norm: 2.4346 2021-05-07 11:30:12,456 - mmaction - INFO - Epoch [62][1500/1853] lr: 2.889e-04, eta: 0:47:16, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9414, loss_cls: 0.5195, loss: 0.5195, grad_norm: 2.5296 2021-05-07 11:30:25,800 - mmaction - INFO - Epoch [62][1520/1853] lr: 2.861e-04, eta: 0:47:02, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9391, loss_cls: 0.5132, loss: 0.5132, grad_norm: 2.5690 2021-05-07 11:30:39,103 - mmaction - INFO - Epoch [62][1540/1853] lr: 2.833e-04, eta: 0:46:48, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9648, loss_cls: 0.4302, loss: 0.4302, grad_norm: 2.3098 2021-05-07 11:30:52,363 - mmaction - INFO - Epoch [62][1560/1853] lr: 2.804e-04, eta: 0:46:34, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8727, top5_acc: 0.9469, loss_cls: 0.4556, loss: 0.4556, grad_norm: 2.3577 2021-05-07 11:31:05,697 - mmaction - INFO - Epoch [62][1580/1853] lr: 2.776e-04, eta: 0:46:20, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8672, top5_acc: 0.9547, loss_cls: 0.4608, loss: 0.4608, grad_norm: 2.3939 2021-05-07 11:31:18,951 - mmaction - INFO - Epoch [62][1600/1853] lr: 2.749e-04, eta: 0:46:06, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8453, top5_acc: 0.9437, loss_cls: 0.4912, loss: 0.4912, grad_norm: 2.4782 2021-05-07 11:31:32,267 - mmaction - INFO - Epoch [62][1620/1853] lr: 2.721e-04, eta: 0:45:52, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8648, top5_acc: 0.9500, loss_cls: 0.4498, loss: 0.4498, grad_norm: 2.4414 2021-05-07 11:31:45,532 - mmaction - INFO - Epoch [62][1640/1853] lr: 2.693e-04, eta: 0:45:38, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8727, top5_acc: 0.9602, loss_cls: 0.4293, loss: 0.4293, grad_norm: 2.4126 2021-05-07 11:31:58,828 - mmaction - INFO - Epoch [62][1660/1853] lr: 2.666e-04, eta: 0:45:24, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9570, loss_cls: 0.4675, loss: 0.4675, grad_norm: 2.5966 2021-05-07 11:32:12,120 - mmaction - INFO - Epoch [62][1680/1853] lr: 2.639e-04, eta: 0:45:10, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9477, loss_cls: 0.4730, loss: 0.4730, grad_norm: 2.5213 2021-05-07 11:32:25,417 - mmaction - INFO - Epoch [62][1700/1853] lr: 2.612e-04, eta: 0:44:56, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9484, loss_cls: 0.4763, loss: 0.4763, grad_norm: 2.4918 2021-05-07 11:32:38,736 - mmaction - INFO - Epoch [62][1720/1853] lr: 2.585e-04, eta: 0:44:42, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9461, loss_cls: 0.4917, loss: 0.4917, grad_norm: 2.5951 2021-05-07 11:32:52,027 - mmaction - INFO - Epoch [62][1740/1853] lr: 2.558e-04, eta: 0:44:28, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8727, top5_acc: 0.9492, loss_cls: 0.4732, loss: 0.4732, grad_norm: 2.4375 2021-05-07 11:33:05,300 - mmaction - INFO - Epoch [62][1760/1853] lr: 2.531e-04, eta: 0:44:14, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9531, loss_cls: 0.4670, loss: 0.4670, grad_norm: 2.5004 2021-05-07 11:33:18,577 - mmaction - INFO - Epoch [62][1780/1853] lr: 2.505e-04, eta: 0:44:00, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9391, loss_cls: 0.4958, loss: 0.4958, grad_norm: 2.4892 2021-05-07 11:33:31,907 - mmaction - INFO - Epoch [62][1800/1853] lr: 2.478e-04, eta: 0:43:46, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8688, top5_acc: 0.9555, loss_cls: 0.4428, loss: 0.4428, grad_norm: 2.3266 2021-05-07 11:33:45,191 - mmaction - INFO - Epoch [62][1820/1853] lr: 2.452e-04, eta: 0:43:32, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9500, loss_cls: 0.4807, loss: 0.4807, grad_norm: 2.6362 2021-05-07 11:33:58,454 - mmaction - INFO - Epoch [62][1840/1853] lr: 2.426e-04, eta: 0:43:18, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9445, loss_cls: 0.4996, loss: 0.4996, grad_norm: 2.5603 2021-05-07 11:34:08,195 - mmaction - INFO - Saving checkpoint at 62 epochs 2021-05-07 11:36:08,974 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-07 11:36:09,005 - mmaction - INFO - top1_acc 0.9642 top5_acc 0.9986 2021-05-07 11:36:09,005 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-07 11:36:09,013 - mmaction - INFO - mean_acc 0.9606 2021-05-07 11:36:09,015 - mmaction - INFO - Epoch(val) [62][1853] top1_acc: 0.9642, top5_acc: 0.9986, mean_class_accuracy: 0.9606 2021-05-07 11:37:41,363 - mmaction - INFO - Epoch [63][20/1853] lr: 2.383e-04, eta: 0:42:57, time: 4.616, data_time: 3.959, memory: 5809, top1_acc: 0.8719, top5_acc: 0.9555, loss_cls: 0.4554, loss: 0.4554, grad_norm: 2.3510 2021-05-07 11:37:54,506 - mmaction - INFO - Epoch [63][40/1853] lr: 2.357e-04, eta: 0:42:43, time: 0.657, data_time: 0.002, memory: 5809, top1_acc: 0.8703, top5_acc: 0.9477, loss_cls: 0.4358, loss: 0.4358, grad_norm: 2.2887 2021-05-07 11:38:07,657 - mmaction - INFO - Epoch [63][60/1853] lr: 2.332e-04, eta: 0:42:29, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.8688, top5_acc: 0.9445, loss_cls: 0.4819, loss: 0.4819, grad_norm: 2.5068 2021-05-07 11:38:20,819 - mmaction - INFO - Epoch [63][80/1853] lr: 2.306e-04, eta: 0:42:15, time: 0.658, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9437, loss_cls: 0.4941, loss: 0.4941, grad_norm: 2.5208 2021-05-07 11:38:34,021 - mmaction - INFO - Epoch [63][100/1853] lr: 2.281e-04, eta: 0:42:01, time: 0.661, data_time: 0.002, memory: 5809, top1_acc: 0.8758, top5_acc: 0.9578, loss_cls: 0.4261, loss: 0.4261, grad_norm: 2.3216 2021-05-07 11:38:47,209 - mmaction - INFO - Epoch [63][120/1853] lr: 2.256e-04, eta: 0:41:47, time: 0.659, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9461, loss_cls: 0.5083, loss: 0.5083, grad_norm: 2.5284 2021-05-07 11:39:00,471 - mmaction - INFO - Epoch [63][140/1853] lr: 2.231e-04, eta: 0:41:33, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8789, top5_acc: 0.9508, loss_cls: 0.4407, loss: 0.4407, grad_norm: 2.2960 2021-05-07 11:39:13,714 - mmaction - INFO - Epoch [63][160/1853] lr: 2.206e-04, eta: 0:41:19, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9445, loss_cls: 0.5098, loss: 0.5098, grad_norm: 2.6333 2021-05-07 11:39:26,968 - mmaction - INFO - Epoch [63][180/1853] lr: 2.181e-04, eta: 0:41:05, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8625, top5_acc: 0.9570, loss_cls: 0.4678, loss: 0.4678, grad_norm: 2.5645 2021-05-07 11:39:40,248 - mmaction - INFO - Epoch [63][200/1853] lr: 2.156e-04, eta: 0:40:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9453, loss_cls: 0.4869, loss: 0.4869, grad_norm: 2.5526 2021-05-07 11:39:53,515 - mmaction - INFO - Epoch [63][220/1853] lr: 2.132e-04, eta: 0:40:37, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8719, top5_acc: 0.9602, loss_cls: 0.4304, loss: 0.4304, grad_norm: 2.5098 2021-05-07 11:40:06,783 - mmaction - INFO - Epoch [63][240/1853] lr: 2.107e-04, eta: 0:40:23, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8758, top5_acc: 0.9492, loss_cls: 0.4240, loss: 0.4240, grad_norm: 2.3051 2021-05-07 11:40:20,091 - mmaction - INFO - Epoch [63][260/1853] lr: 2.083e-04, eta: 0:40:09, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9422, loss_cls: 0.5182, loss: 0.5182, grad_norm: 2.5423 2021-05-07 11:40:33,392 - mmaction - INFO - Epoch [63][280/1853] lr: 2.059e-04, eta: 0:39:55, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9469, loss_cls: 0.4734, loss: 0.4734, grad_norm: 2.4753 2021-05-07 11:40:46,653 - mmaction - INFO - Epoch [63][300/1853] lr: 2.035e-04, eta: 0:39:41, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9555, loss_cls: 0.4524, loss: 0.4524, grad_norm: 2.4329 2021-05-07 11:40:59,918 - mmaction - INFO - Epoch [63][320/1853] lr: 2.011e-04, eta: 0:39:27, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9445, loss_cls: 0.4704, loss: 0.4704, grad_norm: 2.4705 2021-05-07 11:41:13,198 - mmaction - INFO - Epoch [63][340/1853] lr: 1.988e-04, eta: 0:39:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9477, loss_cls: 0.4525, loss: 0.4525, grad_norm: 2.3693 2021-05-07 11:41:26,509 - mmaction - INFO - Epoch [63][360/1853] lr: 1.964e-04, eta: 0:38:59, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9461, loss_cls: 0.4686, loss: 0.4686, grad_norm: 2.4282 2021-05-07 11:41:39,786 - mmaction - INFO - Epoch [63][380/1853] lr: 1.941e-04, eta: 0:38:45, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9484, loss_cls: 0.4695, loss: 0.4695, grad_norm: 2.5269 2021-05-07 11:41:53,085 - mmaction - INFO - Epoch [63][400/1853] lr: 1.917e-04, eta: 0:38:31, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9422, loss_cls: 0.4742, loss: 0.4742, grad_norm: 2.4305 2021-05-07 11:42:06,413 - mmaction - INFO - Epoch [63][420/1853] lr: 1.894e-04, eta: 0:38:17, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9469, loss_cls: 0.4626, loss: 0.4626, grad_norm: 2.4866 2021-05-07 11:42:19,710 - mmaction - INFO - Epoch [63][440/1853] lr: 1.871e-04, eta: 0:38:03, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9578, loss_cls: 0.4397, loss: 0.4397, grad_norm: 2.4302 2021-05-07 11:42:33,003 - mmaction - INFO - Epoch [63][460/1853] lr: 1.849e-04, eta: 0:37:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8672, top5_acc: 0.9469, loss_cls: 0.4620, loss: 0.4620, grad_norm: 2.3847 2021-05-07 11:42:46,316 - mmaction - INFO - Epoch [63][480/1853] lr: 1.826e-04, eta: 0:37:35, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9570, loss_cls: 0.4757, loss: 0.4757, grad_norm: 2.5325 2021-05-07 11:42:59,612 - mmaction - INFO - Epoch [63][500/1853] lr: 1.803e-04, eta: 0:37:21, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9477, loss_cls: 0.5028, loss: 0.5028, grad_norm: 2.4808 2021-05-07 11:43:12,853 - mmaction - INFO - Epoch [63][520/1853] lr: 1.781e-04, eta: 0:37:07, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9391, loss_cls: 0.4922, loss: 0.4922, grad_norm: 2.4881 2021-05-07 11:43:26,197 - mmaction - INFO - Epoch [63][540/1853] lr: 1.759e-04, eta: 0:36:53, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9367, loss_cls: 0.5338, loss: 0.5338, grad_norm: 2.5265 2021-05-07 11:43:39,469 - mmaction - INFO - Epoch [63][560/1853] lr: 1.736e-04, eta: 0:36:39, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9516, loss_cls: 0.4726, loss: 0.4726, grad_norm: 2.4065 2021-05-07 11:43:52,722 - mmaction - INFO - Epoch [63][580/1853] lr: 1.714e-04, eta: 0:36:25, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8727, top5_acc: 0.9531, loss_cls: 0.4390, loss: 0.4390, grad_norm: 2.3427 2021-05-07 11:44:06,044 - mmaction - INFO - Epoch [63][600/1853] lr: 1.693e-04, eta: 0:36:11, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9500, loss_cls: 0.4778, loss: 0.4778, grad_norm: 2.5455 2021-05-07 11:44:19,323 - mmaction - INFO - Epoch [63][620/1853] lr: 1.671e-04, eta: 0:35:57, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9375, loss_cls: 0.5302, loss: 0.5302, grad_norm: 2.5212 2021-05-07 11:44:32,631 - mmaction - INFO - Epoch [63][640/1853] lr: 1.649e-04, eta: 0:35:43, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8656, top5_acc: 0.9461, loss_cls: 0.4734, loss: 0.4734, grad_norm: 2.5426 2021-05-07 11:44:45,971 - mmaction - INFO - Epoch [63][660/1853] lr: 1.628e-04, eta: 0:35:29, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9539, loss_cls: 0.4368, loss: 0.4368, grad_norm: 2.4002 2021-05-07 11:44:59,225 - mmaction - INFO - Epoch [63][680/1853] lr: 1.607e-04, eta: 0:35:15, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9453, loss_cls: 0.5005, loss: 0.5005, grad_norm: 2.4382 2021-05-07 11:45:12,531 - mmaction - INFO - Epoch [63][700/1853] lr: 1.585e-04, eta: 0:35:01, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9469, loss_cls: 0.5062, loss: 0.5062, grad_norm: 2.6272 2021-05-07 11:45:25,873 - mmaction - INFO - Epoch [63][720/1853] lr: 1.564e-04, eta: 0:34:47, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9422, loss_cls: 0.5104, loss: 0.5104, grad_norm: 2.5478 2021-05-07 11:45:39,144 - mmaction - INFO - Epoch [63][740/1853] lr: 1.544e-04, eta: 0:34:33, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8367, top5_acc: 0.9344, loss_cls: 0.5509, loss: 0.5509, grad_norm: 2.6339 2021-05-07 11:45:52,434 - mmaction - INFO - Epoch [63][760/1853] lr: 1.523e-04, eta: 0:34:19, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9453, loss_cls: 0.4804, loss: 0.4804, grad_norm: 2.4633 2021-05-07 11:46:05,724 - mmaction - INFO - Epoch [63][780/1853] lr: 1.502e-04, eta: 0:34:05, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8352, top5_acc: 0.9367, loss_cls: 0.5511, loss: 0.5511, grad_norm: 2.6752 2021-05-07 11:46:19,009 - mmaction - INFO - Epoch [63][800/1853] lr: 1.482e-04, eta: 0:33:51, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9445, loss_cls: 0.4727, loss: 0.4727, grad_norm: 2.3731 2021-05-07 11:46:32,316 - mmaction - INFO - Epoch [63][820/1853] lr: 1.462e-04, eta: 0:33:37, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9469, loss_cls: 0.4653, loss: 0.4653, grad_norm: 2.3300 2021-05-07 11:46:45,622 - mmaction - INFO - Epoch [63][840/1853] lr: 1.441e-04, eta: 0:33:23, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9570, loss_cls: 0.4568, loss: 0.4568, grad_norm: 2.4805 2021-05-07 11:46:58,910 - mmaction - INFO - Epoch [63][860/1853] lr: 1.421e-04, eta: 0:33:09, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9539, loss_cls: 0.4559, loss: 0.4559, grad_norm: 2.2923 2021-05-07 11:47:12,204 - mmaction - INFO - Epoch [63][880/1853] lr: 1.401e-04, eta: 0:32:55, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8711, top5_acc: 0.9531, loss_cls: 0.4418, loss: 0.4418, grad_norm: 2.3230 2021-05-07 11:47:25,528 - mmaction - INFO - Epoch [63][900/1853] lr: 1.382e-04, eta: 0:32:41, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9523, loss_cls: 0.4917, loss: 0.4917, grad_norm: 2.5843 2021-05-07 11:47:38,816 - mmaction - INFO - Epoch [63][920/1853] lr: 1.362e-04, eta: 0:32:27, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9492, loss_cls: 0.4806, loss: 0.4806, grad_norm: 2.4320 2021-05-07 11:47:52,096 - mmaction - INFO - Epoch [63][940/1853] lr: 1.343e-04, eta: 0:32:13, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8625, top5_acc: 0.9430, loss_cls: 0.5001, loss: 0.5001, grad_norm: 2.4105 2021-05-07 11:48:05,419 - mmaction - INFO - Epoch [63][960/1853] lr: 1.323e-04, eta: 0:31:59, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8688, top5_acc: 0.9570, loss_cls: 0.4399, loss: 0.4399, grad_norm: 2.4842 2021-05-07 11:48:18,701 - mmaction - INFO - Epoch [63][980/1853] lr: 1.304e-04, eta: 0:31:45, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9461, loss_cls: 0.4982, loss: 0.4982, grad_norm: 2.5886 2021-05-07 11:48:31,987 - mmaction - INFO - Epoch [63][1000/1853] lr: 1.285e-04, eta: 0:31:31, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9570, loss_cls: 0.4457, loss: 0.4457, grad_norm: 2.5464 2021-05-07 11:48:45,298 - mmaction - INFO - Epoch [63][1020/1853] lr: 1.266e-04, eta: 0:31:17, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9453, loss_cls: 0.5041, loss: 0.5041, grad_norm: 2.5071 2021-05-07 11:48:58,590 - mmaction - INFO - Epoch [63][1040/1853] lr: 1.247e-04, eta: 0:31:03, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9406, loss_cls: 0.5142, loss: 0.5142, grad_norm: 2.6882 2021-05-07 11:49:11,865 - mmaction - INFO - Epoch [63][1060/1853] lr: 1.229e-04, eta: 0:30:49, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9492, loss_cls: 0.4775, loss: 0.4775, grad_norm: 2.4072 2021-05-07 11:49:25,189 - mmaction - INFO - Epoch [63][1080/1853] lr: 1.210e-04, eta: 0:30:35, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9547, loss_cls: 0.4613, loss: 0.4613, grad_norm: 2.4537 2021-05-07 11:49:38,477 - mmaction - INFO - Epoch [63][1100/1853] lr: 1.192e-04, eta: 0:30:21, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9453, loss_cls: 0.4829, loss: 0.4829, grad_norm: 2.4086 2021-05-07 11:49:51,821 - mmaction - INFO - Epoch [63][1120/1853] lr: 1.174e-04, eta: 0:30:07, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9492, loss_cls: 0.5036, loss: 0.5036, grad_norm: 2.5866 2021-05-07 11:50:05,107 - mmaction - INFO - Epoch [63][1140/1853] lr: 1.156e-04, eta: 0:29:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9531, loss_cls: 0.4725, loss: 0.4725, grad_norm: 2.4874 2021-05-07 11:50:18,382 - mmaction - INFO - Epoch [63][1160/1853] lr: 1.138e-04, eta: 0:29:39, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9492, loss_cls: 0.4704, loss: 0.4704, grad_norm: 2.5914 2021-05-07 11:50:31,707 - mmaction - INFO - Epoch [63][1180/1853] lr: 1.120e-04, eta: 0:29:25, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9523, loss_cls: 0.5009, loss: 0.5009, grad_norm: 2.4892 2021-05-07 11:50:45,021 - mmaction - INFO - Epoch [63][1200/1853] lr: 1.102e-04, eta: 0:29:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8766, top5_acc: 0.9547, loss_cls: 0.4421, loss: 0.4421, grad_norm: 2.5378 2021-05-07 11:50:58,345 - mmaction - INFO - Epoch [63][1220/1853] lr: 1.085e-04, eta: 0:28:57, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8320, top5_acc: 0.9391, loss_cls: 0.5560, loss: 0.5560, grad_norm: 2.8580 2021-05-07 11:51:11,615 - mmaction - INFO - Epoch [63][1240/1853] lr: 1.067e-04, eta: 0:28:43, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9461, loss_cls: 0.4670, loss: 0.4670, grad_norm: 2.4126 2021-05-07 11:51:24,884 - mmaction - INFO - Epoch [63][1260/1853] lr: 1.050e-04, eta: 0:28:29, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9563, loss_cls: 0.4669, loss: 0.4669, grad_norm: 2.5573 2021-05-07 11:51:38,237 - mmaction - INFO - Epoch [63][1280/1853] lr: 1.033e-04, eta: 0:28:15, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9500, loss_cls: 0.4835, loss: 0.4835, grad_norm: 2.4499 2021-05-07 11:51:51,469 - mmaction - INFO - Epoch [63][1300/1853] lr: 1.016e-04, eta: 0:28:01, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8758, top5_acc: 0.9609, loss_cls: 0.4208, loss: 0.4208, grad_norm: 2.3554 2021-05-07 11:52:04,761 - mmaction - INFO - Epoch [63][1320/1853] lr: 9.993e-05, eta: 0:27:47, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9461, loss_cls: 0.5181, loss: 0.5181, grad_norm: 2.4316 2021-05-07 11:52:18,115 - mmaction - INFO - Epoch [63][1340/1853] lr: 9.826e-05, eta: 0:27:33, time: 0.668, data_time: 0.001, memory: 5809, top1_acc: 0.8492, top5_acc: 0.9547, loss_cls: 0.4716, loss: 0.4716, grad_norm: 2.4644 2021-05-07 11:52:31,379 - mmaction - INFO - Epoch [63][1360/1853] lr: 9.661e-05, eta: 0:27:19, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9500, loss_cls: 0.4958, loss: 0.4958, grad_norm: 2.4434 2021-05-07 11:52:44,704 - mmaction - INFO - Epoch [63][1380/1853] lr: 9.497e-05, eta: 0:27:05, time: 0.666, data_time: 0.002, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9516, loss_cls: 0.4573, loss: 0.4573, grad_norm: 2.4198 2021-05-07 11:52:58,050 - mmaction - INFO - Epoch [63][1400/1853] lr: 9.334e-05, eta: 0:26:51, time: 0.668, data_time: 0.002, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9523, loss_cls: 0.4447, loss: 0.4447, grad_norm: 2.4991 2021-05-07 11:53:11,319 - mmaction - INFO - Epoch [63][1420/1853] lr: 9.173e-05, eta: 0:26:37, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9477, loss_cls: 0.4928, loss: 0.4928, grad_norm: 2.4612 2021-05-07 11:53:24,622 - mmaction - INFO - Epoch [63][1440/1853] lr: 9.014e-05, eta: 0:26:23, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9391, loss_cls: 0.4875, loss: 0.4875, grad_norm: 2.4737 2021-05-07 11:53:37,940 - mmaction - INFO - Epoch [63][1460/1853] lr: 8.855e-05, eta: 0:26:09, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9539, loss_cls: 0.4833, loss: 0.4833, grad_norm: 2.5848 2021-05-07 11:53:51,258 - mmaction - INFO - Epoch [63][1480/1853] lr: 8.698e-05, eta: 0:25:55, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8695, top5_acc: 0.9625, loss_cls: 0.4143, loss: 0.4143, grad_norm: 2.4984 2021-05-07 11:54:04,551 - mmaction - INFO - Epoch [63][1500/1853] lr: 8.543e-05, eta: 0:25:41, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8633, top5_acc: 0.9469, loss_cls: 0.4796, loss: 0.4796, grad_norm: 2.3655 2021-05-07 11:54:17,882 - mmaction - INFO - Epoch [63][1520/1853] lr: 8.389e-05, eta: 0:25:27, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8672, top5_acc: 0.9570, loss_cls: 0.4370, loss: 0.4370, grad_norm: 2.3114 2021-05-07 11:54:31,177 - mmaction - INFO - Epoch [63][1540/1853] lr: 8.236e-05, eta: 0:25:13, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9523, loss_cls: 0.4662, loss: 0.4662, grad_norm: 2.4310 2021-05-07 11:54:44,477 - mmaction - INFO - Epoch [63][1560/1853] lr: 8.085e-05, eta: 0:24:59, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9477, loss_cls: 0.4770, loss: 0.4770, grad_norm: 2.5650 2021-05-07 11:54:57,777 - mmaction - INFO - Epoch [63][1580/1853] lr: 7.935e-05, eta: 0:24:45, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9453, loss_cls: 0.5069, loss: 0.5069, grad_norm: 2.5582 2021-05-07 11:55:11,079 - mmaction - INFO - Epoch [63][1600/1853] lr: 7.787e-05, eta: 0:24:31, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9414, loss_cls: 0.5011, loss: 0.5011, grad_norm: 2.4349 2021-05-07 11:55:24,347 - mmaction - INFO - Epoch [63][1620/1853] lr: 7.639e-05, eta: 0:24:17, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9461, loss_cls: 0.4504, loss: 0.4504, grad_norm: 2.3120 2021-05-07 11:55:37,687 - mmaction - INFO - Epoch [63][1640/1853] lr: 7.494e-05, eta: 0:24:03, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9516, loss_cls: 0.4921, loss: 0.4921, grad_norm: 2.5571 2021-05-07 11:55:50,994 - mmaction - INFO - Epoch [63][1660/1853] lr: 7.350e-05, eta: 0:23:49, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8359, top5_acc: 0.9414, loss_cls: 0.5361, loss: 0.5361, grad_norm: 2.6907 2021-05-07 11:56:04,262 - mmaction - INFO - Epoch [63][1680/1853] lr: 7.207e-05, eta: 0:23:35, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9484, loss_cls: 0.4683, loss: 0.4683, grad_norm: 2.4142 2021-05-07 11:56:17,553 - mmaction - INFO - Epoch [63][1700/1853] lr: 7.065e-05, eta: 0:23:21, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9477, loss_cls: 0.4743, loss: 0.4743, grad_norm: 2.5146 2021-05-07 11:56:30,861 - mmaction - INFO - Epoch [63][1720/1853] lr: 6.925e-05, eta: 0:23:07, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9484, loss_cls: 0.4584, loss: 0.4584, grad_norm: 2.4389 2021-05-07 11:56:44,138 - mmaction - INFO - Epoch [63][1740/1853] lr: 6.786e-05, eta: 0:22:53, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9383, loss_cls: 0.5401, loss: 0.5401, grad_norm: 2.7018 2021-05-07 11:56:57,465 - mmaction - INFO - Epoch [63][1760/1853] lr: 6.649e-05, eta: 0:22:39, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8648, top5_acc: 0.9516, loss_cls: 0.4428, loss: 0.4428, grad_norm: 2.4065 2021-05-07 11:57:10,744 - mmaction - INFO - Epoch [63][1780/1853] lr: 6.513e-05, eta: 0:22:25, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9539, loss_cls: 0.4578, loss: 0.4578, grad_norm: 2.3905 2021-05-07 11:57:24,045 - mmaction - INFO - Epoch [63][1800/1853] lr: 6.379e-05, eta: 0:22:11, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9531, loss_cls: 0.4532, loss: 0.4532, grad_norm: 2.2931 2021-05-07 11:57:37,344 - mmaction - INFO - Epoch [63][1820/1853] lr: 6.246e-05, eta: 0:21:57, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9531, loss_cls: 0.4473, loss: 0.4473, grad_norm: 2.3840 2021-05-07 11:57:50,592 - mmaction - INFO - Epoch [63][1840/1853] lr: 6.114e-05, eta: 0:21:43, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8734, top5_acc: 0.9563, loss_cls: 0.4353, loss: 0.4353, grad_norm: 2.3231 2021-05-07 11:58:00,321 - mmaction - INFO - Saving checkpoint at 63 epochs 2021-05-07 11:59:33,082 - mmaction - INFO - Epoch [64][20/1853] lr: 5.900e-05, eta: 0:21:21, time: 4.617, data_time: 3.955, memory: 5809, top1_acc: 0.8734, top5_acc: 0.9563, loss_cls: 0.4256, loss: 0.4256, grad_norm: 2.3652 2021-05-07 11:59:46,242 - mmaction - INFO - Epoch [64][40/1853] lr: 5.772e-05, eta: 0:21:07, time: 0.658, data_time: 0.002, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9453, loss_cls: 0.5089, loss: 0.5089, grad_norm: 2.7449 2021-05-07 11:59:59,377 - mmaction - INFO - Epoch [64][60/1853] lr: 5.645e-05, eta: 0:20:53, time: 0.657, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9523, loss_cls: 0.4850, loss: 0.4850, grad_norm: 2.6550 2021-05-07 12:00:13,486 - mmaction - INFO - Epoch [64][80/1853] lr: 5.520e-05, eta: 0:20:39, time: 0.705, data_time: 0.002, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9484, loss_cls: 0.4714, loss: 0.4714, grad_norm: 2.5700 2021-05-07 12:00:26,735 - mmaction - INFO - Epoch [64][100/1853] lr: 5.396e-05, eta: 0:20:25, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8633, top5_acc: 0.9586, loss_cls: 0.4391, loss: 0.4391, grad_norm: 2.4608 2021-05-07 12:00:40,005 - mmaction - INFO - Epoch [64][120/1853] lr: 5.274e-05, eta: 0:20:11, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9492, loss_cls: 0.4920, loss: 0.4920, grad_norm: 2.6197 2021-05-07 12:00:53,251 - mmaction - INFO - Epoch [64][140/1853] lr: 5.153e-05, eta: 0:19:57, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9539, loss_cls: 0.4594, loss: 0.4594, grad_norm: 2.4323 2021-05-07 12:01:06,535 - mmaction - INFO - Epoch [64][160/1853] lr: 5.034e-05, eta: 0:19:43, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9500, loss_cls: 0.4847, loss: 0.4847, grad_norm: 2.4606 2021-05-07 12:01:19,799 - mmaction - INFO - Epoch [64][180/1853] lr: 4.916e-05, eta: 0:19:29, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9477, loss_cls: 0.4788, loss: 0.4788, grad_norm: 2.5816 2021-05-07 12:01:33,040 - mmaction - INFO - Epoch [64][200/1853] lr: 4.799e-05, eta: 0:19:15, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9555, loss_cls: 0.4679, loss: 0.4679, grad_norm: 2.5062 2021-05-07 12:01:46,325 - mmaction - INFO - Epoch [64][220/1853] lr: 4.683e-05, eta: 0:19:01, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9563, loss_cls: 0.4408, loss: 0.4408, grad_norm: 2.3315 2021-05-07 12:01:59,628 - mmaction - INFO - Epoch [64][240/1853] lr: 4.570e-05, eta: 0:18:47, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8688, top5_acc: 0.9523, loss_cls: 0.4603, loss: 0.4603, grad_norm: 2.5131 2021-05-07 12:02:12,878 - mmaction - INFO - Epoch [64][260/1853] lr: 4.457e-05, eta: 0:18:33, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9547, loss_cls: 0.4925, loss: 0.4925, grad_norm: 2.4629 2021-05-07 12:02:26,185 - mmaction - INFO - Epoch [64][280/1853] lr: 4.346e-05, eta: 0:18:19, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9531, loss_cls: 0.4475, loss: 0.4475, grad_norm: 2.3647 2021-05-07 12:02:39,456 - mmaction - INFO - Epoch [64][300/1853] lr: 4.236e-05, eta: 0:18:05, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9500, loss_cls: 0.4775, loss: 0.4775, grad_norm: 2.4883 2021-05-07 12:02:52,757 - mmaction - INFO - Epoch [64][320/1853] lr: 4.128e-05, eta: 0:17:51, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8711, top5_acc: 0.9563, loss_cls: 0.4328, loss: 0.4328, grad_norm: 2.4967 2021-05-07 12:03:06,084 - mmaction - INFO - Epoch [64][340/1853] lr: 4.021e-05, eta: 0:17:37, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8625, top5_acc: 0.9523, loss_cls: 0.4741, loss: 0.4741, grad_norm: 2.5268 2021-05-07 12:03:19,356 - mmaction - INFO - Epoch [64][360/1853] lr: 3.915e-05, eta: 0:17:23, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8695, top5_acc: 0.9539, loss_cls: 0.4442, loss: 0.4442, grad_norm: 2.3327 2021-05-07 12:03:32,655 - mmaction - INFO - Epoch [64][380/1853] lr: 3.811e-05, eta: 0:17:09, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8445, top5_acc: 0.9391, loss_cls: 0.5183, loss: 0.5183, grad_norm: 2.7171 2021-05-07 12:03:45,957 - mmaction - INFO - Epoch [64][400/1853] lr: 3.709e-05, eta: 0:16:55, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9523, loss_cls: 0.4980, loss: 0.4980, grad_norm: 2.5992 2021-05-07 12:03:59,225 - mmaction - INFO - Epoch [64][420/1853] lr: 3.607e-05, eta: 0:16:41, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8531, top5_acc: 0.9422, loss_cls: 0.4842, loss: 0.4842, grad_norm: 2.4485 2021-05-07 12:04:12,520 - mmaction - INFO - Epoch [64][440/1853] lr: 3.507e-05, eta: 0:16:28, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9484, loss_cls: 0.4837, loss: 0.4837, grad_norm: 2.5243 2021-05-07 12:04:25,847 - mmaction - INFO - Epoch [64][460/1853] lr: 3.409e-05, eta: 0:16:14, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8773, top5_acc: 0.9570, loss_cls: 0.4349, loss: 0.4349, grad_norm: 2.4051 2021-05-07 12:04:39,139 - mmaction - INFO - Epoch [64][480/1853] lr: 3.312e-05, eta: 0:16:00, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8711, top5_acc: 0.9555, loss_cls: 0.4343, loss: 0.4343, grad_norm: 2.4674 2021-05-07 12:04:52,443 - mmaction - INFO - Epoch [64][500/1853] lr: 3.216e-05, eta: 0:15:46, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9492, loss_cls: 0.4960, loss: 0.4960, grad_norm: 2.5409 2021-05-07 12:05:05,756 - mmaction - INFO - Epoch [64][520/1853] lr: 3.122e-05, eta: 0:15:32, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8414, top5_acc: 0.9430, loss_cls: 0.5117, loss: 0.5117, grad_norm: 2.4978 2021-05-07 12:05:19,014 - mmaction - INFO - Epoch [64][540/1853] lr: 3.029e-05, eta: 0:15:18, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9516, loss_cls: 0.4725, loss: 0.4725, grad_norm: 2.5195 2021-05-07 12:05:32,329 - mmaction - INFO - Epoch [64][560/1853] lr: 2.937e-05, eta: 0:15:04, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8625, top5_acc: 0.9484, loss_cls: 0.4576, loss: 0.4576, grad_norm: 2.3639 2021-05-07 12:05:45,662 - mmaction - INFO - Epoch [64][580/1853] lr: 2.847e-05, eta: 0:14:50, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9516, loss_cls: 0.4744, loss: 0.4744, grad_norm: 2.3402 2021-05-07 12:05:58,961 - mmaction - INFO - Epoch [64][600/1853] lr: 2.759e-05, eta: 0:14:36, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9547, loss_cls: 0.4447, loss: 0.4447, grad_norm: 2.4706 2021-05-07 12:06:12,226 - mmaction - INFO - Epoch [64][620/1853] lr: 2.671e-05, eta: 0:14:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9453, loss_cls: 0.4669, loss: 0.4669, grad_norm: 2.3053 2021-05-07 12:06:25,512 - mmaction - INFO - Epoch [64][640/1853] lr: 2.585e-05, eta: 0:14:08, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9477, loss_cls: 0.4860, loss: 0.4860, grad_norm: 2.4911 2021-05-07 12:06:38,804 - mmaction - INFO - Epoch [64][660/1853] lr: 2.501e-05, eta: 0:13:54, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9484, loss_cls: 0.4813, loss: 0.4813, grad_norm: 2.4848 2021-05-07 12:06:52,082 - mmaction - INFO - Epoch [64][680/1853] lr: 2.418e-05, eta: 0:13:40, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8703, top5_acc: 0.9516, loss_cls: 0.4467, loss: 0.4467, grad_norm: 2.3785 2021-05-07 12:07:05,367 - mmaction - INFO - Epoch [64][700/1853] lr: 2.336e-05, eta: 0:13:26, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9523, loss_cls: 0.4565, loss: 0.4565, grad_norm: 2.5141 2021-05-07 12:07:18,638 - mmaction - INFO - Epoch [64][720/1853] lr: 2.256e-05, eta: 0:13:12, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9492, loss_cls: 0.4817, loss: 0.4817, grad_norm: 2.5464 2021-05-07 12:07:31,901 - mmaction - INFO - Epoch [64][740/1853] lr: 2.177e-05, eta: 0:12:58, time: 0.663, data_time: 0.002, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9461, loss_cls: 0.4786, loss: 0.4786, grad_norm: 2.4832 2021-05-07 12:07:45,212 - mmaction - INFO - Epoch [64][760/1853] lr: 2.100e-05, eta: 0:12:44, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8625, top5_acc: 0.9406, loss_cls: 0.4803, loss: 0.4803, grad_norm: 2.3407 2021-05-07 12:07:58,498 - mmaction - INFO - Epoch [64][780/1853] lr: 2.024e-05, eta: 0:12:30, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8750, top5_acc: 0.9484, loss_cls: 0.4583, loss: 0.4583, grad_norm: 2.3067 2021-05-07 12:08:11,798 - mmaction - INFO - Epoch [64][800/1853] lr: 1.949e-05, eta: 0:12:16, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8688, top5_acc: 0.9445, loss_cls: 0.4690, loss: 0.4690, grad_norm: 2.3609 2021-05-07 12:08:25,068 - mmaction - INFO - Epoch [64][820/1853] lr: 1.876e-05, eta: 0:12:02, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8656, top5_acc: 0.9539, loss_cls: 0.4620, loss: 0.4620, grad_norm: 2.4873 2021-05-07 12:08:38,380 - mmaction - INFO - Epoch [64][840/1853] lr: 1.804e-05, eta: 0:11:48, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9453, loss_cls: 0.5287, loss: 0.5287, grad_norm: 2.7312 2021-05-07 12:08:51,670 - mmaction - INFO - Epoch [64][860/1853] lr: 1.733e-05, eta: 0:11:34, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9531, loss_cls: 0.4924, loss: 0.4924, grad_norm: 2.6250 2021-05-07 12:09:04,972 - mmaction - INFO - Epoch [64][880/1853] lr: 1.664e-05, eta: 0:11:20, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9586, loss_cls: 0.4462, loss: 0.4462, grad_norm: 2.3025 2021-05-07 12:09:18,257 - mmaction - INFO - Epoch [64][900/1853] lr: 1.597e-05, eta: 0:11:06, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8734, top5_acc: 0.9531, loss_cls: 0.4457, loss: 0.4457, grad_norm: 2.2859 2021-05-07 12:09:31,553 - mmaction - INFO - Epoch [64][920/1853] lr: 1.530e-05, eta: 0:10:52, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8695, top5_acc: 0.9469, loss_cls: 0.4582, loss: 0.4582, grad_norm: 2.3374 2021-05-07 12:09:44,825 - mmaction - INFO - Epoch [64][940/1853] lr: 1.466e-05, eta: 0:10:38, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9523, loss_cls: 0.4679, loss: 0.4679, grad_norm: 2.5588 2021-05-07 12:09:58,106 - mmaction - INFO - Epoch [64][960/1853] lr: 1.402e-05, eta: 0:10:24, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8648, top5_acc: 0.9531, loss_cls: 0.4492, loss: 0.4492, grad_norm: 2.2854 2021-05-07 12:10:11,412 - mmaction - INFO - Epoch [64][980/1853] lr: 1.340e-05, eta: 0:10:10, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9492, loss_cls: 0.5151, loss: 0.5151, grad_norm: 2.5833 2021-05-07 12:10:24,704 - mmaction - INFO - Epoch [64][1000/1853] lr: 1.279e-05, eta: 0:09:56, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8594, top5_acc: 0.9469, loss_cls: 0.4675, loss: 0.4675, grad_norm: 2.5693 2021-05-07 12:10:37,957 - mmaction - INFO - Epoch [64][1020/1853] lr: 1.220e-05, eta: 0:09:42, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9469, loss_cls: 0.4901, loss: 0.4901, grad_norm: 2.4219 2021-05-07 12:10:51,302 - mmaction - INFO - Epoch [64][1040/1853] lr: 1.162e-05, eta: 0:09:28, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9563, loss_cls: 0.4484, loss: 0.4484, grad_norm: 2.4078 2021-05-07 12:11:04,584 - mmaction - INFO - Epoch [64][1060/1853] lr: 1.106e-05, eta: 0:09:14, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8750, top5_acc: 0.9563, loss_cls: 0.4227, loss: 0.4227, grad_norm: 2.5490 2021-05-07 12:11:17,900 - mmaction - INFO - Epoch [64][1080/1853] lr: 1.051e-05, eta: 0:09:00, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8836, top5_acc: 0.9523, loss_cls: 0.4159, loss: 0.4159, grad_norm: 2.3294 2021-05-07 12:11:31,185 - mmaction - INFO - Epoch [64][1100/1853] lr: 9.974e-06, eta: 0:08:46, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8578, top5_acc: 0.9437, loss_cls: 0.4818, loss: 0.4818, grad_norm: 2.4896 2021-05-07 12:11:44,461 - mmaction - INFO - Epoch [64][1120/1853] lr: 9.452e-06, eta: 0:08:32, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8656, top5_acc: 0.9484, loss_cls: 0.4410, loss: 0.4410, grad_norm: 2.3530 2021-05-07 12:11:57,763 - mmaction - INFO - Epoch [64][1140/1853] lr: 8.944e-06, eta: 0:08:18, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8750, top5_acc: 0.9578, loss_cls: 0.4272, loss: 0.4272, grad_norm: 2.4299 2021-05-07 12:12:11,070 - mmaction - INFO - Epoch [64][1160/1853] lr: 8.450e-06, eta: 0:08:04, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8547, top5_acc: 0.9484, loss_cls: 0.4564, loss: 0.4564, grad_norm: 2.4115 2021-05-07 12:12:24,348 - mmaction - INFO - Epoch [64][1180/1853] lr: 7.970e-06, eta: 0:07:50, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8656, top5_acc: 0.9555, loss_cls: 0.4487, loss: 0.4487, grad_norm: 2.5200 2021-05-07 12:12:37,694 - mmaction - INFO - Epoch [64][1200/1853] lr: 7.504e-06, eta: 0:07:36, time: 0.667, data_time: 0.002, memory: 5809, top1_acc: 0.8719, top5_acc: 0.9523, loss_cls: 0.4387, loss: 0.4387, grad_norm: 2.3846 2021-05-07 12:12:50,966 - mmaction - INFO - Epoch [64][1220/1853] lr: 7.052e-06, eta: 0:07:22, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9578, loss_cls: 0.4457, loss: 0.4457, grad_norm: 2.5326 2021-05-07 12:13:04,255 - mmaction - INFO - Epoch [64][1240/1853] lr: 6.614e-06, eta: 0:07:08, time: 0.665, data_time: 0.002, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9398, loss_cls: 0.4665, loss: 0.4665, grad_norm: 2.4238 2021-05-07 12:13:17,558 - mmaction - INFO - Epoch [64][1260/1853] lr: 6.190e-06, eta: 0:06:54, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9430, loss_cls: 0.4675, loss: 0.4675, grad_norm: 2.4886 2021-05-07 12:13:30,841 - mmaction - INFO - Epoch [64][1280/1853] lr: 5.780e-06, eta: 0:06:40, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8664, top5_acc: 0.9492, loss_cls: 0.4646, loss: 0.4646, grad_norm: 2.3681 2021-05-07 12:13:44,095 - mmaction - INFO - Epoch [64][1300/1853] lr: 5.384e-06, eta: 0:06:26, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8602, top5_acc: 0.9477, loss_cls: 0.4794, loss: 0.4794, grad_norm: 2.4604 2021-05-07 12:13:57,395 - mmaction - INFO - Epoch [64][1320/1853] lr: 5.003e-06, eta: 0:06:12, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8562, top5_acc: 0.9516, loss_cls: 0.4661, loss: 0.4661, grad_norm: 2.4681 2021-05-07 12:14:10,738 - mmaction - INFO - Epoch [64][1340/1853] lr: 4.635e-06, eta: 0:05:58, time: 0.667, data_time: 0.001, memory: 5809, top1_acc: 0.8680, top5_acc: 0.9547, loss_cls: 0.4457, loss: 0.4457, grad_norm: 2.3777 2021-05-07 12:14:23,980 - mmaction - INFO - Epoch [64][1360/1853] lr: 4.281e-06, eta: 0:05:44, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8719, top5_acc: 0.9570, loss_cls: 0.4143, loss: 0.4143, grad_norm: 2.2631 2021-05-07 12:14:37,347 - mmaction - INFO - Epoch [64][1380/1853] lr: 3.942e-06, eta: 0:05:30, time: 0.668, data_time: 0.002, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9492, loss_cls: 0.4593, loss: 0.4593, grad_norm: 2.5427 2021-05-07 12:14:50,614 - mmaction - INFO - Epoch [64][1400/1853] lr: 3.616e-06, eta: 0:05:16, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8516, top5_acc: 0.9508, loss_cls: 0.4945, loss: 0.4945, grad_norm: 2.5402 2021-05-07 12:15:03,881 - mmaction - INFO - Epoch [64][1420/1853] lr: 3.304e-06, eta: 0:05:02, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8539, top5_acc: 0.9367, loss_cls: 0.5069, loss: 0.5069, grad_norm: 2.4663 2021-05-07 12:15:17,187 - mmaction - INFO - Epoch [64][1440/1853] lr: 3.007e-06, eta: 0:04:48, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8461, top5_acc: 0.9484, loss_cls: 0.4932, loss: 0.4932, grad_norm: 2.6941 2021-05-07 12:15:30,461 - mmaction - INFO - Epoch [64][1460/1853] lr: 2.723e-06, eta: 0:04:34, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8609, top5_acc: 0.9359, loss_cls: 0.5098, loss: 0.5098, grad_norm: 2.4578 2021-05-07 12:15:43,716 - mmaction - INFO - Epoch [64][1480/1853] lr: 2.454e-06, eta: 0:04:20, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9523, loss_cls: 0.4697, loss: 0.4697, grad_norm: 2.4447 2021-05-07 12:15:57,009 - mmaction - INFO - Epoch [64][1500/1853] lr: 2.199e-06, eta: 0:04:06, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8484, top5_acc: 0.9578, loss_cls: 0.4637, loss: 0.4637, grad_norm: 2.5960 2021-05-07 12:16:10,292 - mmaction - INFO - Epoch [64][1520/1853] lr: 1.957e-06, eta: 0:03:52, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8469, top5_acc: 0.9492, loss_cls: 0.4997, loss: 0.4997, grad_norm: 2.6400 2021-05-07 12:16:23,596 - mmaction - INFO - Epoch [64][1540/1853] lr: 1.730e-06, eta: 0:03:38, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8633, top5_acc: 0.9547, loss_cls: 0.4629, loss: 0.4629, grad_norm: 2.4394 2021-05-07 12:16:36,860 - mmaction - INFO - Epoch [64][1560/1853] lr: 1.516e-06, eta: 0:03:24, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8438, top5_acc: 0.9375, loss_cls: 0.5160, loss: 0.5160, grad_norm: 2.5426 2021-05-07 12:16:50,141 - mmaction - INFO - Epoch [64][1580/1853] lr: 1.317e-06, eta: 0:03:10, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8617, top5_acc: 0.9531, loss_cls: 0.4664, loss: 0.4664, grad_norm: 2.3773 2021-05-07 12:17:03,434 - mmaction - INFO - Epoch [64][1600/1853] lr: 1.132e-06, eta: 0:02:56, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8688, top5_acc: 0.9547, loss_cls: 0.4522, loss: 0.4522, grad_norm: 2.3527 2021-05-07 12:17:16,727 - mmaction - INFO - Epoch [64][1620/1853] lr: 9.606e-07, eta: 0:02:42, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8555, top5_acc: 0.9477, loss_cls: 0.4848, loss: 0.4848, grad_norm: 2.4262 2021-05-07 12:17:29,985 - mmaction - INFO - Epoch [64][1640/1853] lr: 8.034e-07, eta: 0:02:28, time: 0.664, data_time: 0.002, memory: 5809, top1_acc: 0.8625, top5_acc: 0.9523, loss_cls: 0.4231, loss: 0.4231, grad_norm: 2.3274 2021-05-07 12:17:43,268 - mmaction - INFO - Epoch [64][1660/1853] lr: 6.603e-07, eta: 0:02:14, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8648, top5_acc: 0.9523, loss_cls: 0.4342, loss: 0.4342, grad_norm: 2.2137 2021-05-07 12:17:56,538 - mmaction - INFO - Epoch [64][1680/1853] lr: 5.312e-07, eta: 0:02:00, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8641, top5_acc: 0.9500, loss_cls: 0.4566, loss: 0.4566, grad_norm: 2.4698 2021-05-07 12:18:09,780 - mmaction - INFO - Epoch [64][1700/1853] lr: 4.161e-07, eta: 0:01:46, time: 0.662, data_time: 0.001, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9547, loss_cls: 0.4557, loss: 0.4557, grad_norm: 2.4084 2021-05-07 12:18:23,083 - mmaction - INFO - Epoch [64][1720/1853] lr: 3.150e-07, eta: 0:01:32, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8500, top5_acc: 0.9398, loss_cls: 0.4974, loss: 0.4974, grad_norm: 2.3986 2021-05-07 12:18:36,375 - mmaction - INFO - Epoch [64][1740/1853] lr: 2.280e-07, eta: 0:01:18, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8570, top5_acc: 0.9469, loss_cls: 0.4954, loss: 0.4954, grad_norm: 2.4225 2021-05-07 12:18:49,643 - mmaction - INFO - Epoch [64][1760/1853] lr: 1.550e-07, eta: 0:01:04, time: 0.664, data_time: 0.001, memory: 5809, top1_acc: 0.8734, top5_acc: 0.9539, loss_cls: 0.4279, loss: 0.4279, grad_norm: 2.2790 2021-05-07 12:19:02,967 - mmaction - INFO - Epoch [64][1780/1853] lr: 9.607e-08, eta: 0:00:51, time: 0.666, data_time: 0.001, memory: 5809, top1_acc: 0.8523, top5_acc: 0.9414, loss_cls: 0.5073, loss: 0.5073, grad_norm: 2.5569 2021-05-07 12:19:16,234 - mmaction - INFO - Epoch [64][1800/1853] lr: 5.116e-08, eta: 0:00:37, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8789, top5_acc: 0.9500, loss_cls: 0.4424, loss: 0.4424, grad_norm: 2.3271 2021-05-07 12:19:29,494 - mmaction - INFO - Epoch [64][1820/1853] lr: 2.028e-08, eta: 0:00:23, time: 0.663, data_time: 0.001, memory: 5809, top1_acc: 0.8586, top5_acc: 0.9453, loss_cls: 0.4744, loss: 0.4744, grad_norm: 2.3885 2021-05-07 12:19:42,795 - mmaction - INFO - Epoch [64][1840/1853] lr: 3.439e-09, eta: 0:00:09, time: 0.665, data_time: 0.001, memory: 5809, top1_acc: 0.8422, top5_acc: 0.9359, loss_cls: 0.5231, loss: 0.5231, grad_norm: 2.4944 2021-05-07 12:19:52,868 - mmaction - INFO - Saving checkpoint at 64 epochs 2021-05-07 12:21:58,738 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-05-07 12:21:58,768 - mmaction - INFO - top1_acc 0.9644 top5_acc 0.9982 2021-05-07 12:21:58,768 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-05-07 12:21:58,777 - mmaction - INFO - mean_acc 0.9605 2021-05-07 12:21:59,151 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. 2021-05-07 12:21:59,151 - mmaction - INFO - Best top1_acc is 0.9644 at 64 epoch. 2021-05-07 12:21:59,154 - mmaction - INFO - Epoch(val) [64][1853] top1_acc: 0.9644, top5_acc: 0.9982, mean_class_accuracy: 0.9605 2021-05-07 12:22:00,162 - mmaction - INFO - Warning: test_best set as True, but is not applicable (eval_hook.best_ckpt_path is None) 2021-05-07 12:23:55,812 - mmaction - INFO - Testing results of the last checkpoint 2021-05-07 12:23:55,813 - mmaction - INFO - top1_acc: 0.9644 2021-05-07 12:23:55,813 - mmaction - INFO - top5_acc: 0.9982 2021-05-07 12:23:55,813 - mmaction - INFO - mean_class_accuracy: 0.9605