2021-04-05 06:13:20,648 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: TITAN Xp CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.2.0 MMCV Compiler: GCC 5.3 MMCV CUDA Compiler: 9.0 MMAction2: 0.7.0+a68499b ------------------------------------------------------------ 2021-04-05 06:13:20,654 - mmaction - INFO - Distributed training: True 2021-04-05 06:13:20,654 - mmaction - INFO - Config: /mnt/lustre/duanhaodong1/mmaction2_res/configs/release/ntu60_cs_limb_0404.py model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained=None, in_channels=17, base_channels=32, num_stages=3, out_indices=(2, ), stage_blocks=(4, 6, 3), conv1_stride_s=1, pool1_stride_s=1, inflate=(0, 1, 1), spatial_strides=(2, 2, 2), temporal_strides=(1, 1, 2), dilations=(1, 1, 1)), cls_head=dict( type='I3DHead', in_channels=512, num_classes=60, spatial_type='avg', dropout_ratio=0.5)) train_cfg = dict() test_cfg = dict(average_clips='prob') dataset_type = 'PoseDataset' ann_file_train = 'data/mmntu/train_60.pkl' ann_file_val = 'data/mmntu/val_60.pkl' left=[1, 3, 5, 7, 9, 11, 13, 15] right=[2, 4, 6, 8, 10, 12, 14, 16] skeletons = [[0, 5], [0, 6], [5, 7], [7, 9], [6, 8], [8, 10], [5, 11], [11, 13], [13, 15], [6, 12], [12, 14], [14, 16], [0, 1], [0, 2], [1, 3], [2, 4], [11, 12]] train_pipeline = [ dict(type='UniformSampleFrames', clip_len=48), dict(type='PoseDecode'), dict(type='PoseCompact', hw_ratio=1., allow_imgpad=True), dict(type='Resize', scale=(-1, 64)), dict(type='RandomResizedCrop', area_range=(0.56, 1.0)), dict(type='Resize', scale=(56, 56), keep_ratio=False), dict(type='Flip', flip_ratio=0.5, left=left, right=right), dict(type='GeneratePoseTarget', sigma=0.6, use_score=True, with_kp=False, with_limb=True, skeletons=skeletons), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict(type='UniformSampleFrames', clip_len=48, num_clips=1, test_mode=True), dict(type='PoseDecode'), dict(type='PoseCompact', hw_ratio=1., allow_imgpad=True), dict(type='Resize', scale=(-1, 64)), dict(type='CenterCrop', crop_size=64), dict(type='GeneratePoseTarget', sigma=0.6, use_score=True, with_kp=False, with_limb=True, skeletons=skeletons), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict(type='UniformSampleFrames', clip_len=48, num_clips=10, test_mode=True), dict(type='PoseDecode'), dict(type='PoseCompact', hw_ratio=1., allow_imgpad=True), dict(type='Resize', scale=(-1, 64)), dict(type='CenterCrop', crop_size=64), dict(type='GeneratePoseTarget', sigma=0.6, use_score=True, with_kp=False, with_limb=True, skeletons=skeletons, double=True, left=left, right=right), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=16, workers_per_gpu=4, train=dict( type='RepeatDataset', times=10, dataset=dict( type=dataset_type, ann_file=ann_file_train, data_prefix="", pipeline=train_pipeline)), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix="", pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_val, data_prefix="", pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.4, momentum=0.9, weight_decay=0.0003) # this lr is used for 16 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='CosineAnnealing', by_epoch=False, min_lr=0) total_epochs = 24 checkpoint_config = dict(interval=1) workflow = [('train', 1)] evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/release/ntu60_cs_limb_0404' load_from = None resume_from = None find_unused_parameters = False 2021-04-05 06:13:24,454 - mmaction - INFO - 40090 videos remain after valid thresholding 2021-04-05 06:13:30,862 - mmaction - INFO - 16487 videos remain after valid thresholding 2021-04-05 06:13:30,871 - mmaction - INFO - Start running, host: duanhaodong1@SH-IDC2-172-20-20-69, work_dir: /mnt/lustre/duanhaodong1/mmaction2_res/work_dirs/release/ntu60_cs_limb_0404 2021-04-05 06:13:30,871 - mmaction - INFO - workflow: [('train', 1)], max: 24 epochs 2021-04-05 06:14:53,156 - mmaction - INFO - Epoch [1][20/1567] lr: 4.000e-01, eta: 1 day, 18:51:26, time: 4.105, data_time: 1.783, memory: 9526, top1_acc: 0.0297, top5_acc: 0.1316, loss_cls: 4.0602, loss: 4.0602, grad_norm: 0.6863 2021-04-05 06:15:37,263 - mmaction - INFO - Epoch [1][40/1567] lr: 4.000e-01, eta: 1 day, 8:56:22, time: 2.208, data_time: 0.008, memory: 9526, top1_acc: 0.0449, top5_acc: 0.1812, loss_cls: 3.8959, loss: 3.8959, grad_norm: 0.5609 2021-04-05 06:16:21,876 - mmaction - INFO - Epoch [1][60/1567] lr: 4.000e-01, eta: 1 day, 5:42:10, time: 2.230, data_time: 0.006, memory: 9526, top1_acc: 0.0684, top5_acc: 0.2309, loss_cls: 3.6967, loss: 3.6967, grad_norm: 0.5434 2021-04-05 06:17:05,468 - mmaction - INFO - Epoch [1][80/1567] lr: 4.000e-01, eta: 1 day, 3:56:38, time: 2.179, data_time: 0.006, memory: 9526, top1_acc: 0.0881, top5_acc: 0.3156, loss_cls: 3.4373, loss: 3.4373, grad_norm: 0.5724 2021-04-05 06:17:46,708 - mmaction - INFO - Epoch [1][100/1567] lr: 4.000e-01, eta: 1 day, 2:38:28, time: 2.063, data_time: 0.407, memory: 9526, top1_acc: 0.1207, top5_acc: 0.4197, loss_cls: 3.1581, loss: 3.1581, grad_norm: 0.6118 2021-04-05 06:18:30,675 - mmaction - INFO - Epoch [1][120/1567] lr: 4.000e-01, eta: 1 day, 2:00:36, time: 2.202, data_time: 0.591, memory: 9526, top1_acc: 0.1605, top5_acc: 0.5227, loss_cls: 2.8893, loss: 2.8893, grad_norm: 0.6944 2021-04-05 06:19:12,817 - mmaction - INFO - Epoch [1][140/1567] lr: 4.000e-01, eta: 1 day, 1:24:59, time: 2.108, data_time: 0.034, memory: 9526, top1_acc: 0.1887, top5_acc: 0.5820, loss_cls: 2.7274, loss: 2.7274, grad_norm: 0.7628 2021-04-05 06:19:58,449 - mmaction - INFO - Epoch [1][160/1567] lr: 4.000e-01, eta: 1 day, 1:11:29, time: 2.280, data_time: 0.002, memory: 9526, top1_acc: 0.2084, top5_acc: 0.6018, loss_cls: 2.6596, loss: 2.6596, grad_norm: 0.7659 2021-04-05 06:20:40,006 - mmaction - INFO - Epoch [1][180/1567] lr: 4.000e-01, eta: 1 day, 0:46:36, time: 2.074, data_time: 0.003, memory: 9526, top1_acc: 0.2465, top5_acc: 0.6732, loss_cls: 2.4930, loss: 2.4930, grad_norm: 0.7052 2021-04-05 06:21:26,792 - mmaction - INFO - Epoch [1][200/1567] lr: 4.000e-01, eta: 1 day, 0:43:16, time: 2.342, data_time: 0.008, memory: 9526, top1_acc: 0.2791, top5_acc: 0.7285, loss_cls: 2.3317, loss: 2.3317, grad_norm: 0.7484 2021-04-05 06:22:09,767 - mmaction - INFO - Epoch [1][220/1567] lr: 4.000e-01, eta: 1 day, 0:29:31, time: 2.150, data_time: 0.003, memory: 9526, top1_acc: 0.3088, top5_acc: 0.7607, loss_cls: 2.2191, loss: 2.2191, grad_norm: 0.8003 2021-04-05 06:22:53,028 - mmaction - INFO - Epoch [1][240/1567] lr: 4.000e-01, eta: 1 day, 0:18:26, time: 2.160, data_time: 0.002, memory: 9526, top1_acc: 0.3416, top5_acc: 0.7836, loss_cls: 2.1117, loss: 2.1117, grad_norm: 0.7551 2021-04-05 06:23:38,827 - mmaction - INFO - Epoch [1][260/1567] lr: 4.000e-01, eta: 1 day, 0:15:18, time: 2.292, data_time: 0.005, memory: 9526, top1_acc: 0.3592, top5_acc: 0.8057, loss_cls: 2.0205, loss: 2.0205, grad_norm: 0.8056 2021-04-05 06:24:23,507 - mmaction - INFO - Epoch [1][280/1567] lr: 3.999e-01, eta: 1 day, 0:09:54, time: 2.234, data_time: 0.002, memory: 9526, top1_acc: 0.3992, top5_acc: 0.8371, loss_cls: 1.8795, loss: 1.8795, grad_norm: 0.8012 2021-04-05 06:25:07,680 - mmaction - INFO - Epoch [1][300/1567] lr: 3.999e-01, eta: 1 day, 0:04:04, time: 2.209, data_time: 0.003, memory: 9526, top1_acc: 0.4037, top5_acc: 0.8412, loss_cls: 1.8535, loss: 1.8535, grad_norm: 0.8286 2021-04-05 06:25:51,454 - mmaction - INFO - Epoch [1][320/1567] lr: 3.999e-01, eta: 23:58:06, time: 2.189, data_time: 0.003, memory: 9526, top1_acc: 0.4127, top5_acc: 0.8430, loss_cls: 1.8250, loss: 1.8250, grad_norm: 0.8683 2021-04-05 06:26:36,963 - mmaction - INFO - Epoch [1][340/1567] lr: 3.999e-01, eta: 23:55:55, time: 2.276, data_time: 0.002, memory: 9526, top1_acc: 0.4303, top5_acc: 0.8461, loss_cls: 1.8118, loss: 1.8118, grad_norm: 0.7920 2021-04-05 06:27:21,257 - mmaction - INFO - Epoch [1][360/1567] lr: 3.999e-01, eta: 23:51:47, time: 2.214, data_time: 0.003, memory: 9526, top1_acc: 0.4561, top5_acc: 0.8730, loss_cls: 1.6917, loss: 1.6917, grad_norm: 0.8287 2021-04-05 06:28:04,463 - mmaction - INFO - Epoch [1][380/1567] lr: 3.999e-01, eta: 23:46:14, time: 2.160, data_time: 0.003, memory: 9526, top1_acc: 0.4969, top5_acc: 0.8906, loss_cls: 1.5791, loss: 1.5791, grad_norm: 0.8026 2021-04-05 06:28:45,870 - mmaction - INFO - Epoch [1][400/1567] lr: 3.999e-01, eta: 23:38:27, time: 2.072, data_time: 0.601, memory: 9526, top1_acc: 0.4990, top5_acc: 0.8961, loss_cls: 1.5353, loss: 1.5353, grad_norm: 0.7933 2021-04-05 06:29:29,863 - mmaction - INFO - Epoch [1][420/1567] lr: 3.999e-01, eta: 23:35:02, time: 2.198, data_time: 0.619, memory: 9526, top1_acc: 0.5023, top5_acc: 0.9002, loss_cls: 1.5234, loss: 1.5234, grad_norm: 0.8417 2021-04-05 06:30:15,847 - mmaction - INFO - Epoch [1][440/1567] lr: 3.999e-01, eta: 23:34:46, time: 2.300, data_time: 0.022, memory: 9526, top1_acc: 0.5236, top5_acc: 0.9031, loss_cls: 1.4998, loss: 1.4998, grad_norm: 0.8824 2021-04-05 06:30:58,858 - mmaction - INFO - Epoch [1][460/1567] lr: 3.999e-01, eta: 23:30:25, time: 2.150, data_time: 0.002, memory: 9526, top1_acc: 0.5367, top5_acc: 0.8992, loss_cls: 1.4621, loss: 1.4621, grad_norm: 0.7968 2021-04-05 06:31:44,156 - mmaction - INFO - Epoch [1][480/1567] lr: 3.998e-01, eta: 23:29:21, time: 2.266, data_time: 0.003, memory: 9526, top1_acc: 0.5443, top5_acc: 0.9180, loss_cls: 1.3885, loss: 1.3885, grad_norm: 0.8447 2021-04-05 06:32:28,486 - mmaction - INFO - Epoch [1][500/1567] lr: 3.998e-01, eta: 23:27:03, time: 2.215, data_time: 0.005, memory: 9526, top1_acc: 0.5588, top5_acc: 0.9182, loss_cls: 1.3772, loss: 1.3772, grad_norm: 0.8343 2021-04-05 06:33:12,287 - mmaction - INFO - Epoch [1][520/1567] lr: 3.998e-01, eta: 23:24:15, time: 2.189, data_time: 0.002, memory: 9526, top1_acc: 0.5850, top5_acc: 0.9266, loss_cls: 1.2995, loss: 1.2995, grad_norm: 0.8051 2021-04-05 06:33:57,793 - mmaction - INFO - Epoch [1][540/1567] lr: 3.998e-01, eta: 23:23:36, time: 2.276, data_time: 0.003, memory: 9526, top1_acc: 0.5938, top5_acc: 0.9293, loss_cls: 1.2469, loss: 1.2469, grad_norm: 0.7622 2021-04-05 06:34:39,613 - mmaction - INFO - Epoch [1][560/1567] lr: 3.998e-01, eta: 23:18:50, time: 2.090, data_time: 0.002, memory: 9526, top1_acc: 0.6051, top5_acc: 0.9332, loss_cls: 1.2307, loss: 1.2307, grad_norm: 0.7506 2021-04-05 06:35:24,726 - mmaction - INFO - Epoch [1][580/1567] lr: 3.998e-01, eta: 23:17:49, time: 2.253, data_time: 0.003, memory: 9526, top1_acc: 0.6053, top5_acc: 0.9234, loss_cls: 1.2521, loss: 1.2521, grad_norm: 0.8820 2021-04-05 06:36:10,613 - mmaction - INFO - Epoch [1][600/1567] lr: 3.997e-01, eta: 23:17:41, time: 2.295, data_time: 0.007, memory: 9526, top1_acc: 0.6078, top5_acc: 0.9305, loss_cls: 1.2191, loss: 1.2191, grad_norm: 0.8295 2021-04-05 06:36:54,601 - mmaction - INFO - Epoch [1][620/1567] lr: 3.997e-01, eta: 23:15:37, time: 2.200, data_time: 0.005, memory: 9526, top1_acc: 0.6066, top5_acc: 0.9340, loss_cls: 1.1975, loss: 1.1975, grad_norm: 0.7764 2021-04-05 06:37:39,671 - mmaction - INFO - Epoch [1][640/1567] lr: 3.997e-01, eta: 23:14:38, time: 2.253, data_time: 0.015, memory: 9526, top1_acc: 0.6266, top5_acc: 0.9359, loss_cls: 1.1632, loss: 1.1632, grad_norm: 0.7583 2021-04-05 06:38:20,572 - mmaction - INFO - Epoch [1][660/1567] lr: 3.997e-01, eta: 23:09:46, time: 2.043, data_time: 0.007, memory: 9526, top1_acc: 0.6201, top5_acc: 0.9355, loss_cls: 1.1664, loss: 1.1664, grad_norm: 0.7702 2021-04-05 06:39:01,830 - mmaction - INFO - Epoch [1][680/1567] lr: 3.997e-01, eta: 23:05:35, time: 2.067, data_time: 0.007, memory: 9526, top1_acc: 0.6260, top5_acc: 0.9465, loss_cls: 1.1368, loss: 1.1368, grad_norm: 0.8266 2021-04-05 06:39:46,899 - mmaction - INFO - Epoch [1][700/1567] lr: 3.997e-01, eta: 23:04:52, time: 2.253, data_time: 0.003, memory: 9526, top1_acc: 0.6400, top5_acc: 0.9424, loss_cls: 1.1051, loss: 1.1051, grad_norm: 0.7856 2021-04-05 06:40:30,174 - mmaction - INFO - Epoch [1][720/1567] lr: 3.996e-01, eta: 23:02:38, time: 2.164, data_time: 0.008, memory: 9526, top1_acc: 0.6527, top5_acc: 0.9506, loss_cls: 1.0713, loss: 1.0713, grad_norm: 0.7581 2021-04-05 06:41:18,240 - mmaction - INFO - Epoch [1][740/1567] lr: 3.996e-01, eta: 23:04:26, time: 2.403, data_time: 0.002, memory: 9526, top1_acc: 0.6498, top5_acc: 0.9459, loss_cls: 1.0775, loss: 1.0775, grad_norm: 0.7393 2021-04-05 06:42:01,967 - mmaction - INFO - Epoch [1][760/1567] lr: 3.996e-01, eta: 23:02:36, time: 2.185, data_time: 0.002, memory: 9526, top1_acc: 0.6736, top5_acc: 0.9568, loss_cls: 1.0072, loss: 1.0072, grad_norm: 0.7332 2021-04-05 06:42:44,132 - mmaction - INFO - Epoch [1][780/1567] lr: 3.996e-01, eta: 22:59:34, time: 2.107, data_time: 0.004, memory: 9526, top1_acc: 0.6635, top5_acc: 0.9547, loss_cls: 1.0208, loss: 1.0208, grad_norm: 0.7779 2021-04-05 06:43:29,379 - mmaction - INFO - Epoch [1][800/1567] lr: 3.996e-01, eta: 22:59:03, time: 2.262, data_time: 0.451, memory: 9526, top1_acc: 0.6432, top5_acc: 0.9516, loss_cls: 1.0737, loss: 1.0737, grad_norm: 0.8564 2021-04-05 06:44:12,665 - mmaction - INFO - Epoch [1][820/1567] lr: 3.995e-01, eta: 22:57:05, time: 2.166, data_time: 0.043, memory: 9526, top1_acc: 0.6654, top5_acc: 0.9563, loss_cls: 1.0205, loss: 1.0205, grad_norm: 0.7824 2021-04-05 06:44:53,856 - mmaction - INFO - Epoch [1][840/1567] lr: 3.995e-01, eta: 22:53:37, time: 2.061, data_time: 0.003, memory: 9526, top1_acc: 0.6895, top5_acc: 0.9537, loss_cls: 0.9721, loss: 0.9721, grad_norm: 0.7210 2021-04-05 06:45:38,980 - mmaction - INFO - Epoch [1][860/1567] lr: 3.995e-01, eta: 22:53:05, time: 2.256, data_time: 0.702, memory: 9526, top1_acc: 0.6857, top5_acc: 0.9594, loss_cls: 0.9609, loss: 0.9609, grad_norm: 0.7564 2021-04-05 06:46:22,215 - mmaction - INFO - Epoch [1][880/1567] lr: 3.995e-01, eta: 22:51:08, time: 2.156, data_time: 1.231, memory: 9526, top1_acc: 0.6959, top5_acc: 0.9578, loss_cls: 0.9500, loss: 0.9500, grad_norm: 0.7557 2021-04-05 06:47:08,206 - mmaction - INFO - Epoch [1][900/1567] lr: 3.994e-01, eta: 22:51:17, time: 2.306, data_time: 0.566, memory: 9526, top1_acc: 0.6830, top5_acc: 0.9629, loss_cls: 0.9705, loss: 0.9705, grad_norm: 0.8189 2021-04-05 06:47:51,541 - mmaction - INFO - Epoch [1][920/1567] lr: 3.994e-01, eta: 22:49:32, time: 2.165, data_time: 0.418, memory: 9526, top1_acc: 0.6801, top5_acc: 0.9602, loss_cls: 0.9723, loss: 0.9723, grad_norm: 0.7620 2021-04-05 06:48:37,281 - mmaction - INFO - Epoch [1][940/1567] lr: 3.994e-01, eta: 22:49:22, time: 2.285, data_time: 0.090, memory: 9526, top1_acc: 0.6822, top5_acc: 0.9648, loss_cls: 0.9498, loss: 0.9498, grad_norm: 0.7654 2021-04-05 06:49:20,863 - mmaction - INFO - Epoch [1][960/1567] lr: 3.994e-01, eta: 22:47:52, time: 2.182, data_time: 0.034, memory: 9526, top1_acc: 0.7066, top5_acc: 0.9625, loss_cls: 0.9039, loss: 0.9039, grad_norm: 0.7278 2021-04-05 06:50:03,475 - mmaction - INFO - Epoch [1][980/1567] lr: 3.993e-01, eta: 22:45:43, time: 2.126, data_time: 1.089, memory: 9526, top1_acc: 0.7074, top5_acc: 0.9588, loss_cls: 0.9179, loss: 0.9179, grad_norm: 0.7406 2021-04-05 06:50:52,414 - mmaction - INFO - Epoch [1][1000/1567] lr: 3.993e-01, eta: 22:47:34, time: 2.449, data_time: 0.197, memory: 9526, top1_acc: 0.6945, top5_acc: 0.9600, loss_cls: 0.9516, loss: 0.9516, grad_norm: 0.7991 2021-04-05 06:51:32,215 - mmaction - INFO - Epoch [1][1020/1567] lr: 3.993e-01, eta: 22:43:50, time: 1.992, data_time: 0.004, memory: 9526, top1_acc: 0.6980, top5_acc: 0.9605, loss_cls: 0.9128, loss: 0.9128, grad_norm: 0.7549 2021-04-05 06:52:14,943 - mmaction - INFO - Epoch [1][1040/1567] lr: 3.992e-01, eta: 22:41:53, time: 2.134, data_time: 0.093, memory: 9526, top1_acc: 0.7135, top5_acc: 0.9625, loss_cls: 0.8830, loss: 0.8830, grad_norm: 0.7528 2021-04-05 06:53:00,313 - mmaction - INFO - Epoch [1][1060/1567] lr: 3.992e-01, eta: 22:41:34, time: 2.272, data_time: 0.130, memory: 9526, top1_acc: 0.7145, top5_acc: 0.9662, loss_cls: 0.8899, loss: 0.8899, grad_norm: 0.7502 2021-04-05 06:53:44,769 - mmaction - INFO - Epoch [1][1080/1567] lr: 3.992e-01, eta: 22:40:38, time: 2.219, data_time: 0.467, memory: 9526, top1_acc: 0.7162, top5_acc: 0.9666, loss_cls: 0.8578, loss: 0.8578, grad_norm: 0.7388 2021-04-05 06:54:29,566 - mmaction - INFO - Epoch [1][1100/1567] lr: 3.992e-01, eta: 22:39:58, time: 2.242, data_time: 0.259, memory: 9526, top1_acc: 0.7088, top5_acc: 0.9623, loss_cls: 0.8841, loss: 0.8841, grad_norm: 0.7532 2021-04-05 06:55:14,543 - mmaction - INFO - Epoch [1][1120/1567] lr: 3.991e-01, eta: 22:39:23, time: 2.250, data_time: 0.163, memory: 9526, top1_acc: 0.7084, top5_acc: 0.9660, loss_cls: 0.8806, loss: 0.8806, grad_norm: 0.7165 2021-04-05 06:55:57,701 - mmaction - INFO - Epoch [1][1140/1567] lr: 3.991e-01, eta: 22:37:49, time: 2.158, data_time: 0.634, memory: 9526, top1_acc: 0.7248, top5_acc: 0.9652, loss_cls: 0.8420, loss: 0.8420, grad_norm: 0.7190 2021-04-05 06:56:42,586 - mmaction - INFO - Epoch [1][1160/1567] lr: 3.991e-01, eta: 22:37:10, time: 2.243, data_time: 0.297, memory: 9526, top1_acc: 0.7195, top5_acc: 0.9703, loss_cls: 0.8473, loss: 0.8473, grad_norm: 0.7524 2021-04-05 06:57:24,122 - mmaction - INFO - Epoch [1][1180/1567] lr: 3.990e-01, eta: 22:34:48, time: 2.077, data_time: 0.040, memory: 9526, top1_acc: 0.7252, top5_acc: 0.9693, loss_cls: 0.8231, loss: 0.8231, grad_norm: 0.7306 2021-04-05 06:58:09,444 - mmaction - INFO - Epoch [1][1200/1567] lr: 3.990e-01, eta: 22:34:24, time: 2.264, data_time: 0.148, memory: 9526, top1_acc: 0.7168, top5_acc: 0.9600, loss_cls: 0.8655, loss: 0.8655, grad_norm: 0.7590 2021-04-05 06:58:53,953 - mmaction - INFO - Epoch [1][1220/1567] lr: 3.990e-01, eta: 22:33:36, time: 2.228, data_time: 0.068, memory: 9526, top1_acc: 0.7230, top5_acc: 0.9680, loss_cls: 0.8599, loss: 0.8599, grad_norm: 0.7786 2021-04-05 06:59:40,344 - mmaction - INFO - Epoch [1][1240/1567] lr: 3.989e-01, eta: 22:33:43, time: 2.320, data_time: 0.002, memory: 9526, top1_acc: 0.7293, top5_acc: 0.9662, loss_cls: 0.8364, loss: 0.8364, grad_norm: 0.7096 2021-04-05 07:00:22,599 - mmaction - INFO - Epoch [1][1260/1567] lr: 3.989e-01, eta: 22:31:49, time: 2.113, data_time: 0.002, memory: 9526, top1_acc: 0.7404, top5_acc: 0.9693, loss_cls: 0.8025, loss: 0.8025, grad_norm: 0.7135 2021-04-05 07:01:06,311 - mmaction - INFO - Epoch [1][1280/1567] lr: 3.989e-01, eta: 22:30:36, time: 2.182, data_time: 0.007, memory: 9526, top1_acc: 0.7451, top5_acc: 0.9732, loss_cls: 0.7672, loss: 0.7672, grad_norm: 0.7337 2021-04-05 07:01:51,288 - mmaction - INFO - Epoch [1][1300/1567] lr: 3.988e-01, eta: 22:30:01, time: 2.248, data_time: 0.014, memory: 9526, top1_acc: 0.7369, top5_acc: 0.9705, loss_cls: 0.8008, loss: 0.8008, grad_norm: 0.7180 2021-04-05 07:02:35,348 - mmaction - INFO - Epoch [1][1320/1567] lr: 3.988e-01, eta: 22:29:02, time: 2.205, data_time: 0.006, memory: 9526, top1_acc: 0.7367, top5_acc: 0.9707, loss_cls: 0.7877, loss: 0.7877, grad_norm: 0.7700 2021-04-05 07:03:19,019 - mmaction - INFO - Epoch [1][1340/1567] lr: 3.988e-01, eta: 22:27:52, time: 2.183, data_time: 0.004, memory: 9526, top1_acc: 0.7367, top5_acc: 0.9678, loss_cls: 0.8243, loss: 0.8243, grad_norm: 0.7957 2021-04-05 07:04:02,209 - mmaction - INFO - Epoch [1][1360/1567] lr: 3.987e-01, eta: 22:26:30, time: 2.160, data_time: 0.006, memory: 9526, top1_acc: 0.7268, top5_acc: 0.9680, loss_cls: 0.8191, loss: 0.8191, grad_norm: 0.7319 2021-04-05 07:04:43,759 - mmaction - INFO - Epoch [1][1380/1567] lr: 3.987e-01, eta: 22:24:27, time: 2.079, data_time: 0.003, memory: 9526, top1_acc: 0.7496, top5_acc: 0.9744, loss_cls: 0.7622, loss: 0.7622, grad_norm: 0.7053 2021-04-05 07:05:31,120 - mmaction - INFO - Epoch [1][1400/1567] lr: 3.986e-01, eta: 22:24:56, time: 2.368, data_time: 0.003, memory: 9526, top1_acc: 0.7289, top5_acc: 0.9689, loss_cls: 0.8211, loss: 0.8211, grad_norm: 0.7730 2021-04-05 07:06:14,719 - mmaction - INFO - Epoch [1][1420/1567] lr: 3.986e-01, eta: 22:23:44, time: 2.177, data_time: 0.003, memory: 9526, top1_acc: 0.7396, top5_acc: 0.9717, loss_cls: 0.7896, loss: 0.7896, grad_norm: 0.7236 2021-04-05 07:06:56,237 - mmaction - INFO - Epoch [1][1440/1567] lr: 3.986e-01, eta: 22:21:44, time: 2.077, data_time: 0.006, memory: 9526, top1_acc: 0.7457, top5_acc: 0.9744, loss_cls: 0.7547, loss: 0.7547, grad_norm: 0.7267 2021-04-05 07:07:43,139 - mmaction - INFO - Epoch [1][1460/1567] lr: 3.985e-01, eta: 22:22:00, time: 2.348, data_time: 0.021, memory: 9526, top1_acc: 0.7428, top5_acc: 0.9697, loss_cls: 0.7807, loss: 0.7807, grad_norm: 0.7639 2021-04-05 07:08:25,449 - mmaction - INFO - Epoch [1][1480/1567] lr: 3.985e-01, eta: 22:20:20, time: 2.114, data_time: 0.001, memory: 9526, top1_acc: 0.7516, top5_acc: 0.9740, loss_cls: 0.7503, loss: 0.7503, grad_norm: 0.7195 2021-04-05 07:09:14,707 - mmaction - INFO - Epoch [1][1500/1567] lr: 3.984e-01, eta: 22:21:29, time: 2.462, data_time: 0.003, memory: 9526, top1_acc: 0.7586, top5_acc: 0.9762, loss_cls: 0.7384, loss: 0.7384, grad_norm: 0.6953 2021-04-05 07:09:57,466 - mmaction - INFO - Epoch [1][1520/1567] lr: 3.984e-01, eta: 22:20:01, time: 2.137, data_time: 0.006, memory: 9526, top1_acc: 0.7633, top5_acc: 0.9744, loss_cls: 0.7346, loss: 0.7346, grad_norm: 0.6791 2021-04-05 07:10:44,226 - mmaction - INFO - Epoch [1][1540/1567] lr: 3.983e-01, eta: 22:20:06, time: 2.334, data_time: 0.005, memory: 9526, top1_acc: 0.7469, top5_acc: 0.9738, loss_cls: 0.7478, loss: 0.7478, grad_norm: 0.7464 2021-04-05 07:11:26,084 - mmaction - INFO - Epoch [1][1560/1567] lr: 3.983e-01, eta: 22:18:21, time: 2.099, data_time: 0.008, memory: 9526, top1_acc: 0.7588, top5_acc: 0.9740, loss_cls: 0.7452, loss: 0.7452, grad_norm: 0.7523 2021-04-05 07:11:33,149 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-04-05 07:14:05,619 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 07:14:05,701 - mmaction - INFO - top1_acc 0.5372 top5_acc 0.8842 2021-04-05 07:14:05,701 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 07:14:05,728 - mmaction - INFO - mean_acc 0.5367 2021-04-05 07:14:05,729 - mmaction - INFO - Now best checkpoint is epoch_1.pth 2021-04-05 07:14:05,758 - mmaction - INFO - Epoch(val) [1][1567] top1_acc: 0.5372, top5_acc: 0.8842, mean_class_accuracy: 0.5367 2021-04-05 07:15:21,165 - mmaction - INFO - Epoch [2][20/1567] lr: 3.982e-01, eta: 22:23:07, time: 3.769, data_time: 2.200, memory: 9526, top1_acc: 0.7180, top5_acc: 0.9680, loss_cls: 0.8824, loss: 0.8824, grad_norm: 0.8353 2021-04-05 07:16:06,428 - mmaction - INFO - Epoch [2][40/1567] lr: 3.982e-01, eta: 22:22:33, time: 2.260, data_time: 0.546, memory: 9526, top1_acc: 0.7377, top5_acc: 0.9719, loss_cls: 0.7801, loss: 0.7801, grad_norm: 0.7313 2021-04-05 07:16:50,477 - mmaction - INFO - Epoch [2][60/1567] lr: 3.982e-01, eta: 22:21:34, time: 2.205, data_time: 0.339, memory: 9526, top1_acc: 0.7371, top5_acc: 0.9697, loss_cls: 0.8007, loss: 0.8007, grad_norm: 0.7572 2021-04-05 07:17:32,147 - mmaction - INFO - Epoch [2][80/1567] lr: 3.981e-01, eta: 22:19:41, time: 2.082, data_time: 0.105, memory: 9526, top1_acc: 0.7551, top5_acc: 0.9756, loss_cls: 0.7413, loss: 0.7413, grad_norm: 0.7113 2021-04-05 07:18:16,140 - mmaction - INFO - Epoch [2][100/1567] lr: 3.981e-01, eta: 22:18:42, time: 2.201, data_time: 0.004, memory: 9526, top1_acc: 0.7480, top5_acc: 0.9729, loss_cls: 0.7474, loss: 0.7474, grad_norm: 0.7363 2021-04-05 07:19:02,148 - mmaction - INFO - Epoch [2][120/1567] lr: 3.980e-01, eta: 22:18:24, time: 2.298, data_time: 0.002, memory: 9526, top1_acc: 0.7594, top5_acc: 0.9756, loss_cls: 0.7248, loss: 0.7248, grad_norm: 0.7029 2021-04-05 07:19:45,132 - mmaction - INFO - Epoch [2][140/1567] lr: 3.980e-01, eta: 22:17:03, time: 2.149, data_time: 0.005, memory: 9526, top1_acc: 0.7557, top5_acc: 0.9732, loss_cls: 0.7353, loss: 0.7353, grad_norm: 0.7221 2021-04-05 07:20:28,100 - mmaction - INFO - Epoch [2][160/1567] lr: 3.979e-01, eta: 22:15:43, time: 2.150, data_time: 0.005, memory: 9526, top1_acc: 0.7764, top5_acc: 0.9777, loss_cls: 0.6780, loss: 0.6780, grad_norm: 0.6747 2021-04-05 07:21:12,603 - mmaction - INFO - Epoch [2][180/1567] lr: 3.979e-01, eta: 22:14:55, time: 2.225, data_time: 0.002, memory: 9526, top1_acc: 0.7709, top5_acc: 0.9773, loss_cls: 0.6867, loss: 0.6867, grad_norm: 0.6976 2021-04-05 07:21:56,403 - mmaction - INFO - Epoch [2][200/1567] lr: 3.978e-01, eta: 22:13:53, time: 2.190, data_time: 0.003, memory: 9526, top1_acc: 0.7617, top5_acc: 0.9797, loss_cls: 0.7186, loss: 0.7186, grad_norm: 0.7480 2021-04-05 07:22:41,007 - mmaction - INFO - Epoch [2][220/1567] lr: 3.978e-01, eta: 22:13:06, time: 2.227, data_time: 0.002, memory: 9526, top1_acc: 0.7594, top5_acc: 0.9748, loss_cls: 0.7347, loss: 0.7347, grad_norm: 0.7410 2021-04-05 07:23:24,751 - mmaction - INFO - Epoch [2][240/1567] lr: 3.977e-01, eta: 22:12:04, time: 2.191, data_time: 0.007, memory: 9526, top1_acc: 0.7711, top5_acc: 0.9752, loss_cls: 0.6926, loss: 0.6926, grad_norm: 0.6906 2021-04-05 07:24:08,082 - mmaction - INFO - Epoch [2][260/1567] lr: 3.977e-01, eta: 22:10:54, time: 2.166, data_time: 0.003, memory: 9526, top1_acc: 0.7562, top5_acc: 0.9752, loss_cls: 0.7399, loss: 0.7399, grad_norm: 0.7477 2021-04-05 07:24:54,446 - mmaction - INFO - Epoch [2][280/1567] lr: 3.976e-01, eta: 22:10:43, time: 2.319, data_time: 0.003, memory: 9526, top1_acc: 0.7566, top5_acc: 0.9764, loss_cls: 0.7270, loss: 0.7270, grad_norm: 0.7662 2021-04-05 07:25:38,995 - mmaction - INFO - Epoch [2][300/1567] lr: 3.976e-01, eta: 22:09:56, time: 2.227, data_time: 0.002, memory: 9526, top1_acc: 0.7672, top5_acc: 0.9789, loss_cls: 0.7007, loss: 0.7007, grad_norm: 0.7186 2021-04-05 07:26:23,170 - mmaction - INFO - Epoch [2][320/1567] lr: 3.975e-01, eta: 22:09:01, time: 2.206, data_time: 0.003, memory: 9526, top1_acc: 0.7676, top5_acc: 0.9783, loss_cls: 0.6951, loss: 0.6951, grad_norm: 0.7134 2021-04-05 07:27:05,533 - mmaction - INFO - Epoch [2][340/1567] lr: 3.975e-01, eta: 22:07:34, time: 2.120, data_time: 0.005, memory: 9526, top1_acc: 0.7631, top5_acc: 0.9775, loss_cls: 0.7005, loss: 0.7005, grad_norm: 0.7211 2021-04-05 07:27:49,906 - mmaction - INFO - Epoch [2][360/1567] lr: 3.974e-01, eta: 22:06:45, time: 2.219, data_time: 0.003, memory: 9526, top1_acc: 0.7650, top5_acc: 0.9746, loss_cls: 0.7052, loss: 0.7052, grad_norm: 0.7477 2021-04-05 07:28:32,162 - mmaction - INFO - Epoch [2][380/1567] lr: 3.974e-01, eta: 22:05:17, time: 2.112, data_time: 0.602, memory: 9526, top1_acc: 0.7648, top5_acc: 0.9754, loss_cls: 0.7062, loss: 0.7062, grad_norm: 0.7269 2021-04-05 07:29:17,488 - mmaction - INFO - Epoch [2][400/1567] lr: 3.973e-01, eta: 22:04:46, time: 2.267, data_time: 0.542, memory: 9526, top1_acc: 0.7707, top5_acc: 0.9781, loss_cls: 0.6809, loss: 0.6809, grad_norm: 0.6953 2021-04-05 07:30:04,334 - mmaction - INFO - Epoch [2][420/1567] lr: 3.973e-01, eta: 22:04:41, time: 2.341, data_time: 0.687, memory: 9526, top1_acc: 0.7828, top5_acc: 0.9783, loss_cls: 0.6648, loss: 0.6648, grad_norm: 0.6998 2021-04-05 07:30:47,708 - mmaction - INFO - Epoch [2][440/1567] lr: 3.972e-01, eta: 22:03:35, time: 2.170, data_time: 0.277, memory: 9526, top1_acc: 0.7648, top5_acc: 0.9787, loss_cls: 0.6920, loss: 0.6920, grad_norm: 0.7531 2021-04-05 07:31:31,123 - mmaction - INFO - Epoch [2][460/1567] lr: 3.971e-01, eta: 22:02:29, time: 2.171, data_time: 0.509, memory: 9526, top1_acc: 0.7674, top5_acc: 0.9770, loss_cls: 0.6946, loss: 0.6946, grad_norm: 0.7197 2021-04-05 07:32:15,045 - mmaction - INFO - Epoch [2][480/1567] lr: 3.971e-01, eta: 22:01:33, time: 2.197, data_time: 0.378, memory: 9526, top1_acc: 0.7639, top5_acc: 0.9797, loss_cls: 0.6868, loss: 0.6868, grad_norm: 0.7295 2021-04-05 07:33:00,643 - mmaction - INFO - Epoch [2][500/1567] lr: 3.970e-01, eta: 22:01:04, time: 2.275, data_time: 0.677, memory: 9526, top1_acc: 0.7898, top5_acc: 0.9781, loss_cls: 0.6559, loss: 0.6559, grad_norm: 0.7099 2021-04-05 07:33:43,417 - mmaction - INFO - Epoch [2][520/1567] lr: 3.970e-01, eta: 21:59:49, time: 2.142, data_time: 0.025, memory: 9526, top1_acc: 0.7789, top5_acc: 0.9779, loss_cls: 0.6707, loss: 0.6707, grad_norm: 0.7220 2021-04-05 07:34:26,319 - mmaction - INFO - Epoch [2][540/1567] lr: 3.969e-01, eta: 21:58:36, time: 2.145, data_time: 0.245, memory: 9526, top1_acc: 0.7865, top5_acc: 0.9801, loss_cls: 0.6318, loss: 0.6318, grad_norm: 0.6573 2021-04-05 07:35:13,014 - mmaction - INFO - Epoch [2][560/1567] lr: 3.969e-01, eta: 21:58:27, time: 2.334, data_time: 0.004, memory: 9526, top1_acc: 0.7836, top5_acc: 0.9805, loss_cls: 0.6324, loss: 0.6324, grad_norm: 0.6792 2021-04-05 07:35:56,233 - mmaction - INFO - Epoch [2][580/1567] lr: 3.968e-01, eta: 21:57:20, time: 2.162, data_time: 0.235, memory: 9526, top1_acc: 0.7809, top5_acc: 0.9820, loss_cls: 0.6587, loss: 0.6587, grad_norm: 0.7399 2021-04-05 07:36:39,657 - mmaction - INFO - Epoch [2][600/1567] lr: 3.967e-01, eta: 21:56:17, time: 2.171, data_time: 0.372, memory: 9526, top1_acc: 0.7691, top5_acc: 0.9764, loss_cls: 0.7002, loss: 0.7002, grad_norm: 0.7759 2021-04-05 07:37:21,884 - mmaction - INFO - Epoch [2][620/1567] lr: 3.967e-01, eta: 21:54:54, time: 2.112, data_time: 0.059, memory: 9526, top1_acc: 0.7689, top5_acc: 0.9752, loss_cls: 0.6938, loss: 0.6938, grad_norm: 0.7637 2021-04-05 07:38:05,537 - mmaction - INFO - Epoch [2][640/1567] lr: 3.966e-01, eta: 21:53:55, time: 2.181, data_time: 0.003, memory: 9526, top1_acc: 0.7818, top5_acc: 0.9795, loss_cls: 0.6551, loss: 0.6551, grad_norm: 0.7423 2021-04-05 07:38:49,334 - mmaction - INFO - Epoch [2][660/1567] lr: 3.966e-01, eta: 21:52:58, time: 2.189, data_time: 0.003, memory: 9526, top1_acc: 0.7912, top5_acc: 0.9830, loss_cls: 0.6222, loss: 0.6222, grad_norm: 0.6923 2021-04-05 07:39:34,049 - mmaction - INFO - Epoch [2][680/1567] lr: 3.965e-01, eta: 21:52:17, time: 2.237, data_time: 0.005, memory: 9526, top1_acc: 0.7865, top5_acc: 0.9799, loss_cls: 0.6457, loss: 0.6457, grad_norm: 0.7595 2021-04-05 07:40:18,534 - mmaction - INFO - Epoch [2][700/1567] lr: 3.964e-01, eta: 21:51:32, time: 2.225, data_time: 0.004, memory: 9526, top1_acc: 0.7949, top5_acc: 0.9826, loss_cls: 0.6122, loss: 0.6122, grad_norm: 0.7209 2021-04-05 07:41:04,931 - mmaction - INFO - Epoch [2][720/1567] lr: 3.964e-01, eta: 21:51:16, time: 2.320, data_time: 0.004, memory: 9526, top1_acc: 0.7824, top5_acc: 0.9805, loss_cls: 0.6497, loss: 0.6497, grad_norm: 0.7394 2021-04-05 07:41:46,544 - mmaction - INFO - Epoch [2][740/1567] lr: 3.963e-01, eta: 21:49:47, time: 2.081, data_time: 0.002, memory: 9526, top1_acc: 0.7846, top5_acc: 0.9791, loss_cls: 0.6566, loss: 0.6566, grad_norm: 0.7581 2021-04-05 07:42:33,198 - mmaction - INFO - Epoch [2][760/1567] lr: 3.962e-01, eta: 21:49:35, time: 2.332, data_time: 0.002, memory: 9526, top1_acc: 0.7812, top5_acc: 0.9779, loss_cls: 0.6743, loss: 0.6743, grad_norm: 0.7173 2021-04-05 07:43:15,929 - mmaction - INFO - Epoch [2][780/1567] lr: 3.962e-01, eta: 21:48:23, time: 2.137, data_time: 0.002, memory: 9526, top1_acc: 0.7896, top5_acc: 0.9826, loss_cls: 0.6409, loss: 0.6409, grad_norm: 0.7360 2021-04-05 07:43:59,810 - mmaction - INFO - Epoch [2][800/1567] lr: 3.961e-01, eta: 21:47:28, time: 2.193, data_time: 0.002, memory: 9526, top1_acc: 0.7967, top5_acc: 0.9809, loss_cls: 0.6333, loss: 0.6333, grad_norm: 0.6984 2021-04-05 07:44:42,654 - mmaction - INFO - Epoch [2][820/1567] lr: 3.960e-01, eta: 21:46:19, time: 2.142, data_time: 0.003, memory: 9526, top1_acc: 0.7879, top5_acc: 0.9826, loss_cls: 0.6365, loss: 0.6365, grad_norm: 0.7283 2021-04-05 07:45:27,893 - mmaction - INFO - Epoch [2][840/1567] lr: 3.960e-01, eta: 21:45:44, time: 2.258, data_time: 0.003, memory: 9526, top1_acc: 0.7887, top5_acc: 0.9834, loss_cls: 0.6328, loss: 0.6328, grad_norm: 0.7207 2021-04-05 07:46:11,722 - mmaction - INFO - Epoch [2][860/1567] lr: 3.959e-01, eta: 21:44:51, time: 2.195, data_time: 0.007, memory: 9526, top1_acc: 0.7973, top5_acc: 0.9805, loss_cls: 0.6201, loss: 0.6201, grad_norm: 0.7260 2021-04-05 07:46:56,220 - mmaction - INFO - Epoch [2][880/1567] lr: 3.958e-01, eta: 21:44:06, time: 2.223, data_time: 0.002, memory: 9526, top1_acc: 0.7807, top5_acc: 0.9809, loss_cls: 0.6580, loss: 0.6580, grad_norm: 0.7613 2021-04-05 07:47:39,680 - mmaction - INFO - Epoch [2][900/1567] lr: 3.958e-01, eta: 21:43:07, time: 2.175, data_time: 0.006, memory: 9526, top1_acc: 0.7924, top5_acc: 0.9803, loss_cls: 0.6446, loss: 0.6446, grad_norm: 0.7177 2021-04-05 07:48:26,442 - mmaction - INFO - Epoch [2][920/1567] lr: 3.957e-01, eta: 21:42:55, time: 2.339, data_time: 0.007, memory: 9526, top1_acc: 0.7852, top5_acc: 0.9775, loss_cls: 0.6631, loss: 0.6631, grad_norm: 0.7893 2021-04-05 07:49:10,221 - mmaction - INFO - Epoch [2][940/1567] lr: 3.956e-01, eta: 21:42:00, time: 2.189, data_time: 0.014, memory: 9526, top1_acc: 0.7830, top5_acc: 0.9785, loss_cls: 0.6650, loss: 0.6650, grad_norm: 0.7494 2021-04-05 07:49:54,727 - mmaction - INFO - Epoch [2][960/1567] lr: 3.956e-01, eta: 21:41:15, time: 2.226, data_time: 0.003, memory: 9526, top1_acc: 0.7867, top5_acc: 0.9844, loss_cls: 0.6307, loss: 0.6307, grad_norm: 0.6905 2021-04-05 07:50:39,702 - mmaction - INFO - Epoch [2][980/1567] lr: 3.955e-01, eta: 21:40:36, time: 2.244, data_time: 0.001, memory: 9526, top1_acc: 0.7879, top5_acc: 0.9785, loss_cls: 0.6539, loss: 0.6539, grad_norm: 0.7319 2021-04-05 07:51:24,006 - mmaction - INFO - Epoch [2][1000/1567] lr: 3.954e-01, eta: 21:39:50, time: 2.220, data_time: 0.006, memory: 9526, top1_acc: 0.7875, top5_acc: 0.9811, loss_cls: 0.6402, loss: 0.6402, grad_norm: 0.7100 2021-04-05 07:52:07,479 - mmaction - INFO - Epoch [2][1020/1567] lr: 3.954e-01, eta: 21:38:51, time: 2.173, data_time: 0.005, memory: 9526, top1_acc: 0.8057, top5_acc: 0.9846, loss_cls: 0.5954, loss: 0.5954, grad_norm: 0.7200 2021-04-05 07:52:50,526 - mmaction - INFO - Epoch [2][1040/1567] lr: 3.953e-01, eta: 21:37:47, time: 2.151, data_time: 0.002, memory: 9526, top1_acc: 0.7855, top5_acc: 0.9793, loss_cls: 0.6396, loss: 0.6396, grad_norm: 0.6960 2021-04-05 07:53:36,760 - mmaction - INFO - Epoch [2][1060/1567] lr: 3.952e-01, eta: 21:37:24, time: 2.308, data_time: 0.003, memory: 9526, top1_acc: 0.7947, top5_acc: 0.9818, loss_cls: 0.6173, loss: 0.6173, grad_norm: 0.7033 2021-04-05 07:54:18,975 - mmaction - INFO - Epoch [2][1080/1567] lr: 3.951e-01, eta: 21:36:11, time: 2.116, data_time: 0.021, memory: 9526, top1_acc: 0.7887, top5_acc: 0.9822, loss_cls: 0.6109, loss: 0.6109, grad_norm: 0.7116 2021-04-05 07:55:02,739 - mmaction - INFO - Epoch [2][1100/1567] lr: 3.951e-01, eta: 21:35:16, time: 2.187, data_time: 0.009, memory: 9526, top1_acc: 0.8059, top5_acc: 0.9836, loss_cls: 0.5919, loss: 0.5919, grad_norm: 0.6858 2021-04-05 07:55:46,728 - mmaction - INFO - Epoch [2][1120/1567] lr: 3.950e-01, eta: 21:34:24, time: 2.193, data_time: 0.011, memory: 9526, top1_acc: 0.8057, top5_acc: 0.9830, loss_cls: 0.5921, loss: 0.5921, grad_norm: 0.6978 2021-04-05 07:56:34,190 - mmaction - INFO - Epoch [2][1140/1567] lr: 3.949e-01, eta: 21:34:20, time: 2.380, data_time: 0.008, memory: 9526, top1_acc: 0.7914, top5_acc: 0.9848, loss_cls: 0.6303, loss: 0.6303, grad_norm: 0.7604 2021-04-05 07:57:17,424 - mmaction - INFO - Epoch [2][1160/1567] lr: 3.948e-01, eta: 21:33:18, time: 2.160, data_time: 0.002, memory: 9526, top1_acc: 0.7953, top5_acc: 0.9803, loss_cls: 0.6220, loss: 0.6220, grad_norm: 0.7111 2021-04-05 07:58:02,964 - mmaction - INFO - Epoch [2][1180/1567] lr: 3.948e-01, eta: 21:32:47, time: 2.276, data_time: 0.004, memory: 9526, top1_acc: 0.8047, top5_acc: 0.9824, loss_cls: 0.6069, loss: 0.6069, grad_norm: 0.7068 2021-04-05 07:58:42,981 - mmaction - INFO - Epoch [2][1200/1567] lr: 3.947e-01, eta: 21:31:07, time: 2.004, data_time: 0.006, memory: 9526, top1_acc: 0.8010, top5_acc: 0.9820, loss_cls: 0.6013, loss: 0.6013, grad_norm: 0.7128 2021-04-05 07:59:28,490 - mmaction - INFO - Epoch [2][1220/1567] lr: 3.946e-01, eta: 21:30:35, time: 2.273, data_time: 0.049, memory: 9526, top1_acc: 0.7916, top5_acc: 0.9791, loss_cls: 0.6193, loss: 0.6193, grad_norm: 0.7209 2021-04-05 08:00:12,012 - mmaction - INFO - Epoch [2][1240/1567] lr: 3.945e-01, eta: 21:29:39, time: 2.176, data_time: 0.393, memory: 9526, top1_acc: 0.7869, top5_acc: 0.9793, loss_cls: 0.6532, loss: 0.6532, grad_norm: 0.7841 2021-04-05 08:00:58,052 - mmaction - INFO - Epoch [2][1260/1567] lr: 3.945e-01, eta: 21:29:14, time: 2.303, data_time: 0.086, memory: 9526, top1_acc: 0.7842, top5_acc: 0.9809, loss_cls: 0.6371, loss: 0.6371, grad_norm: 0.7309 2021-04-05 08:01:43,437 - mmaction - INFO - Epoch [2][1280/1567] lr: 3.944e-01, eta: 21:28:41, time: 2.271, data_time: 0.003, memory: 9526, top1_acc: 0.8023, top5_acc: 0.9803, loss_cls: 0.5963, loss: 0.5963, grad_norm: 0.7137 2021-04-05 08:02:25,410 - mmaction - INFO - Epoch [2][1300/1567] lr: 3.943e-01, eta: 21:27:25, time: 2.096, data_time: 0.002, memory: 9526, top1_acc: 0.8041, top5_acc: 0.9826, loss_cls: 0.6035, loss: 0.6035, grad_norm: 0.7160 2021-04-05 08:03:07,413 - mmaction - INFO - Epoch [2][1320/1567] lr: 3.942e-01, eta: 21:26:11, time: 2.099, data_time: 0.011, memory: 9526, top1_acc: 0.8018, top5_acc: 0.9828, loss_cls: 0.5948, loss: 0.5948, grad_norm: 0.7065 2021-04-05 08:03:51,626 - mmaction - INFO - Epoch [2][1340/1567] lr: 3.941e-01, eta: 21:25:24, time: 2.214, data_time: 0.004, memory: 9526, top1_acc: 0.8041, top5_acc: 0.9807, loss_cls: 0.5948, loss: 0.5948, grad_norm: 0.7070 2021-04-05 08:04:38,571 - mmaction - INFO - Epoch [2][1360/1567] lr: 3.941e-01, eta: 21:25:09, time: 2.344, data_time: 0.001, memory: 9526, top1_acc: 0.8006, top5_acc: 0.9852, loss_cls: 0.5874, loss: 0.5874, grad_norm: 0.7267 2021-04-05 08:05:22,106 - mmaction - INFO - Epoch [2][1380/1567] lr: 3.940e-01, eta: 21:24:13, time: 2.175, data_time: 0.004, memory: 9526, top1_acc: 0.8154, top5_acc: 0.9848, loss_cls: 0.5733, loss: 0.5733, grad_norm: 0.6822 2021-04-05 08:06:06,100 - mmaction - INFO - Epoch [2][1400/1567] lr: 3.939e-01, eta: 21:23:23, time: 2.198, data_time: 0.005, memory: 9526, top1_acc: 0.8014, top5_acc: 0.9826, loss_cls: 0.5994, loss: 0.5994, grad_norm: 0.7352 2021-04-05 08:06:48,076 - mmaction - INFO - Epoch [2][1420/1567] lr: 3.938e-01, eta: 21:22:10, time: 2.100, data_time: 0.630, memory: 9526, top1_acc: 0.7986, top5_acc: 0.9842, loss_cls: 0.5937, loss: 0.5937, grad_norm: 0.7115 2021-04-05 08:07:30,624 - mmaction - INFO - Epoch [2][1440/1567] lr: 3.937e-01, eta: 21:21:04, time: 2.128, data_time: 1.183, memory: 9526, top1_acc: 0.8061, top5_acc: 0.9842, loss_cls: 0.5905, loss: 0.5905, grad_norm: 0.7413 2021-04-05 08:08:14,860 - mmaction - INFO - Epoch [2][1460/1567] lr: 3.936e-01, eta: 21:20:17, time: 2.211, data_time: 0.846, memory: 9526, top1_acc: 0.7885, top5_acc: 0.9809, loss_cls: 0.6275, loss: 0.6275, grad_norm: 0.7420 2021-04-05 08:09:02,811 - mmaction - INFO - Epoch [2][1480/1567] lr: 3.936e-01, eta: 21:20:13, time: 2.400, data_time: 0.292, memory: 9526, top1_acc: 0.8039, top5_acc: 0.9844, loss_cls: 0.5875, loss: 0.5875, grad_norm: 0.7334 2021-04-05 08:09:46,149 - mmaction - INFO - Epoch [2][1500/1567] lr: 3.935e-01, eta: 21:19:16, time: 2.167, data_time: 0.005, memory: 9526, top1_acc: 0.8092, top5_acc: 0.9838, loss_cls: 0.5891, loss: 0.5891, grad_norm: 0.7257 2021-04-05 08:10:30,407 - mmaction - INFO - Epoch [2][1520/1567] lr: 3.934e-01, eta: 21:18:29, time: 2.213, data_time: 0.004, memory: 9526, top1_acc: 0.8098, top5_acc: 0.9834, loss_cls: 0.5851, loss: 0.5851, grad_norm: 0.6998 2021-04-05 08:11:17,047 - mmaction - INFO - Epoch [2][1540/1567] lr: 3.933e-01, eta: 21:18:09, time: 2.333, data_time: 0.005, memory: 9526, top1_acc: 0.8064, top5_acc: 0.9850, loss_cls: 0.5921, loss: 0.5921, grad_norm: 0.7385 2021-04-05 08:11:56,862 - mmaction - INFO - Epoch [2][1560/1567] lr: 3.932e-01, eta: 21:16:33, time: 1.989, data_time: 0.003, memory: 9526, top1_acc: 0.8121, top5_acc: 0.9844, loss_cls: 0.5891, loss: 0.5891, grad_norm: 0.6967 2021-04-05 08:12:04,923 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-04-05 08:14:38,603 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 08:14:38,687 - mmaction - INFO - top1_acc 0.7858 top5_acc 0.9783 2021-04-05 08:14:38,687 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 08:14:38,716 - mmaction - INFO - mean_acc 0.7858 2021-04-05 08:14:38,716 - mmaction - INFO - Now best checkpoint is epoch_2.pth 2021-04-05 08:14:38,745 - mmaction - INFO - Epoch(val) [2][1567] top1_acc: 0.7858, top5_acc: 0.9783, mean_class_accuracy: 0.7858 2021-04-05 08:16:02,049 - mmaction - INFO - Epoch [3][20/1567] lr: 3.931e-01, eta: 21:19:48, time: 4.163, data_time: 2.799, memory: 9526, top1_acc: 0.7900, top5_acc: 0.9797, loss_cls: 0.6506, loss: 0.6506, grad_norm: 0.7413 2021-04-05 08:16:48,800 - mmaction - INFO - Epoch [3][40/1567] lr: 3.930e-01, eta: 21:19:27, time: 2.338, data_time: 0.046, memory: 9526, top1_acc: 0.7941, top5_acc: 0.9812, loss_cls: 0.6082, loss: 0.6082, grad_norm: 0.7251 2021-04-05 08:17:31,886 - mmaction - INFO - Epoch [3][60/1567] lr: 3.929e-01, eta: 21:18:26, time: 2.153, data_time: 0.024, memory: 9526, top1_acc: 0.7980, top5_acc: 0.9838, loss_cls: 0.6087, loss: 0.6087, grad_norm: 0.7332 2021-04-05 08:18:18,741 - mmaction - INFO - Epoch [3][80/1567] lr: 3.928e-01, eta: 21:18:06, time: 2.344, data_time: 0.004, memory: 9526, top1_acc: 0.8012, top5_acc: 0.9824, loss_cls: 0.5873, loss: 0.5873, grad_norm: 0.7028 2021-04-05 08:19:01,024 - mmaction - INFO - Epoch [3][100/1567] lr: 3.928e-01, eta: 21:16:57, time: 2.115, data_time: 0.003, memory: 9526, top1_acc: 0.8074, top5_acc: 0.9816, loss_cls: 0.5938, loss: 0.5938, grad_norm: 0.7480 2021-04-05 08:19:46,012 - mmaction - INFO - Epoch [3][120/1567] lr: 3.927e-01, eta: 21:16:17, time: 2.249, data_time: 0.002, memory: 9526, top1_acc: 0.8041, top5_acc: 0.9848, loss_cls: 0.5908, loss: 0.5908, grad_norm: 0.7260 2021-04-05 08:20:29,969 - mmaction - INFO - Epoch [3][140/1567] lr: 3.926e-01, eta: 21:15:26, time: 2.197, data_time: 0.001, memory: 9526, top1_acc: 0.8117, top5_acc: 0.9828, loss_cls: 0.5895, loss: 0.5895, grad_norm: 0.6865 2021-04-05 08:21:11,575 - mmaction - INFO - Epoch [3][160/1567] lr: 3.925e-01, eta: 21:14:10, time: 2.078, data_time: 0.002, memory: 9526, top1_acc: 0.8139, top5_acc: 0.9857, loss_cls: 0.5678, loss: 0.5678, grad_norm: 0.7189 2021-04-05 08:21:57,010 - mmaction - INFO - Epoch [3][180/1567] lr: 3.924e-01, eta: 21:13:34, time: 2.271, data_time: 0.004, memory: 9526, top1_acc: 0.8076, top5_acc: 0.9812, loss_cls: 0.5857, loss: 0.5857, grad_norm: 0.7287 2021-04-05 08:22:41,942 - mmaction - INFO - Epoch [3][200/1567] lr: 3.923e-01, eta: 21:12:53, time: 2.246, data_time: 0.005, memory: 9526, top1_acc: 0.8129, top5_acc: 0.9869, loss_cls: 0.5578, loss: 0.5578, grad_norm: 0.6880 2021-04-05 08:23:24,010 - mmaction - INFO - Epoch [3][220/1567] lr: 3.922e-01, eta: 21:11:43, time: 2.103, data_time: 0.009, memory: 9526, top1_acc: 0.8219, top5_acc: 0.9875, loss_cls: 0.5401, loss: 0.5401, grad_norm: 0.7147 2021-04-05 08:24:10,028 - mmaction - INFO - Epoch [3][240/1567] lr: 3.921e-01, eta: 21:11:14, time: 2.303, data_time: 0.006, memory: 9526, top1_acc: 0.8197, top5_acc: 0.9859, loss_cls: 0.5536, loss: 0.5536, grad_norm: 0.6925 2021-04-05 08:24:51,300 - mmaction - INFO - Epoch [3][260/1567] lr: 3.920e-01, eta: 21:09:56, time: 2.065, data_time: 0.004, memory: 9526, top1_acc: 0.8086, top5_acc: 0.9857, loss_cls: 0.5730, loss: 0.5730, grad_norm: 0.7425 2021-04-05 08:25:35,024 - mmaction - INFO - Epoch [3][280/1567] lr: 3.919e-01, eta: 21:09:03, time: 2.185, data_time: 0.002, memory: 9526, top1_acc: 0.8025, top5_acc: 0.9836, loss_cls: 0.5691, loss: 0.5691, grad_norm: 0.7308 2021-04-05 08:26:18,383 - mmaction - INFO - Epoch [3][300/1567] lr: 3.918e-01, eta: 21:08:07, time: 2.169, data_time: 0.004, memory: 9526, top1_acc: 0.7998, top5_acc: 0.9848, loss_cls: 0.5931, loss: 0.5931, grad_norm: 0.7769 2021-04-05 08:27:02,314 - mmaction - INFO - Epoch [3][320/1567] lr: 3.917e-01, eta: 21:07:16, time: 2.191, data_time: 0.009, memory: 9526, top1_acc: 0.8045, top5_acc: 0.9820, loss_cls: 0.6031, loss: 0.6031, grad_norm: 0.7238 2021-04-05 08:27:46,723 - mmaction - INFO - Epoch [3][340/1567] lr: 3.916e-01, eta: 21:06:31, time: 2.225, data_time: 0.010, memory: 9526, top1_acc: 0.8174, top5_acc: 0.9826, loss_cls: 0.5715, loss: 0.5715, grad_norm: 0.7319 2021-04-05 08:28:28,358 - mmaction - INFO - Epoch [3][360/1567] lr: 3.915e-01, eta: 21:05:18, time: 2.080, data_time: 0.004, memory: 9526, top1_acc: 0.8080, top5_acc: 0.9838, loss_cls: 0.5856, loss: 0.5856, grad_norm: 0.7509 2021-04-05 08:29:11,972 - mmaction - INFO - Epoch [3][380/1567] lr: 3.914e-01, eta: 21:04:25, time: 2.183, data_time: 0.006, memory: 9526, top1_acc: 0.8133, top5_acc: 0.9861, loss_cls: 0.5564, loss: 0.5564, grad_norm: 0.6793 2021-04-05 08:30:00,759 - mmaction - INFO - Epoch [3][400/1567] lr: 3.914e-01, eta: 21:04:22, time: 2.440, data_time: 0.003, memory: 9526, top1_acc: 0.8143, top5_acc: 0.9850, loss_cls: 0.5602, loss: 0.5602, grad_norm: 0.7049 2021-04-05 08:30:45,515 - mmaction - INFO - Epoch [3][420/1567] lr: 3.913e-01, eta: 21:03:39, time: 2.236, data_time: 0.003, memory: 9526, top1_acc: 0.8145, top5_acc: 0.9873, loss_cls: 0.5541, loss: 0.5541, grad_norm: 0.7012 2021-04-05 08:31:31,307 - mmaction - INFO - Epoch [3][440/1567] lr: 3.912e-01, eta: 21:03:07, time: 2.289, data_time: 0.005, memory: 9526, top1_acc: 0.8125, top5_acc: 0.9832, loss_cls: 0.5744, loss: 0.5744, grad_norm: 0.7004 2021-04-05 08:32:15,548 - mmaction - INFO - Epoch [3][460/1567] lr: 3.911e-01, eta: 21:02:20, time: 2.214, data_time: 0.005, memory: 9526, top1_acc: 0.7998, top5_acc: 0.9820, loss_cls: 0.5951, loss: 0.5951, grad_norm: 0.7312 2021-04-05 08:32:57,352 - mmaction - INFO - Epoch [3][480/1567] lr: 3.910e-01, eta: 21:01:09, time: 2.090, data_time: 0.007, memory: 9526, top1_acc: 0.8184, top5_acc: 0.9875, loss_cls: 0.5437, loss: 0.5437, grad_norm: 0.6864 2021-04-05 08:33:41,177 - mmaction - INFO - Epoch [3][500/1567] lr: 3.909e-01, eta: 21:00:18, time: 2.191, data_time: 0.004, memory: 9526, top1_acc: 0.8211, top5_acc: 0.9877, loss_cls: 0.5468, loss: 0.5468, grad_norm: 0.7191 2021-04-05 08:34:24,719 - mmaction - INFO - Epoch [3][520/1567] lr: 3.908e-01, eta: 20:59:25, time: 2.179, data_time: 0.004, memory: 9526, top1_acc: 0.8203, top5_acc: 0.9846, loss_cls: 0.5458, loss: 0.5458, grad_norm: 0.7154 2021-04-05 08:35:09,083 - mmaction - INFO - Epoch [3][540/1567] lr: 3.907e-01, eta: 20:58:39, time: 2.219, data_time: 0.001, memory: 9526, top1_acc: 0.8148, top5_acc: 0.9822, loss_cls: 0.5620, loss: 0.5620, grad_norm: 0.7377 2021-04-05 08:35:51,912 - mmaction - INFO - Epoch [3][560/1567] lr: 3.906e-01, eta: 20:57:39, time: 2.139, data_time: 0.002, memory: 9526, top1_acc: 0.8121, top5_acc: 0.9859, loss_cls: 0.5716, loss: 0.5716, grad_norm: 0.7367 2021-04-05 08:36:37,678 - mmaction - INFO - Epoch [3][580/1567] lr: 3.905e-01, eta: 20:57:06, time: 2.289, data_time: 0.007, memory: 9526, top1_acc: 0.8225, top5_acc: 0.9818, loss_cls: 0.5481, loss: 0.5481, grad_norm: 0.7035 2021-04-05 08:37:19,359 - mmaction - INFO - Epoch [3][600/1567] lr: 3.904e-01, eta: 20:55:56, time: 2.083, data_time: 0.004, memory: 9526, top1_acc: 0.8168, top5_acc: 0.9865, loss_cls: 0.5563, loss: 0.5563, grad_norm: 0.7485 2021-04-05 08:38:05,437 - mmaction - INFO - Epoch [3][620/1567] lr: 3.903e-01, eta: 20:55:25, time: 2.301, data_time: 0.004, memory: 9526, top1_acc: 0.8135, top5_acc: 0.9846, loss_cls: 0.5663, loss: 0.5663, grad_norm: 0.7219 2021-04-05 08:38:47,617 - mmaction - INFO - Epoch [3][640/1567] lr: 3.901e-01, eta: 20:54:20, time: 2.113, data_time: 0.007, memory: 9526, top1_acc: 0.8186, top5_acc: 0.9840, loss_cls: 0.5665, loss: 0.5665, grad_norm: 0.7151 2021-04-05 08:39:30,241 - mmaction - INFO - Epoch [3][660/1567] lr: 3.900e-01, eta: 20:53:19, time: 2.127, data_time: 0.003, memory: 9526, top1_acc: 0.8211, top5_acc: 0.9855, loss_cls: 0.5477, loss: 0.5477, grad_norm: 0.7097 2021-04-05 08:40:13,716 - mmaction - INFO - Epoch [3][680/1567] lr: 3.899e-01, eta: 20:52:26, time: 2.178, data_time: 0.012, memory: 9526, top1_acc: 0.8270, top5_acc: 0.9881, loss_cls: 0.5153, loss: 0.5153, grad_norm: 0.6596 2021-04-05 08:40:57,658 - mmaction - INFO - Epoch [3][700/1567] lr: 3.898e-01, eta: 20:51:36, time: 2.194, data_time: 0.004, memory: 9526, top1_acc: 0.8248, top5_acc: 0.9852, loss_cls: 0.5318, loss: 0.5318, grad_norm: 0.6834 2021-04-05 08:41:42,485 - mmaction - INFO - Epoch [3][720/1567] lr: 3.897e-01, eta: 20:50:56, time: 2.245, data_time: 0.006, memory: 9526, top1_acc: 0.8156, top5_acc: 0.9861, loss_cls: 0.5432, loss: 0.5432, grad_norm: 0.7455 2021-04-05 08:42:27,114 - mmaction - INFO - Epoch [3][740/1567] lr: 3.896e-01, eta: 20:50:12, time: 2.227, data_time: 0.008, memory: 9526, top1_acc: 0.8107, top5_acc: 0.9840, loss_cls: 0.5499, loss: 0.5499, grad_norm: 0.7151 2021-04-05 08:43:12,771 - mmaction - INFO - Epoch [3][760/1567] lr: 3.895e-01, eta: 20:49:38, time: 2.283, data_time: 0.009, memory: 9526, top1_acc: 0.8187, top5_acc: 0.9840, loss_cls: 0.5529, loss: 0.5529, grad_norm: 0.7071 2021-04-05 08:43:55,592 - mmaction - INFO - Epoch [3][780/1567] lr: 3.894e-01, eta: 20:48:39, time: 2.144, data_time: 0.006, memory: 9526, top1_acc: 0.8104, top5_acc: 0.9877, loss_cls: 0.5574, loss: 0.5574, grad_norm: 0.7311 2021-04-05 08:44:37,767 - mmaction - INFO - Epoch [3][800/1567] lr: 3.893e-01, eta: 20:47:35, time: 2.109, data_time: 0.003, memory: 9526, top1_acc: 0.8271, top5_acc: 0.9852, loss_cls: 0.5352, loss: 0.5352, grad_norm: 0.6985 2021-04-05 08:45:23,443 - mmaction - INFO - Epoch [3][820/1567] lr: 3.892e-01, eta: 20:47:00, time: 2.280, data_time: 0.008, memory: 9526, top1_acc: 0.8199, top5_acc: 0.9871, loss_cls: 0.5402, loss: 0.5402, grad_norm: 0.7182 2021-04-05 08:46:07,120 - mmaction - INFO - Epoch [3][840/1567] lr: 3.891e-01, eta: 20:46:10, time: 2.189, data_time: 0.007, memory: 9526, top1_acc: 0.8180, top5_acc: 0.9830, loss_cls: 0.5642, loss: 0.5642, grad_norm: 0.7299 2021-04-05 08:46:51,438 - mmaction - INFO - Epoch [3][860/1567] lr: 3.890e-01, eta: 20:45:24, time: 2.214, data_time: 0.002, memory: 9526, top1_acc: 0.8172, top5_acc: 0.9879, loss_cls: 0.5388, loss: 0.5388, grad_norm: 0.7091 2021-04-05 08:47:37,859 - mmaction - INFO - Epoch [3][880/1567] lr: 3.889e-01, eta: 20:44:56, time: 2.322, data_time: 0.005, memory: 9526, top1_acc: 0.8242, top5_acc: 0.9861, loss_cls: 0.5304, loss: 0.5304, grad_norm: 0.6869 2021-04-05 08:48:22,389 - mmaction - INFO - Epoch [3][900/1567] lr: 3.888e-01, eta: 20:44:12, time: 2.224, data_time: 0.004, memory: 9526, top1_acc: 0.8211, top5_acc: 0.9873, loss_cls: 0.5291, loss: 0.5291, grad_norm: 0.7129 2021-04-05 08:49:03,614 - mmaction - INFO - Epoch [3][920/1567] lr: 3.886e-01, eta: 20:43:00, time: 2.060, data_time: 0.006, memory: 9526, top1_acc: 0.8207, top5_acc: 0.9850, loss_cls: 0.5351, loss: 0.5351, grad_norm: 0.7053 2021-04-05 08:49:48,579 - mmaction - INFO - Epoch [3][940/1567] lr: 3.885e-01, eta: 20:42:21, time: 2.254, data_time: 0.007, memory: 9526, top1_acc: 0.8229, top5_acc: 0.9861, loss_cls: 0.5305, loss: 0.5305, grad_norm: 0.7530 2021-04-05 08:50:34,111 - mmaction - INFO - Epoch [3][960/1567] lr: 3.884e-01, eta: 20:41:45, time: 2.273, data_time: 0.001, memory: 9526, top1_acc: 0.8191, top5_acc: 0.9828, loss_cls: 0.5490, loss: 0.5490, grad_norm: 0.7569 2021-04-05 08:51:17,182 - mmaction - INFO - Epoch [3][980/1567] lr: 3.883e-01, eta: 20:40:49, time: 2.157, data_time: 0.006, memory: 9526, top1_acc: 0.8248, top5_acc: 0.9867, loss_cls: 0.5429, loss: 0.5429, grad_norm: 0.7283 2021-04-05 08:52:02,705 - mmaction - INFO - Epoch [3][1000/1567] lr: 3.882e-01, eta: 20:40:14, time: 2.276, data_time: 0.002, memory: 9526, top1_acc: 0.8217, top5_acc: 0.9861, loss_cls: 0.5447, loss: 0.5447, grad_norm: 0.7138 2021-04-05 08:52:45,102 - mmaction - INFO - Epoch [3][1020/1567] lr: 3.881e-01, eta: 20:39:12, time: 2.120, data_time: 0.002, memory: 9526, top1_acc: 0.8123, top5_acc: 0.9867, loss_cls: 0.5557, loss: 0.5557, grad_norm: 0.7348 2021-04-05 08:53:31,251 - mmaction - INFO - Epoch [3][1040/1567] lr: 3.880e-01, eta: 20:38:41, time: 2.305, data_time: 0.002, memory: 9526, top1_acc: 0.8199, top5_acc: 0.9875, loss_cls: 0.5275, loss: 0.5275, grad_norm: 0.6798 2021-04-05 08:54:16,260 - mmaction - INFO - Epoch [3][1060/1567] lr: 3.879e-01, eta: 20:38:01, time: 2.252, data_time: 0.005, memory: 9526, top1_acc: 0.8264, top5_acc: 0.9863, loss_cls: 0.5208, loss: 0.5208, grad_norm: 0.6967 2021-04-05 08:54:58,103 - mmaction - INFO - Epoch [3][1080/1567] lr: 3.877e-01, eta: 20:36:56, time: 2.092, data_time: 0.022, memory: 9526, top1_acc: 0.8258, top5_acc: 0.9869, loss_cls: 0.5272, loss: 0.5272, grad_norm: 0.6924 2021-04-05 08:55:42,863 - mmaction - INFO - Epoch [3][1100/1567] lr: 3.876e-01, eta: 20:36:14, time: 2.239, data_time: 0.345, memory: 9526, top1_acc: 0.8162, top5_acc: 0.9844, loss_cls: 0.5457, loss: 0.5457, grad_norm: 0.7083 2021-04-05 08:56:30,004 - mmaction - INFO - Epoch [3][1120/1567] lr: 3.875e-01, eta: 20:35:51, time: 2.355, data_time: 0.341, memory: 9526, top1_acc: 0.8307, top5_acc: 0.9877, loss_cls: 0.5154, loss: 0.5154, grad_norm: 0.7141 2021-04-05 08:57:13,206 - mmaction - INFO - Epoch [3][1140/1567] lr: 3.874e-01, eta: 20:34:56, time: 2.160, data_time: 0.552, memory: 9526, top1_acc: 0.8230, top5_acc: 0.9857, loss_cls: 0.5366, loss: 0.5366, grad_norm: 0.6942 2021-04-05 08:57:55,726 - mmaction - INFO - Epoch [3][1160/1567] lr: 3.873e-01, eta: 20:33:57, time: 2.128, data_time: 0.212, memory: 9526, top1_acc: 0.8217, top5_acc: 0.9877, loss_cls: 0.5350, loss: 0.5350, grad_norm: 0.7157 2021-04-05 08:58:40,820 - mmaction - INFO - Epoch [3][1180/1567] lr: 3.872e-01, eta: 20:33:17, time: 2.252, data_time: 0.002, memory: 9526, top1_acc: 0.8289, top5_acc: 0.9877, loss_cls: 0.5149, loss: 0.5149, grad_norm: 0.6809 2021-04-05 08:59:23,138 - mmaction - INFO - Epoch [3][1200/1567] lr: 3.870e-01, eta: 20:32:17, time: 2.118, data_time: 0.005, memory: 9526, top1_acc: 0.8281, top5_acc: 0.9850, loss_cls: 0.5255, loss: 0.5255, grad_norm: 0.7094 2021-04-05 09:00:10,063 - mmaction - INFO - Epoch [3][1220/1567] lr: 3.869e-01, eta: 20:31:51, time: 2.344, data_time: 0.003, memory: 9526, top1_acc: 0.8244, top5_acc: 0.9867, loss_cls: 0.5171, loss: 0.5171, grad_norm: 0.6920 2021-04-05 09:00:52,199 - mmaction - INFO - Epoch [3][1240/1567] lr: 3.868e-01, eta: 20:30:49, time: 2.106, data_time: 0.004, memory: 9526, top1_acc: 0.8150, top5_acc: 0.9846, loss_cls: 0.5546, loss: 0.5546, grad_norm: 0.7437 2021-04-05 09:01:37,440 - mmaction - INFO - Epoch [3][1260/1567] lr: 3.867e-01, eta: 20:30:11, time: 2.265, data_time: 0.005, memory: 9526, top1_acc: 0.8258, top5_acc: 0.9854, loss_cls: 0.5391, loss: 0.5391, grad_norm: 0.7243 2021-04-05 09:02:23,833 - mmaction - INFO - Epoch [3][1280/1567] lr: 3.866e-01, eta: 20:29:41, time: 2.318, data_time: 0.002, memory: 9526, top1_acc: 0.8287, top5_acc: 0.9842, loss_cls: 0.5285, loss: 0.5285, grad_norm: 0.7011 2021-04-05 09:03:06,069 - mmaction - INFO - Epoch [3][1300/1567] lr: 3.864e-01, eta: 20:28:40, time: 2.115, data_time: 0.004, memory: 9526, top1_acc: 0.8107, top5_acc: 0.9873, loss_cls: 0.5586, loss: 0.5586, grad_norm: 0.7469 2021-04-05 09:03:50,609 - mmaction - INFO - Epoch [3][1320/1567] lr: 3.863e-01, eta: 20:27:56, time: 2.226, data_time: 0.002, memory: 9526, top1_acc: 0.8225, top5_acc: 0.9869, loss_cls: 0.5430, loss: 0.5430, grad_norm: 0.7154 2021-04-05 09:04:32,716 - mmaction - INFO - Epoch [3][1340/1567] lr: 3.862e-01, eta: 20:26:54, time: 2.105, data_time: 0.003, memory: 9526, top1_acc: 0.8332, top5_acc: 0.9861, loss_cls: 0.5222, loss: 0.5222, grad_norm: 0.7164 2021-04-05 09:05:16,472 - mmaction - INFO - Epoch [3][1360/1567] lr: 3.861e-01, eta: 20:26:05, time: 2.186, data_time: 0.003, memory: 9526, top1_acc: 0.8283, top5_acc: 0.9863, loss_cls: 0.5111, loss: 0.5111, grad_norm: 0.7176 2021-04-05 09:05:59,143 - mmaction - INFO - Epoch [3][1380/1567] lr: 3.860e-01, eta: 20:25:07, time: 2.133, data_time: 0.004, memory: 9526, top1_acc: 0.8301, top5_acc: 0.9848, loss_cls: 0.5316, loss: 0.5316, grad_norm: 0.7505 2021-04-05 09:06:44,477 - mmaction - INFO - Epoch [3][1400/1567] lr: 3.858e-01, eta: 20:24:30, time: 2.268, data_time: 0.005, memory: 9526, top1_acc: 0.8248, top5_acc: 0.9865, loss_cls: 0.5309, loss: 0.5309, grad_norm: 0.7559 2021-04-05 09:07:27,518 - mmaction - INFO - Epoch [3][1420/1567] lr: 3.857e-01, eta: 20:23:35, time: 2.150, data_time: 0.003, memory: 9526, top1_acc: 0.8293, top5_acc: 0.9873, loss_cls: 0.5214, loss: 0.5214, grad_norm: 0.7069 2021-04-05 09:08:13,060 - mmaction - INFO - Epoch [3][1440/1567] lr: 3.856e-01, eta: 20:22:59, time: 2.276, data_time: 0.010, memory: 9526, top1_acc: 0.8281, top5_acc: 0.9850, loss_cls: 0.5310, loss: 0.5310, grad_norm: 0.7257 2021-04-05 09:08:55,154 - mmaction - INFO - Epoch [3][1460/1567] lr: 3.855e-01, eta: 20:21:57, time: 2.102, data_time: 0.014, memory: 9526, top1_acc: 0.8293, top5_acc: 0.9869, loss_cls: 0.5185, loss: 0.5185, grad_norm: 0.7256 2021-04-05 09:09:42,195 - mmaction - INFO - Epoch [3][1480/1567] lr: 3.853e-01, eta: 20:21:32, time: 2.358, data_time: 0.008, memory: 9526, top1_acc: 0.8363, top5_acc: 0.9873, loss_cls: 0.5035, loss: 0.5035, grad_norm: 0.7069 2021-04-05 09:10:25,554 - mmaction - INFO - Epoch [3][1500/1567] lr: 3.852e-01, eta: 20:20:40, time: 2.169, data_time: 0.002, memory: 9526, top1_acc: 0.8219, top5_acc: 0.9865, loss_cls: 0.5208, loss: 0.5208, grad_norm: 0.7318 2021-04-05 09:11:08,775 - mmaction - INFO - Epoch [3][1520/1567] lr: 3.851e-01, eta: 20:19:47, time: 2.159, data_time: 0.001, memory: 9526, top1_acc: 0.8391, top5_acc: 0.9889, loss_cls: 0.4919, loss: 0.4919, grad_norm: 0.6888 2021-04-05 09:11:57,331 - mmaction - INFO - Epoch [3][1540/1567] lr: 3.850e-01, eta: 20:19:32, time: 2.428, data_time: 0.004, memory: 9526, top1_acc: 0.8232, top5_acc: 0.9875, loss_cls: 0.5310, loss: 0.5310, grad_norm: 0.7573 2021-04-05 09:12:39,750 - mmaction - INFO - Epoch [3][1560/1567] lr: 3.848e-01, eta: 20:18:34, time: 2.123, data_time: 0.004, memory: 9526, top1_acc: 0.8211, top5_acc: 0.9883, loss_cls: 0.5244, loss: 0.5244, grad_norm: 0.7237 2021-04-05 09:12:46,393 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-04-05 09:15:21,989 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 09:15:22,090 - mmaction - INFO - top1_acc 0.6399 top5_acc 0.9410 2021-04-05 09:15:22,090 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 09:15:22,127 - mmaction - INFO - mean_acc 0.6397 2021-04-05 09:15:22,134 - mmaction - INFO - Epoch(val) [3][1567] top1_acc: 0.6399, top5_acc: 0.9410, mean_class_accuracy: 0.6397 2021-04-05 09:16:46,440 - mmaction - INFO - Epoch [4][20/1567] lr: 3.847e-01, eta: 20:20:23, time: 4.212, data_time: 3.342, memory: 9526, top1_acc: 0.8035, top5_acc: 0.9828, loss_cls: 0.6013, loss: 0.6013, grad_norm: 0.8077 2021-04-05 09:17:29,244 - mmaction - INFO - Epoch [4][40/1567] lr: 3.845e-01, eta: 20:19:26, time: 2.143, data_time: 0.803, memory: 9526, top1_acc: 0.8197, top5_acc: 0.9863, loss_cls: 0.5547, loss: 0.5547, grad_norm: 0.7662 2021-04-05 09:18:14,740 - mmaction - INFO - Epoch [4][60/1567] lr: 3.844e-01, eta: 20:18:48, time: 2.272, data_time: 1.233, memory: 9526, top1_acc: 0.8268, top5_acc: 0.9855, loss_cls: 0.5413, loss: 0.5413, grad_norm: 0.7362 2021-04-05 09:18:58,248 - mmaction - INFO - Epoch [4][80/1567] lr: 3.843e-01, eta: 20:17:57, time: 2.176, data_time: 0.671, memory: 9526, top1_acc: 0.8299, top5_acc: 0.9902, loss_cls: 0.5033, loss: 0.5033, grad_norm: 0.6967 2021-04-05 09:19:43,085 - mmaction - INFO - Epoch [4][100/1567] lr: 3.841e-01, eta: 20:17:15, time: 2.242, data_time: 0.007, memory: 9526, top1_acc: 0.8338, top5_acc: 0.9873, loss_cls: 0.5144, loss: 0.5144, grad_norm: 0.7124 2021-04-05 09:20:27,659 - mmaction - INFO - Epoch [4][120/1567] lr: 3.840e-01, eta: 20:16:30, time: 2.228, data_time: 0.003, memory: 9526, top1_acc: 0.8344, top5_acc: 0.9861, loss_cls: 0.5095, loss: 0.5095, grad_norm: 0.7227 2021-04-05 09:21:13,613 - mmaction - INFO - Epoch [4][140/1567] lr: 3.839e-01, eta: 20:15:56, time: 2.299, data_time: 0.004, memory: 9526, top1_acc: 0.8260, top5_acc: 0.9838, loss_cls: 0.5310, loss: 0.5310, grad_norm: 0.7264 2021-04-05 09:21:56,098 - mmaction - INFO - Epoch [4][160/1567] lr: 3.837e-01, eta: 20:14:57, time: 2.124, data_time: 0.002, memory: 9526, top1_acc: 0.8301, top5_acc: 0.9863, loss_cls: 0.5166, loss: 0.5166, grad_norm: 0.6811 2021-04-05 09:22:40,872 - mmaction - INFO - Epoch [4][180/1567] lr: 3.836e-01, eta: 20:14:14, time: 2.238, data_time: 0.004, memory: 9526, top1_acc: 0.8330, top5_acc: 0.9896, loss_cls: 0.4919, loss: 0.4919, grad_norm: 0.7036 2021-04-05 09:23:24,069 - mmaction - INFO - Epoch [4][200/1567] lr: 3.835e-01, eta: 20:13:21, time: 2.158, data_time: 0.119, memory: 9526, top1_acc: 0.8404, top5_acc: 0.9885, loss_cls: 0.4911, loss: 0.4911, grad_norm: 0.7119 2021-04-05 09:24:08,589 - mmaction - INFO - Epoch [4][220/1567] lr: 3.833e-01, eta: 20:12:37, time: 2.229, data_time: 0.423, memory: 9526, top1_acc: 0.8359, top5_acc: 0.9914, loss_cls: 0.4890, loss: 0.4890, grad_norm: 0.7187 2021-04-05 09:24:53,444 - mmaction - INFO - Epoch [4][240/1567] lr: 3.832e-01, eta: 20:11:54, time: 2.239, data_time: 0.001, memory: 9526, top1_acc: 0.8326, top5_acc: 0.9885, loss_cls: 0.5043, loss: 0.5043, grad_norm: 0.6890 2021-04-05 09:25:38,243 - mmaction - INFO - Epoch [4][260/1567] lr: 3.831e-01, eta: 20:11:12, time: 2.242, data_time: 0.005, memory: 9526, top1_acc: 0.8229, top5_acc: 0.9855, loss_cls: 0.5344, loss: 0.5344, grad_norm: 0.7606 2021-04-05 09:26:22,697 - mmaction - INFO - Epoch [4][280/1567] lr: 3.829e-01, eta: 20:10:27, time: 2.222, data_time: 0.003, memory: 9526, top1_acc: 0.8416, top5_acc: 0.9867, loss_cls: 0.4938, loss: 0.4938, grad_norm: 0.7066 2021-04-05 09:27:09,299 - mmaction - INFO - Epoch [4][300/1567] lr: 3.828e-01, eta: 20:09:55, time: 2.328, data_time: 0.006, memory: 9526, top1_acc: 0.8400, top5_acc: 0.9871, loss_cls: 0.4834, loss: 0.4834, grad_norm: 0.7206 2021-04-05 09:27:52,674 - mmaction - INFO - Epoch [4][320/1567] lr: 3.827e-01, eta: 20:09:03, time: 2.169, data_time: 0.009, memory: 9526, top1_acc: 0.8346, top5_acc: 0.9883, loss_cls: 0.5035, loss: 0.5035, grad_norm: 0.7165 2021-04-05 09:28:31,653 - mmaction - INFO - Epoch [4][340/1567] lr: 3.825e-01, eta: 20:07:43, time: 1.950, data_time: 0.005, memory: 9526, top1_acc: 0.8391, top5_acc: 0.9877, loss_cls: 0.4956, loss: 0.4956, grad_norm: 0.6854 2021-04-05 09:29:15,496 - mmaction - INFO - Epoch [4][360/1567] lr: 3.824e-01, eta: 20:06:55, time: 2.194, data_time: 0.004, memory: 9526, top1_acc: 0.8395, top5_acc: 0.9869, loss_cls: 0.4820, loss: 0.4820, grad_norm: 0.6745 2021-04-05 09:30:00,058 - mmaction - INFO - Epoch [4][380/1567] lr: 3.823e-01, eta: 20:06:11, time: 2.228, data_time: 0.002, memory: 9526, top1_acc: 0.8389, top5_acc: 0.9898, loss_cls: 0.4891, loss: 0.4891, grad_norm: 0.7085 2021-04-05 09:30:45,907 - mmaction - INFO - Epoch [4][400/1567] lr: 3.821e-01, eta: 20:05:35, time: 2.293, data_time: 0.003, memory: 9526, top1_acc: 0.8408, top5_acc: 0.9875, loss_cls: 0.4939, loss: 0.4939, grad_norm: 0.7249 2021-04-05 09:31:30,424 - mmaction - INFO - Epoch [4][420/1567] lr: 3.820e-01, eta: 20:04:50, time: 2.225, data_time: 0.031, memory: 9526, top1_acc: 0.8346, top5_acc: 0.9875, loss_cls: 0.5074, loss: 0.5074, grad_norm: 0.7079 2021-04-05 09:32:18,182 - mmaction - INFO - Epoch [4][440/1567] lr: 3.818e-01, eta: 20:04:26, time: 2.387, data_time: 0.009, memory: 9526, top1_acc: 0.8391, top5_acc: 0.9887, loss_cls: 0.4827, loss: 0.4827, grad_norm: 0.7168 2021-04-05 09:32:59,161 - mmaction - INFO - Epoch [4][460/1567] lr: 3.817e-01, eta: 20:03:19, time: 2.050, data_time: 0.094, memory: 9526, top1_acc: 0.8373, top5_acc: 0.9920, loss_cls: 0.4825, loss: 0.4825, grad_norm: 0.6871 2021-04-05 09:33:42,805 - mmaction - INFO - Epoch [4][480/1567] lr: 3.816e-01, eta: 20:02:30, time: 2.183, data_time: 0.302, memory: 9526, top1_acc: 0.8287, top5_acc: 0.9895, loss_cls: 0.5016, loss: 0.5016, grad_norm: 0.7504 2021-04-05 09:34:27,168 - mmaction - INFO - Epoch [4][500/1567] lr: 3.814e-01, eta: 20:01:44, time: 2.217, data_time: 0.733, memory: 9526, top1_acc: 0.8354, top5_acc: 0.9873, loss_cls: 0.4975, loss: 0.4975, grad_norm: 0.7095 2021-04-05 09:35:11,424 - mmaction - INFO - Epoch [4][520/1567] lr: 3.813e-01, eta: 20:00:58, time: 2.214, data_time: 0.586, memory: 9526, top1_acc: 0.8400, top5_acc: 0.9883, loss_cls: 0.4947, loss: 0.4947, grad_norm: 0.7310 2021-04-05 09:35:55,992 - mmaction - INFO - Epoch [4][540/1567] lr: 3.811e-01, eta: 20:00:14, time: 2.229, data_time: 0.250, memory: 9526, top1_acc: 0.8324, top5_acc: 0.9891, loss_cls: 0.4964, loss: 0.4964, grad_norm: 0.7255 2021-04-05 09:36:38,699 - mmaction - INFO - Epoch [4][560/1567] lr: 3.810e-01, eta: 19:59:19, time: 2.136, data_time: 0.566, memory: 9526, top1_acc: 0.8311, top5_acc: 0.9869, loss_cls: 0.5252, loss: 0.5252, grad_norm: 0.7278 2021-04-05 09:37:22,488 - mmaction - INFO - Epoch [4][580/1567] lr: 3.809e-01, eta: 19:58:30, time: 2.186, data_time: 0.361, memory: 9526, top1_acc: 0.8385, top5_acc: 0.9857, loss_cls: 0.4991, loss: 0.4991, grad_norm: 0.7006 2021-04-05 09:38:07,781 - mmaction - INFO - Epoch [4][600/1567] lr: 3.807e-01, eta: 19:57:50, time: 2.265, data_time: 0.031, memory: 9526, top1_acc: 0.8303, top5_acc: 0.9904, loss_cls: 0.4933, loss: 0.4933, grad_norm: 0.7188 2021-04-05 09:38:50,810 - mmaction - INFO - Epoch [4][620/1567] lr: 3.806e-01, eta: 19:56:57, time: 2.153, data_time: 0.282, memory: 9526, top1_acc: 0.8541, top5_acc: 0.9889, loss_cls: 0.4553, loss: 0.4553, grad_norm: 0.6803 2021-04-05 09:39:35,379 - mmaction - INFO - Epoch [4][640/1567] lr: 3.804e-01, eta: 19:56:13, time: 2.229, data_time: 0.851, memory: 9526, top1_acc: 0.8439, top5_acc: 0.9871, loss_cls: 0.4941, loss: 0.4941, grad_norm: 0.7609 2021-04-05 09:40:22,561 - mmaction - INFO - Epoch [4][660/1567] lr: 3.803e-01, eta: 19:55:44, time: 2.356, data_time: 1.434, memory: 9526, top1_acc: 0.8363, top5_acc: 0.9893, loss_cls: 0.4947, loss: 0.4947, grad_norm: 0.7287 2021-04-05 09:41:03,508 - mmaction - INFO - Epoch [4][680/1567] lr: 3.801e-01, eta: 19:54:39, time: 2.050, data_time: 1.143, memory: 9526, top1_acc: 0.8318, top5_acc: 0.9908, loss_cls: 0.4900, loss: 0.4900, grad_norm: 0.7005 2021-04-05 09:41:48,911 - mmaction - INFO - Epoch [4][700/1567] lr: 3.800e-01, eta: 19:54:00, time: 2.270, data_time: 1.311, memory: 9526, top1_acc: 0.8457, top5_acc: 0.9898, loss_cls: 0.4665, loss: 0.4665, grad_norm: 0.6821 2021-04-05 09:42:33,330 - mmaction - INFO - Epoch [4][720/1567] lr: 3.798e-01, eta: 19:53:15, time: 2.221, data_time: 1.226, memory: 9526, top1_acc: 0.8363, top5_acc: 0.9873, loss_cls: 0.4926, loss: 0.4926, grad_norm: 0.7183 2021-04-05 09:43:19,391 - mmaction - INFO - Epoch [4][740/1567] lr: 3.797e-01, eta: 19:52:40, time: 2.303, data_time: 0.367, memory: 9526, top1_acc: 0.8412, top5_acc: 0.9895, loss_cls: 0.4751, loss: 0.4751, grad_norm: 0.7225 2021-04-05 09:44:04,585 - mmaction - INFO - Epoch [4][760/1567] lr: 3.796e-01, eta: 19:51:59, time: 2.258, data_time: 0.002, memory: 9526, top1_acc: 0.8336, top5_acc: 0.9875, loss_cls: 0.5093, loss: 0.5093, grad_norm: 0.7317 2021-04-05 09:44:44,657 - mmaction - INFO - Epoch [4][780/1567] lr: 3.794e-01, eta: 19:50:49, time: 2.006, data_time: 0.008, memory: 9526, top1_acc: 0.8438, top5_acc: 0.9875, loss_cls: 0.4932, loss: 0.4932, grad_norm: 0.7471 2021-04-05 09:45:30,045 - mmaction - INFO - Epoch [4][800/1567] lr: 3.793e-01, eta: 19:50:09, time: 2.264, data_time: 0.007, memory: 9526, top1_acc: 0.8418, top5_acc: 0.9900, loss_cls: 0.4890, loss: 0.4890, grad_norm: 0.7294 2021-04-05 09:46:12,743 - mmaction - INFO - Epoch [4][820/1567] lr: 3.791e-01, eta: 19:49:15, time: 2.140, data_time: 0.023, memory: 9526, top1_acc: 0.8438, top5_acc: 0.9889, loss_cls: 0.4879, loss: 0.4879, grad_norm: 0.7157 2021-04-05 09:46:56,085 - mmaction - INFO - Epoch [4][840/1567] lr: 3.790e-01, eta: 19:48:24, time: 2.166, data_time: 0.002, memory: 9526, top1_acc: 0.8436, top5_acc: 0.9879, loss_cls: 0.4780, loss: 0.4780, grad_norm: 0.7032 2021-04-05 09:47:40,488 - mmaction - INFO - Epoch [4][860/1567] lr: 3.788e-01, eta: 19:47:39, time: 2.221, data_time: 0.033, memory: 9526, top1_acc: 0.8408, top5_acc: 0.9891, loss_cls: 0.4840, loss: 0.4840, grad_norm: 0.7219 2021-04-05 09:48:26,305 - mmaction - INFO - Epoch [4][880/1567] lr: 3.787e-01, eta: 19:47:02, time: 2.287, data_time: 0.250, memory: 9526, top1_acc: 0.8297, top5_acc: 0.9840, loss_cls: 0.5375, loss: 0.5375, grad_norm: 0.7545 2021-04-05 09:49:12,855 - mmaction - INFO - Epoch [4][900/1567] lr: 3.785e-01, eta: 19:46:30, time: 2.332, data_time: 0.383, memory: 9526, top1_acc: 0.8242, top5_acc: 0.9887, loss_cls: 0.5057, loss: 0.5057, grad_norm: 0.7219 2021-04-05 09:49:55,430 - mmaction - INFO - Epoch [4][920/1567] lr: 3.784e-01, eta: 19:45:34, time: 2.127, data_time: 0.322, memory: 9526, top1_acc: 0.8398, top5_acc: 0.9887, loss_cls: 0.4783, loss: 0.4783, grad_norm: 0.7048 2021-04-05 09:50:40,880 - mmaction - INFO - Epoch [4][940/1567] lr: 3.782e-01, eta: 19:44:55, time: 2.273, data_time: 0.722, memory: 9526, top1_acc: 0.8408, top5_acc: 0.9895, loss_cls: 0.4771, loss: 0.4771, grad_norm: 0.6859 2021-04-05 09:51:25,832 - mmaction - INFO - Epoch [4][960/1567] lr: 3.781e-01, eta: 19:44:13, time: 2.248, data_time: 1.346, memory: 9526, top1_acc: 0.8416, top5_acc: 0.9885, loss_cls: 0.4884, loss: 0.4884, grad_norm: 0.7081 2021-04-05 09:52:09,522 - mmaction - INFO - Epoch [4][980/1567] lr: 3.779e-01, eta: 19:43:24, time: 2.179, data_time: 1.305, memory: 9526, top1_acc: 0.8379, top5_acc: 0.9887, loss_cls: 0.4969, loss: 0.4969, grad_norm: 0.7252 2021-04-05 09:52:53,341 - mmaction - INFO - Epoch [4][1000/1567] lr: 3.778e-01, eta: 19:42:36, time: 2.194, data_time: 1.232, memory: 9526, top1_acc: 0.8338, top5_acc: 0.9863, loss_cls: 0.5111, loss: 0.5111, grad_norm: 0.7576 2021-04-05 09:53:37,392 - mmaction - INFO - Epoch [4][1020/1567] lr: 3.776e-01, eta: 19:41:49, time: 2.204, data_time: 1.290, memory: 9526, top1_acc: 0.8369, top5_acc: 0.9865, loss_cls: 0.5053, loss: 0.5053, grad_norm: 0.7259 2021-04-05 09:54:22,893 - mmaction - INFO - Epoch [4][1040/1567] lr: 3.774e-01, eta: 19:41:11, time: 2.275, data_time: 1.320, memory: 9526, top1_acc: 0.8377, top5_acc: 0.9914, loss_cls: 0.4862, loss: 0.4862, grad_norm: 0.7326 2021-04-05 09:55:08,093 - mmaction - INFO - Epoch [4][1060/1567] lr: 3.773e-01, eta: 19:40:30, time: 2.257, data_time: 1.182, memory: 9526, top1_acc: 0.8271, top5_acc: 0.9867, loss_cls: 0.5152, loss: 0.5152, grad_norm: 0.7518 2021-04-05 09:55:53,655 - mmaction - INFO - Epoch [4][1080/1567] lr: 3.771e-01, eta: 19:39:52, time: 2.280, data_time: 1.215, memory: 9526, top1_acc: 0.8428, top5_acc: 0.9865, loss_cls: 0.4730, loss: 0.4730, grad_norm: 0.7221 2021-04-05 09:56:35,044 - mmaction - INFO - Epoch [4][1100/1567] lr: 3.770e-01, eta: 19:38:50, time: 2.069, data_time: 0.467, memory: 9526, top1_acc: 0.8404, top5_acc: 0.9881, loss_cls: 0.4671, loss: 0.4671, grad_norm: 0.7016 2021-04-05 09:57:18,544 - mmaction - INFO - Epoch [4][1120/1567] lr: 3.768e-01, eta: 19:38:00, time: 2.173, data_time: 0.078, memory: 9526, top1_acc: 0.8389, top5_acc: 0.9875, loss_cls: 0.4826, loss: 0.4826, grad_norm: 0.7148 2021-04-05 09:58:02,879 - mmaction - INFO - Epoch [4][1140/1567] lr: 3.767e-01, eta: 19:37:15, time: 2.218, data_time: 0.014, memory: 9526, top1_acc: 0.8395, top5_acc: 0.9873, loss_cls: 0.4993, loss: 0.4993, grad_norm: 0.7207 2021-04-05 09:58:47,528 - mmaction - INFO - Epoch [4][1160/1567] lr: 3.765e-01, eta: 19:36:32, time: 2.234, data_time: 0.556, memory: 9526, top1_acc: 0.8414, top5_acc: 0.9885, loss_cls: 0.4714, loss: 0.4714, grad_norm: 0.7022 2021-04-05 09:59:32,064 - mmaction - INFO - Epoch [4][1180/1567] lr: 3.764e-01, eta: 19:35:47, time: 2.224, data_time: 1.171, memory: 9526, top1_acc: 0.8504, top5_acc: 0.9875, loss_cls: 0.4636, loss: 0.4636, grad_norm: 0.7121 2021-04-05 10:00:19,040 - mmaction - INFO - Epoch [4][1200/1567] lr: 3.762e-01, eta: 19:35:16, time: 2.350, data_time: 0.761, memory: 9526, top1_acc: 0.8354, top5_acc: 0.9902, loss_cls: 0.4874, loss: 0.4874, grad_norm: 0.7252 2021-04-05 10:01:02,189 - mmaction - INFO - Epoch [4][1220/1567] lr: 3.760e-01, eta: 19:34:25, time: 2.158, data_time: 1.348, memory: 9526, top1_acc: 0.8412, top5_acc: 0.9904, loss_cls: 0.4704, loss: 0.4704, grad_norm: 0.7055 2021-04-05 10:01:48,710 - mmaction - INFO - Epoch [4][1240/1567] lr: 3.759e-01, eta: 19:33:51, time: 2.326, data_time: 1.296, memory: 9526, top1_acc: 0.8461, top5_acc: 0.9869, loss_cls: 0.4760, loss: 0.4760, grad_norm: 0.7068 2021-04-05 10:02:34,157 - mmaction - INFO - Epoch [4][1260/1567] lr: 3.757e-01, eta: 19:33:12, time: 2.275, data_time: 1.074, memory: 9526, top1_acc: 0.8436, top5_acc: 0.9867, loss_cls: 0.4880, loss: 0.4880, grad_norm: 0.7168 2021-04-05 10:03:17,180 - mmaction - INFO - Epoch [4][1280/1567] lr: 3.756e-01, eta: 19:32:20, time: 2.149, data_time: 0.374, memory: 9526, top1_acc: 0.8455, top5_acc: 0.9898, loss_cls: 0.4714, loss: 0.4714, grad_norm: 0.7135 2021-04-05 10:03:58,494 - mmaction - INFO - Epoch [4][1300/1567] lr: 3.754e-01, eta: 19:31:19, time: 2.068, data_time: 0.366, memory: 9526, top1_acc: 0.8531, top5_acc: 0.9896, loss_cls: 0.4658, loss: 0.4658, grad_norm: 0.7125 2021-04-05 10:04:43,006 - mmaction - INFO - Epoch [4][1320/1567] lr: 3.752e-01, eta: 19:30:34, time: 2.225, data_time: 0.167, memory: 9526, top1_acc: 0.8297, top5_acc: 0.9836, loss_cls: 0.5179, loss: 0.5179, grad_norm: 0.7767 2021-04-05 10:05:26,966 - mmaction - INFO - Epoch [4][1340/1567] lr: 3.751e-01, eta: 19:29:47, time: 2.197, data_time: 0.505, memory: 9526, top1_acc: 0.8395, top5_acc: 0.9885, loss_cls: 0.4925, loss: 0.4925, grad_norm: 0.7082 2021-04-05 10:06:12,067 - mmaction - INFO - Epoch [4][1360/1567] lr: 3.749e-01, eta: 19:29:06, time: 2.253, data_time: 0.379, memory: 9526, top1_acc: 0.8475, top5_acc: 0.9896, loss_cls: 0.4583, loss: 0.4583, grad_norm: 0.6867 2021-04-05 10:06:54,884 - mmaction - INFO - Epoch [4][1380/1567] lr: 3.748e-01, eta: 19:28:12, time: 2.137, data_time: 0.249, memory: 9526, top1_acc: 0.8357, top5_acc: 0.9887, loss_cls: 0.5000, loss: 0.5000, grad_norm: 0.7205 2021-04-05 10:07:39,020 - mmaction - INFO - Epoch [4][1400/1567] lr: 3.746e-01, eta: 19:27:27, time: 2.213, data_time: 0.267, memory: 9526, top1_acc: 0.8348, top5_acc: 0.9885, loss_cls: 0.5074, loss: 0.5074, grad_norm: 0.7514 2021-04-05 10:08:23,866 - mmaction - INFO - Epoch [4][1420/1567] lr: 3.744e-01, eta: 19:26:44, time: 2.242, data_time: 0.937, memory: 9526, top1_acc: 0.8449, top5_acc: 0.9900, loss_cls: 0.4615, loss: 0.4615, grad_norm: 0.7213 2021-04-05 10:09:08,308 - mmaction - INFO - Epoch [4][1440/1567] lr: 3.743e-01, eta: 19:25:59, time: 2.215, data_time: 1.276, memory: 9526, top1_acc: 0.8473, top5_acc: 0.9885, loss_cls: 0.4634, loss: 0.4634, grad_norm: 0.7072 2021-04-05 10:09:50,448 - mmaction - INFO - Epoch [4][1460/1567] lr: 3.741e-01, eta: 19:25:03, time: 2.115, data_time: 1.236, memory: 9526, top1_acc: 0.8441, top5_acc: 0.9891, loss_cls: 0.4683, loss: 0.4683, grad_norm: 0.7036 2021-04-05 10:10:35,388 - mmaction - INFO - Epoch [4][1480/1567] lr: 3.739e-01, eta: 19:24:21, time: 2.246, data_time: 0.724, memory: 9526, top1_acc: 0.8477, top5_acc: 0.9895, loss_cls: 0.4591, loss: 0.4591, grad_norm: 0.6806 2021-04-05 10:11:18,953 - mmaction - INFO - Epoch [4][1500/1567] lr: 3.738e-01, eta: 19:23:32, time: 2.178, data_time: 1.216, memory: 9526, top1_acc: 0.8443, top5_acc: 0.9898, loss_cls: 0.4658, loss: 0.4658, grad_norm: 0.7207 2021-04-05 10:12:04,269 - mmaction - INFO - Epoch [4][1520/1567] lr: 3.736e-01, eta: 19:22:52, time: 2.267, data_time: 1.026, memory: 9526, top1_acc: 0.8359, top5_acc: 0.9869, loss_cls: 0.4932, loss: 0.4932, grad_norm: 0.7342 2021-04-05 10:12:48,547 - mmaction - INFO - Epoch [4][1540/1567] lr: 3.734e-01, eta: 19:22:07, time: 2.212, data_time: 0.896, memory: 9526, top1_acc: 0.8424, top5_acc: 0.9865, loss_cls: 0.4804, loss: 0.4804, grad_norm: 0.6974 2021-04-05 10:13:33,530 - mmaction - INFO - Epoch [4][1560/1567] lr: 3.733e-01, eta: 19:21:25, time: 2.251, data_time: 1.376, memory: 9526, top1_acc: 0.8496, top5_acc: 0.9877, loss_cls: 0.4814, loss: 0.4814, grad_norm: 0.7500 2021-04-05 10:13:41,063 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-04-05 10:16:14,142 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 10:16:14,242 - mmaction - INFO - top1_acc 0.6483 top5_acc 0.9092 2021-04-05 10:16:14,242 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 10:16:14,279 - mmaction - INFO - mean_acc 0.6481 2021-04-05 10:16:14,286 - mmaction - INFO - Epoch(val) [4][1567] top1_acc: 0.6483, top5_acc: 0.9092, mean_class_accuracy: 0.6481 2021-04-05 10:17:35,492 - mmaction - INFO - Epoch [5][20/1567] lr: 3.730e-01, eta: 19:22:11, time: 4.059, data_time: 2.737, memory: 9526, top1_acc: 0.8176, top5_acc: 0.9811, loss_cls: 0.5864, loss: 0.5864, grad_norm: 0.7956 2021-04-05 10:18:17,845 - mmaction - INFO - Epoch [5][40/1567] lr: 3.729e-01, eta: 19:21:15, time: 2.117, data_time: 0.818, memory: 9526, top1_acc: 0.8332, top5_acc: 0.9881, loss_cls: 0.5015, loss: 0.5015, grad_norm: 0.7300 2021-04-05 10:19:03,890 - mmaction - INFO - Epoch [5][60/1567] lr: 3.727e-01, eta: 19:20:38, time: 2.301, data_time: 0.527, memory: 9526, top1_acc: 0.8389, top5_acc: 0.9898, loss_cls: 0.4782, loss: 0.4782, grad_norm: 0.7273 2021-04-05 10:19:47,175 - mmaction - INFO - Epoch [5][80/1567] lr: 3.725e-01, eta: 19:19:47, time: 2.165, data_time: 0.004, memory: 9526, top1_acc: 0.8465, top5_acc: 0.9877, loss_cls: 0.4891, loss: 0.4891, grad_norm: 0.7433 2021-04-05 10:20:28,522 - mmaction - INFO - Epoch [5][100/1567] lr: 3.724e-01, eta: 19:18:47, time: 2.065, data_time: 0.006, memory: 9526, top1_acc: 0.8412, top5_acc: 0.9871, loss_cls: 0.4743, loss: 0.4743, grad_norm: 0.7184 2021-04-05 10:21:16,797 - mmaction - INFO - Epoch [5][120/1567] lr: 3.722e-01, eta: 19:18:21, time: 2.413, data_time: 0.090, memory: 9526, top1_acc: 0.8439, top5_acc: 0.9938, loss_cls: 0.4532, loss: 0.4532, grad_norm: 0.6907 2021-04-05 10:21:58,165 - mmaction - INFO - Epoch [5][140/1567] lr: 3.720e-01, eta: 19:17:21, time: 2.069, data_time: 0.009, memory: 9526, top1_acc: 0.8434, top5_acc: 0.9904, loss_cls: 0.4776, loss: 0.4776, grad_norm: 0.6979 2021-04-05 10:22:43,637 - mmaction - INFO - Epoch [5][160/1567] lr: 3.719e-01, eta: 19:16:41, time: 2.274, data_time: 0.005, memory: 9526, top1_acc: 0.8570, top5_acc: 0.9914, loss_cls: 0.4280, loss: 0.4280, grad_norm: 0.6794 2021-04-05 10:23:27,956 - mmaction - INFO - Epoch [5][180/1567] lr: 3.717e-01, eta: 19:15:56, time: 2.219, data_time: 0.005, memory: 9526, top1_acc: 0.8484, top5_acc: 0.9914, loss_cls: 0.4524, loss: 0.4524, grad_norm: 0.7352 2021-04-05 10:24:11,636 - mmaction - INFO - Epoch [5][200/1567] lr: 3.715e-01, eta: 19:15:07, time: 2.178, data_time: 0.001, memory: 9526, top1_acc: 0.8461, top5_acc: 0.9891, loss_cls: 0.4892, loss: 0.4892, grad_norm: 0.7385 2021-04-05 10:24:54,581 - mmaction - INFO - Epoch [5][220/1567] lr: 3.713e-01, eta: 19:14:16, time: 2.153, data_time: 0.008, memory: 9526, top1_acc: 0.8463, top5_acc: 0.9871, loss_cls: 0.4774, loss: 0.4774, grad_norm: 0.7444 2021-04-05 10:25:38,018 - mmaction - INFO - Epoch [5][240/1567] lr: 3.712e-01, eta: 19:13:26, time: 2.170, data_time: 0.071, memory: 9526, top1_acc: 0.8559, top5_acc: 0.9881, loss_cls: 0.4542, loss: 0.4542, grad_norm: 0.7292 2021-04-05 10:26:24,825 - mmaction - INFO - Epoch [5][260/1567] lr: 3.710e-01, eta: 19:12:52, time: 2.343, data_time: 0.398, memory: 9526, top1_acc: 0.8557, top5_acc: 0.9895, loss_cls: 0.4529, loss: 0.4529, grad_norm: 0.6785 2021-04-05 10:27:07,470 - mmaction - INFO - Epoch [5][280/1567] lr: 3.708e-01, eta: 19:11:59, time: 2.129, data_time: 0.062, memory: 9526, top1_acc: 0.8516, top5_acc: 0.9883, loss_cls: 0.4625, loss: 0.4625, grad_norm: 0.7061 2021-04-05 10:27:51,965 - mmaction - INFO - Epoch [5][300/1567] lr: 3.707e-01, eta: 19:11:14, time: 2.227, data_time: 0.188, memory: 9526, top1_acc: 0.8516, top5_acc: 0.9902, loss_cls: 0.4600, loss: 0.4600, grad_norm: 0.7163 2021-04-05 10:28:35,105 - mmaction - INFO - Epoch [5][320/1567] lr: 3.705e-01, eta: 19:10:23, time: 2.157, data_time: 0.578, memory: 9526, top1_acc: 0.8428, top5_acc: 0.9855, loss_cls: 0.4688, loss: 0.4688, grad_norm: 0.6947 2021-04-05 10:29:19,983 - mmaction - INFO - Epoch [5][340/1567] lr: 3.703e-01, eta: 19:09:41, time: 2.243, data_time: 0.380, memory: 9526, top1_acc: 0.8424, top5_acc: 0.9900, loss_cls: 0.4643, loss: 0.4643, grad_norm: 0.7376 2021-04-05 10:30:03,472 - mmaction - INFO - Epoch [5][360/1567] lr: 3.701e-01, eta: 19:08:51, time: 2.175, data_time: 0.222, memory: 9526, top1_acc: 0.8488, top5_acc: 0.9902, loss_cls: 0.4667, loss: 0.4667, grad_norm: 0.7113 2021-04-05 10:30:48,278 - mmaction - INFO - Epoch [5][380/1567] lr: 3.700e-01, eta: 19:08:08, time: 2.242, data_time: 0.004, memory: 9526, top1_acc: 0.8574, top5_acc: 0.9887, loss_cls: 0.4502, loss: 0.4502, grad_norm: 0.6936 2021-04-05 10:31:30,260 - mmaction - INFO - Epoch [5][400/1567] lr: 3.698e-01, eta: 19:07:12, time: 2.096, data_time: 0.002, memory: 9526, top1_acc: 0.8559, top5_acc: 0.9875, loss_cls: 0.4521, loss: 0.4521, grad_norm: 0.6942 2021-04-05 10:32:16,065 - mmaction - INFO - Epoch [5][420/1567] lr: 3.696e-01, eta: 19:06:34, time: 2.294, data_time: 0.005, memory: 9526, top1_acc: 0.8451, top5_acc: 0.9877, loss_cls: 0.4764, loss: 0.4764, grad_norm: 0.7946 2021-04-05 10:32:59,665 - mmaction - INFO - Epoch [5][440/1567] lr: 3.694e-01, eta: 19:05:45, time: 2.178, data_time: 0.002, memory: 9526, top1_acc: 0.8535, top5_acc: 0.9902, loss_cls: 0.4429, loss: 0.4429, grad_norm: 0.7041 2021-04-05 10:33:43,889 - mmaction - INFO - Epoch [5][460/1567] lr: 3.692e-01, eta: 19:04:59, time: 2.212, data_time: 0.004, memory: 9526, top1_acc: 0.8555, top5_acc: 0.9891, loss_cls: 0.4453, loss: 0.4453, grad_norm: 0.6873 2021-04-05 10:34:27,512 - mmaction - INFO - Epoch [5][480/1567] lr: 3.691e-01, eta: 19:04:11, time: 2.181, data_time: 0.013, memory: 9526, top1_acc: 0.8473, top5_acc: 0.9881, loss_cls: 0.4661, loss: 0.4661, grad_norm: 0.7166 2021-04-05 10:35:11,876 - mmaction - INFO - Epoch [5][500/1567] lr: 3.689e-01, eta: 19:03:26, time: 2.216, data_time: 0.004, memory: 9526, top1_acc: 0.8582, top5_acc: 0.9912, loss_cls: 0.4350, loss: 0.4350, grad_norm: 0.7281 2021-04-05 10:35:54,395 - mmaction - INFO - Epoch [5][520/1567] lr: 3.687e-01, eta: 19:02:32, time: 2.125, data_time: 0.005, memory: 9526, top1_acc: 0.8494, top5_acc: 0.9912, loss_cls: 0.4553, loss: 0.4553, grad_norm: 0.7384 2021-04-05 10:36:38,934 - mmaction - INFO - Epoch [5][540/1567] lr: 3.685e-01, eta: 19:01:48, time: 2.232, data_time: 0.006, memory: 9526, top1_acc: 0.8521, top5_acc: 0.9904, loss_cls: 0.4614, loss: 0.4614, grad_norm: 0.7157 2021-04-05 10:37:25,989 - mmaction - INFO - Epoch [5][560/1567] lr: 3.683e-01, eta: 19:01:15, time: 2.352, data_time: 0.001, memory: 9526, top1_acc: 0.8490, top5_acc: 0.9904, loss_cls: 0.4684, loss: 0.4684, grad_norm: 0.7472 2021-04-05 10:38:06,686 - mmaction - INFO - Epoch [5][580/1567] lr: 3.682e-01, eta: 19:00:13, time: 2.030, data_time: 0.013, memory: 9526, top1_acc: 0.8484, top5_acc: 0.9900, loss_cls: 0.4591, loss: 0.4591, grad_norm: 0.6834 2021-04-05 10:38:51,947 - mmaction - INFO - Epoch [5][600/1567] lr: 3.680e-01, eta: 18:59:33, time: 2.266, data_time: 0.007, memory: 9526, top1_acc: 0.8586, top5_acc: 0.9893, loss_cls: 0.4327, loss: 0.4327, grad_norm: 0.6934 2021-04-05 10:39:34,081 - mmaction - INFO - Epoch [5][620/1567] lr: 3.678e-01, eta: 18:58:38, time: 2.106, data_time: 0.003, memory: 9526, top1_acc: 0.8553, top5_acc: 0.9906, loss_cls: 0.4388, loss: 0.4388, grad_norm: 0.7214 2021-04-05 10:40:19,544 - mmaction - INFO - Epoch [5][640/1567] lr: 3.676e-01, eta: 18:57:58, time: 2.275, data_time: 0.004, memory: 9526, top1_acc: 0.8408, top5_acc: 0.9889, loss_cls: 0.4847, loss: 0.4847, grad_norm: 0.7876 2021-04-05 10:41:03,276 - mmaction - INFO - Epoch [5][660/1567] lr: 3.674e-01, eta: 18:57:10, time: 2.185, data_time: 0.004, memory: 9526, top1_acc: 0.8502, top5_acc: 0.9883, loss_cls: 0.4695, loss: 0.4695, grad_norm: 0.7471 2021-04-05 10:41:47,836 - mmaction - INFO - Epoch [5][680/1567] lr: 3.673e-01, eta: 18:56:26, time: 2.229, data_time: 0.003, memory: 9526, top1_acc: 0.8461, top5_acc: 0.9863, loss_cls: 0.4765, loss: 0.4765, grad_norm: 0.7630 2021-04-05 10:42:32,075 - mmaction - INFO - Epoch [5][700/1567] lr: 3.671e-01, eta: 18:55:40, time: 2.208, data_time: 0.003, memory: 9526, top1_acc: 0.8609, top5_acc: 0.9918, loss_cls: 0.4288, loss: 0.4288, grad_norm: 0.6577 2021-04-05 10:43:16,893 - mmaction - INFO - Epoch [5][720/1567] lr: 3.669e-01, eta: 18:54:57, time: 2.244, data_time: 0.012, memory: 9526, top1_acc: 0.8520, top5_acc: 0.9914, loss_cls: 0.4448, loss: 0.4448, grad_norm: 0.7360 2021-04-05 10:44:00,176 - mmaction - INFO - Epoch [5][740/1567] lr: 3.667e-01, eta: 18:54:07, time: 2.165, data_time: 0.003, memory: 9526, top1_acc: 0.8539, top5_acc: 0.9910, loss_cls: 0.4370, loss: 0.4370, grad_norm: 0.6968 2021-04-05 10:44:43,872 - mmaction - INFO - Epoch [5][760/1567] lr: 3.665e-01, eta: 18:53:19, time: 2.183, data_time: 0.002, memory: 9526, top1_acc: 0.8605, top5_acc: 0.9904, loss_cls: 0.4369, loss: 0.4369, grad_norm: 0.7189 2021-04-05 10:45:29,331 - mmaction - INFO - Epoch [5][780/1567] lr: 3.663e-01, eta: 18:52:39, time: 2.272, data_time: 0.005, memory: 9526, top1_acc: 0.8529, top5_acc: 0.9902, loss_cls: 0.4391, loss: 0.4391, grad_norm: 0.7265 2021-04-05 10:46:12,958 - mmaction - INFO - Epoch [5][800/1567] lr: 3.661e-01, eta: 18:51:51, time: 2.183, data_time: 0.077, memory: 9526, top1_acc: 0.8344, top5_acc: 0.9887, loss_cls: 0.4967, loss: 0.4967, grad_norm: 0.7636 2021-04-05 10:46:54,982 - mmaction - INFO - Epoch [5][820/1567] lr: 3.660e-01, eta: 18:50:56, time: 2.102, data_time: 0.052, memory: 9526, top1_acc: 0.8461, top5_acc: 0.9895, loss_cls: 0.4665, loss: 0.4665, grad_norm: 0.7103 2021-04-05 10:47:41,056 - mmaction - INFO - Epoch [5][840/1567] lr: 3.658e-01, eta: 18:50:19, time: 2.305, data_time: 0.034, memory: 9526, top1_acc: 0.8592, top5_acc: 0.9891, loss_cls: 0.4488, loss: 0.4488, grad_norm: 0.7339 2021-04-05 10:48:25,438 - mmaction - INFO - Epoch [5][860/1567] lr: 3.656e-01, eta: 18:49:34, time: 2.218, data_time: 0.001, memory: 9526, top1_acc: 0.8496, top5_acc: 0.9889, loss_cls: 0.4508, loss: 0.4508, grad_norm: 0.7137 2021-04-05 10:49:08,707 - mmaction - INFO - Epoch [5][880/1567] lr: 3.654e-01, eta: 18:48:44, time: 2.165, data_time: 0.002, memory: 9526, top1_acc: 0.8527, top5_acc: 0.9900, loss_cls: 0.4418, loss: 0.4418, grad_norm: 0.7155 2021-04-05 10:49:50,968 - mmaction - INFO - Epoch [5][900/1567] lr: 3.652e-01, eta: 18:47:50, time: 2.110, data_time: 0.001, memory: 9526, top1_acc: 0.8553, top5_acc: 0.9910, loss_cls: 0.4433, loss: 0.4433, grad_norm: 0.7406 2021-04-05 10:50:34,953 - mmaction - INFO - Epoch [5][920/1567] lr: 3.650e-01, eta: 18:47:04, time: 2.201, data_time: 0.004, memory: 9526, top1_acc: 0.8352, top5_acc: 0.9865, loss_cls: 0.4982, loss: 0.4982, grad_norm: 0.7779 2021-04-05 10:51:18,531 - mmaction - INFO - Epoch [5][940/1567] lr: 3.648e-01, eta: 18:46:16, time: 2.179, data_time: 0.002, memory: 9526, top1_acc: 0.8406, top5_acc: 0.9846, loss_cls: 0.4851, loss: 0.4851, grad_norm: 0.7203 2021-04-05 10:52:04,309 - mmaction - INFO - Epoch [5][960/1567] lr: 3.646e-01, eta: 18:45:37, time: 2.289, data_time: 0.002, memory: 9526, top1_acc: 0.8594, top5_acc: 0.9932, loss_cls: 0.4339, loss: 0.4339, grad_norm: 0.7111 2021-04-05 10:52:49,278 - mmaction - INFO - Epoch [5][980/1567] lr: 3.645e-01, eta: 18:44:54, time: 2.246, data_time: 0.002, memory: 9526, top1_acc: 0.8564, top5_acc: 0.9900, loss_cls: 0.4413, loss: 0.4413, grad_norm: 0.7080 2021-04-05 10:53:32,499 - mmaction - INFO - Epoch [5][1000/1567] lr: 3.643e-01, eta: 18:44:05, time: 2.165, data_time: 0.005, memory: 9526, top1_acc: 0.8533, top5_acc: 0.9912, loss_cls: 0.4528, loss: 0.4528, grad_norm: 0.7219 2021-04-05 10:54:18,538 - mmaction - INFO - Epoch [5][1020/1567] lr: 3.641e-01, eta: 18:43:27, time: 2.301, data_time: 0.002, memory: 9526, top1_acc: 0.8541, top5_acc: 0.9910, loss_cls: 0.4501, loss: 0.4501, grad_norm: 0.7332 2021-04-05 10:55:03,465 - mmaction - INFO - Epoch [5][1040/1567] lr: 3.639e-01, eta: 18:42:44, time: 2.245, data_time: 0.003, memory: 9526, top1_acc: 0.8564, top5_acc: 0.9885, loss_cls: 0.4613, loss: 0.4613, grad_norm: 0.7273 2021-04-05 10:55:48,428 - mmaction - INFO - Epoch [5][1060/1567] lr: 3.637e-01, eta: 18:42:02, time: 2.249, data_time: 0.004, memory: 9526, top1_acc: 0.8475, top5_acc: 0.9896, loss_cls: 0.4460, loss: 0.4460, grad_norm: 0.7083 2021-04-05 10:56:32,231 - mmaction - INFO - Epoch [5][1080/1567] lr: 3.635e-01, eta: 18:41:15, time: 2.191, data_time: 0.003, memory: 9526, top1_acc: 0.8391, top5_acc: 0.9879, loss_cls: 0.4884, loss: 0.4884, grad_norm: 0.7595 2021-04-05 10:57:15,932 - mmaction - INFO - Epoch [5][1100/1567] lr: 3.633e-01, eta: 18:40:27, time: 2.184, data_time: 0.003, memory: 9526, top1_acc: 0.8580, top5_acc: 0.9895, loss_cls: 0.4339, loss: 0.4339, grad_norm: 0.6930 2021-04-05 10:57:55,681 - mmaction - INFO - Epoch [5][1120/1567] lr: 3.631e-01, eta: 18:39:23, time: 1.988, data_time: 0.028, memory: 9526, top1_acc: 0.8590, top5_acc: 0.9896, loss_cls: 0.4262, loss: 0.4262, grad_norm: 0.7067 2021-04-05 10:58:39,390 - mmaction - INFO - Epoch [5][1140/1567] lr: 3.629e-01, eta: 18:38:36, time: 2.187, data_time: 0.303, memory: 9526, top1_acc: 0.8545, top5_acc: 0.9889, loss_cls: 0.4507, loss: 0.4507, grad_norm: 0.7067 2021-04-05 10:59:24,200 - mmaction - INFO - Epoch [5][1160/1567] lr: 3.627e-01, eta: 18:37:53, time: 2.238, data_time: 0.084, memory: 9526, top1_acc: 0.8562, top5_acc: 0.9908, loss_cls: 0.4441, loss: 0.4441, grad_norm: 0.7107 2021-04-05 11:00:08,437 - mmaction - INFO - Epoch [5][1180/1567] lr: 3.625e-01, eta: 18:37:08, time: 2.215, data_time: 0.050, memory: 9526, top1_acc: 0.8375, top5_acc: 0.9873, loss_cls: 0.4864, loss: 0.4864, grad_norm: 0.7473 2021-04-05 11:00:50,971 - mmaction - INFO - Epoch [5][1200/1567] lr: 3.623e-01, eta: 18:36:15, time: 2.127, data_time: 0.094, memory: 9526, top1_acc: 0.8518, top5_acc: 0.9920, loss_cls: 0.4575, loss: 0.4575, grad_norm: 0.7421 2021-04-05 11:01:36,534 - mmaction - INFO - Epoch [5][1220/1567] lr: 3.621e-01, eta: 18:35:35, time: 2.277, data_time: 0.002, memory: 9526, top1_acc: 0.8533, top5_acc: 0.9906, loss_cls: 0.4445, loss: 0.4445, grad_norm: 0.7332 2021-04-05 11:02:22,421 - mmaction - INFO - Epoch [5][1240/1567] lr: 3.619e-01, eta: 18:34:56, time: 2.289, data_time: 0.003, memory: 9526, top1_acc: 0.8490, top5_acc: 0.9898, loss_cls: 0.4606, loss: 0.4606, grad_norm: 0.7279 2021-04-05 11:03:04,040 - mmaction - INFO - Epoch [5][1260/1567] lr: 3.618e-01, eta: 18:34:01, time: 2.085, data_time: 0.009, memory: 9526, top1_acc: 0.8547, top5_acc: 0.9900, loss_cls: 0.4444, loss: 0.4444, grad_norm: 0.7029 2021-04-05 11:03:50,276 - mmaction - INFO - Epoch [5][1280/1567] lr: 3.616e-01, eta: 18:33:24, time: 2.312, data_time: 0.004, memory: 9526, top1_acc: 0.8580, top5_acc: 0.9924, loss_cls: 0.4308, loss: 0.4308, grad_norm: 0.6706 2021-04-05 11:04:34,770 - mmaction - INFO - Epoch [5][1300/1567] lr: 3.614e-01, eta: 18:32:39, time: 2.226, data_time: 0.004, memory: 9526, top1_acc: 0.8539, top5_acc: 0.9865, loss_cls: 0.4462, loss: 0.4462, grad_norm: 0.7378 2021-04-05 11:05:18,741 - mmaction - INFO - Epoch [5][1320/1567] lr: 3.612e-01, eta: 18:31:53, time: 2.199, data_time: 0.003, memory: 9526, top1_acc: 0.8594, top5_acc: 0.9900, loss_cls: 0.4391, loss: 0.4391, grad_norm: 0.7085 2021-04-05 11:06:01,163 - mmaction - INFO - Epoch [5][1340/1567] lr: 3.610e-01, eta: 18:31:01, time: 2.121, data_time: 0.002, memory: 9526, top1_acc: 0.8506, top5_acc: 0.9924, loss_cls: 0.4447, loss: 0.4447, grad_norm: 0.7623 2021-04-05 11:06:46,362 - mmaction - INFO - Epoch [5][1360/1567] lr: 3.608e-01, eta: 18:30:19, time: 2.262, data_time: 0.003, memory: 9526, top1_acc: 0.8527, top5_acc: 0.9922, loss_cls: 0.4390, loss: 0.4390, grad_norm: 0.7062 2021-04-05 11:07:29,498 - mmaction - INFO - Epoch [5][1380/1567] lr: 3.606e-01, eta: 18:29:30, time: 2.155, data_time: 0.001, memory: 9526, top1_acc: 0.8623, top5_acc: 0.9893, loss_cls: 0.4359, loss: 0.4359, grad_norm: 0.7228 2021-04-05 11:08:15,219 - mmaction - INFO - Epoch [5][1400/1567] lr: 3.604e-01, eta: 18:28:50, time: 2.284, data_time: 0.003, memory: 9526, top1_acc: 0.8443, top5_acc: 0.9898, loss_cls: 0.4695, loss: 0.4695, grad_norm: 0.7463 2021-04-05 11:08:57,850 - mmaction - INFO - Epoch [5][1420/1567] lr: 3.602e-01, eta: 18:27:59, time: 2.133, data_time: 0.005, memory: 9526, top1_acc: 0.8475, top5_acc: 0.9883, loss_cls: 0.4602, loss: 0.4602, grad_norm: 0.7595 2021-04-05 11:09:42,731 - mmaction - INFO - Epoch [5][1440/1567] lr: 3.600e-01, eta: 18:27:16, time: 2.242, data_time: 0.003, memory: 9526, top1_acc: 0.8498, top5_acc: 0.9895, loss_cls: 0.4513, loss: 0.4513, grad_norm: 0.7329 2021-04-05 11:10:26,800 - mmaction - INFO - Epoch [5][1460/1567] lr: 3.598e-01, eta: 18:26:30, time: 2.200, data_time: 0.005, memory: 9526, top1_acc: 0.8586, top5_acc: 0.9885, loss_cls: 0.4407, loss: 0.4407, grad_norm: 0.6972 2021-04-05 11:11:13,857 - mmaction - INFO - Epoch [5][1480/1567] lr: 3.596e-01, eta: 18:25:56, time: 2.356, data_time: 0.009, memory: 9526, top1_acc: 0.8498, top5_acc: 0.9904, loss_cls: 0.4530, loss: 0.4530, grad_norm: 0.7609 2021-04-05 11:11:54,385 - mmaction - INFO - Epoch [5][1500/1567] lr: 3.594e-01, eta: 18:24:56, time: 2.028, data_time: 0.006, memory: 9526, top1_acc: 0.8549, top5_acc: 0.9906, loss_cls: 0.4319, loss: 0.4319, grad_norm: 0.7056 2021-04-05 11:12:39,840 - mmaction - INFO - Epoch [5][1520/1567] lr: 3.592e-01, eta: 18:24:16, time: 2.274, data_time: 0.005, memory: 9526, top1_acc: 0.8494, top5_acc: 0.9891, loss_cls: 0.4576, loss: 0.4576, grad_norm: 0.7364 2021-04-05 11:13:23,268 - mmaction - INFO - Epoch [5][1540/1567] lr: 3.590e-01, eta: 18:23:27, time: 2.171, data_time: 0.003, memory: 9526, top1_acc: 0.8576, top5_acc: 0.9920, loss_cls: 0.4236, loss: 0.4236, grad_norm: 0.7023 2021-04-05 11:14:07,089 - mmaction - INFO - Epoch [5][1560/1567] lr: 3.588e-01, eta: 18:22:41, time: 2.192, data_time: 0.005, memory: 9526, top1_acc: 0.8553, top5_acc: 0.9895, loss_cls: 0.4471, loss: 0.4471, grad_norm: 0.7045 2021-04-05 11:14:13,702 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-04-05 11:16:49,225 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 11:16:49,321 - mmaction - INFO - top1_acc 0.7541 top5_acc 0.9597 2021-04-05 11:16:49,321 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 11:16:49,358 - mmaction - INFO - mean_acc 0.7538 2021-04-05 11:16:49,365 - mmaction - INFO - Epoch(val) [5][1567] top1_acc: 0.7541, top5_acc: 0.9597, mean_class_accuracy: 0.7538 2021-04-05 11:18:15,534 - mmaction - INFO - Epoch [6][20/1567] lr: 3.585e-01, eta: 18:23:20, time: 4.307, data_time: 2.867, memory: 9526, top1_acc: 0.8404, top5_acc: 0.9879, loss_cls: 0.5099, loss: 0.5099, grad_norm: 0.7569 2021-04-05 11:19:00,126 - mmaction - INFO - Epoch [6][40/1567] lr: 3.583e-01, eta: 18:22:36, time: 2.228, data_time: 0.533, memory: 9526, top1_acc: 0.8562, top5_acc: 0.9875, loss_cls: 0.4478, loss: 0.4478, grad_norm: 0.6977 2021-04-05 11:19:43,444 - mmaction - INFO - Epoch [6][60/1567] lr: 3.581e-01, eta: 18:21:47, time: 2.166, data_time: 0.004, memory: 9526, top1_acc: 0.8557, top5_acc: 0.9896, loss_cls: 0.4551, loss: 0.4551, grad_norm: 0.7650 2021-04-05 11:20:29,737 - mmaction - INFO - Epoch [6][80/1567] lr: 3.579e-01, eta: 18:21:09, time: 2.316, data_time: 0.004, memory: 9526, top1_acc: 0.8514, top5_acc: 0.9902, loss_cls: 0.4545, loss: 0.4545, grad_norm: 0.7306 2021-04-05 11:21:14,943 - mmaction - INFO - Epoch [6][100/1567] lr: 3.577e-01, eta: 18:20:27, time: 2.258, data_time: 0.002, memory: 9526, top1_acc: 0.8518, top5_acc: 0.9902, loss_cls: 0.4562, loss: 0.4562, grad_norm: 0.7429 2021-04-05 11:21:56,954 - mmaction - INFO - Epoch [6][120/1567] lr: 3.575e-01, eta: 18:19:33, time: 2.099, data_time: 0.016, memory: 9526, top1_acc: 0.8504, top5_acc: 0.9900, loss_cls: 0.4548, loss: 0.4548, grad_norm: 0.7197 2021-04-05 11:22:39,929 - mmaction - INFO - Epoch [6][140/1567] lr: 3.572e-01, eta: 18:18:43, time: 2.152, data_time: 0.047, memory: 9526, top1_acc: 0.8619, top5_acc: 0.9914, loss_cls: 0.4314, loss: 0.4314, grad_norm: 0.6829 2021-04-05 11:23:26,272 - mmaction - INFO - Epoch [6][160/1567] lr: 3.570e-01, eta: 18:18:06, time: 2.318, data_time: 0.003, memory: 9526, top1_acc: 0.8650, top5_acc: 0.9914, loss_cls: 0.4148, loss: 0.4148, grad_norm: 0.7147 2021-04-05 11:24:09,109 - mmaction - INFO - Epoch [6][180/1567] lr: 3.568e-01, eta: 18:17:15, time: 2.143, data_time: 0.002, memory: 9526, top1_acc: 0.8551, top5_acc: 0.9914, loss_cls: 0.4285, loss: 0.4285, grad_norm: 0.7346 2021-04-05 11:24:50,473 - mmaction - INFO - Epoch [6][200/1567] lr: 3.566e-01, eta: 18:16:19, time: 2.066, data_time: 0.028, memory: 9526, top1_acc: 0.8564, top5_acc: 0.9898, loss_cls: 0.4234, loss: 0.4234, grad_norm: 0.6944 2021-04-05 11:25:34,682 - mmaction - INFO - Epoch [6][220/1567] lr: 3.564e-01, eta: 18:15:33, time: 2.209, data_time: 0.003, memory: 9526, top1_acc: 0.8598, top5_acc: 0.9916, loss_cls: 0.4215, loss: 0.4215, grad_norm: 0.7372 2021-04-05 11:26:20,191 - mmaction - INFO - Epoch [6][240/1567] lr: 3.562e-01, eta: 18:14:52, time: 2.275, data_time: 0.005, memory: 9526, top1_acc: 0.8566, top5_acc: 0.9896, loss_cls: 0.4401, loss: 0.4401, grad_norm: 0.7149 2021-04-05 11:27:03,778 - mmaction - INFO - Epoch [6][260/1567] lr: 3.560e-01, eta: 18:14:05, time: 2.179, data_time: 0.005, memory: 9526, top1_acc: 0.8588, top5_acc: 0.9896, loss_cls: 0.4437, loss: 0.4437, grad_norm: 0.7347 2021-04-05 11:27:47,777 - mmaction - INFO - Epoch [6][280/1567] lr: 3.558e-01, eta: 18:13:19, time: 2.203, data_time: 0.005, memory: 9526, top1_acc: 0.8629, top5_acc: 0.9900, loss_cls: 0.4218, loss: 0.4218, grad_norm: 0.7063 2021-04-05 11:28:32,378 - mmaction - INFO - Epoch [6][300/1567] lr: 3.556e-01, eta: 18:12:34, time: 2.230, data_time: 0.003, memory: 9526, top1_acc: 0.8629, top5_acc: 0.9902, loss_cls: 0.4113, loss: 0.4113, grad_norm: 0.7080 2021-04-05 11:29:14,129 - mmaction - INFO - Epoch [6][320/1567] lr: 3.554e-01, eta: 18:11:40, time: 2.087, data_time: 0.016, memory: 9526, top1_acc: 0.8557, top5_acc: 0.9896, loss_cls: 0.4416, loss: 0.4416, grad_norm: 0.7414 2021-04-05 11:30:00,834 - mmaction - INFO - Epoch [6][340/1567] lr: 3.552e-01, eta: 18:11:04, time: 2.335, data_time: 0.002, memory: 9526, top1_acc: 0.8459, top5_acc: 0.9857, loss_cls: 0.4714, loss: 0.4714, grad_norm: 0.7559 2021-04-05 11:30:42,264 - mmaction - INFO - Epoch [6][360/1567] lr: 3.549e-01, eta: 18:10:08, time: 2.067, data_time: 0.003, memory: 9526, top1_acc: 0.8549, top5_acc: 0.9910, loss_cls: 0.4437, loss: 0.4437, grad_norm: 0.7116 2021-04-05 11:31:26,996 - mmaction - INFO - Epoch [6][380/1567] lr: 3.547e-01, eta: 18:09:25, time: 2.242, data_time: 0.089, memory: 9526, top1_acc: 0.8615, top5_acc: 0.9908, loss_cls: 0.4282, loss: 0.4282, grad_norm: 0.7175 2021-04-05 11:32:11,093 - mmaction - INFO - Epoch [6][400/1567] lr: 3.545e-01, eta: 18:08:39, time: 2.205, data_time: 0.400, memory: 9526, top1_acc: 0.8635, top5_acc: 0.9879, loss_cls: 0.4153, loss: 0.4153, grad_norm: 0.6592 2021-04-05 11:32:54,506 - mmaction - INFO - Epoch [6][420/1567] lr: 3.543e-01, eta: 18:07:50, time: 2.166, data_time: 0.194, memory: 9526, top1_acc: 0.8541, top5_acc: 0.9895, loss_cls: 0.4472, loss: 0.4472, grad_norm: 0.7284 2021-04-05 11:33:41,584 - mmaction - INFO - Epoch [6][440/1567] lr: 3.541e-01, eta: 18:07:15, time: 2.356, data_time: 0.046, memory: 9526, top1_acc: 0.8693, top5_acc: 0.9889, loss_cls: 0.4095, loss: 0.4095, grad_norm: 0.6721 2021-04-05 11:34:26,346 - mmaction - INFO - Epoch [6][460/1567] lr: 3.539e-01, eta: 18:06:32, time: 2.238, data_time: 0.009, memory: 9526, top1_acc: 0.8613, top5_acc: 0.9906, loss_cls: 0.4324, loss: 0.4324, grad_norm: 0.7297 2021-04-05 11:35:11,131 - mmaction - INFO - Epoch [6][480/1567] lr: 3.537e-01, eta: 18:05:48, time: 2.241, data_time: 0.004, memory: 9526, top1_acc: 0.8557, top5_acc: 0.9898, loss_cls: 0.4419, loss: 0.4419, grad_norm: 0.7219 2021-04-05 11:35:52,530 - mmaction - INFO - Epoch [6][500/1567] lr: 3.535e-01, eta: 18:04:53, time: 2.071, data_time: 0.002, memory: 9526, top1_acc: 0.8574, top5_acc: 0.9916, loss_cls: 0.4267, loss: 0.4267, grad_norm: 0.7527 2021-04-05 11:36:35,657 - mmaction - INFO - Epoch [6][520/1567] lr: 3.532e-01, eta: 18:04:04, time: 2.155, data_time: 0.001, memory: 9526, top1_acc: 0.8576, top5_acc: 0.9916, loss_cls: 0.4303, loss: 0.4303, grad_norm: 0.7202 2021-04-05 11:37:20,148 - mmaction - INFO - Epoch [6][540/1567] lr: 3.530e-01, eta: 18:03:20, time: 2.225, data_time: 0.003, memory: 9526, top1_acc: 0.8592, top5_acc: 0.9895, loss_cls: 0.4264, loss: 0.4264, grad_norm: 0.6838 2021-04-05 11:38:02,320 - mmaction - INFO - Epoch [6][560/1567] lr: 3.528e-01, eta: 18:02:27, time: 2.108, data_time: 0.003, memory: 9526, top1_acc: 0.8615, top5_acc: 0.9908, loss_cls: 0.4034, loss: 0.4034, grad_norm: 0.7038 2021-04-05 11:38:46,387 - mmaction - INFO - Epoch [6][580/1567] lr: 3.526e-01, eta: 18:01:41, time: 2.202, data_time: 0.084, memory: 9526, top1_acc: 0.8619, top5_acc: 0.9914, loss_cls: 0.4166, loss: 0.4166, grad_norm: 0.7178 2021-04-05 11:39:29,282 - mmaction - INFO - Epoch [6][600/1567] lr: 3.524e-01, eta: 18:00:51, time: 2.147, data_time: 0.490, memory: 9526, top1_acc: 0.8557, top5_acc: 0.9889, loss_cls: 0.4369, loss: 0.4369, grad_norm: 0.7724 2021-04-05 11:40:17,202 - mmaction - INFO - Epoch [6][620/1567] lr: 3.522e-01, eta: 18:00:19, time: 2.398, data_time: 0.171, memory: 9526, top1_acc: 0.8408, top5_acc: 0.9900, loss_cls: 0.4676, loss: 0.4676, grad_norm: 0.7865 2021-04-05 11:40:58,317 - mmaction - INFO - Epoch [6][640/1567] lr: 3.519e-01, eta: 17:59:23, time: 2.055, data_time: 0.173, memory: 9526, top1_acc: 0.8580, top5_acc: 0.9904, loss_cls: 0.4334, loss: 0.4334, grad_norm: 0.7323 2021-04-05 11:41:44,156 - mmaction - INFO - Epoch [6][660/1567] lr: 3.517e-01, eta: 17:58:43, time: 2.292, data_time: 0.090, memory: 9526, top1_acc: 0.8568, top5_acc: 0.9918, loss_cls: 0.4435, loss: 0.4435, grad_norm: 0.7177 2021-04-05 11:42:26,327 - mmaction - INFO - Epoch [6][680/1567] lr: 3.515e-01, eta: 17:57:51, time: 2.108, data_time: 0.002, memory: 9526, top1_acc: 0.8682, top5_acc: 0.9916, loss_cls: 0.4081, loss: 0.4081, grad_norm: 0.6874 2021-04-05 11:43:09,356 - mmaction - INFO - Epoch [6][700/1567] lr: 3.513e-01, eta: 17:57:01, time: 2.151, data_time: 0.003, memory: 9526, top1_acc: 0.8566, top5_acc: 0.9900, loss_cls: 0.4376, loss: 0.4376, grad_norm: 0.7405 2021-04-05 11:43:53,443 - mmaction - INFO - Epoch [6][720/1567] lr: 3.511e-01, eta: 17:56:16, time: 2.203, data_time: 0.003, memory: 9526, top1_acc: 0.8562, top5_acc: 0.9900, loss_cls: 0.4373, loss: 0.4373, grad_norm: 0.7558 2021-04-05 11:44:40,245 - mmaction - INFO - Epoch [6][740/1567] lr: 3.509e-01, eta: 17:55:39, time: 2.342, data_time: 0.004, memory: 9526, top1_acc: 0.8637, top5_acc: 0.9910, loss_cls: 0.4095, loss: 0.4095, grad_norm: 0.6790 2021-04-05 11:45:23,487 - mmaction - INFO - Epoch [6][760/1567] lr: 3.506e-01, eta: 17:54:51, time: 2.161, data_time: 0.002, memory: 9526, top1_acc: 0.8537, top5_acc: 0.9916, loss_cls: 0.4393, loss: 0.4393, grad_norm: 0.7583 2021-04-05 11:46:06,102 - mmaction - INFO - Epoch [6][780/1567] lr: 3.504e-01, eta: 17:54:00, time: 2.131, data_time: 0.004, memory: 9526, top1_acc: 0.8500, top5_acc: 0.9908, loss_cls: 0.4539, loss: 0.4539, grad_norm: 0.7431 2021-04-05 11:46:50,529 - mmaction - INFO - Epoch [6][800/1567] lr: 3.502e-01, eta: 17:53:15, time: 2.223, data_time: 0.075, memory: 9526, top1_acc: 0.8613, top5_acc: 0.9912, loss_cls: 0.4270, loss: 0.4270, grad_norm: 0.6994 2021-04-05 11:47:34,589 - mmaction - INFO - Epoch [6][820/1567] lr: 3.500e-01, eta: 17:52:30, time: 2.201, data_time: 0.118, memory: 9526, top1_acc: 0.8684, top5_acc: 0.9932, loss_cls: 0.4005, loss: 0.4005, grad_norm: 0.7195 2021-04-05 11:48:15,966 - mmaction - INFO - Epoch [6][840/1567] lr: 3.498e-01, eta: 17:51:35, time: 2.070, data_time: 0.005, memory: 9526, top1_acc: 0.8564, top5_acc: 0.9887, loss_cls: 0.4397, loss: 0.4397, grad_norm: 0.7657 2021-04-05 11:49:03,289 - mmaction - INFO - Epoch [6][860/1567] lr: 3.495e-01, eta: 17:51:00, time: 2.366, data_time: 0.305, memory: 9526, top1_acc: 0.8641, top5_acc: 0.9898, loss_cls: 0.4290, loss: 0.4290, grad_norm: 0.7164 2021-04-05 11:49:49,150 - mmaction - INFO - Epoch [6][880/1567] lr: 3.493e-01, eta: 17:50:20, time: 2.295, data_time: 0.116, memory: 9526, top1_acc: 0.8604, top5_acc: 0.9900, loss_cls: 0.4184, loss: 0.4184, grad_norm: 0.7347 2021-04-05 11:50:30,197 - mmaction - INFO - Epoch [6][900/1567] lr: 3.491e-01, eta: 17:49:25, time: 2.050, data_time: 0.002, memory: 9526, top1_acc: 0.8520, top5_acc: 0.9910, loss_cls: 0.4430, loss: 0.4430, grad_norm: 0.7418 2021-04-05 11:51:15,259 - mmaction - INFO - Epoch [6][920/1567] lr: 3.489e-01, eta: 17:48:42, time: 2.255, data_time: 0.004, memory: 9526, top1_acc: 0.8688, top5_acc: 0.9916, loss_cls: 0.4049, loss: 0.4049, grad_norm: 0.6864 2021-04-05 11:51:58,981 - mmaction - INFO - Epoch [6][940/1567] lr: 3.486e-01, eta: 17:47:55, time: 2.187, data_time: 0.002, memory: 9526, top1_acc: 0.8742, top5_acc: 0.9918, loss_cls: 0.3998, loss: 0.3998, grad_norm: 0.6900 2021-04-05 11:52:46,406 - mmaction - INFO - Epoch [6][960/1567] lr: 3.484e-01, eta: 17:47:20, time: 2.367, data_time: 0.001, memory: 9526, top1_acc: 0.8684, top5_acc: 0.9908, loss_cls: 0.4048, loss: 0.4048, grad_norm: 0.7128 2021-04-05 11:53:30,868 - mmaction - INFO - Epoch [6][980/1567] lr: 3.482e-01, eta: 17:46:36, time: 2.226, data_time: 0.010, memory: 9526, top1_acc: 0.8656, top5_acc: 0.9912, loss_cls: 0.4178, loss: 0.4178, grad_norm: 0.7205 2021-04-05 11:54:16,708 - mmaction - INFO - Epoch [6][1000/1567] lr: 3.480e-01, eta: 17:45:56, time: 2.290, data_time: 0.003, memory: 9526, top1_acc: 0.8592, top5_acc: 0.9918, loss_cls: 0.4263, loss: 0.4263, grad_norm: 0.7201 2021-04-05 11:54:59,604 - mmaction - INFO - Epoch [6][1020/1567] lr: 3.477e-01, eta: 17:45:07, time: 2.148, data_time: 0.006, memory: 9526, top1_acc: 0.8668, top5_acc: 0.9904, loss_cls: 0.4144, loss: 0.4144, grad_norm: 0.7127 2021-04-05 11:55:44,935 - mmaction - INFO - Epoch [6][1040/1567] lr: 3.475e-01, eta: 17:44:25, time: 2.264, data_time: 0.002, memory: 9526, top1_acc: 0.8775, top5_acc: 0.9912, loss_cls: 0.3806, loss: 0.3806, grad_norm: 0.7111 2021-04-05 11:56:24,840 - mmaction - INFO - Epoch [6][1060/1567] lr: 3.473e-01, eta: 17:43:26, time: 1.998, data_time: 0.004, memory: 9526, top1_acc: 0.8717, top5_acc: 0.9924, loss_cls: 0.3818, loss: 0.3818, grad_norm: 0.7059 2021-04-05 11:57:08,541 - mmaction - INFO - Epoch [6][1080/1567] lr: 3.471e-01, eta: 17:42:39, time: 2.183, data_time: 0.001, memory: 9526, top1_acc: 0.8512, top5_acc: 0.9889, loss_cls: 0.4508, loss: 0.4508, grad_norm: 0.7895 2021-04-05 11:57:54,461 - mmaction - INFO - Epoch [6][1100/1567] lr: 3.468e-01, eta: 17:42:00, time: 2.297, data_time: 0.006, memory: 9526, top1_acc: 0.8598, top5_acc: 0.9887, loss_cls: 0.4448, loss: 0.4448, grad_norm: 0.7768 2021-04-05 11:58:37,239 - mmaction - INFO - Epoch [6][1120/1567] lr: 3.466e-01, eta: 17:41:10, time: 2.137, data_time: 0.005, memory: 9526, top1_acc: 0.8621, top5_acc: 0.9904, loss_cls: 0.4221, loss: 0.4221, grad_norm: 0.7170 2021-04-05 11:59:20,978 - mmaction - INFO - Epoch [6][1140/1567] lr: 3.464e-01, eta: 17:40:23, time: 2.188, data_time: 0.008, memory: 9526, top1_acc: 0.8578, top5_acc: 0.9902, loss_cls: 0.4256, loss: 0.4256, grad_norm: 0.6968 2021-04-05 12:00:05,458 - mmaction - INFO - Epoch [6][1160/1567] lr: 3.462e-01, eta: 17:39:38, time: 2.218, data_time: 0.004, memory: 9526, top1_acc: 0.8656, top5_acc: 0.9934, loss_cls: 0.4104, loss: 0.4104, grad_norm: 0.7471 2021-04-05 12:00:46,957 - mmaction - INFO - Epoch [6][1180/1567] lr: 3.459e-01, eta: 17:38:44, time: 2.073, data_time: 0.017, memory: 9526, top1_acc: 0.8512, top5_acc: 0.9904, loss_cls: 0.4480, loss: 0.4480, grad_norm: 0.7817 2021-04-05 12:01:30,745 - mmaction - INFO - Epoch [6][1200/1567] lr: 3.457e-01, eta: 17:37:58, time: 2.197, data_time: 0.011, memory: 9526, top1_acc: 0.8613, top5_acc: 0.9914, loss_cls: 0.4109, loss: 0.4109, grad_norm: 0.7283 2021-04-05 12:02:19,112 - mmaction - INFO - Epoch [6][1220/1567] lr: 3.455e-01, eta: 17:37:26, time: 2.419, data_time: 0.003, memory: 9526, top1_acc: 0.8664, top5_acc: 0.9904, loss_cls: 0.4154, loss: 0.4154, grad_norm: 0.7193 2021-04-05 12:03:02,706 - mmaction - INFO - Epoch [6][1240/1567] lr: 3.452e-01, eta: 17:36:39, time: 2.177, data_time: 0.002, memory: 9526, top1_acc: 0.8609, top5_acc: 0.9932, loss_cls: 0.4045, loss: 0.4045, grad_norm: 0.7224 2021-04-05 12:03:46,953 - mmaction - INFO - Epoch [6][1260/1567] lr: 3.450e-01, eta: 17:35:54, time: 2.215, data_time: 0.029, memory: 9526, top1_acc: 0.8590, top5_acc: 0.9889, loss_cls: 0.4305, loss: 0.4305, grad_norm: 0.7463 2021-04-05 12:04:29,580 - mmaction - INFO - Epoch [6][1280/1567] lr: 3.448e-01, eta: 17:35:04, time: 2.130, data_time: 0.003, memory: 9526, top1_acc: 0.8670, top5_acc: 0.9904, loss_cls: 0.4070, loss: 0.4070, grad_norm: 0.6948 2021-04-05 12:05:14,052 - mmaction - INFO - Epoch [6][1300/1567] lr: 3.446e-01, eta: 17:34:20, time: 2.222, data_time: 0.005, memory: 9526, top1_acc: 0.8707, top5_acc: 0.9910, loss_cls: 0.4062, loss: 0.4062, grad_norm: 0.7154 2021-04-05 12:05:57,345 - mmaction - INFO - Epoch [6][1320/1567] lr: 3.443e-01, eta: 17:33:32, time: 2.168, data_time: 0.006, memory: 9526, top1_acc: 0.8766, top5_acc: 0.9928, loss_cls: 0.3766, loss: 0.3766, grad_norm: 0.6933 2021-04-05 12:06:43,650 - mmaction - INFO - Epoch [6][1340/1567] lr: 3.441e-01, eta: 17:32:53, time: 2.317, data_time: 0.003, memory: 9526, top1_acc: 0.8826, top5_acc: 0.9912, loss_cls: 0.3731, loss: 0.3731, grad_norm: 0.7114 2021-04-05 12:07:26,304 - mmaction - INFO - Epoch [6][1360/1567] lr: 3.439e-01, eta: 17:32:03, time: 2.126, data_time: 0.001, memory: 9526, top1_acc: 0.8664, top5_acc: 0.9932, loss_cls: 0.4029, loss: 0.4029, grad_norm: 0.7358 2021-04-05 12:08:10,911 - mmaction - INFO - Epoch [6][1380/1567] lr: 3.436e-01, eta: 17:31:19, time: 2.235, data_time: 0.007, memory: 9526, top1_acc: 0.8609, top5_acc: 0.9896, loss_cls: 0.4308, loss: 0.4308, grad_norm: 0.7492 2021-04-05 12:08:56,101 - mmaction - INFO - Epoch [6][1400/1567] lr: 3.434e-01, eta: 17:30:37, time: 2.260, data_time: 0.003, memory: 9526, top1_acc: 0.8648, top5_acc: 0.9906, loss_cls: 0.4234, loss: 0.4234, grad_norm: 0.7261 2021-04-05 12:09:43,190 - mmaction - INFO - Epoch [6][1420/1567] lr: 3.432e-01, eta: 17:30:01, time: 2.355, data_time: 0.003, memory: 9526, top1_acc: 0.8617, top5_acc: 0.9893, loss_cls: 0.4268, loss: 0.4268, grad_norm: 0.7008 2021-04-05 12:10:26,023 - mmaction - INFO - Epoch [6][1440/1567] lr: 3.429e-01, eta: 17:29:11, time: 2.138, data_time: 0.002, memory: 9526, top1_acc: 0.8629, top5_acc: 0.9895, loss_cls: 0.4208, loss: 0.4208, grad_norm: 0.7332 2021-04-05 12:11:11,211 - mmaction - INFO - Epoch [6][1460/1567] lr: 3.427e-01, eta: 17:28:29, time: 2.261, data_time: 0.005, memory: 9526, top1_acc: 0.8701, top5_acc: 0.9902, loss_cls: 0.4072, loss: 0.4072, grad_norm: 0.7018 2021-04-05 12:11:56,746 - mmaction - INFO - Epoch [6][1480/1567] lr: 3.425e-01, eta: 17:27:48, time: 2.277, data_time: 0.007, memory: 9526, top1_acc: 0.8602, top5_acc: 0.9902, loss_cls: 0.4140, loss: 0.4140, grad_norm: 0.7083 2021-04-05 12:12:38,976 - mmaction - INFO - Epoch [6][1500/1567] lr: 3.422e-01, eta: 17:26:57, time: 2.112, data_time: 0.004, memory: 9526, top1_acc: 0.8516, top5_acc: 0.9902, loss_cls: 0.4309, loss: 0.4309, grad_norm: 0.7193 2021-04-05 12:13:23,767 - mmaction - INFO - Epoch [6][1520/1567] lr: 3.420e-01, eta: 17:26:14, time: 2.241, data_time: 0.003, memory: 9526, top1_acc: 0.8582, top5_acc: 0.9902, loss_cls: 0.4368, loss: 0.4368, grad_norm: 0.7216 2021-04-05 12:14:07,958 - mmaction - INFO - Epoch [6][1540/1567] lr: 3.418e-01, eta: 17:25:29, time: 2.206, data_time: 0.004, memory: 9526, top1_acc: 0.8689, top5_acc: 0.9938, loss_cls: 0.3905, loss: 0.3905, grad_norm: 0.7064 2021-04-05 12:14:48,616 - mmaction - INFO - Epoch [6][1560/1567] lr: 3.415e-01, eta: 17:24:33, time: 2.036, data_time: 0.005, memory: 9526, top1_acc: 0.8648, top5_acc: 0.9939, loss_cls: 0.4137, loss: 0.4137, grad_norm: 0.7348 2021-04-05 12:15:10,208 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-04-05 12:18:30,352 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 12:18:30,428 - mmaction - INFO - top1_acc 0.7009 top5_acc 0.9492 2021-04-05 12:18:30,429 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 12:18:30,456 - mmaction - INFO - mean_acc 0.7009 2021-04-05 12:18:30,458 - mmaction - INFO - Epoch(val) [6][1567] top1_acc: 0.7009, top5_acc: 0.9492, mean_class_accuracy: 0.7009 2021-04-05 12:19:49,097 - mmaction - INFO - Epoch [7][20/1567] lr: 3.412e-01, eta: 17:24:29, time: 3.930, data_time: 1.740, memory: 9526, top1_acc: 0.8436, top5_acc: 0.9887, loss_cls: 0.4898, loss: 0.4898, grad_norm: 0.7663 2021-04-05 12:20:34,101 - mmaction - INFO - Epoch [7][40/1567] lr: 3.410e-01, eta: 17:23:46, time: 2.250, data_time: 0.002, memory: 9526, top1_acc: 0.8467, top5_acc: 0.9893, loss_cls: 0.4670, loss: 0.4670, grad_norm: 0.7797 2021-04-05 12:21:20,723 - mmaction - INFO - Epoch [7][60/1567] lr: 3.407e-01, eta: 17:23:08, time: 2.327, data_time: 0.236, memory: 9526, top1_acc: 0.8543, top5_acc: 0.9908, loss_cls: 0.4335, loss: 0.4335, grad_norm: 0.7295 2021-04-05 12:22:07,176 - mmaction - INFO - Epoch [7][80/1567] lr: 3.405e-01, eta: 17:22:29, time: 2.326, data_time: 0.006, memory: 9526, top1_acc: 0.8715, top5_acc: 0.9912, loss_cls: 0.4067, loss: 0.4067, grad_norm: 0.7221 2021-04-05 12:22:51,994 - mmaction - INFO - Epoch [7][100/1567] lr: 3.402e-01, eta: 17:21:46, time: 2.242, data_time: 0.004, memory: 9526, top1_acc: 0.8553, top5_acc: 0.9908, loss_cls: 0.4373, loss: 0.4373, grad_norm: 0.7595 2021-04-05 12:23:34,557 - mmaction - INFO - Epoch [7][120/1567] lr: 3.400e-01, eta: 17:20:56, time: 2.128, data_time: 0.002, memory: 9526, top1_acc: 0.8637, top5_acc: 0.9926, loss_cls: 0.4172, loss: 0.4172, grad_norm: 0.7294 2021-04-05 12:24:18,134 - mmaction - INFO - Epoch [7][140/1567] lr: 3.398e-01, eta: 17:20:08, time: 2.177, data_time: 0.214, memory: 9526, top1_acc: 0.8750, top5_acc: 0.9908, loss_cls: 0.3929, loss: 0.3929, grad_norm: 0.7013 2021-04-05 12:25:02,474 - mmaction - INFO - Epoch [7][160/1567] lr: 3.395e-01, eta: 17:19:24, time: 2.218, data_time: 0.004, memory: 9526, top1_acc: 0.8715, top5_acc: 0.9912, loss_cls: 0.3903, loss: 0.3903, grad_norm: 0.7141 2021-04-05 12:25:44,915 - mmaction - INFO - Epoch [7][180/1567] lr: 3.393e-01, eta: 17:18:33, time: 2.122, data_time: 0.779, memory: 9526, top1_acc: 0.8777, top5_acc: 0.9920, loss_cls: 0.3863, loss: 0.3863, grad_norm: 0.6905 2021-04-05 12:26:29,917 - mmaction - INFO - Epoch [7][200/1567] lr: 3.391e-01, eta: 17:17:50, time: 2.246, data_time: 1.031, memory: 9526, top1_acc: 0.8686, top5_acc: 0.9908, loss_cls: 0.3989, loss: 0.3989, grad_norm: 0.7189 2021-04-05 12:27:13,764 - mmaction - INFO - Epoch [7][220/1567] lr: 3.388e-01, eta: 17:17:04, time: 2.196, data_time: 0.491, memory: 9526, top1_acc: 0.8572, top5_acc: 0.9928, loss_cls: 0.4178, loss: 0.4178, grad_norm: 0.7264 2021-04-05 12:27:58,678 - mmaction - INFO - Epoch [7][240/1567] lr: 3.386e-01, eta: 17:16:21, time: 2.244, data_time: 0.604, memory: 9526, top1_acc: 0.8691, top5_acc: 0.9926, loss_cls: 0.4083, loss: 0.4083, grad_norm: 0.7458 2021-04-05 12:28:41,464 - mmaction - INFO - Epoch [7][260/1567] lr: 3.383e-01, eta: 17:15:31, time: 2.137, data_time: 0.029, memory: 9526, top1_acc: 0.8752, top5_acc: 0.9910, loss_cls: 0.3816, loss: 0.3816, grad_norm: 0.6954 2021-04-05 12:29:27,757 - mmaction - INFO - Epoch [7][280/1567] lr: 3.381e-01, eta: 17:14:52, time: 2.316, data_time: 0.086, memory: 9526, top1_acc: 0.8676, top5_acc: 0.9893, loss_cls: 0.4053, loss: 0.4053, grad_norm: 0.7663 2021-04-05 12:30:11,218 - mmaction - INFO - Epoch [7][300/1567] lr: 3.378e-01, eta: 17:14:05, time: 2.173, data_time: 0.004, memory: 9526, top1_acc: 0.8572, top5_acc: 0.9896, loss_cls: 0.4359, loss: 0.4359, grad_norm: 0.7946 2021-04-05 12:31:00,163 - mmaction - INFO - Epoch [7][320/1567] lr: 3.376e-01, eta: 17:13:33, time: 2.448, data_time: 0.002, memory: 9526, top1_acc: 0.8697, top5_acc: 0.9918, loss_cls: 0.4003, loss: 0.4003, grad_norm: 0.7248 2021-04-05 12:31:44,108 - mmaction - INFO - Epoch [7][340/1567] lr: 3.374e-01, eta: 17:12:47, time: 2.194, data_time: 0.002, memory: 9526, top1_acc: 0.8672, top5_acc: 0.9906, loss_cls: 0.3974, loss: 0.3974, grad_norm: 0.7155 2021-04-05 12:32:27,408 - mmaction - INFO - Epoch [7][360/1567] lr: 3.371e-01, eta: 17:11:59, time: 2.166, data_time: 0.005, memory: 9526, top1_acc: 0.8791, top5_acc: 0.9920, loss_cls: 0.3736, loss: 0.3736, grad_norm: 0.6892 2021-04-05 12:33:11,388 - mmaction - INFO - Epoch [7][380/1567] lr: 3.369e-01, eta: 17:11:13, time: 2.199, data_time: 0.004, memory: 9526, top1_acc: 0.8584, top5_acc: 0.9906, loss_cls: 0.4225, loss: 0.4225, grad_norm: 0.7660 2021-04-05 12:33:54,804 - mmaction - INFO - Epoch [7][400/1567] lr: 3.366e-01, eta: 17:10:26, time: 2.172, data_time: 0.003, memory: 9526, top1_acc: 0.8777, top5_acc: 0.9916, loss_cls: 0.3804, loss: 0.3804, grad_norm: 0.7308 2021-04-05 12:34:39,562 - mmaction - INFO - Epoch [7][420/1567] lr: 3.364e-01, eta: 17:09:42, time: 2.237, data_time: 0.015, memory: 9526, top1_acc: 0.8639, top5_acc: 0.9889, loss_cls: 0.4159, loss: 0.4159, grad_norm: 0.7441 2021-04-05 12:35:27,658 - mmaction - INFO - Epoch [7][440/1567] lr: 3.361e-01, eta: 17:09:08, time: 2.405, data_time: 0.004, memory: 9526, top1_acc: 0.8748, top5_acc: 0.9916, loss_cls: 0.3852, loss: 0.3852, grad_norm: 0.7037 2021-04-05 12:36:13,875 - mmaction - INFO - Epoch [7][460/1567] lr: 3.359e-01, eta: 17:08:28, time: 2.310, data_time: 0.002, memory: 9526, top1_acc: 0.8600, top5_acc: 0.9895, loss_cls: 0.4311, loss: 0.4311, grad_norm: 0.7557 2021-04-05 12:36:58,005 - mmaction - INFO - Epoch [7][480/1567] lr: 3.357e-01, eta: 17:07:43, time: 2.208, data_time: 0.004, memory: 9526, top1_acc: 0.8564, top5_acc: 0.9904, loss_cls: 0.4384, loss: 0.4384, grad_norm: 0.7683 2021-04-05 12:37:40,422 - mmaction - INFO - Epoch [7][500/1567] lr: 3.354e-01, eta: 17:06:53, time: 2.121, data_time: 0.043, memory: 9526, top1_acc: 0.8672, top5_acc: 0.9924, loss_cls: 0.4026, loss: 0.4026, grad_norm: 0.7344 2021-04-05 12:38:25,212 - mmaction - INFO - Epoch [7][520/1567] lr: 3.352e-01, eta: 17:06:09, time: 2.239, data_time: 0.082, memory: 9526, top1_acc: 0.8750, top5_acc: 0.9916, loss_cls: 0.3998, loss: 0.3998, grad_norm: 0.7192 2021-04-05 12:39:06,873 - mmaction - INFO - Epoch [7][540/1567] lr: 3.349e-01, eta: 17:05:17, time: 2.082, data_time: 1.023, memory: 9526, top1_acc: 0.8695, top5_acc: 0.9912, loss_cls: 0.4018, loss: 0.4018, grad_norm: 0.7068 2021-04-05 12:39:51,120 - mmaction - INFO - Epoch [7][560/1567] lr: 3.347e-01, eta: 17:04:32, time: 2.213, data_time: 1.222, memory: 9526, top1_acc: 0.8693, top5_acc: 0.9922, loss_cls: 0.3939, loss: 0.3939, grad_norm: 0.6821 2021-04-05 12:40:36,007 - mmaction - INFO - Epoch [7][580/1567] lr: 3.344e-01, eta: 17:03:48, time: 2.243, data_time: 0.802, memory: 9526, top1_acc: 0.8635, top5_acc: 0.9895, loss_cls: 0.4292, loss: 0.4292, grad_norm: 0.7378 2021-04-05 12:41:20,233 - mmaction - INFO - Epoch [7][600/1567] lr: 3.342e-01, eta: 17:03:03, time: 2.215, data_time: 0.387, memory: 9526, top1_acc: 0.8695, top5_acc: 0.9922, loss_cls: 0.3902, loss: 0.3902, grad_norm: 0.7157 2021-04-05 12:42:03,197 - mmaction - INFO - Epoch [7][620/1567] lr: 3.339e-01, eta: 17:02:15, time: 2.148, data_time: 0.047, memory: 9526, top1_acc: 0.8799, top5_acc: 0.9918, loss_cls: 0.3704, loss: 0.3704, grad_norm: 0.7053 2021-04-05 12:42:49,499 - mmaction - INFO - Epoch [7][640/1567] lr: 3.337e-01, eta: 17:01:35, time: 2.315, data_time: 0.324, memory: 9526, top1_acc: 0.8672, top5_acc: 0.9930, loss_cls: 0.4056, loss: 0.4056, grad_norm: 0.7253 2021-04-05 12:43:32,648 - mmaction - INFO - Epoch [7][660/1567] lr: 3.334e-01, eta: 17:00:47, time: 2.156, data_time: 0.056, memory: 9526, top1_acc: 0.8617, top5_acc: 0.9895, loss_cls: 0.4284, loss: 0.4284, grad_norm: 0.7666 2021-04-05 12:44:18,931 - mmaction - INFO - Epoch [7][680/1567] lr: 3.332e-01, eta: 17:00:08, time: 2.314, data_time: 0.069, memory: 9526, top1_acc: 0.8627, top5_acc: 0.9900, loss_cls: 0.4212, loss: 0.4212, grad_norm: 0.7406 2021-04-05 12:45:05,243 - mmaction - INFO - Epoch [7][700/1567] lr: 3.329e-01, eta: 16:59:28, time: 2.315, data_time: 0.080, memory: 9526, top1_acc: 0.8791, top5_acc: 0.9928, loss_cls: 0.3720, loss: 0.3720, grad_norm: 0.7074 2021-04-05 12:45:48,360 - mmaction - INFO - Epoch [7][720/1567] lr: 3.327e-01, eta: 16:58:40, time: 2.158, data_time: 0.004, memory: 9526, top1_acc: 0.8711, top5_acc: 0.9916, loss_cls: 0.3845, loss: 0.3845, grad_norm: 0.7263 2021-04-05 12:46:33,248 - mmaction - INFO - Epoch [7][740/1567] lr: 3.324e-01, eta: 16:57:57, time: 2.243, data_time: 0.002, memory: 9526, top1_acc: 0.8816, top5_acc: 0.9924, loss_cls: 0.3782, loss: 0.3782, grad_norm: 0.7011 2021-04-05 12:47:16,101 - mmaction - INFO - Epoch [7][760/1567] lr: 3.322e-01, eta: 16:57:08, time: 2.140, data_time: 0.004, memory: 9526, top1_acc: 0.8691, top5_acc: 0.9908, loss_cls: 0.4014, loss: 0.4014, grad_norm: 0.7439 2021-04-05 12:48:01,381 - mmaction - INFO - Epoch [7][780/1567] lr: 3.319e-01, eta: 16:56:25, time: 2.266, data_time: 0.034, memory: 9526, top1_acc: 0.8719, top5_acc: 0.9912, loss_cls: 0.3986, loss: 0.3986, grad_norm: 0.7454 2021-04-05 12:48:43,176 - mmaction - INFO - Epoch [7][800/1567] lr: 3.317e-01, eta: 16:55:34, time: 2.091, data_time: 0.056, memory: 9526, top1_acc: 0.8670, top5_acc: 0.9922, loss_cls: 0.4110, loss: 0.4110, grad_norm: 0.7336 2021-04-05 12:49:26,046 - mmaction - INFO - Epoch [7][820/1567] lr: 3.314e-01, eta: 16:54:45, time: 2.143, data_time: 0.518, memory: 9526, top1_acc: 0.8715, top5_acc: 0.9914, loss_cls: 0.3918, loss: 0.3918, grad_norm: 0.7390 2021-04-05 12:50:12,384 - mmaction - INFO - Epoch [7][840/1567] lr: 3.312e-01, eta: 16:54:06, time: 2.317, data_time: 0.888, memory: 9526, top1_acc: 0.8635, top5_acc: 0.9906, loss_cls: 0.4241, loss: 0.4241, grad_norm: 0.7733 2021-04-05 12:50:56,592 - mmaction - INFO - Epoch [7][860/1567] lr: 3.309e-01, eta: 16:53:21, time: 2.212, data_time: 0.003, memory: 9526, top1_acc: 0.8701, top5_acc: 0.9936, loss_cls: 0.3930, loss: 0.3930, grad_norm: 0.7271 2021-04-05 12:51:41,263 - mmaction - INFO - Epoch [7][880/1567] lr: 3.307e-01, eta: 16:52:36, time: 2.230, data_time: 0.002, memory: 9526, top1_acc: 0.8699, top5_acc: 0.9902, loss_cls: 0.3873, loss: 0.3873, grad_norm: 0.7142 2021-04-05 12:52:21,908 - mmaction - INFO - Epoch [7][900/1567] lr: 3.304e-01, eta: 16:51:42, time: 2.036, data_time: 0.006, memory: 9526, top1_acc: 0.8795, top5_acc: 0.9934, loss_cls: 0.3779, loss: 0.3779, grad_norm: 0.6994 2021-04-05 12:53:08,345 - mmaction - INFO - Epoch [7][920/1567] lr: 3.302e-01, eta: 16:51:03, time: 2.320, data_time: 0.002, memory: 9526, top1_acc: 0.8762, top5_acc: 0.9938, loss_cls: 0.3756, loss: 0.3756, grad_norm: 0.7263 2021-04-05 12:53:51,854 - mmaction - INFO - Epoch [7][940/1567] lr: 3.299e-01, eta: 16:50:16, time: 2.177, data_time: 0.024, memory: 9526, top1_acc: 0.8666, top5_acc: 0.9910, loss_cls: 0.4140, loss: 0.4140, grad_norm: 0.7936 2021-04-05 12:54:35,318 - mmaction - INFO - Epoch [7][960/1567] lr: 3.297e-01, eta: 16:49:29, time: 2.173, data_time: 0.003, memory: 9526, top1_acc: 0.8756, top5_acc: 0.9924, loss_cls: 0.3849, loss: 0.3849, grad_norm: 0.7028 2021-04-05 12:55:22,069 - mmaction - INFO - Epoch [7][980/1567] lr: 3.294e-01, eta: 16:48:50, time: 2.334, data_time: 0.003, memory: 9526, top1_acc: 0.8711, top5_acc: 0.9922, loss_cls: 0.3964, loss: 0.3964, grad_norm: 0.7060 2021-04-05 12:56:09,210 - mmaction - INFO - Epoch [7][1000/1567] lr: 3.291e-01, eta: 16:48:13, time: 2.357, data_time: 0.006, memory: 9526, top1_acc: 0.8770, top5_acc: 0.9930, loss_cls: 0.3763, loss: 0.3763, grad_norm: 0.7178 2021-04-05 12:56:49,935 - mmaction - INFO - Epoch [7][1020/1567] lr: 3.289e-01, eta: 16:47:19, time: 2.040, data_time: 0.129, memory: 9526, top1_acc: 0.8680, top5_acc: 0.9898, loss_cls: 0.4059, loss: 0.4059, grad_norm: 0.7724 2021-04-05 12:57:35,716 - mmaction - INFO - Epoch [7][1040/1567] lr: 3.286e-01, eta: 16:46:38, time: 2.290, data_time: 0.790, memory: 9526, top1_acc: 0.8619, top5_acc: 0.9936, loss_cls: 0.4093, loss: 0.4093, grad_norm: 0.7381 2021-04-05 12:58:19,264 - mmaction - INFO - Epoch [7][1060/1567] lr: 3.284e-01, eta: 16:45:51, time: 2.177, data_time: 1.201, memory: 9526, top1_acc: 0.8738, top5_acc: 0.9916, loss_cls: 0.3971, loss: 0.3971, grad_norm: 0.7170 2021-04-05 12:59:03,265 - mmaction - INFO - Epoch [7][1080/1567] lr: 3.281e-01, eta: 16:45:05, time: 2.198, data_time: 1.225, memory: 9526, top1_acc: 0.8736, top5_acc: 0.9939, loss_cls: 0.3742, loss: 0.3742, grad_norm: 0.6864 2021-04-05 12:59:45,020 - mmaction - INFO - Epoch [7][1100/1567] lr: 3.279e-01, eta: 16:44:13, time: 2.087, data_time: 0.604, memory: 9526, top1_acc: 0.8775, top5_acc: 0.9926, loss_cls: 0.3804, loss: 0.3804, grad_norm: 0.7415 2021-04-05 13:00:30,550 - mmaction - INFO - Epoch [7][1120/1567] lr: 3.276e-01, eta: 16:43:32, time: 2.279, data_time: 0.337, memory: 9526, top1_acc: 0.8709, top5_acc: 0.9898, loss_cls: 0.4009, loss: 0.4009, grad_norm: 0.7399 2021-04-05 13:01:16,356 - mmaction - INFO - Epoch [7][1140/1567] lr: 3.273e-01, eta: 16:42:51, time: 2.291, data_time: 0.947, memory: 9526, top1_acc: 0.8744, top5_acc: 0.9934, loss_cls: 0.3890, loss: 0.3890, grad_norm: 0.7292 2021-04-05 13:01:59,893 - mmaction - INFO - Epoch [7][1160/1567] lr: 3.271e-01, eta: 16:42:04, time: 2.175, data_time: 0.729, memory: 9526, top1_acc: 0.8789, top5_acc: 0.9941, loss_cls: 0.3769, loss: 0.3769, grad_norm: 0.7039 2021-04-05 13:02:42,180 - mmaction - INFO - Epoch [7][1180/1567] lr: 3.268e-01, eta: 16:41:14, time: 2.113, data_time: 1.235, memory: 9526, top1_acc: 0.8600, top5_acc: 0.9908, loss_cls: 0.4271, loss: 0.4271, grad_norm: 0.7852 2021-04-05 13:03:26,018 - mmaction - INFO - Epoch [7][1200/1567] lr: 3.266e-01, eta: 16:40:28, time: 2.194, data_time: 0.298, memory: 9526, top1_acc: 0.8730, top5_acc: 0.9920, loss_cls: 0.3949, loss: 0.3949, grad_norm: 0.7256 2021-04-05 13:04:10,787 - mmaction - INFO - Epoch [7][1220/1567] lr: 3.263e-01, eta: 16:39:44, time: 2.235, data_time: 0.005, memory: 9526, top1_acc: 0.8754, top5_acc: 0.9904, loss_cls: 0.3875, loss: 0.3875, grad_norm: 0.7154 2021-04-05 13:04:56,849 - mmaction - INFO - Epoch [7][1240/1567] lr: 3.261e-01, eta: 16:39:04, time: 2.303, data_time: 0.220, memory: 9526, top1_acc: 0.8705, top5_acc: 0.9910, loss_cls: 0.3925, loss: 0.3925, grad_norm: 0.7379 2021-04-05 13:05:40,684 - mmaction - INFO - Epoch [7][1260/1567] lr: 3.258e-01, eta: 16:38:18, time: 2.196, data_time: 0.579, memory: 9526, top1_acc: 0.8701, top5_acc: 0.9916, loss_cls: 0.4000, loss: 0.4000, grad_norm: 0.7243 2021-04-05 13:06:25,103 - mmaction - INFO - Epoch [7][1280/1567] lr: 3.255e-01, eta: 16:37:33, time: 2.219, data_time: 0.003, memory: 9526, top1_acc: 0.8764, top5_acc: 0.9914, loss_cls: 0.3856, loss: 0.3856, grad_norm: 0.7333 2021-04-05 13:07:07,746 - mmaction - INFO - Epoch [7][1300/1567] lr: 3.253e-01, eta: 16:36:44, time: 2.133, data_time: 0.088, memory: 9526, top1_acc: 0.8812, top5_acc: 0.9916, loss_cls: 0.3836, loss: 0.3836, grad_norm: 0.7498 2021-04-05 13:07:52,688 - mmaction - INFO - Epoch [7][1320/1567] lr: 3.250e-01, eta: 16:36:01, time: 2.247, data_time: 0.004, memory: 9526, top1_acc: 0.8703, top5_acc: 0.9914, loss_cls: 0.3994, loss: 0.3994, grad_norm: 0.7378 2021-04-05 13:08:37,791 - mmaction - INFO - Epoch [7][1340/1567] lr: 3.248e-01, eta: 16:35:18, time: 2.256, data_time: 0.004, memory: 9526, top1_acc: 0.8693, top5_acc: 0.9914, loss_cls: 0.4104, loss: 0.4104, grad_norm: 0.7805 2021-04-05 13:09:20,297 - mmaction - INFO - Epoch [7][1360/1567] lr: 3.245e-01, eta: 16:34:29, time: 2.127, data_time: 0.004, memory: 9526, top1_acc: 0.8758, top5_acc: 0.9938, loss_cls: 0.3776, loss: 0.3776, grad_norm: 0.7399 2021-04-05 13:10:03,826 - mmaction - INFO - Epoch [7][1380/1567] lr: 3.242e-01, eta: 16:33:42, time: 2.174, data_time: 0.002, memory: 9526, top1_acc: 0.8746, top5_acc: 0.9908, loss_cls: 0.3991, loss: 0.3991, grad_norm: 0.7281 2021-04-05 13:10:49,519 - mmaction - INFO - Epoch [7][1400/1567] lr: 3.240e-01, eta: 16:33:01, time: 2.288, data_time: 0.005, memory: 9526, top1_acc: 0.8730, top5_acc: 0.9924, loss_cls: 0.3945, loss: 0.3945, grad_norm: 0.7625 2021-04-05 13:11:31,834 - mmaction - INFO - Epoch [7][1420/1567] lr: 3.237e-01, eta: 16:32:11, time: 2.110, data_time: 0.085, memory: 9526, top1_acc: 0.8688, top5_acc: 0.9904, loss_cls: 0.3918, loss: 0.3918, grad_norm: 0.7583 2021-04-05 13:12:18,752 - mmaction - INFO - Epoch [7][1440/1567] lr: 3.234e-01, eta: 16:31:33, time: 2.349, data_time: 0.217, memory: 9526, top1_acc: 0.8715, top5_acc: 0.9914, loss_cls: 0.3933, loss: 0.3933, grad_norm: 0.7340 2021-04-05 13:13:03,475 - mmaction - INFO - Epoch [7][1460/1567] lr: 3.232e-01, eta: 16:30:49, time: 2.237, data_time: 0.081, memory: 9526, top1_acc: 0.8723, top5_acc: 0.9924, loss_cls: 0.3828, loss: 0.3828, grad_norm: 0.7513 2021-04-05 13:13:45,334 - mmaction - INFO - Epoch [7][1480/1567] lr: 3.229e-01, eta: 16:29:58, time: 2.094, data_time: 0.002, memory: 9526, top1_acc: 0.8807, top5_acc: 0.9912, loss_cls: 0.3734, loss: 0.3734, grad_norm: 0.7123 2021-04-05 13:14:28,563 - mmaction - INFO - Epoch [7][1500/1567] lr: 3.227e-01, eta: 16:29:11, time: 2.160, data_time: 0.001, memory: 9526, top1_acc: 0.8807, top5_acc: 0.9924, loss_cls: 0.3626, loss: 0.3626, grad_norm: 0.7077 2021-04-05 13:15:13,568 - mmaction - INFO - Epoch [7][1520/1567] lr: 3.224e-01, eta: 16:28:27, time: 2.244, data_time: 0.036, memory: 9526, top1_acc: 0.8678, top5_acc: 0.9914, loss_cls: 0.4115, loss: 0.4115, grad_norm: 0.7646 2021-04-05 13:15:56,497 - mmaction - INFO - Epoch [7][1540/1567] lr: 3.221e-01, eta: 16:27:39, time: 2.153, data_time: 0.285, memory: 9526, top1_acc: 0.8744, top5_acc: 0.9902, loss_cls: 0.3829, loss: 0.3829, grad_norm: 0.7276 2021-04-05 13:16:41,202 - mmaction - INFO - Epoch [7][1560/1567] lr: 3.219e-01, eta: 16:26:55, time: 2.235, data_time: 0.437, memory: 9526, top1_acc: 0.8754, top5_acc: 0.9924, loss_cls: 0.3753, loss: 0.3753, grad_norm: 0.7090 2021-04-05 13:16:49,578 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-04-05 13:19:20,314 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 13:19:20,392 - mmaction - INFO - top1_acc 0.7587 top5_acc 0.9687 2021-04-05 13:19:20,392 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 13:19:20,420 - mmaction - INFO - mean_acc 0.7586 2021-04-05 13:19:20,422 - mmaction - INFO - Epoch(val) [7][1567] top1_acc: 0.7587, top5_acc: 0.9687, mean_class_accuracy: 0.7586 2021-04-05 13:20:52,990 - mmaction - INFO - Epoch [8][20/1567] lr: 3.215e-01, eta: 16:27:14, time: 4.625, data_time: 3.653, memory: 9526, top1_acc: 0.8436, top5_acc: 0.9889, loss_cls: 0.4778, loss: 0.4778, grad_norm: 0.8459 2021-04-05 13:21:35,891 - mmaction - INFO - Epoch [8][40/1567] lr: 3.212e-01, eta: 16:26:26, time: 2.145, data_time: 1.116, memory: 9526, top1_acc: 0.8650, top5_acc: 0.9912, loss_cls: 0.4062, loss: 0.4062, grad_norm: 0.7514 2021-04-05 13:22:18,658 - mmaction - INFO - Epoch [8][60/1567] lr: 3.210e-01, eta: 16:25:37, time: 2.135, data_time: 1.276, memory: 9526, top1_acc: 0.8717, top5_acc: 0.9918, loss_cls: 0.3996, loss: 0.3996, grad_norm: 0.7491 2021-04-05 13:23:02,724 - mmaction - INFO - Epoch [8][80/1567] lr: 3.207e-01, eta: 16:24:51, time: 2.202, data_time: 0.623, memory: 9526, top1_acc: 0.8721, top5_acc: 0.9912, loss_cls: 0.3874, loss: 0.3874, grad_norm: 0.7644 2021-04-05 13:23:49,348 - mmaction - INFO - Epoch [8][100/1567] lr: 3.204e-01, eta: 16:24:12, time: 2.338, data_time: 0.111, memory: 9526, top1_acc: 0.8582, top5_acc: 0.9869, loss_cls: 0.4497, loss: 0.4497, grad_norm: 0.7795 2021-04-05 13:24:29,195 - mmaction - INFO - Epoch [8][120/1567] lr: 3.202e-01, eta: 16:23:17, time: 1.993, data_time: 0.065, memory: 9526, top1_acc: 0.8795, top5_acc: 0.9914, loss_cls: 0.3888, loss: 0.3888, grad_norm: 0.7252 2021-04-05 13:25:14,969 - mmaction - INFO - Epoch [8][140/1567] lr: 3.199e-01, eta: 16:22:35, time: 2.288, data_time: 0.039, memory: 9526, top1_acc: 0.8549, top5_acc: 0.9893, loss_cls: 0.4635, loss: 0.4635, grad_norm: 1.1584 2021-04-05 13:25:59,559 - mmaction - INFO - Epoch [8][160/1567] lr: 3.196e-01, eta: 16:21:51, time: 2.225, data_time: 0.002, memory: 9526, top1_acc: 0.8387, top5_acc: 0.9885, loss_cls: 0.4978, loss: 0.4978, grad_norm: 0.9496 2021-04-05 13:26:44,028 - mmaction - INFO - Epoch [8][180/1567] lr: 3.194e-01, eta: 16:21:06, time: 2.227, data_time: 0.007, memory: 9526, top1_acc: 0.8557, top5_acc: 0.9895, loss_cls: 0.4479, loss: 0.4479, grad_norm: 0.7916 2021-04-05 13:27:28,005 - mmaction - INFO - Epoch [8][200/1567] lr: 3.191e-01, eta: 16:20:20, time: 2.198, data_time: 0.003, memory: 9526, top1_acc: 0.8678, top5_acc: 0.9912, loss_cls: 0.4214, loss: 0.4214, grad_norm: 0.7744 2021-04-05 13:28:10,829 - mmaction - INFO - Epoch [8][220/1567] lr: 3.188e-01, eta: 16:19:32, time: 2.143, data_time: 0.005, memory: 9526, top1_acc: 0.8752, top5_acc: 0.9914, loss_cls: 0.3917, loss: 0.3917, grad_norm: 0.7173 2021-04-05 13:28:56,077 - mmaction - INFO - Epoch [8][240/1567] lr: 3.186e-01, eta: 16:18:49, time: 2.263, data_time: 0.002, memory: 9526, top1_acc: 0.8736, top5_acc: 0.9934, loss_cls: 0.3830, loss: 0.3830, grad_norm: 0.7289 2021-04-05 13:29:39,990 - mmaction - INFO - Epoch [8][260/1567] lr: 3.183e-01, eta: 16:18:04, time: 2.196, data_time: 0.002, memory: 9526, top1_acc: 0.8729, top5_acc: 0.9910, loss_cls: 0.4013, loss: 0.4013, grad_norm: 0.7458 2021-04-05 13:30:23,123 - mmaction - INFO - Epoch [8][280/1567] lr: 3.180e-01, eta: 16:17:16, time: 2.157, data_time: 0.002, memory: 9526, top1_acc: 0.8746, top5_acc: 0.9910, loss_cls: 0.3923, loss: 0.3923, grad_norm: 0.7265 2021-04-05 13:31:08,813 - mmaction - INFO - Epoch [8][300/1567] lr: 3.178e-01, eta: 16:16:34, time: 2.281, data_time: 0.003, memory: 9526, top1_acc: 0.8783, top5_acc: 0.9893, loss_cls: 0.3789, loss: 0.3789, grad_norm: 0.7156 2021-04-05 13:31:50,599 - mmaction - INFO - Epoch [8][320/1567] lr: 3.175e-01, eta: 16:15:43, time: 2.089, data_time: 0.005, memory: 9526, top1_acc: 0.8713, top5_acc: 0.9906, loss_cls: 0.3916, loss: 0.3916, grad_norm: 0.7518 2021-04-05 13:32:33,532 - mmaction - INFO - Epoch [8][340/1567] lr: 3.172e-01, eta: 16:14:55, time: 2.150, data_time: 0.008, memory: 9526, top1_acc: 0.8691, top5_acc: 0.9928, loss_cls: 0.3934, loss: 0.3934, grad_norm: 0.7589 2021-04-05 13:33:20,021 - mmaction - INFO - Epoch [8][360/1567] lr: 3.169e-01, eta: 16:14:15, time: 2.324, data_time: 0.001, memory: 9526, top1_acc: 0.8695, top5_acc: 0.9914, loss_cls: 0.3918, loss: 0.3918, grad_norm: 0.7281 2021-04-05 13:34:04,161 - mmaction - INFO - Epoch [8][380/1567] lr: 3.167e-01, eta: 16:13:30, time: 2.204, data_time: 0.005, memory: 9526, top1_acc: 0.8771, top5_acc: 0.9906, loss_cls: 0.3793, loss: 0.3793, grad_norm: 0.6986 2021-04-05 13:34:49,472 - mmaction - INFO - Epoch [8][400/1567] lr: 3.164e-01, eta: 16:12:48, time: 2.269, data_time: 0.011, memory: 9526, top1_acc: 0.8764, top5_acc: 0.9918, loss_cls: 0.3737, loss: 0.3737, grad_norm: 0.7212 2021-04-05 13:35:34,791 - mmaction - INFO - Epoch [8][420/1567] lr: 3.161e-01, eta: 16:12:05, time: 2.265, data_time: 0.003, memory: 9526, top1_acc: 0.8654, top5_acc: 0.9895, loss_cls: 0.4286, loss: 0.4286, grad_norm: 0.7910 2021-04-05 13:36:16,392 - mmaction - INFO - Epoch [8][440/1567] lr: 3.159e-01, eta: 16:11:14, time: 2.075, data_time: 0.003, memory: 9526, top1_acc: 0.8707, top5_acc: 0.9906, loss_cls: 0.4021, loss: 0.4021, grad_norm: 0.7213 2021-04-05 13:37:00,471 - mmaction - INFO - Epoch [8][460/1567] lr: 3.156e-01, eta: 16:10:28, time: 2.209, data_time: 0.397, memory: 9526, top1_acc: 0.8762, top5_acc: 0.9916, loss_cls: 0.3870, loss: 0.3870, grad_norm: 0.7257 2021-04-05 13:37:44,202 - mmaction - INFO - Epoch [8][480/1567] lr: 3.153e-01, eta: 16:09:42, time: 2.183, data_time: 0.437, memory: 9526, top1_acc: 0.8699, top5_acc: 0.9904, loss_cls: 0.3897, loss: 0.3897, grad_norm: 0.7084 2021-04-05 13:38:32,291 - mmaction - INFO - Epoch [8][500/1567] lr: 3.150e-01, eta: 16:09:06, time: 2.406, data_time: 0.157, memory: 9526, top1_acc: 0.8807, top5_acc: 0.9932, loss_cls: 0.3703, loss: 0.3703, grad_norm: 0.6715 2021-04-05 13:39:13,371 - mmaction - INFO - Epoch [8][520/1567] lr: 3.148e-01, eta: 16:08:14, time: 2.054, data_time: 0.003, memory: 9526, top1_acc: 0.8742, top5_acc: 0.9920, loss_cls: 0.3847, loss: 0.3847, grad_norm: 0.7606 2021-04-05 13:39:58,988 - mmaction - INFO - Epoch [8][540/1567] lr: 3.145e-01, eta: 16:07:32, time: 2.279, data_time: 0.004, memory: 9526, top1_acc: 0.8705, top5_acc: 0.9914, loss_cls: 0.4068, loss: 0.4068, grad_norm: 0.7326 2021-04-05 13:40:42,748 - mmaction - INFO - Epoch [8][560/1567] lr: 3.142e-01, eta: 16:06:46, time: 2.189, data_time: 0.006, memory: 9526, top1_acc: 0.8840, top5_acc: 0.9936, loss_cls: 0.3588, loss: 0.3588, grad_norm: 0.6997 2021-04-05 13:41:28,504 - mmaction - INFO - Epoch [8][580/1567] lr: 3.139e-01, eta: 16:06:04, time: 2.289, data_time: 0.004, memory: 9526, top1_acc: 0.8693, top5_acc: 0.9928, loss_cls: 0.3883, loss: 0.3883, grad_norm: 0.7276 2021-04-05 13:42:10,566 - mmaction - INFO - Epoch [8][600/1567] lr: 3.137e-01, eta: 16:05:14, time: 2.103, data_time: 0.003, memory: 9526, top1_acc: 0.8805, top5_acc: 0.9945, loss_cls: 0.3657, loss: 0.3657, grad_norm: 0.7077 2021-04-05 13:42:55,019 - mmaction - INFO - Epoch [8][620/1567] lr: 3.134e-01, eta: 16:04:29, time: 2.221, data_time: 0.007, memory: 9526, top1_acc: 0.8873, top5_acc: 0.9924, loss_cls: 0.3560, loss: 0.3560, grad_norm: 0.7085 2021-04-05 13:43:42,386 - mmaction - INFO - Epoch [8][640/1567] lr: 3.131e-01, eta: 16:03:51, time: 2.369, data_time: 0.005, memory: 9526, top1_acc: 0.8807, top5_acc: 0.9924, loss_cls: 0.3731, loss: 0.3731, grad_norm: 0.7341 2021-04-05 13:44:23,766 - mmaction - INFO - Epoch [8][660/1567] lr: 3.128e-01, eta: 16:03:00, time: 2.071, data_time: 0.004, memory: 9526, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 0.3933, loss: 0.3933, grad_norm: 0.7574 2021-04-05 13:45:08,710 - mmaction - INFO - Epoch [8][680/1567] lr: 3.126e-01, eta: 16:02:16, time: 2.242, data_time: 0.002, memory: 9526, top1_acc: 0.8877, top5_acc: 0.9928, loss_cls: 0.3441, loss: 0.3441, grad_norm: 0.6961 2021-04-05 13:45:50,534 - mmaction - INFO - Epoch [8][700/1567] lr: 3.123e-01, eta: 16:01:26, time: 2.096, data_time: 0.007, memory: 9526, top1_acc: 0.8943, top5_acc: 0.9912, loss_cls: 0.3443, loss: 0.3443, grad_norm: 0.6859 2021-04-05 13:46:35,978 - mmaction - INFO - Epoch [8][720/1567] lr: 3.120e-01, eta: 16:00:44, time: 2.272, data_time: 0.003, memory: 9526, top1_acc: 0.8873, top5_acc: 0.9904, loss_cls: 0.3635, loss: 0.3635, grad_norm: 0.7459 2021-04-05 13:47:21,634 - mmaction - INFO - Epoch [8][740/1567] lr: 3.117e-01, eta: 16:00:02, time: 2.282, data_time: 0.002, memory: 9526, top1_acc: 0.8879, top5_acc: 0.9908, loss_cls: 0.3616, loss: 0.3616, grad_norm: 0.7423 2021-04-05 13:48:07,012 - mmaction - INFO - Epoch [8][760/1567] lr: 3.115e-01, eta: 15:59:20, time: 2.270, data_time: 0.003, memory: 9526, top1_acc: 0.8846, top5_acc: 0.9936, loss_cls: 0.3524, loss: 0.3524, grad_norm: 0.7325 2021-04-05 13:48:50,004 - mmaction - INFO - Epoch [8][780/1567] lr: 3.112e-01, eta: 15:58:32, time: 2.145, data_time: 0.014, memory: 9526, top1_acc: 0.8734, top5_acc: 0.9912, loss_cls: 0.3948, loss: 0.3948, grad_norm: 0.7465 2021-04-05 13:49:32,514 - mmaction - INFO - Epoch [8][800/1567] lr: 3.109e-01, eta: 15:57:43, time: 2.132, data_time: 0.008, memory: 9526, top1_acc: 0.8709, top5_acc: 0.9912, loss_cls: 0.4016, loss: 0.4016, grad_norm: 0.7611 2021-04-05 13:50:15,557 - mmaction - INFO - Epoch [8][820/1567] lr: 3.106e-01, eta: 15:56:55, time: 2.150, data_time: 0.005, memory: 9526, top1_acc: 0.8682, top5_acc: 0.9916, loss_cls: 0.3952, loss: 0.3952, grad_norm: 0.7324 2021-04-05 13:50:59,310 - mmaction - INFO - Epoch [8][840/1567] lr: 3.103e-01, eta: 15:56:09, time: 2.189, data_time: 0.003, memory: 9526, top1_acc: 0.8805, top5_acc: 0.9920, loss_cls: 0.3759, loss: 0.3759, grad_norm: 0.7086 2021-04-05 13:51:43,354 - mmaction - INFO - Epoch [8][860/1567] lr: 3.101e-01, eta: 15:55:24, time: 2.200, data_time: 0.002, memory: 9526, top1_acc: 0.8850, top5_acc: 0.9934, loss_cls: 0.3529, loss: 0.3529, grad_norm: 0.7084 2021-04-05 13:52:27,832 - mmaction - INFO - Epoch [8][880/1567] lr: 3.098e-01, eta: 15:54:39, time: 2.225, data_time: 0.008, memory: 9526, top1_acc: 0.8734, top5_acc: 0.9930, loss_cls: 0.3903, loss: 0.3903, grad_norm: 0.7759 2021-04-05 13:53:09,301 - mmaction - INFO - Epoch [8][900/1567] lr: 3.095e-01, eta: 15:53:48, time: 2.069, data_time: 0.003, memory: 9526, top1_acc: 0.8793, top5_acc: 0.9936, loss_cls: 0.3689, loss: 0.3689, grad_norm: 0.7022 2021-04-05 13:53:53,013 - mmaction - INFO - Epoch [8][920/1567] lr: 3.092e-01, eta: 15:53:02, time: 2.187, data_time: 0.007, memory: 9526, top1_acc: 0.8859, top5_acc: 0.9943, loss_cls: 0.3533, loss: 0.3533, grad_norm: 0.6958 2021-04-05 13:54:36,184 - mmaction - INFO - Epoch [8][940/1567] lr: 3.089e-01, eta: 15:52:15, time: 2.158, data_time: 0.010, memory: 9526, top1_acc: 0.8744, top5_acc: 0.9916, loss_cls: 0.3926, loss: 0.3926, grad_norm: 0.7831 2021-04-05 13:55:20,688 - mmaction - INFO - Epoch [8][960/1567] lr: 3.087e-01, eta: 15:51:31, time: 2.226, data_time: 0.006, memory: 9526, top1_acc: 0.8855, top5_acc: 0.9930, loss_cls: 0.3614, loss: 0.3614, grad_norm: 0.7074 2021-04-05 13:56:05,841 - mmaction - INFO - Epoch [8][980/1567] lr: 3.084e-01, eta: 15:50:48, time: 2.260, data_time: 0.005, memory: 9526, top1_acc: 0.8875, top5_acc: 0.9928, loss_cls: 0.3544, loss: 0.3544, grad_norm: 0.7003 2021-04-05 13:56:50,056 - mmaction - INFO - Epoch [8][1000/1567] lr: 3.081e-01, eta: 15:50:03, time: 2.211, data_time: 0.002, memory: 9526, top1_acc: 0.8916, top5_acc: 0.9934, loss_cls: 0.3330, loss: 0.3330, grad_norm: 0.6769 2021-04-05 13:57:34,835 - mmaction - INFO - Epoch [8][1020/1567] lr: 3.078e-01, eta: 15:49:19, time: 2.239, data_time: 0.010, memory: 9526, top1_acc: 0.8793, top5_acc: 0.9943, loss_cls: 0.3752, loss: 0.3752, grad_norm: 0.7265 2021-04-05 13:58:21,138 - mmaction - INFO - Epoch [8][1040/1567] lr: 3.075e-01, eta: 15:48:38, time: 2.314, data_time: 0.003, memory: 9526, top1_acc: 0.8812, top5_acc: 0.9920, loss_cls: 0.3641, loss: 0.3641, grad_norm: 0.7376 2021-04-05 13:59:01,408 - mmaction - INFO - Epoch [8][1060/1567] lr: 3.073e-01, eta: 15:47:45, time: 2.014, data_time: 0.006, memory: 9526, top1_acc: 0.8832, top5_acc: 0.9922, loss_cls: 0.3525, loss: 0.3525, grad_norm: 0.7334 2021-04-05 13:59:44,024 - mmaction - INFO - Epoch [8][1080/1567] lr: 3.070e-01, eta: 15:46:56, time: 2.131, data_time: 0.003, memory: 9526, top1_acc: 0.8830, top5_acc: 0.9916, loss_cls: 0.3703, loss: 0.3703, grad_norm: 0.7388 2021-04-05 14:00:30,008 - mmaction - INFO - Epoch [8][1100/1567] lr: 3.067e-01, eta: 15:46:15, time: 2.299, data_time: 0.003, memory: 9526, top1_acc: 0.8801, top5_acc: 0.9924, loss_cls: 0.3673, loss: 0.3673, grad_norm: 0.7609 2021-04-05 14:01:13,483 - mmaction - INFO - Epoch [8][1120/1567] lr: 3.064e-01, eta: 15:45:29, time: 2.174, data_time: 0.003, memory: 9526, top1_acc: 0.8770, top5_acc: 0.9938, loss_cls: 0.3793, loss: 0.3793, grad_norm: 0.7745 2021-04-05 14:01:58,131 - mmaction - INFO - Epoch [8][1140/1567] lr: 3.061e-01, eta: 15:44:45, time: 2.234, data_time: 0.003, memory: 9526, top1_acc: 0.8760, top5_acc: 0.9934, loss_cls: 0.3775, loss: 0.3775, grad_norm: 0.7455 2021-04-05 14:02:43,980 - mmaction - INFO - Epoch [8][1160/1567] lr: 3.058e-01, eta: 15:44:03, time: 2.292, data_time: 0.002, memory: 9526, top1_acc: 0.8873, top5_acc: 0.9924, loss_cls: 0.3507, loss: 0.3507, grad_norm: 0.6932 2021-04-05 14:03:25,215 - mmaction - INFO - Epoch [8][1180/1567] lr: 3.056e-01, eta: 15:43:12, time: 2.062, data_time: 0.002, memory: 9526, top1_acc: 0.8775, top5_acc: 0.9922, loss_cls: 0.3674, loss: 0.3674, grad_norm: 0.7862 2021-04-05 14:04:12,816 - mmaction - INFO - Epoch [8][1200/1567] lr: 3.053e-01, eta: 15:42:34, time: 2.378, data_time: 0.001, memory: 9526, top1_acc: 0.8744, top5_acc: 0.9939, loss_cls: 0.3827, loss: 0.3827, grad_norm: 0.7636 2021-04-05 14:04:52,260 - mmaction - INFO - Epoch [8][1220/1567] lr: 3.050e-01, eta: 15:41:39, time: 1.970, data_time: 0.049, memory: 9526, top1_acc: 0.8842, top5_acc: 0.9936, loss_cls: 0.3667, loss: 0.3667, grad_norm: 0.7370 2021-04-05 14:05:39,993 - mmaction - INFO - Epoch [8][1240/1567] lr: 3.047e-01, eta: 15:41:01, time: 2.388, data_time: 0.650, memory: 9526, top1_acc: 0.8811, top5_acc: 0.9924, loss_cls: 0.3765, loss: 0.3765, grad_norm: 0.7469 2021-04-05 14:06:22,175 - mmaction - INFO - Epoch [8][1260/1567] lr: 3.044e-01, eta: 15:40:12, time: 2.112, data_time: 0.597, memory: 9526, top1_acc: 0.8727, top5_acc: 0.9934, loss_cls: 0.3825, loss: 0.3825, grad_norm: 0.7636 2021-04-05 14:07:07,802 - mmaction - INFO - Epoch [8][1280/1567] lr: 3.041e-01, eta: 15:39:30, time: 2.281, data_time: 0.002, memory: 9526, top1_acc: 0.8812, top5_acc: 0.9920, loss_cls: 0.3631, loss: 0.3631, grad_norm: 0.7461 2021-04-05 14:07:51,475 - mmaction - INFO - Epoch [8][1300/1567] lr: 3.039e-01, eta: 15:38:44, time: 2.183, data_time: 0.002, memory: 9526, top1_acc: 0.8787, top5_acc: 0.9906, loss_cls: 0.3948, loss: 0.3948, grad_norm: 0.7866 2021-04-05 14:08:34,938 - mmaction - INFO - Epoch [8][1320/1567] lr: 3.036e-01, eta: 15:37:58, time: 2.171, data_time: 0.003, memory: 9526, top1_acc: 0.8639, top5_acc: 0.9910, loss_cls: 0.4170, loss: 0.4170, grad_norm: 0.8031 2021-04-05 14:09:19,621 - mmaction - INFO - Epoch [8][1340/1567] lr: 3.033e-01, eta: 15:37:14, time: 2.236, data_time: 0.009, memory: 9526, top1_acc: 0.8770, top5_acc: 0.9930, loss_cls: 0.3637, loss: 0.3637, grad_norm: 0.6984 2021-04-05 14:10:03,061 - mmaction - INFO - Epoch [8][1360/1567] lr: 3.030e-01, eta: 15:36:27, time: 2.171, data_time: 0.002, memory: 9526, top1_acc: 0.8906, top5_acc: 0.9926, loss_cls: 0.3428, loss: 0.3428, grad_norm: 0.7080 2021-04-05 14:10:48,470 - mmaction - INFO - Epoch [8][1380/1567] lr: 3.027e-01, eta: 15:35:45, time: 2.271, data_time: 0.004, memory: 9526, top1_acc: 0.8857, top5_acc: 0.9943, loss_cls: 0.3542, loss: 0.3542, grad_norm: 0.7748 2021-04-05 14:11:33,132 - mmaction - INFO - Epoch [8][1400/1567] lr: 3.024e-01, eta: 15:35:01, time: 2.233, data_time: 0.111, memory: 9526, top1_acc: 0.8713, top5_acc: 0.9906, loss_cls: 0.3851, loss: 0.3851, grad_norm: 0.7663 2021-04-05 14:12:16,643 - mmaction - INFO - Epoch [8][1420/1567] lr: 3.021e-01, eta: 15:34:14, time: 2.175, data_time: 0.005, memory: 9526, top1_acc: 0.8762, top5_acc: 0.9945, loss_cls: 0.3724, loss: 0.3724, grad_norm: 0.7690 2021-04-05 14:13:01,045 - mmaction - INFO - Epoch [8][1440/1567] lr: 3.018e-01, eta: 15:33:30, time: 2.219, data_time: 0.032, memory: 9526, top1_acc: 0.8793, top5_acc: 0.9943, loss_cls: 0.3643, loss: 0.3643, grad_norm: 0.7431 2021-04-05 14:13:45,029 - mmaction - INFO - Epoch [8][1460/1567] lr: 3.016e-01, eta: 15:32:44, time: 2.198, data_time: 0.006, memory: 9526, top1_acc: 0.8828, top5_acc: 0.9922, loss_cls: 0.3562, loss: 0.3562, grad_norm: 0.7338 2021-04-05 14:14:28,739 - mmaction - INFO - Epoch [8][1480/1567] lr: 3.013e-01, eta: 15:31:58, time: 2.189, data_time: 0.008, memory: 9526, top1_acc: 0.8773, top5_acc: 0.9936, loss_cls: 0.3701, loss: 0.3701, grad_norm: 0.7700 2021-04-05 14:15:11,784 - mmaction - INFO - Epoch [8][1500/1567] lr: 3.010e-01, eta: 15:31:11, time: 2.147, data_time: 0.038, memory: 9526, top1_acc: 0.8814, top5_acc: 0.9932, loss_cls: 0.3621, loss: 0.3621, grad_norm: 0.7458 2021-04-05 14:15:56,632 - mmaction - INFO - Epoch [8][1520/1567] lr: 3.007e-01, eta: 15:30:27, time: 2.244, data_time: 0.515, memory: 9526, top1_acc: 0.8754, top5_acc: 0.9908, loss_cls: 0.3832, loss: 0.3832, grad_norm: 0.7918 2021-04-05 14:16:40,581 - mmaction - INFO - Epoch [8][1540/1567] lr: 3.004e-01, eta: 15:29:42, time: 2.199, data_time: 0.102, memory: 9526, top1_acc: 0.8736, top5_acc: 0.9912, loss_cls: 0.3906, loss: 0.3906, grad_norm: 0.7490 2021-04-05 14:17:25,053 - mmaction - INFO - Epoch [8][1560/1567] lr: 3.001e-01, eta: 15:28:57, time: 2.224, data_time: 0.017, memory: 9526, top1_acc: 0.8779, top5_acc: 0.9924, loss_cls: 0.3749, loss: 0.3749, grad_norm: 0.7634 2021-04-05 14:17:33,217 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-04-05 14:20:04,519 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 14:20:04,604 - mmaction - INFO - top1_acc 0.8109 top5_acc 0.9788 2021-04-05 14:20:04,604 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 14:20:04,635 - mmaction - INFO - mean_acc 0.8105 2021-04-05 14:20:04,635 - mmaction - INFO - Now best checkpoint is epoch_8.pth 2021-04-05 14:20:04,658 - mmaction - INFO - Epoch(val) [8][1567] top1_acc: 0.8109, top5_acc: 0.9788, mean_class_accuracy: 0.8105 2021-04-05 14:21:35,679 - mmaction - INFO - Epoch [9][20/1567] lr: 2.997e-01, eta: 15:28:59, time: 4.548, data_time: 3.314, memory: 9526, top1_acc: 0.8574, top5_acc: 0.9887, loss_cls: 0.4476, loss: 0.4476, grad_norm: 0.7822 2021-04-05 14:22:20,559 - mmaction - INFO - Epoch [9][40/1567] lr: 2.994e-01, eta: 15:28:16, time: 2.246, data_time: 0.074, memory: 9526, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 0.3826, loss: 0.3826, grad_norm: 0.7602 2021-04-05 14:23:03,686 - mmaction - INFO - Epoch [9][60/1567] lr: 2.991e-01, eta: 15:27:28, time: 2.152, data_time: 0.023, memory: 9526, top1_acc: 0.8770, top5_acc: 0.9930, loss_cls: 0.3759, loss: 0.3759, grad_norm: 0.7471 2021-04-05 14:23:47,502 - mmaction - INFO - Epoch [9][80/1567] lr: 2.989e-01, eta: 15:26:42, time: 2.191, data_time: 0.008, memory: 9526, top1_acc: 0.8779, top5_acc: 0.9912, loss_cls: 0.3795, loss: 0.3795, grad_norm: 0.7361 2021-04-05 14:24:31,906 - mmaction - INFO - Epoch [9][100/1567] lr: 2.986e-01, eta: 15:25:58, time: 2.222, data_time: 0.007, memory: 9526, top1_acc: 0.8840, top5_acc: 0.9947, loss_cls: 0.3533, loss: 0.3533, grad_norm: 0.7240 2021-04-05 14:25:18,586 - mmaction - INFO - Epoch [9][120/1567] lr: 2.983e-01, eta: 15:25:18, time: 2.335, data_time: 0.005, memory: 9526, top1_acc: 0.8807, top5_acc: 0.9941, loss_cls: 0.3616, loss: 0.3616, grad_norm: 0.7311 2021-04-05 14:26:01,909 - mmaction - INFO - Epoch [9][140/1567] lr: 2.980e-01, eta: 15:24:31, time: 2.166, data_time: 0.376, memory: 9526, top1_acc: 0.8797, top5_acc: 0.9916, loss_cls: 0.3693, loss: 0.3693, grad_norm: 0.7380 2021-04-05 14:26:47,064 - mmaction - INFO - Epoch [9][160/1567] lr: 2.977e-01, eta: 15:23:48, time: 2.260, data_time: 0.799, memory: 9526, top1_acc: 0.8822, top5_acc: 0.9926, loss_cls: 0.3649, loss: 0.3649, grad_norm: 0.7466 2021-04-05 14:27:29,135 - mmaction - INFO - Epoch [9][180/1567] lr: 2.974e-01, eta: 15:22:58, time: 2.099, data_time: 0.162, memory: 9526, top1_acc: 0.8814, top5_acc: 0.9938, loss_cls: 0.3748, loss: 0.3748, grad_norm: 0.7711 2021-04-05 14:28:13,283 - mmaction - INFO - Epoch [9][200/1567] lr: 2.971e-01, eta: 15:22:13, time: 2.212, data_time: 0.156, memory: 9526, top1_acc: 0.8857, top5_acc: 0.9934, loss_cls: 0.3579, loss: 0.3579, grad_norm: 0.7323 2021-04-05 14:28:56,638 - mmaction - INFO - Epoch [9][220/1567] lr: 2.968e-01, eta: 15:21:26, time: 2.165, data_time: 0.020, memory: 9526, top1_acc: 0.8828, top5_acc: 0.9934, loss_cls: 0.3635, loss: 0.3635, grad_norm: 0.7163 2021-04-05 14:29:41,782 - mmaction - INFO - Epoch [9][240/1567] lr: 2.965e-01, eta: 15:20:43, time: 2.259, data_time: 0.605, memory: 9526, top1_acc: 0.8771, top5_acc: 0.9930, loss_cls: 0.3751, loss: 0.3751, grad_norm: 0.7355 2021-04-05 14:30:25,728 - mmaction - INFO - Epoch [9][260/1567] lr: 2.962e-01, eta: 15:19:58, time: 2.198, data_time: 1.057, memory: 9526, top1_acc: 0.8848, top5_acc: 0.9912, loss_cls: 0.3656, loss: 0.3656, grad_norm: 0.7466 2021-04-05 14:31:08,833 - mmaction - INFO - Epoch [9][280/1567] lr: 2.959e-01, eta: 15:19:10, time: 2.150, data_time: 0.784, memory: 9526, top1_acc: 0.8850, top5_acc: 0.9961, loss_cls: 0.3510, loss: 0.3510, grad_norm: 0.7497 2021-04-05 14:31:51,294 - mmaction - INFO - Epoch [9][300/1567] lr: 2.956e-01, eta: 15:18:22, time: 2.125, data_time: 0.246, memory: 9526, top1_acc: 0.8912, top5_acc: 0.9932, loss_cls: 0.3407, loss: 0.3407, grad_norm: 0.7061 2021-04-05 14:32:38,031 - mmaction - INFO - Epoch [9][320/1567] lr: 2.953e-01, eta: 15:17:42, time: 2.340, data_time: 0.085, memory: 9526, top1_acc: 0.8873, top5_acc: 0.9939, loss_cls: 0.3431, loss: 0.3431, grad_norm: 0.7194 2021-04-05 14:33:23,473 - mmaction - INFO - Epoch [9][340/1567] lr: 2.951e-01, eta: 15:16:59, time: 2.270, data_time: 0.003, memory: 9526, top1_acc: 0.8846, top5_acc: 0.9918, loss_cls: 0.3658, loss: 0.3658, grad_norm: 0.7279 2021-04-05 14:34:05,621 - mmaction - INFO - Epoch [9][360/1567] lr: 2.948e-01, eta: 15:16:10, time: 2.107, data_time: 0.005, memory: 9526, top1_acc: 0.8857, top5_acc: 0.9936, loss_cls: 0.3568, loss: 0.3568, grad_norm: 0.7517 2021-04-05 14:34:47,164 - mmaction - INFO - Epoch [9][380/1567] lr: 2.945e-01, eta: 15:15:20, time: 2.081, data_time: 0.005, memory: 9526, top1_acc: 0.8746, top5_acc: 0.9908, loss_cls: 0.3825, loss: 0.3825, grad_norm: 0.7914 2021-04-05 14:35:31,647 - mmaction - INFO - Epoch [9][400/1567] lr: 2.942e-01, eta: 15:14:36, time: 2.222, data_time: 0.626, memory: 9526, top1_acc: 0.8838, top5_acc: 0.9918, loss_cls: 0.3697, loss: 0.3697, grad_norm: 0.7477 2021-04-05 14:36:18,837 - mmaction - INFO - Epoch [9][420/1567] lr: 2.939e-01, eta: 15:13:56, time: 2.360, data_time: 0.120, memory: 9526, top1_acc: 0.8828, top5_acc: 0.9949, loss_cls: 0.3550, loss: 0.3550, grad_norm: 0.7693 2021-04-05 14:37:02,799 - mmaction - INFO - Epoch [9][440/1567] lr: 2.936e-01, eta: 15:13:11, time: 2.198, data_time: 0.003, memory: 9526, top1_acc: 0.8941, top5_acc: 0.9953, loss_cls: 0.3303, loss: 0.3303, grad_norm: 0.6830 2021-04-05 14:37:46,691 - mmaction - INFO - Epoch [9][460/1567] lr: 2.933e-01, eta: 15:12:25, time: 2.193, data_time: 0.003, memory: 9526, top1_acc: 0.8857, top5_acc: 0.9930, loss_cls: 0.3472, loss: 0.3472, grad_norm: 0.7633 2021-04-05 14:38:30,958 - mmaction - INFO - Epoch [9][480/1567] lr: 2.930e-01, eta: 15:11:40, time: 2.216, data_time: 0.004, memory: 9526, top1_acc: 0.8846, top5_acc: 0.9920, loss_cls: 0.3553, loss: 0.3553, grad_norm: 0.7387 2021-04-05 14:39:15,617 - mmaction - INFO - Epoch [9][500/1567] lr: 2.927e-01, eta: 15:10:56, time: 2.232, data_time: 0.003, memory: 9526, top1_acc: 0.8898, top5_acc: 0.9947, loss_cls: 0.3441, loss: 0.3441, grad_norm: 0.7390 2021-04-05 14:39:59,475 - mmaction - INFO - Epoch [9][520/1567] lr: 2.924e-01, eta: 15:10:10, time: 2.193, data_time: 0.029, memory: 9526, top1_acc: 0.8908, top5_acc: 0.9934, loss_cls: 0.3470, loss: 0.3470, grad_norm: 0.7226 2021-04-05 14:40:45,331 - mmaction - INFO - Epoch [9][540/1567] lr: 2.921e-01, eta: 15:09:29, time: 2.293, data_time: 0.760, memory: 9526, top1_acc: 0.8834, top5_acc: 0.9924, loss_cls: 0.3570, loss: 0.3570, grad_norm: 0.7360 2021-04-05 14:41:27,340 - mmaction - INFO - Epoch [9][560/1567] lr: 2.918e-01, eta: 15:08:39, time: 2.100, data_time: 0.149, memory: 9526, top1_acc: 0.8830, top5_acc: 0.9932, loss_cls: 0.3627, loss: 0.3627, grad_norm: 0.7327 2021-04-05 14:42:15,054 - mmaction - INFO - Epoch [9][580/1567] lr: 2.915e-01, eta: 15:08:01, time: 2.384, data_time: 0.698, memory: 9526, top1_acc: 0.8865, top5_acc: 0.9930, loss_cls: 0.3519, loss: 0.3519, grad_norm: 0.7252 2021-04-05 14:42:57,583 - mmaction - INFO - Epoch [9][600/1567] lr: 2.912e-01, eta: 15:07:13, time: 2.128, data_time: 0.589, memory: 9526, top1_acc: 0.8893, top5_acc: 0.9945, loss_cls: 0.3354, loss: 0.3354, grad_norm: 0.6892 2021-04-05 14:43:42,364 - mmaction - INFO - Epoch [9][620/1567] lr: 2.909e-01, eta: 15:06:29, time: 2.239, data_time: 0.212, memory: 9526, top1_acc: 0.9004, top5_acc: 0.9939, loss_cls: 0.3109, loss: 0.3109, grad_norm: 0.6833 2021-04-05 14:44:29,823 - mmaction - INFO - Epoch [9][640/1567] lr: 2.906e-01, eta: 15:05:50, time: 2.374, data_time: 0.916, memory: 9526, top1_acc: 0.8932, top5_acc: 0.9945, loss_cls: 0.3308, loss: 0.3308, grad_norm: 0.7363 2021-04-05 14:45:07,870 - mmaction - INFO - Epoch [9][660/1567] lr: 2.903e-01, eta: 15:04:53, time: 1.897, data_time: 1.011, memory: 9526, top1_acc: 0.8963, top5_acc: 0.9934, loss_cls: 0.3159, loss: 0.3159, grad_norm: 0.6990 2021-04-05 14:45:53,597 - mmaction - INFO - Epoch [9][680/1567] lr: 2.900e-01, eta: 15:04:11, time: 2.291, data_time: 0.927, memory: 9526, top1_acc: 0.8896, top5_acc: 0.9936, loss_cls: 0.3459, loss: 0.3459, grad_norm: 0.7477 2021-04-05 14:46:36,223 - mmaction - INFO - Epoch [9][700/1567] lr: 2.897e-01, eta: 15:03:23, time: 2.133, data_time: 0.099, memory: 9526, top1_acc: 0.8797, top5_acc: 0.9934, loss_cls: 0.3584, loss: 0.3584, grad_norm: 0.7942 2021-04-05 14:47:22,656 - mmaction - INFO - Epoch [9][720/1567] lr: 2.894e-01, eta: 15:02:42, time: 2.321, data_time: 0.001, memory: 9526, top1_acc: 0.8924, top5_acc: 0.9926, loss_cls: 0.3399, loss: 0.3399, grad_norm: 0.7206 2021-04-05 14:48:09,282 - mmaction - INFO - Epoch [9][740/1567] lr: 2.891e-01, eta: 15:02:02, time: 2.329, data_time: 0.150, memory: 9526, top1_acc: 0.8887, top5_acc: 0.9939, loss_cls: 0.3449, loss: 0.3449, grad_norm: 0.7284 2021-04-05 14:48:55,154 - mmaction - INFO - Epoch [9][760/1567] lr: 2.888e-01, eta: 15:01:20, time: 2.294, data_time: 1.173, memory: 9526, top1_acc: 0.8793, top5_acc: 0.9914, loss_cls: 0.3609, loss: 0.3609, grad_norm: 0.7548 2021-04-05 14:49:38,666 - mmaction - INFO - Epoch [9][780/1567] lr: 2.885e-01, eta: 15:00:34, time: 2.177, data_time: 0.899, memory: 9526, top1_acc: 0.8752, top5_acc: 0.9941, loss_cls: 0.3748, loss: 0.3748, grad_norm: 0.8135 2021-04-05 14:50:22,296 - mmaction - INFO - Epoch [9][800/1567] lr: 2.882e-01, eta: 14:59:47, time: 2.176, data_time: 0.264, memory: 9526, top1_acc: 0.8887, top5_acc: 0.9943, loss_cls: 0.3350, loss: 0.3350, grad_norm: 0.7146 2021-04-05 14:51:04,951 - mmaction - INFO - Epoch [9][820/1567] lr: 2.879e-01, eta: 14:59:00, time: 2.135, data_time: 0.804, memory: 9526, top1_acc: 0.8881, top5_acc: 0.9916, loss_cls: 0.3599, loss: 0.3599, grad_norm: 0.7353 2021-04-05 14:51:47,839 - mmaction - INFO - Epoch [9][840/1567] lr: 2.876e-01, eta: 14:58:12, time: 2.146, data_time: 0.700, memory: 9526, top1_acc: 0.8812, top5_acc: 0.9938, loss_cls: 0.3551, loss: 0.3551, grad_norm: 0.7384 2021-04-05 14:52:32,688 - mmaction - INFO - Epoch [9][860/1567] lr: 2.873e-01, eta: 14:57:29, time: 2.241, data_time: 0.340, memory: 9526, top1_acc: 0.8795, top5_acc: 0.9934, loss_cls: 0.3599, loss: 0.3599, grad_norm: 0.7580 2021-04-05 14:53:17,594 - mmaction - INFO - Epoch [9][880/1567] lr: 2.870e-01, eta: 14:56:45, time: 2.248, data_time: 0.902, memory: 9526, top1_acc: 0.8752, top5_acc: 0.9924, loss_cls: 0.3707, loss: 0.3707, grad_norm: 0.7899 2021-04-05 14:54:04,352 - mmaction - INFO - Epoch [9][900/1567] lr: 2.867e-01, eta: 14:56:05, time: 2.337, data_time: 0.780, memory: 9526, top1_acc: 0.8898, top5_acc: 0.9930, loss_cls: 0.3477, loss: 0.3477, grad_norm: 0.7234 2021-04-05 14:54:47,583 - mmaction - INFO - Epoch [9][920/1567] lr: 2.864e-01, eta: 14:55:18, time: 2.160, data_time: 1.241, memory: 9526, top1_acc: 0.8822, top5_acc: 0.9930, loss_cls: 0.3544, loss: 0.3544, grad_norm: 0.7201 2021-04-05 14:55:31,210 - mmaction - INFO - Epoch [9][940/1567] lr: 2.861e-01, eta: 14:54:32, time: 2.183, data_time: 0.693, memory: 9526, top1_acc: 0.8826, top5_acc: 0.9938, loss_cls: 0.3566, loss: 0.3566, grad_norm: 0.7543 2021-04-05 14:56:18,065 - mmaction - INFO - Epoch [9][960/1567] lr: 2.858e-01, eta: 14:53:52, time: 2.342, data_time: 0.620, memory: 9526, top1_acc: 0.8906, top5_acc: 0.9930, loss_cls: 0.3323, loss: 0.3323, grad_norm: 0.7355 2021-04-05 14:57:00,046 - mmaction - INFO - Epoch [9][980/1567] lr: 2.855e-01, eta: 14:53:02, time: 2.097, data_time: 0.902, memory: 9526, top1_acc: 0.8893, top5_acc: 0.9939, loss_cls: 0.3377, loss: 0.3377, grad_norm: 0.7428 2021-04-05 14:57:43,943 - mmaction - INFO - Epoch [9][1000/1567] lr: 2.852e-01, eta: 14:52:17, time: 2.192, data_time: 1.129, memory: 9526, top1_acc: 0.8867, top5_acc: 0.9939, loss_cls: 0.3442, loss: 0.3442, grad_norm: 0.7343 2021-04-05 14:58:27,364 - mmaction - INFO - Epoch [9][1020/1567] lr: 2.849e-01, eta: 14:51:31, time: 2.176, data_time: 0.490, memory: 9526, top1_acc: 0.8812, top5_acc: 0.9947, loss_cls: 0.3612, loss: 0.3612, grad_norm: 0.7854 2021-04-05 14:59:10,211 - mmaction - INFO - Epoch [9][1040/1567] lr: 2.846e-01, eta: 14:50:43, time: 2.143, data_time: 0.097, memory: 9526, top1_acc: 0.8781, top5_acc: 0.9930, loss_cls: 0.3656, loss: 0.3656, grad_norm: 0.7636 2021-04-05 14:59:55,888 - mmaction - INFO - Epoch [9][1060/1567] lr: 2.843e-01, eta: 14:50:01, time: 2.285, data_time: 0.003, memory: 9526, top1_acc: 0.9008, top5_acc: 0.9953, loss_cls: 0.3211, loss: 0.3211, grad_norm: 0.7215 2021-04-05 15:00:38,449 - mmaction - INFO - Epoch [9][1080/1567] lr: 2.840e-01, eta: 14:49:13, time: 2.128, data_time: 0.472, memory: 9526, top1_acc: 0.8801, top5_acc: 0.9926, loss_cls: 0.3554, loss: 0.3554, grad_norm: 0.7799 2021-04-05 15:01:22,839 - mmaction - INFO - Epoch [9][1100/1567] lr: 2.837e-01, eta: 14:48:28, time: 2.219, data_time: 0.335, memory: 9526, top1_acc: 0.8844, top5_acc: 0.9926, loss_cls: 0.3638, loss: 0.3638, grad_norm: 0.7731 2021-04-05 15:02:07,587 - mmaction - INFO - Epoch [9][1120/1567] lr: 2.834e-01, eta: 14:47:44, time: 2.238, data_time: 0.456, memory: 9526, top1_acc: 0.8863, top5_acc: 0.9928, loss_cls: 0.3527, loss: 0.3527, grad_norm: 0.7443 2021-04-05 15:02:52,293 - mmaction - INFO - Epoch [9][1140/1567] lr: 2.831e-01, eta: 14:47:00, time: 2.232, data_time: 0.485, memory: 9526, top1_acc: 0.8908, top5_acc: 0.9920, loss_cls: 0.3417, loss: 0.3417, grad_norm: 0.7430 2021-04-05 15:03:35,852 - mmaction - INFO - Epoch [9][1160/1567] lr: 2.828e-01, eta: 14:46:14, time: 2.181, data_time: 0.196, memory: 9526, top1_acc: 0.8863, top5_acc: 0.9943, loss_cls: 0.3391, loss: 0.3391, grad_norm: 0.7385 2021-04-05 15:04:18,979 - mmaction - INFO - Epoch [9][1180/1567] lr: 2.825e-01, eta: 14:45:28, time: 2.157, data_time: 0.003, memory: 9526, top1_acc: 0.8771, top5_acc: 0.9930, loss_cls: 0.3696, loss: 0.3696, grad_norm: 0.7940 2021-04-05 15:05:01,640 - mmaction - INFO - Epoch [9][1200/1567] lr: 2.822e-01, eta: 14:44:40, time: 2.132, data_time: 0.191, memory: 9526, top1_acc: 0.8879, top5_acc: 0.9924, loss_cls: 0.3505, loss: 0.3505, grad_norm: 0.7766 2021-04-05 15:05:46,069 - mmaction - INFO - Epoch [9][1220/1567] lr: 2.819e-01, eta: 14:43:55, time: 2.222, data_time: 0.004, memory: 9526, top1_acc: 0.8811, top5_acc: 0.9939, loss_cls: 0.3593, loss: 0.3593, grad_norm: 0.7817 2021-04-05 15:06:32,346 - mmaction - INFO - Epoch [9][1240/1567] lr: 2.816e-01, eta: 14:43:14, time: 2.312, data_time: 0.002, memory: 9526, top1_acc: 0.8834, top5_acc: 0.9949, loss_cls: 0.3481, loss: 0.3481, grad_norm: 0.7641 2021-04-05 15:07:15,798 - mmaction - INFO - Epoch [9][1260/1567] lr: 2.813e-01, eta: 14:42:28, time: 2.172, data_time: 0.004, memory: 9526, top1_acc: 0.8898, top5_acc: 0.9924, loss_cls: 0.3504, loss: 0.3504, grad_norm: 0.7619 2021-04-05 15:07:57,999 - mmaction - INFO - Epoch [9][1280/1567] lr: 2.810e-01, eta: 14:41:39, time: 2.113, data_time: 0.006, memory: 9526, top1_acc: 0.8898, top5_acc: 0.9930, loss_cls: 0.3503, loss: 0.3503, grad_norm: 0.7803 2021-04-05 15:08:44,547 - mmaction - INFO - Epoch [9][1300/1567] lr: 2.807e-01, eta: 14:40:58, time: 2.326, data_time: 0.002, memory: 9526, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 0.3226, loss: 0.3226, grad_norm: 0.7017 2021-04-05 15:09:26,505 - mmaction - INFO - Epoch [9][1320/1567] lr: 2.803e-01, eta: 14:40:10, time: 2.098, data_time: 0.003, memory: 9526, top1_acc: 0.8889, top5_acc: 0.9938, loss_cls: 0.3451, loss: 0.3451, grad_norm: 0.7576 2021-04-05 15:10:11,759 - mmaction - INFO - Epoch [9][1340/1567] lr: 2.800e-01, eta: 14:39:27, time: 2.264, data_time: 0.011, memory: 9526, top1_acc: 0.8811, top5_acc: 0.9951, loss_cls: 0.3543, loss: 0.3543, grad_norm: 0.7781 2021-04-05 15:10:54,736 - mmaction - INFO - Epoch [9][1360/1567] lr: 2.797e-01, eta: 14:38:40, time: 2.150, data_time: 0.083, memory: 9526, top1_acc: 0.8898, top5_acc: 0.9932, loss_cls: 0.3434, loss: 0.3434, grad_norm: 0.7681 2021-04-05 15:11:42,542 - mmaction - INFO - Epoch [9][1380/1567] lr: 2.794e-01, eta: 14:38:01, time: 2.390, data_time: 0.005, memory: 9526, top1_acc: 0.8771, top5_acc: 0.9938, loss_cls: 0.3776, loss: 0.3776, grad_norm: 0.7931 2021-04-05 15:12:27,297 - mmaction - INFO - Epoch [9][1400/1567] lr: 2.791e-01, eta: 14:37:17, time: 2.235, data_time: 0.001, memory: 9526, top1_acc: 0.8887, top5_acc: 0.9924, loss_cls: 0.3414, loss: 0.3414, grad_norm: 0.7565 2021-04-05 15:13:09,422 - mmaction - INFO - Epoch [9][1420/1567] lr: 2.788e-01, eta: 14:36:28, time: 2.106, data_time: 0.004, memory: 9526, top1_acc: 0.8953, top5_acc: 0.9947, loss_cls: 0.3240, loss: 0.3240, grad_norm: 0.7029 2021-04-05 15:13:53,292 - mmaction - INFO - Epoch [9][1440/1567] lr: 2.785e-01, eta: 14:35:43, time: 2.193, data_time: 0.004, memory: 9526, top1_acc: 0.8852, top5_acc: 0.9928, loss_cls: 0.3539, loss: 0.3539, grad_norm: 0.7718 2021-04-05 15:14:38,324 - mmaction - INFO - Epoch [9][1460/1567] lr: 2.782e-01, eta: 14:34:59, time: 2.253, data_time: 0.005, memory: 9526, top1_acc: 0.8891, top5_acc: 0.9906, loss_cls: 0.3585, loss: 0.3585, grad_norm: 0.7370 2021-04-05 15:15:19,398 - mmaction - INFO - Epoch [9][1480/1567] lr: 2.779e-01, eta: 14:34:09, time: 2.052, data_time: 0.009, memory: 9526, top1_acc: 0.8842, top5_acc: 0.9920, loss_cls: 0.3457, loss: 0.3457, grad_norm: 0.7349 2021-04-05 15:16:05,039 - mmaction - INFO - Epoch [9][1500/1567] lr: 2.776e-01, eta: 14:33:27, time: 2.284, data_time: 0.004, memory: 9526, top1_acc: 0.8871, top5_acc: 0.9926, loss_cls: 0.3424, loss: 0.3424, grad_norm: 0.7491 2021-04-05 15:16:49,053 - mmaction - INFO - Epoch [9][1520/1567] lr: 2.773e-01, eta: 14:32:41, time: 2.199, data_time: 0.008, memory: 9526, top1_acc: 0.8893, top5_acc: 0.9934, loss_cls: 0.3439, loss: 0.3439, grad_norm: 0.7553 2021-04-05 15:17:32,537 - mmaction - INFO - Epoch [9][1540/1567] lr: 2.770e-01, eta: 14:31:55, time: 2.178, data_time: 0.006, memory: 9526, top1_acc: 0.8965, top5_acc: 0.9926, loss_cls: 0.3253, loss: 0.3253, grad_norm: 0.7431 2021-04-05 15:18:15,446 - mmaction - INFO - Epoch [9][1560/1567] lr: 2.767e-01, eta: 14:31:08, time: 2.145, data_time: 0.002, memory: 9526, top1_acc: 0.8994, top5_acc: 0.9945, loss_cls: 0.3053, loss: 0.3053, grad_norm: 0.7113 2021-04-05 15:18:24,540 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-04-05 15:20:59,881 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 15:20:59,957 - mmaction - INFO - top1_acc 0.8112 top5_acc 0.9782 2021-04-05 15:20:59,957 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 15:20:59,984 - mmaction - INFO - mean_acc 0.8111 2021-04-05 15:20:59,984 - mmaction - INFO - Now best checkpoint is epoch_9.pth 2021-04-05 15:20:59,989 - mmaction - INFO - Epoch(val) [9][1567] top1_acc: 0.8112, top5_acc: 0.9782, mean_class_accuracy: 0.8111 2021-04-05 15:22:28,330 - mmaction - INFO - Epoch [10][20/1567] lr: 2.762e-01, eta: 14:30:55, time: 4.416, data_time: 2.991, memory: 9526, top1_acc: 0.8586, top5_acc: 0.9902, loss_cls: 0.4550, loss: 0.4550, grad_norm: 0.8672 2021-04-05 15:23:18,195 - mmaction - INFO - Epoch [10][40/1567] lr: 2.759e-01, eta: 14:30:20, time: 2.489, data_time: 0.951, memory: 9526, top1_acc: 0.8709, top5_acc: 0.9922, loss_cls: 0.3825, loss: 0.3825, grad_norm: 0.7596 2021-04-05 15:24:00,178 - mmaction - INFO - Epoch [10][60/1567] lr: 2.756e-01, eta: 14:29:31, time: 2.102, data_time: 0.106, memory: 9526, top1_acc: 0.8840, top5_acc: 0.9920, loss_cls: 0.3622, loss: 0.3622, grad_norm: 0.7901 2021-04-05 15:24:44,888 - mmaction - INFO - Epoch [10][80/1567] lr: 2.753e-01, eta: 14:28:47, time: 2.234, data_time: 0.022, memory: 9526, top1_acc: 0.8955, top5_acc: 0.9951, loss_cls: 0.3321, loss: 0.3321, grad_norm: 0.7350 2021-04-05 15:25:30,321 - mmaction - INFO - Epoch [10][100/1567] lr: 2.750e-01, eta: 14:28:04, time: 2.270, data_time: 0.005, memory: 9526, top1_acc: 0.8789, top5_acc: 0.9910, loss_cls: 0.3725, loss: 0.3725, grad_norm: 0.7813 2021-04-05 15:26:15,641 - mmaction - INFO - Epoch [10][120/1567] lr: 2.747e-01, eta: 14:27:21, time: 2.271, data_time: 0.006, memory: 9526, top1_acc: 0.8918, top5_acc: 0.9939, loss_cls: 0.3257, loss: 0.3257, grad_norm: 0.7259 2021-04-05 15:27:01,625 - mmaction - INFO - Epoch [10][140/1567] lr: 2.744e-01, eta: 14:26:39, time: 2.297, data_time: 0.001, memory: 9526, top1_acc: 0.8766, top5_acc: 0.9898, loss_cls: 0.3870, loss: 0.3870, grad_norm: 0.8202 2021-04-05 15:27:43,621 - mmaction - INFO - Epoch [10][160/1567] lr: 2.741e-01, eta: 14:25:50, time: 2.101, data_time: 0.004, memory: 9526, top1_acc: 0.8908, top5_acc: 0.9943, loss_cls: 0.3392, loss: 0.3392, grad_norm: 0.7215 2021-04-05 15:28:29,198 - mmaction - INFO - Epoch [10][180/1567] lr: 2.738e-01, eta: 14:25:07, time: 2.273, data_time: 0.008, memory: 9526, top1_acc: 0.8969, top5_acc: 0.9930, loss_cls: 0.3221, loss: 0.3221, grad_norm: 0.7401 2021-04-05 15:29:08,615 - mmaction - INFO - Epoch [10][200/1567] lr: 2.735e-01, eta: 14:24:14, time: 1.972, data_time: 0.085, memory: 9526, top1_acc: 0.8938, top5_acc: 0.9938, loss_cls: 0.3380, loss: 0.3380, grad_norm: 0.7575 2021-04-05 15:29:50,726 - mmaction - INFO - Epoch [10][220/1567] lr: 2.731e-01, eta: 14:23:26, time: 2.108, data_time: 0.573, memory: 9526, top1_acc: 0.8891, top5_acc: 0.9920, loss_cls: 0.3410, loss: 0.3410, grad_norm: 0.7451 2021-04-05 15:30:34,772 - mmaction - INFO - Epoch [10][240/1567] lr: 2.728e-01, eta: 14:22:41, time: 2.199, data_time: 0.610, memory: 9526, top1_acc: 0.8842, top5_acc: 0.9941, loss_cls: 0.3521, loss: 0.3521, grad_norm: 0.7428 2021-04-05 15:31:22,957 - mmaction - INFO - Epoch [10][260/1567] lr: 2.725e-01, eta: 14:22:02, time: 2.415, data_time: 0.327, memory: 9526, top1_acc: 0.8785, top5_acc: 0.9930, loss_cls: 0.3718, loss: 0.3718, grad_norm: 0.7717 2021-04-05 15:32:07,405 - mmaction - INFO - Epoch [10][280/1567] lr: 2.722e-01, eta: 14:21:18, time: 2.221, data_time: 0.010, memory: 9526, top1_acc: 0.8922, top5_acc: 0.9945, loss_cls: 0.3359, loss: 0.3359, grad_norm: 0.7185 2021-04-05 15:32:50,070 - mmaction - INFO - Epoch [10][300/1567] lr: 2.719e-01, eta: 14:20:30, time: 2.133, data_time: 0.059, memory: 9526, top1_acc: 0.8791, top5_acc: 0.9951, loss_cls: 0.3630, loss: 0.3630, grad_norm: 0.8081 2021-04-05 15:33:33,433 - mmaction - INFO - Epoch [10][320/1567] lr: 2.716e-01, eta: 14:19:44, time: 2.170, data_time: 0.147, memory: 9526, top1_acc: 0.8953, top5_acc: 0.9932, loss_cls: 0.3351, loss: 0.3351, grad_norm: 0.7259 2021-04-05 15:34:20,446 - mmaction - INFO - Epoch [10][340/1567] lr: 2.713e-01, eta: 14:19:03, time: 2.349, data_time: 0.001, memory: 9526, top1_acc: 0.8895, top5_acc: 0.9936, loss_cls: 0.3266, loss: 0.3266, grad_norm: 0.7362 2021-04-05 15:35:00,866 - mmaction - INFO - Epoch [10][360/1567] lr: 2.710e-01, eta: 14:18:12, time: 2.023, data_time: 0.003, memory: 9526, top1_acc: 0.9033, top5_acc: 0.9938, loss_cls: 0.3056, loss: 0.3056, grad_norm: 0.7209 2021-04-05 15:35:45,166 - mmaction - INFO - Epoch [10][380/1567] lr: 2.706e-01, eta: 14:17:28, time: 2.212, data_time: 0.035, memory: 9526, top1_acc: 0.8918, top5_acc: 0.9936, loss_cls: 0.3294, loss: 0.3294, grad_norm: 0.7573 2021-04-05 15:36:31,372 - mmaction - INFO - Epoch [10][400/1567] lr: 2.703e-01, eta: 14:16:46, time: 2.308, data_time: 0.101, memory: 9526, top1_acc: 0.8914, top5_acc: 0.9936, loss_cls: 0.3359, loss: 0.3359, grad_norm: 0.7458 2021-04-05 15:37:15,411 - mmaction - INFO - Epoch [10][420/1567] lr: 2.700e-01, eta: 14:16:01, time: 2.204, data_time: 0.006, memory: 9526, top1_acc: 0.8865, top5_acc: 0.9924, loss_cls: 0.3534, loss: 0.3534, grad_norm: 0.7816 2021-04-05 15:37:59,439 - mmaction - INFO - Epoch [10][440/1567] lr: 2.697e-01, eta: 14:15:15, time: 2.202, data_time: 0.004, memory: 9526, top1_acc: 0.8938, top5_acc: 0.9926, loss_cls: 0.3402, loss: 0.3402, grad_norm: 0.7483 2021-04-05 15:38:42,792 - mmaction - INFO - Epoch [10][460/1567] lr: 2.694e-01, eta: 14:14:29, time: 2.167, data_time: 0.002, memory: 9526, top1_acc: 0.9002, top5_acc: 0.9930, loss_cls: 0.3398, loss: 0.3398, grad_norm: 0.7642 2021-04-05 15:39:25,928 - mmaction - INFO - Epoch [10][480/1567] lr: 2.691e-01, eta: 14:13:42, time: 2.158, data_time: 0.004, memory: 9526, top1_acc: 0.8896, top5_acc: 0.9945, loss_cls: 0.3362, loss: 0.3362, grad_norm: 0.7314 2021-04-05 15:40:14,725 - mmaction - INFO - Epoch [10][500/1567] lr: 2.688e-01, eta: 14:13:05, time: 2.439, data_time: 0.002, memory: 9526, top1_acc: 0.8930, top5_acc: 0.9949, loss_cls: 0.3228, loss: 0.3228, grad_norm: 0.7571 2021-04-05 15:40:59,148 - mmaction - INFO - Epoch [10][520/1567] lr: 2.685e-01, eta: 14:12:20, time: 2.220, data_time: 0.003, memory: 9526, top1_acc: 0.9000, top5_acc: 0.9939, loss_cls: 0.3267, loss: 0.3267, grad_norm: 0.7347 2021-04-05 15:41:40,352 - mmaction - INFO - Epoch [10][540/1567] lr: 2.681e-01, eta: 14:11:30, time: 2.063, data_time: 0.004, memory: 9526, top1_acc: 0.8900, top5_acc: 0.9949, loss_cls: 0.3254, loss: 0.3254, grad_norm: 0.7320 2021-04-05 15:42:26,820 - mmaction - INFO - Epoch [10][560/1567] lr: 2.678e-01, eta: 14:10:49, time: 2.322, data_time: 0.001, memory: 9526, top1_acc: 0.8959, top5_acc: 0.9963, loss_cls: 0.3245, loss: 0.3245, grad_norm: 0.7477 2021-04-05 15:43:08,453 - mmaction - INFO - Epoch [10][580/1567] lr: 2.675e-01, eta: 14:10:00, time: 2.082, data_time: 0.003, memory: 9526, top1_acc: 0.8918, top5_acc: 0.9924, loss_cls: 0.3314, loss: 0.3314, grad_norm: 0.7421 2021-04-05 15:43:49,747 - mmaction - INFO - Epoch [10][600/1567] lr: 2.672e-01, eta: 14:09:11, time: 2.065, data_time: 0.002, memory: 9526, top1_acc: 0.8838, top5_acc: 0.9924, loss_cls: 0.3532, loss: 0.3532, grad_norm: 0.7863 2021-04-05 15:44:38,110 - mmaction - INFO - Epoch [10][620/1567] lr: 2.669e-01, eta: 14:08:32, time: 2.418, data_time: 0.002, memory: 9526, top1_acc: 0.8906, top5_acc: 0.9945, loss_cls: 0.3340, loss: 0.3340, grad_norm: 0.7539 2021-04-05 15:45:20,848 - mmaction - INFO - Epoch [10][640/1567] lr: 2.666e-01, eta: 14:07:45, time: 2.136, data_time: 0.609, memory: 9526, top1_acc: 0.8846, top5_acc: 0.9938, loss_cls: 0.3622, loss: 0.3622, grad_norm: 0.8068 2021-04-05 15:46:05,709 - mmaction - INFO - Epoch [10][660/1567] lr: 2.663e-01, eta: 14:07:01, time: 2.241, data_time: 0.038, memory: 9526, top1_acc: 0.8949, top5_acc: 0.9969, loss_cls: 0.3197, loss: 0.3197, grad_norm: 0.7593 2021-04-05 15:46:51,093 - mmaction - INFO - Epoch [10][680/1567] lr: 2.659e-01, eta: 14:06:18, time: 2.269, data_time: 0.657, memory: 9526, top1_acc: 0.8988, top5_acc: 0.9934, loss_cls: 0.3121, loss: 0.3121, grad_norm: 0.7232 2021-04-05 15:47:33,224 - mmaction - INFO - Epoch [10][700/1567] lr: 2.656e-01, eta: 14:05:30, time: 2.109, data_time: 0.446, memory: 9526, top1_acc: 0.8932, top5_acc: 0.9936, loss_cls: 0.3357, loss: 0.3357, grad_norm: 0.7651 2021-04-05 15:48:16,470 - mmaction - INFO - Epoch [10][720/1567] lr: 2.653e-01, eta: 14:04:43, time: 2.163, data_time: 0.042, memory: 9526, top1_acc: 0.8939, top5_acc: 0.9945, loss_cls: 0.3227, loss: 0.3227, grad_norm: 0.7328 2021-04-05 15:49:02,088 - mmaction - INFO - Epoch [10][740/1567] lr: 2.650e-01, eta: 14:04:00, time: 2.277, data_time: 0.001, memory: 9526, top1_acc: 0.8922, top5_acc: 0.9953, loss_cls: 0.3227, loss: 0.3227, grad_norm: 0.7426 2021-04-05 15:49:47,929 - mmaction - INFO - Epoch [10][760/1567] lr: 2.647e-01, eta: 14:03:18, time: 2.294, data_time: 0.005, memory: 9526, top1_acc: 0.8898, top5_acc: 0.9943, loss_cls: 0.3304, loss: 0.3304, grad_norm: 0.7693 2021-04-05 15:50:31,746 - mmaction - INFO - Epoch [10][780/1567] lr: 2.644e-01, eta: 14:02:33, time: 2.192, data_time: 0.002, memory: 9526, top1_acc: 0.8986, top5_acc: 0.9957, loss_cls: 0.3134, loss: 0.3134, grad_norm: 0.7603 2021-04-05 15:51:15,791 - mmaction - INFO - Epoch [10][800/1567] lr: 2.640e-01, eta: 14:01:47, time: 2.203, data_time: 0.002, memory: 9526, top1_acc: 0.8967, top5_acc: 0.9951, loss_cls: 0.3194, loss: 0.3194, grad_norm: 0.7459 2021-04-05 15:52:00,319 - mmaction - INFO - Epoch [10][820/1567] lr: 2.637e-01, eta: 14:01:03, time: 2.225, data_time: 0.001, memory: 9526, top1_acc: 0.8957, top5_acc: 0.9949, loss_cls: 0.3124, loss: 0.3124, grad_norm: 0.7518 2021-04-05 15:52:43,374 - mmaction - INFO - Epoch [10][840/1567] lr: 2.634e-01, eta: 14:00:16, time: 2.153, data_time: 0.002, memory: 9526, top1_acc: 0.8973, top5_acc: 0.9953, loss_cls: 0.3128, loss: 0.3128, grad_norm: 0.7467 2021-04-05 15:53:30,229 - mmaction - INFO - Epoch [10][860/1567] lr: 2.631e-01, eta: 13:59:35, time: 2.341, data_time: 0.002, memory: 9526, top1_acc: 0.8943, top5_acc: 0.9926, loss_cls: 0.3398, loss: 0.3398, grad_norm: 0.7828 2021-04-05 15:54:12,246 - mmaction - INFO - Epoch [10][880/1567] lr: 2.628e-01, eta: 13:58:47, time: 2.099, data_time: 0.003, memory: 9526, top1_acc: 0.8924, top5_acc: 0.9941, loss_cls: 0.3346, loss: 0.3346, grad_norm: 0.7816 2021-04-05 15:54:53,297 - mmaction - INFO - Epoch [10][900/1567] lr: 2.625e-01, eta: 13:57:57, time: 2.052, data_time: 0.009, memory: 9526, top1_acc: 0.8891, top5_acc: 0.9947, loss_cls: 0.3352, loss: 0.3352, grad_norm: 0.7676 2021-04-05 15:55:38,410 - mmaction - INFO - Epoch [10][920/1567] lr: 2.621e-01, eta: 13:57:14, time: 2.258, data_time: 0.009, memory: 9526, top1_acc: 0.8941, top5_acc: 0.9926, loss_cls: 0.3273, loss: 0.3273, grad_norm: 0.7501 2021-04-05 15:56:25,096 - mmaction - INFO - Epoch [10][940/1567] lr: 2.618e-01, eta: 13:56:33, time: 2.336, data_time: 0.008, memory: 9526, top1_acc: 0.8980, top5_acc: 0.9934, loss_cls: 0.3168, loss: 0.3168, grad_norm: 0.7359 2021-04-05 15:57:10,254 - mmaction - INFO - Epoch [10][960/1567] lr: 2.615e-01, eta: 13:55:49, time: 2.259, data_time: 0.002, memory: 9526, top1_acc: 0.8932, top5_acc: 0.9955, loss_cls: 0.3275, loss: 0.3275, grad_norm: 0.7739 2021-04-05 15:57:55,159 - mmaction - INFO - Epoch [10][980/1567] lr: 2.612e-01, eta: 13:55:05, time: 2.243, data_time: 0.001, memory: 9526, top1_acc: 0.8953, top5_acc: 0.9936, loss_cls: 0.3271, loss: 0.3271, grad_norm: 0.7677 2021-04-05 15:58:39,317 - mmaction - INFO - Epoch [10][1000/1567] lr: 2.609e-01, eta: 13:54:20, time: 2.205, data_time: 0.058, memory: 9526, top1_acc: 0.8879, top5_acc: 0.9943, loss_cls: 0.3452, loss: 0.3452, grad_norm: 0.7649 2021-04-05 15:59:20,317 - mmaction - INFO - Epoch [10][1020/1567] lr: 2.605e-01, eta: 13:53:31, time: 2.055, data_time: 0.006, memory: 9526, top1_acc: 0.8963, top5_acc: 0.9943, loss_cls: 0.3213, loss: 0.3213, grad_norm: 0.7255 2021-04-05 16:00:04,431 - mmaction - INFO - Epoch [10][1040/1567] lr: 2.602e-01, eta: 13:52:46, time: 2.203, data_time: 0.003, memory: 9526, top1_acc: 0.8961, top5_acc: 0.9945, loss_cls: 0.3292, loss: 0.3292, grad_norm: 0.7378 2021-04-05 16:00:49,226 - mmaction - INFO - Epoch [10][1060/1567] lr: 2.599e-01, eta: 13:52:02, time: 2.240, data_time: 0.005, memory: 9526, top1_acc: 0.9062, top5_acc: 0.9963, loss_cls: 0.3050, loss: 0.3050, grad_norm: 0.7183 2021-04-05 16:01:34,391 - mmaction - INFO - Epoch [10][1080/1567] lr: 2.596e-01, eta: 13:51:18, time: 2.256, data_time: 0.004, memory: 9526, top1_acc: 0.8920, top5_acc: 0.9943, loss_cls: 0.3335, loss: 0.3335, grad_norm: 0.7712 2021-04-05 16:02:19,181 - mmaction - INFO - Epoch [10][1100/1567] lr: 2.593e-01, eta: 13:50:34, time: 2.241, data_time: 0.006, memory: 9526, top1_acc: 0.8973, top5_acc: 0.9930, loss_cls: 0.3213, loss: 0.3213, grad_norm: 0.7382 2021-04-05 16:03:02,796 - mmaction - INFO - Epoch [10][1120/1567] lr: 2.590e-01, eta: 13:49:48, time: 2.183, data_time: 0.005, memory: 9526, top1_acc: 0.9076, top5_acc: 0.9951, loss_cls: 0.2848, loss: 0.2848, grad_norm: 0.6799 2021-04-05 16:03:47,974 - mmaction - INFO - Epoch [10][1140/1567] lr: 2.586e-01, eta: 13:49:05, time: 2.258, data_time: 0.003, memory: 9526, top1_acc: 0.8990, top5_acc: 0.9957, loss_cls: 0.3103, loss: 0.3103, grad_norm: 0.7476 2021-04-05 16:04:33,472 - mmaction - INFO - Epoch [10][1160/1567] lr: 2.583e-01, eta: 13:48:22, time: 2.272, data_time: 0.004, memory: 9526, top1_acc: 0.8971, top5_acc: 0.9930, loss_cls: 0.3206, loss: 0.3206, grad_norm: 0.7868 2021-04-05 16:05:17,672 - mmaction - INFO - Epoch [10][1180/1567] lr: 2.580e-01, eta: 13:47:37, time: 2.214, data_time: 0.007, memory: 9526, top1_acc: 0.8975, top5_acc: 0.9936, loss_cls: 0.3225, loss: 0.3225, grad_norm: 0.7620 2021-04-05 16:06:00,475 - mmaction - INFO - Epoch [10][1200/1567] lr: 2.577e-01, eta: 13:46:50, time: 2.140, data_time: 0.003, memory: 9526, top1_acc: 0.8895, top5_acc: 0.9951, loss_cls: 0.3391, loss: 0.3391, grad_norm: 0.7912 2021-04-05 16:06:46,381 - mmaction - INFO - Epoch [10][1220/1567] lr: 2.574e-01, eta: 13:46:08, time: 2.294, data_time: 0.003, memory: 9526, top1_acc: 0.8877, top5_acc: 0.9957, loss_cls: 0.3334, loss: 0.3334, grad_norm: 0.7745 2021-04-05 16:07:31,758 - mmaction - INFO - Epoch [10][1240/1567] lr: 2.570e-01, eta: 13:45:25, time: 2.270, data_time: 0.004, memory: 9526, top1_acc: 0.8898, top5_acc: 0.9926, loss_cls: 0.3363, loss: 0.3363, grad_norm: 0.7895 2021-04-05 16:08:16,221 - mmaction - INFO - Epoch [10][1260/1567] lr: 2.567e-01, eta: 13:44:40, time: 2.224, data_time: 0.004, memory: 9526, top1_acc: 0.8980, top5_acc: 0.9955, loss_cls: 0.3066, loss: 0.3066, grad_norm: 0.7335 2021-04-05 16:08:59,389 - mmaction - INFO - Epoch [10][1280/1567] lr: 2.564e-01, eta: 13:43:54, time: 2.157, data_time: 0.002, memory: 9526, top1_acc: 0.8986, top5_acc: 0.9934, loss_cls: 0.3209, loss: 0.3209, grad_norm: 0.7392 2021-04-05 16:09:43,989 - mmaction - INFO - Epoch [10][1300/1567] lr: 2.561e-01, eta: 13:43:09, time: 2.231, data_time: 0.002, memory: 9526, top1_acc: 0.9006, top5_acc: 0.9953, loss_cls: 0.3107, loss: 0.3107, grad_norm: 0.7354 2021-04-05 16:10:29,296 - mmaction - INFO - Epoch [10][1320/1567] lr: 2.558e-01, eta: 13:42:26, time: 2.266, data_time: 0.003, memory: 9526, top1_acc: 0.9002, top5_acc: 0.9936, loss_cls: 0.3126, loss: 0.3126, grad_norm: 0.7416 2021-04-05 16:11:11,125 - mmaction - INFO - Epoch [10][1340/1567] lr: 2.554e-01, eta: 13:41:38, time: 2.091, data_time: 0.002, memory: 9526, top1_acc: 0.9010, top5_acc: 0.9936, loss_cls: 0.3105, loss: 0.3105, grad_norm: 0.7610 2021-04-05 16:11:53,866 - mmaction - INFO - Epoch [10][1360/1567] lr: 2.551e-01, eta: 13:40:51, time: 2.137, data_time: 0.004, memory: 9526, top1_acc: 0.9006, top5_acc: 0.9945, loss_cls: 0.3089, loss: 0.3089, grad_norm: 0.7368 2021-04-05 16:12:39,460 - mmaction - INFO - Epoch [10][1380/1567] lr: 2.548e-01, eta: 13:40:08, time: 2.279, data_time: 0.015, memory: 9526, top1_acc: 0.9035, top5_acc: 0.9955, loss_cls: 0.2964, loss: 0.2964, grad_norm: 0.7316 2021-04-05 16:13:23,310 - mmaction - INFO - Epoch [10][1400/1567] lr: 2.545e-01, eta: 13:39:22, time: 2.191, data_time: 0.428, memory: 9526, top1_acc: 0.9027, top5_acc: 0.9967, loss_cls: 0.2941, loss: 0.2941, grad_norm: 0.7481 2021-04-05 16:14:05,545 - mmaction - INFO - Epoch [10][1420/1567] lr: 2.541e-01, eta: 13:38:35, time: 2.114, data_time: 0.233, memory: 9526, top1_acc: 0.8988, top5_acc: 0.9945, loss_cls: 0.3121, loss: 0.3121, grad_norm: 0.7183 2021-04-05 16:14:50,033 - mmaction - INFO - Epoch [10][1440/1567] lr: 2.538e-01, eta: 13:37:50, time: 2.225, data_time: 0.005, memory: 9526, top1_acc: 0.8959, top5_acc: 0.9939, loss_cls: 0.3118, loss: 0.3118, grad_norm: 0.7861 2021-04-05 16:15:36,063 - mmaction - INFO - Epoch [10][1460/1567] lr: 2.535e-01, eta: 13:37:08, time: 2.301, data_time: 0.144, memory: 9526, top1_acc: 0.8922, top5_acc: 0.9934, loss_cls: 0.3413, loss: 0.3413, grad_norm: 0.8147 2021-04-05 16:16:20,590 - mmaction - INFO - Epoch [10][1480/1567] lr: 2.532e-01, eta: 13:36:24, time: 2.225, data_time: 0.705, memory: 9526, top1_acc: 0.8939, top5_acc: 0.9939, loss_cls: 0.3209, loss: 0.3209, grad_norm: 0.7579 2021-04-05 16:17:02,853 - mmaction - INFO - Epoch [10][1500/1567] lr: 2.529e-01, eta: 13:35:36, time: 2.114, data_time: 0.820, memory: 9526, top1_acc: 0.9025, top5_acc: 0.9947, loss_cls: 0.2954, loss: 0.2954, grad_norm: 0.7308 2021-04-05 16:17:47,581 - mmaction - INFO - Epoch [10][1520/1567] lr: 2.525e-01, eta: 13:34:52, time: 2.237, data_time: 0.102, memory: 9526, top1_acc: 0.9072, top5_acc: 0.9959, loss_cls: 0.2885, loss: 0.2885, grad_norm: 0.7470 2021-04-05 16:18:34,130 - mmaction - INFO - Epoch [10][1540/1567] lr: 2.522e-01, eta: 13:34:10, time: 2.326, data_time: 0.003, memory: 9526, top1_acc: 0.9014, top5_acc: 0.9943, loss_cls: 0.3060, loss: 0.3060, grad_norm: 0.7698 2021-04-05 16:19:18,548 - mmaction - INFO - Epoch [10][1560/1567] lr: 2.519e-01, eta: 13:33:26, time: 2.223, data_time: 0.005, memory: 9526, top1_acc: 0.8791, top5_acc: 0.9920, loss_cls: 0.3769, loss: 0.3769, grad_norm: 0.8794 2021-04-05 16:19:26,537 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-04-05 16:21:59,314 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 16:21:59,395 - mmaction - INFO - top1_acc 0.7871 top5_acc 0.9763 2021-04-05 16:21:59,395 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 16:21:59,424 - mmaction - INFO - mean_acc 0.7871 2021-04-05 16:21:59,427 - mmaction - INFO - Epoch(val) [10][1567] top1_acc: 0.7871, top5_acc: 0.9763, mean_class_accuracy: 0.7871 2021-04-05 16:23:28,791 - mmaction - INFO - Epoch [11][20/1567] lr: 2.515e-01, eta: 13:33:07, time: 4.467, data_time: 2.474, memory: 9526, top1_acc: 0.8758, top5_acc: 0.9912, loss_cls: 0.4120, loss: 0.4120, grad_norm: 0.8673 2021-04-05 16:24:12,515 - mmaction - INFO - Epoch [11][40/1567] lr: 2.511e-01, eta: 13:32:21, time: 2.186, data_time: 0.002, memory: 9526, top1_acc: 0.8930, top5_acc: 0.9932, loss_cls: 0.3373, loss: 0.3373, grad_norm: 0.7883 2021-04-05 16:24:56,492 - mmaction - INFO - Epoch [11][60/1567] lr: 2.508e-01, eta: 13:31:36, time: 2.199, data_time: 0.002, memory: 9526, top1_acc: 0.8871, top5_acc: 0.9953, loss_cls: 0.3463, loss: 0.3463, grad_norm: 0.8336 2021-04-05 16:25:42,424 - mmaction - INFO - Epoch [11][80/1567] lr: 2.505e-01, eta: 13:30:53, time: 2.296, data_time: 0.002, memory: 9526, top1_acc: 0.8912, top5_acc: 0.9908, loss_cls: 0.3551, loss: 0.3551, grad_norm: 0.7805 2021-04-05 16:26:28,675 - mmaction - INFO - Epoch [11][100/1567] lr: 2.502e-01, eta: 13:30:11, time: 2.312, data_time: 0.002, memory: 9526, top1_acc: 0.9035, top5_acc: 0.9957, loss_cls: 0.3048, loss: 0.3048, grad_norm: 0.7471 2021-04-05 16:27:11,710 - mmaction - INFO - Epoch [11][120/1567] lr: 2.498e-01, eta: 13:29:24, time: 2.150, data_time: 0.003, memory: 9526, top1_acc: 0.8979, top5_acc: 0.9939, loss_cls: 0.3172, loss: 0.3172, grad_norm: 0.7575 2021-04-05 16:27:56,209 - mmaction - INFO - Epoch [11][140/1567] lr: 2.495e-01, eta: 13:28:40, time: 2.227, data_time: 0.004, memory: 9526, top1_acc: 0.8957, top5_acc: 0.9955, loss_cls: 0.3209, loss: 0.3209, grad_norm: 0.7790 2021-04-05 16:28:41,066 - mmaction - INFO - Epoch [11][160/1567] lr: 2.492e-01, eta: 13:27:56, time: 2.243, data_time: 0.003, memory: 9526, top1_acc: 0.8920, top5_acc: 0.9928, loss_cls: 0.3291, loss: 0.3291, grad_norm: 0.7868 2021-04-05 16:29:25,274 - mmaction - INFO - Epoch [11][180/1567] lr: 2.489e-01, eta: 13:27:11, time: 2.211, data_time: 0.003, memory: 9526, top1_acc: 0.9016, top5_acc: 0.9939, loss_cls: 0.2976, loss: 0.2976, grad_norm: 0.7239 2021-04-05 16:30:11,319 - mmaction - INFO - Epoch [11][200/1567] lr: 2.485e-01, eta: 13:26:28, time: 2.300, data_time: 0.002, memory: 9526, top1_acc: 0.8965, top5_acc: 0.9961, loss_cls: 0.3163, loss: 0.3163, grad_norm: 0.7527 2021-04-05 16:30:55,191 - mmaction - INFO - Epoch [11][220/1567] lr: 2.482e-01, eta: 13:25:43, time: 2.192, data_time: 0.004, memory: 9526, top1_acc: 0.8994, top5_acc: 0.9947, loss_cls: 0.3125, loss: 0.3125, grad_norm: 0.7398 2021-04-05 16:31:39,604 - mmaction - INFO - Epoch [11][240/1567] lr: 2.479e-01, eta: 13:24:58, time: 2.223, data_time: 0.009, memory: 9526, top1_acc: 0.8969, top5_acc: 0.9941, loss_cls: 0.3231, loss: 0.3231, grad_norm: 0.7824 2021-04-05 16:32:22,832 - mmaction - INFO - Epoch [11][260/1567] lr: 2.476e-01, eta: 13:24:12, time: 2.161, data_time: 0.007, memory: 9526, top1_acc: 0.9012, top5_acc: 0.9943, loss_cls: 0.2984, loss: 0.2984, grad_norm: 0.7268 2021-04-05 16:33:05,939 - mmaction - INFO - Epoch [11][280/1567] lr: 2.472e-01, eta: 13:23:26, time: 2.156, data_time: 0.003, memory: 9526, top1_acc: 0.9066, top5_acc: 0.9963, loss_cls: 0.2891, loss: 0.2891, grad_norm: 0.7344 2021-04-05 16:33:51,917 - mmaction - INFO - Epoch [11][300/1567] lr: 2.469e-01, eta: 13:22:43, time: 2.295, data_time: 0.003, memory: 9526, top1_acc: 0.9035, top5_acc: 0.9947, loss_cls: 0.2990, loss: 0.2990, grad_norm: 0.7769 2021-04-05 16:34:35,997 - mmaction - INFO - Epoch [11][320/1567] lr: 2.466e-01, eta: 13:21:58, time: 2.204, data_time: 0.006, memory: 9526, top1_acc: 0.9043, top5_acc: 0.9953, loss_cls: 0.3020, loss: 0.3020, grad_norm: 0.7619 2021-04-05 16:35:17,685 - mmaction - INFO - Epoch [11][340/1567] lr: 2.463e-01, eta: 13:21:10, time: 2.089, data_time: 0.007, memory: 9526, top1_acc: 0.8869, top5_acc: 0.9914, loss_cls: 0.3472, loss: 0.3472, grad_norm: 0.8124 2021-04-05 16:36:03,969 - mmaction - INFO - Epoch [11][360/1567] lr: 2.459e-01, eta: 13:20:28, time: 2.314, data_time: 0.003, memory: 9526, top1_acc: 0.9055, top5_acc: 0.9967, loss_cls: 0.2966, loss: 0.2966, grad_norm: 0.7342 2021-04-05 16:36:47,269 - mmaction - INFO - Epoch [11][380/1567] lr: 2.456e-01, eta: 13:19:41, time: 2.163, data_time: 0.003, memory: 9526, top1_acc: 0.9014, top5_acc: 0.9922, loss_cls: 0.3221, loss: 0.3221, grad_norm: 0.7817 2021-04-05 16:37:31,143 - mmaction - INFO - Epoch [11][400/1567] lr: 2.453e-01, eta: 13:18:56, time: 2.197, data_time: 0.127, memory: 9526, top1_acc: 0.8904, top5_acc: 0.9949, loss_cls: 0.3344, loss: 0.3344, grad_norm: 0.8285 2021-04-05 16:38:18,232 - mmaction - INFO - Epoch [11][420/1567] lr: 2.450e-01, eta: 13:18:15, time: 2.353, data_time: 0.003, memory: 9526, top1_acc: 0.8957, top5_acc: 0.9957, loss_cls: 0.3251, loss: 0.3251, grad_norm: 0.7832 2021-04-05 16:38:59,401 - mmaction - INFO - Epoch [11][440/1567] lr: 2.446e-01, eta: 13:17:26, time: 2.058, data_time: 0.003, memory: 9526, top1_acc: 0.9057, top5_acc: 0.9943, loss_cls: 0.3070, loss: 0.3070, grad_norm: 0.7377 2021-04-05 16:39:46,835 - mmaction - INFO - Epoch [11][460/1567] lr: 2.443e-01, eta: 13:16:45, time: 2.372, data_time: 0.003, memory: 9526, top1_acc: 0.8982, top5_acc: 0.9936, loss_cls: 0.3111, loss: 0.3111, grad_norm: 0.7677 2021-04-05 16:40:30,019 - mmaction - INFO - Epoch [11][480/1567] lr: 2.440e-01, eta: 13:15:59, time: 2.158, data_time: 0.002, memory: 9526, top1_acc: 0.9082, top5_acc: 0.9951, loss_cls: 0.2960, loss: 0.2960, grad_norm: 0.7235 2021-04-05 16:41:14,640 - mmaction - INFO - Epoch [11][500/1567] lr: 2.437e-01, eta: 13:15:15, time: 2.229, data_time: 0.004, memory: 9526, top1_acc: 0.9002, top5_acc: 0.9951, loss_cls: 0.3044, loss: 0.3044, grad_norm: 0.7737 2021-04-05 16:42:00,708 - mmaction - INFO - Epoch [11][520/1567] lr: 2.433e-01, eta: 13:14:32, time: 2.306, data_time: 0.005, memory: 9526, top1_acc: 0.9049, top5_acc: 0.9949, loss_cls: 0.2921, loss: 0.2921, grad_norm: 0.7382 2021-04-05 16:42:40,876 - mmaction - INFO - Epoch [11][540/1567] lr: 2.430e-01, eta: 13:13:42, time: 2.009, data_time: 0.003, memory: 9526, top1_acc: 0.8996, top5_acc: 0.9941, loss_cls: 0.3149, loss: 0.3149, grad_norm: 0.7590 2021-04-05 16:43:28,106 - mmaction - INFO - Epoch [11][560/1567] lr: 2.427e-01, eta: 13:13:01, time: 2.360, data_time: 0.002, memory: 9526, top1_acc: 0.9008, top5_acc: 0.9943, loss_cls: 0.3082, loss: 0.3082, grad_norm: 0.7767 2021-04-05 16:44:12,147 - mmaction - INFO - Epoch [11][580/1567] lr: 2.424e-01, eta: 13:12:16, time: 2.200, data_time: 0.004, memory: 9526, top1_acc: 0.9045, top5_acc: 0.9928, loss_cls: 0.3063, loss: 0.3063, grad_norm: 0.7423 2021-04-05 16:44:56,701 - mmaction - INFO - Epoch [11][600/1567] lr: 2.420e-01, eta: 13:11:31, time: 2.231, data_time: 0.007, memory: 9526, top1_acc: 0.9023, top5_acc: 0.9951, loss_cls: 0.2940, loss: 0.2940, grad_norm: 0.7408 2021-04-05 16:45:38,335 - mmaction - INFO - Epoch [11][620/1567] lr: 2.417e-01, eta: 13:10:43, time: 2.082, data_time: 0.003, memory: 9526, top1_acc: 0.8990, top5_acc: 0.9947, loss_cls: 0.3150, loss: 0.3150, grad_norm: 0.7843 2021-04-05 16:46:21,862 - mmaction - INFO - Epoch [11][640/1567] lr: 2.414e-01, eta: 13:09:57, time: 2.177, data_time: 0.012, memory: 9526, top1_acc: 0.9023, top5_acc: 0.9951, loss_cls: 0.2950, loss: 0.2950, grad_norm: 0.7540 2021-04-05 16:47:07,720 - mmaction - INFO - Epoch [11][660/1567] lr: 2.411e-01, eta: 13:09:15, time: 2.291, data_time: 0.002, memory: 9526, top1_acc: 0.9031, top5_acc: 0.9945, loss_cls: 0.3067, loss: 0.3067, grad_norm: 0.7886 2021-04-05 16:47:51,556 - mmaction - INFO - Epoch [11][680/1567] lr: 2.407e-01, eta: 13:08:29, time: 2.193, data_time: 0.006, memory: 9526, top1_acc: 0.9002, top5_acc: 0.9957, loss_cls: 0.2985, loss: 0.2985, grad_norm: 0.7538 2021-04-05 16:48:39,557 - mmaction - INFO - Epoch [11][700/1567] lr: 2.404e-01, eta: 13:07:49, time: 2.399, data_time: 0.003, memory: 9526, top1_acc: 0.9084, top5_acc: 0.9938, loss_cls: 0.2914, loss: 0.2914, grad_norm: 0.7471 2021-04-05 16:49:25,046 - mmaction - INFO - Epoch [11][720/1567] lr: 2.401e-01, eta: 13:07:06, time: 2.274, data_time: 0.004, memory: 9526, top1_acc: 0.8971, top5_acc: 0.9957, loss_cls: 0.3129, loss: 0.3129, grad_norm: 0.8066 2021-04-05 16:50:10,705 - mmaction - INFO - Epoch [11][740/1567] lr: 2.397e-01, eta: 13:06:23, time: 2.284, data_time: 0.005, memory: 9526, top1_acc: 0.9004, top5_acc: 0.9955, loss_cls: 0.3093, loss: 0.3093, grad_norm: 0.8101 2021-04-05 16:50:51,883 - mmaction - INFO - Epoch [11][760/1567] lr: 2.394e-01, eta: 13:05:34, time: 2.061, data_time: 0.010, memory: 9526, top1_acc: 0.9012, top5_acc: 0.9967, loss_cls: 0.3023, loss: 0.3023, grad_norm: 0.8072 2021-04-05 16:51:36,337 - mmaction - INFO - Epoch [11][780/1567] lr: 2.391e-01, eta: 13:04:50, time: 2.221, data_time: 0.064, memory: 9526, top1_acc: 0.9059, top5_acc: 0.9955, loss_cls: 0.2973, loss: 0.2973, grad_norm: 0.7492 2021-04-05 16:52:23,871 - mmaction - INFO - Epoch [11][800/1567] lr: 2.388e-01, eta: 13:04:09, time: 2.377, data_time: 0.014, memory: 9526, top1_acc: 0.8996, top5_acc: 0.9955, loss_cls: 0.2966, loss: 0.2966, grad_norm: 0.7635 2021-04-05 16:53:06,184 - mmaction - INFO - Epoch [11][820/1567] lr: 2.384e-01, eta: 13:03:22, time: 2.116, data_time: 0.003, memory: 9526, top1_acc: 0.8992, top5_acc: 0.9932, loss_cls: 0.3183, loss: 0.3183, grad_norm: 0.8216 2021-04-05 16:53:49,967 - mmaction - INFO - Epoch [11][840/1567] lr: 2.381e-01, eta: 13:02:36, time: 2.187, data_time: 0.009, memory: 9526, top1_acc: 0.8965, top5_acc: 0.9936, loss_cls: 0.3195, loss: 0.3195, grad_norm: 0.8057 2021-04-05 16:54:35,550 - mmaction - INFO - Epoch [11][860/1567] lr: 2.378e-01, eta: 13:01:53, time: 2.282, data_time: 0.005, memory: 9526, top1_acc: 0.9023, top5_acc: 0.9939, loss_cls: 0.2953, loss: 0.2953, grad_norm: 0.7384 2021-04-05 16:55:17,403 - mmaction - INFO - Epoch [11][880/1567] lr: 2.375e-01, eta: 13:01:05, time: 2.089, data_time: 0.002, memory: 9526, top1_acc: 0.8998, top5_acc: 0.9947, loss_cls: 0.3007, loss: 0.3007, grad_norm: 0.7813 2021-04-05 16:56:03,528 - mmaction - INFO - Epoch [11][900/1567] lr: 2.371e-01, eta: 13:00:23, time: 2.307, data_time: 0.005, memory: 9526, top1_acc: 0.9061, top5_acc: 0.9949, loss_cls: 0.3028, loss: 0.3028, grad_norm: 0.7545 2021-04-05 16:56:48,636 - mmaction - INFO - Epoch [11][920/1567] lr: 2.368e-01, eta: 12:59:39, time: 2.258, data_time: 0.004, memory: 9526, top1_acc: 0.9057, top5_acc: 0.9965, loss_cls: 0.2733, loss: 0.2733, grad_norm: 0.7266 2021-04-05 16:57:33,630 - mmaction - INFO - Epoch [11][940/1567] lr: 2.365e-01, eta: 12:58:55, time: 2.250, data_time: 0.002, memory: 9526, top1_acc: 0.9031, top5_acc: 0.9943, loss_cls: 0.2985, loss: 0.2985, grad_norm: 0.7447 2021-04-05 16:58:16,005 - mmaction - INFO - Epoch [11][960/1567] lr: 2.361e-01, eta: 12:58:08, time: 2.119, data_time: 0.002, memory: 9526, top1_acc: 0.9027, top5_acc: 0.9930, loss_cls: 0.3094, loss: 0.3094, grad_norm: 0.8044 2021-04-05 16:59:02,504 - mmaction - INFO - Epoch [11][980/1567] lr: 2.358e-01, eta: 12:57:26, time: 2.318, data_time: 0.002, memory: 9526, top1_acc: 0.8994, top5_acc: 0.9949, loss_cls: 0.3124, loss: 0.3124, grad_norm: 0.7674 2021-04-05 16:59:45,750 - mmaction - INFO - Epoch [11][1000/1567] lr: 2.355e-01, eta: 12:56:40, time: 2.166, data_time: 0.009, memory: 9526, top1_acc: 0.8963, top5_acc: 0.9936, loss_cls: 0.3143, loss: 0.3143, grad_norm: 0.7909 2021-04-05 17:00:28,696 - mmaction - INFO - Epoch [11][1020/1567] lr: 2.352e-01, eta: 12:55:53, time: 2.150, data_time: 0.008, memory: 9526, top1_acc: 0.9014, top5_acc: 0.9947, loss_cls: 0.3144, loss: 0.3144, grad_norm: 0.7997 2021-04-05 17:01:15,393 - mmaction - INFO - Epoch [11][1040/1567] lr: 2.348e-01, eta: 12:55:11, time: 2.332, data_time: 0.003, memory: 9526, top1_acc: 0.9020, top5_acc: 0.9951, loss_cls: 0.3008, loss: 0.3008, grad_norm: 0.7830 2021-04-05 17:01:59,039 - mmaction - INFO - Epoch [11][1060/1567] lr: 2.345e-01, eta: 12:54:26, time: 2.185, data_time: 0.006, memory: 9526, top1_acc: 0.8900, top5_acc: 0.9936, loss_cls: 0.3335, loss: 0.3335, grad_norm: 0.8370 2021-04-05 17:02:43,366 - mmaction - INFO - Epoch [11][1080/1567] lr: 2.342e-01, eta: 12:53:41, time: 2.217, data_time: 0.003, memory: 9526, top1_acc: 0.9014, top5_acc: 0.9959, loss_cls: 0.3044, loss: 0.3044, grad_norm: 0.7327 2021-04-05 17:03:29,263 - mmaction - INFO - Epoch [11][1100/1567] lr: 2.338e-01, eta: 12:52:58, time: 2.292, data_time: 0.003, memory: 9526, top1_acc: 0.9021, top5_acc: 0.9957, loss_cls: 0.2916, loss: 0.2916, grad_norm: 0.7566 2021-04-05 17:04:11,214 - mmaction - INFO - Epoch [11][1120/1567] lr: 2.335e-01, eta: 12:52:11, time: 2.100, data_time: 0.005, memory: 9526, top1_acc: 0.9031, top5_acc: 0.9969, loss_cls: 0.2944, loss: 0.2944, grad_norm: 0.7716 2021-04-05 17:04:58,639 - mmaction - INFO - Epoch [11][1140/1567] lr: 2.332e-01, eta: 12:51:30, time: 2.372, data_time: 0.004, memory: 9526, top1_acc: 0.9008, top5_acc: 0.9953, loss_cls: 0.2997, loss: 0.2997, grad_norm: 0.7935 2021-04-05 17:05:44,086 - mmaction - INFO - Epoch [11][1160/1567] lr: 2.328e-01, eta: 12:50:46, time: 2.271, data_time: 0.002, memory: 9526, top1_acc: 0.9090, top5_acc: 0.9938, loss_cls: 0.2870, loss: 0.2870, grad_norm: 0.7565 2021-04-05 17:06:28,630 - mmaction - INFO - Epoch [11][1180/1567] lr: 2.325e-01, eta: 12:50:02, time: 2.226, data_time: 0.003, memory: 9526, top1_acc: 0.9062, top5_acc: 0.9957, loss_cls: 0.2840, loss: 0.2840, grad_norm: 0.7672 2021-04-05 17:07:09,559 - mmaction - INFO - Epoch [11][1200/1567] lr: 2.322e-01, eta: 12:49:13, time: 2.049, data_time: 0.008, memory: 9526, top1_acc: 0.9027, top5_acc: 0.9971, loss_cls: 0.2893, loss: 0.2893, grad_norm: 0.7962 2021-04-05 17:07:52,284 - mmaction - INFO - Epoch [11][1220/1567] lr: 2.319e-01, eta: 12:48:26, time: 2.136, data_time: 0.018, memory: 9526, top1_acc: 0.9072, top5_acc: 0.9936, loss_cls: 0.2951, loss: 0.2951, grad_norm: 0.7588 2021-04-05 17:08:39,847 - mmaction - INFO - Epoch [11][1240/1567] lr: 2.315e-01, eta: 12:47:45, time: 2.378, data_time: 0.003, memory: 9526, top1_acc: 0.9104, top5_acc: 0.9957, loss_cls: 0.2797, loss: 0.2797, grad_norm: 0.7484 2021-04-05 17:09:23,228 - mmaction - INFO - Epoch [11][1260/1567] lr: 2.312e-01, eta: 12:47:00, time: 2.169, data_time: 0.002, memory: 9526, top1_acc: 0.8994, top5_acc: 0.9941, loss_cls: 0.3113, loss: 0.3113, grad_norm: 0.7941 2021-04-05 17:10:08,908 - mmaction - INFO - Epoch [11][1280/1567] lr: 2.309e-01, eta: 12:46:16, time: 2.284, data_time: 0.003, memory: 9526, top1_acc: 0.9086, top5_acc: 0.9945, loss_cls: 0.2882, loss: 0.2882, grad_norm: 0.7580 2021-04-05 17:10:52,140 - mmaction - INFO - Epoch [11][1300/1567] lr: 2.305e-01, eta: 12:45:30, time: 2.162, data_time: 0.003, memory: 9526, top1_acc: 0.9055, top5_acc: 0.9949, loss_cls: 0.2962, loss: 0.2962, grad_norm: 0.7791 2021-04-05 17:11:36,802 - mmaction - INFO - Epoch [11][1320/1567] lr: 2.302e-01, eta: 12:44:46, time: 2.235, data_time: 0.003, memory: 9526, top1_acc: 0.9043, top5_acc: 0.9953, loss_cls: 0.3006, loss: 0.3006, grad_norm: 0.7949 2021-04-05 17:12:23,196 - mmaction - INFO - Epoch [11][1340/1567] lr: 2.299e-01, eta: 12:44:04, time: 2.316, data_time: 0.001, memory: 9526, top1_acc: 0.9041, top5_acc: 0.9943, loss_cls: 0.2989, loss: 0.2989, grad_norm: 0.8068 2021-04-05 17:13:04,715 - mmaction - INFO - Epoch [11][1360/1567] lr: 2.295e-01, eta: 12:43:16, time: 2.078, data_time: 0.005, memory: 9526, top1_acc: 0.9070, top5_acc: 0.9945, loss_cls: 0.2807, loss: 0.2807, grad_norm: 0.7745 2021-04-05 17:13:50,290 - mmaction - INFO - Epoch [11][1380/1567] lr: 2.292e-01, eta: 12:42:32, time: 2.280, data_time: 0.003, memory: 9526, top1_acc: 0.9072, top5_acc: 0.9934, loss_cls: 0.2978, loss: 0.2978, grad_norm: 0.8100 2021-04-05 17:14:34,865 - mmaction - INFO - Epoch [11][1400/1567] lr: 2.289e-01, eta: 12:41:48, time: 2.226, data_time: 0.210, memory: 9526, top1_acc: 0.9094, top5_acc: 0.9953, loss_cls: 0.2776, loss: 0.2776, grad_norm: 0.7532 2021-04-05 17:15:17,880 - mmaction - INFO - Epoch [11][1420/1567] lr: 2.286e-01, eta: 12:41:02, time: 2.149, data_time: 0.064, memory: 9526, top1_acc: 0.9098, top5_acc: 0.9959, loss_cls: 0.2694, loss: 0.2694, grad_norm: 0.7332 2021-04-05 17:16:01,351 - mmaction - INFO - Epoch [11][1440/1567] lr: 2.282e-01, eta: 12:40:16, time: 2.175, data_time: 0.007, memory: 9526, top1_acc: 0.9006, top5_acc: 0.9959, loss_cls: 0.2824, loss: 0.2824, grad_norm: 0.7803 2021-04-05 17:16:45,969 - mmaction - INFO - Epoch [11][1460/1567] lr: 2.279e-01, eta: 12:39:31, time: 2.229, data_time: 0.005, memory: 9526, top1_acc: 0.9016, top5_acc: 0.9949, loss_cls: 0.2977, loss: 0.2977, grad_norm: 0.7888 2021-04-05 17:17:30,575 - mmaction - INFO - Epoch [11][1480/1567] lr: 2.276e-01, eta: 12:38:47, time: 2.235, data_time: 0.008, memory: 9526, top1_acc: 0.9137, top5_acc: 0.9959, loss_cls: 0.2715, loss: 0.2715, grad_norm: 0.7638 2021-04-05 17:18:14,758 - mmaction - INFO - Epoch [11][1500/1567] lr: 2.272e-01, eta: 12:38:02, time: 2.207, data_time: 0.003, memory: 9526, top1_acc: 0.9078, top5_acc: 0.9961, loss_cls: 0.2784, loss: 0.2784, grad_norm: 0.7902 2021-04-05 17:19:00,000 - mmaction - INFO - Epoch [11][1520/1567] lr: 2.269e-01, eta: 12:37:19, time: 2.264, data_time: 0.006, memory: 9526, top1_acc: 0.9043, top5_acc: 0.9957, loss_cls: 0.2879, loss: 0.2879, grad_norm: 0.8083 2021-04-05 17:19:42,351 - mmaction - INFO - Epoch [11][1540/1567] lr: 2.266e-01, eta: 12:36:32, time: 2.119, data_time: 0.004, memory: 9526, top1_acc: 0.9047, top5_acc: 0.9949, loss_cls: 0.3051, loss: 0.3051, grad_norm: 0.8211 2021-04-05 17:20:26,866 - mmaction - INFO - Epoch [11][1560/1567] lr: 2.262e-01, eta: 12:35:47, time: 2.225, data_time: 0.003, memory: 9526, top1_acc: 0.8994, top5_acc: 0.9939, loss_cls: 0.2981, loss: 0.2981, grad_norm: 0.7607 2021-04-05 17:20:37,960 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-04-05 17:23:11,278 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 17:23:11,743 - mmaction - INFO - top1_acc 0.8013 top5_acc 0.9797 2021-04-05 17:23:11,743 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 17:23:11,796 - mmaction - INFO - mean_acc 0.8011 2021-04-05 17:23:11,800 - mmaction - INFO - Epoch(val) [11][1567] top1_acc: 0.8013, top5_acc: 0.9797, mean_class_accuracy: 0.8011 2021-04-05 17:24:40,804 - mmaction - INFO - Epoch [12][20/1567] lr: 2.258e-01, eta: 12:35:21, time: 4.446, data_time: 2.398, memory: 9526, top1_acc: 0.8902, top5_acc: 0.9928, loss_cls: 0.3513, loss: 0.3513, grad_norm: 0.8484 2021-04-05 17:25:28,869 - mmaction - INFO - Epoch [12][40/1567] lr: 2.255e-01, eta: 12:34:41, time: 2.406, data_time: 0.005, memory: 9526, top1_acc: 0.8953, top5_acc: 0.9953, loss_cls: 0.3290, loss: 0.3290, grad_norm: 0.8506 2021-04-05 17:26:10,608 - mmaction - INFO - Epoch [12][60/1567] lr: 2.251e-01, eta: 12:33:53, time: 2.085, data_time: 0.004, memory: 9526, top1_acc: 0.8938, top5_acc: 0.9947, loss_cls: 0.3291, loss: 0.3291, grad_norm: 0.8244 2021-04-05 17:26:53,279 - mmaction - INFO - Epoch [12][80/1567] lr: 2.248e-01, eta: 12:33:06, time: 2.134, data_time: 0.005, memory: 9526, top1_acc: 0.9133, top5_acc: 0.9945, loss_cls: 0.2848, loss: 0.2848, grad_norm: 0.7448 2021-04-05 17:27:38,579 - mmaction - INFO - Epoch [12][100/1567] lr: 2.245e-01, eta: 12:32:22, time: 2.267, data_time: 0.005, memory: 9526, top1_acc: 0.9041, top5_acc: 0.9945, loss_cls: 0.3089, loss: 0.3089, grad_norm: 0.8032 2021-04-05 17:28:24,293 - mmaction - INFO - Epoch [12][120/1567] lr: 2.241e-01, eta: 12:31:39, time: 2.282, data_time: 0.003, memory: 9526, top1_acc: 0.9082, top5_acc: 0.9953, loss_cls: 0.2924, loss: 0.2924, grad_norm: 0.7520 2021-04-05 17:29:08,164 - mmaction - INFO - Epoch [12][140/1567] lr: 2.238e-01, eta: 12:30:54, time: 2.195, data_time: 0.007, memory: 9526, top1_acc: 0.9074, top5_acc: 0.9955, loss_cls: 0.2821, loss: 0.2821, grad_norm: 0.7703 2021-04-05 17:29:51,765 - mmaction - INFO - Epoch [12][160/1567] lr: 2.235e-01, eta: 12:30:08, time: 2.181, data_time: 0.007, memory: 9526, top1_acc: 0.9187, top5_acc: 0.9953, loss_cls: 0.2608, loss: 0.2608, grad_norm: 0.7382 2021-04-05 17:30:38,724 - mmaction - INFO - Epoch [12][180/1567] lr: 2.231e-01, eta: 12:29:27, time: 2.349, data_time: 0.004, memory: 9526, top1_acc: 0.9000, top5_acc: 0.9961, loss_cls: 0.2999, loss: 0.2999, grad_norm: 0.8139 2021-04-05 17:31:20,562 - mmaction - INFO - Epoch [12][200/1567] lr: 2.228e-01, eta: 12:28:39, time: 2.091, data_time: 0.003, memory: 9526, top1_acc: 0.9121, top5_acc: 0.9959, loss_cls: 0.2760, loss: 0.2760, grad_norm: 0.7722 2021-04-05 17:32:03,714 - mmaction - INFO - Epoch [12][220/1567] lr: 2.225e-01, eta: 12:27:53, time: 2.158, data_time: 0.005, memory: 9526, top1_acc: 0.9014, top5_acc: 0.9957, loss_cls: 0.2982, loss: 0.2982, grad_norm: 0.7994 2021-04-05 17:32:47,858 - mmaction - INFO - Epoch [12][240/1567] lr: 2.221e-01, eta: 12:27:08, time: 2.210, data_time: 0.004, memory: 9526, top1_acc: 0.9035, top5_acc: 0.9947, loss_cls: 0.3035, loss: 0.3035, grad_norm: 0.7857 2021-04-05 17:33:32,172 - mmaction - INFO - Epoch [12][260/1567] lr: 2.218e-01, eta: 12:26:23, time: 2.215, data_time: 0.001, memory: 9526, top1_acc: 0.9086, top5_acc: 0.9957, loss_cls: 0.2900, loss: 0.2900, grad_norm: 0.7446 2021-04-05 17:34:16,864 - mmaction - INFO - Epoch [12][280/1567] lr: 2.215e-01, eta: 12:25:39, time: 2.232, data_time: 0.020, memory: 9526, top1_acc: 0.9109, top5_acc: 0.9953, loss_cls: 0.2810, loss: 0.2810, grad_norm: 0.7704 2021-04-05 17:34:59,197 - mmaction - INFO - Epoch [12][300/1567] lr: 2.211e-01, eta: 12:24:52, time: 2.118, data_time: 0.080, memory: 9526, top1_acc: 0.9082, top5_acc: 0.9947, loss_cls: 0.2882, loss: 0.2882, grad_norm: 0.7730 2021-04-05 17:35:46,972 - mmaction - INFO - Epoch [12][320/1567] lr: 2.208e-01, eta: 12:24:11, time: 2.388, data_time: 0.104, memory: 9526, top1_acc: 0.9094, top5_acc: 0.9939, loss_cls: 0.2821, loss: 0.2821, grad_norm: 0.7742 2021-04-05 17:36:29,172 - mmaction - INFO - Epoch [12][340/1567] lr: 2.205e-01, eta: 12:23:24, time: 2.111, data_time: 0.026, memory: 9526, top1_acc: 0.9115, top5_acc: 0.9955, loss_cls: 0.2732, loss: 0.2732, grad_norm: 0.7751 2021-04-05 17:37:13,922 - mmaction - INFO - Epoch [12][360/1567] lr: 2.201e-01, eta: 12:22:39, time: 2.238, data_time: 0.003, memory: 9526, top1_acc: 0.9162, top5_acc: 0.9945, loss_cls: 0.2747, loss: 0.2747, grad_norm: 0.7427 2021-04-05 17:37:56,226 - mmaction - INFO - Epoch [12][380/1567] lr: 2.198e-01, eta: 12:21:52, time: 2.115, data_time: 0.002, memory: 9526, top1_acc: 0.9131, top5_acc: 0.9957, loss_cls: 0.2818, loss: 0.2818, grad_norm: 0.7690 2021-04-05 17:38:39,821 - mmaction - INFO - Epoch [12][400/1567] lr: 2.195e-01, eta: 12:21:07, time: 2.176, data_time: 0.001, memory: 9526, top1_acc: 0.9129, top5_acc: 0.9945, loss_cls: 0.2698, loss: 0.2698, grad_norm: 0.7582 2021-04-05 17:39:24,764 - mmaction - INFO - Epoch [12][420/1567] lr: 2.192e-01, eta: 12:20:22, time: 2.248, data_time: 0.007, memory: 9526, top1_acc: 0.9184, top5_acc: 0.9959, loss_cls: 0.2671, loss: 0.2671, grad_norm: 0.7334 2021-04-05 17:40:10,460 - mmaction - INFO - Epoch [12][440/1567] lr: 2.188e-01, eta: 12:19:39, time: 2.288, data_time: 0.005, memory: 9526, top1_acc: 0.9143, top5_acc: 0.9959, loss_cls: 0.2687, loss: 0.2687, grad_norm: 0.7716 2021-04-05 17:40:50,851 - mmaction - INFO - Epoch [12][460/1567] lr: 2.185e-01, eta: 12:18:50, time: 2.016, data_time: 0.003, memory: 9526, top1_acc: 0.8994, top5_acc: 0.9943, loss_cls: 0.2938, loss: 0.2938, grad_norm: 0.7928 2021-04-05 17:41:37,606 - mmaction - INFO - Epoch [12][480/1567] lr: 2.182e-01, eta: 12:18:08, time: 2.342, data_time: 0.006, memory: 9526, top1_acc: 0.9164, top5_acc: 0.9953, loss_cls: 0.2733, loss: 0.2733, grad_norm: 0.7641 2021-04-05 17:42:23,009 - mmaction - INFO - Epoch [12][500/1567] lr: 2.178e-01, eta: 12:17:24, time: 2.266, data_time: 0.002, memory: 9526, top1_acc: 0.9090, top5_acc: 0.9947, loss_cls: 0.2824, loss: 0.2824, grad_norm: 0.7866 2021-04-05 17:43:09,605 - mmaction - INFO - Epoch [12][520/1567] lr: 2.175e-01, eta: 12:16:42, time: 2.335, data_time: 0.006, memory: 9526, top1_acc: 0.8998, top5_acc: 0.9961, loss_cls: 0.3010, loss: 0.3010, grad_norm: 0.8226 2021-04-05 17:43:50,816 - mmaction - INFO - Epoch [12][540/1567] lr: 2.172e-01, eta: 12:15:54, time: 2.058, data_time: 0.001, memory: 9526, top1_acc: 0.8990, top5_acc: 0.9943, loss_cls: 0.3272, loss: 0.3272, grad_norm: 0.8331 2021-04-05 17:44:36,336 - mmaction - INFO - Epoch [12][560/1567] lr: 2.168e-01, eta: 12:15:11, time: 2.277, data_time: 0.080, memory: 9526, top1_acc: 0.9084, top5_acc: 0.9975, loss_cls: 0.2797, loss: 0.2797, grad_norm: 0.7657 2021-04-05 17:45:20,276 - mmaction - INFO - Epoch [12][580/1567] lr: 2.165e-01, eta: 12:14:25, time: 2.198, data_time: 0.039, memory: 9526, top1_acc: 0.9088, top5_acc: 0.9969, loss_cls: 0.2881, loss: 0.2881, grad_norm: 0.7832 2021-04-05 17:46:03,387 - mmaction - INFO - Epoch [12][600/1567] lr: 2.162e-01, eta: 12:13:39, time: 2.155, data_time: 0.002, memory: 9526, top1_acc: 0.9098, top5_acc: 0.9953, loss_cls: 0.2870, loss: 0.2870, grad_norm: 0.7996 2021-04-05 17:46:48,098 - mmaction - INFO - Epoch [12][620/1567] lr: 2.158e-01, eta: 12:12:55, time: 2.230, data_time: 0.002, memory: 9526, top1_acc: 0.9127, top5_acc: 0.9961, loss_cls: 0.2695, loss: 0.2695, grad_norm: 0.7866 2021-04-05 17:47:33,496 - mmaction - INFO - Epoch [12][640/1567] lr: 2.155e-01, eta: 12:12:11, time: 2.276, data_time: 0.007, memory: 9526, top1_acc: 0.9162, top5_acc: 0.9951, loss_cls: 0.2591, loss: 0.2591, grad_norm: 0.7367 2021-04-05 17:48:16,178 - mmaction - INFO - Epoch [12][660/1567] lr: 2.152e-01, eta: 12:11:25, time: 2.130, data_time: 0.002, memory: 9526, top1_acc: 0.9057, top5_acc: 0.9963, loss_cls: 0.2823, loss: 0.2823, grad_norm: 0.8046 2021-04-05 17:49:02,803 - mmaction - INFO - Epoch [12][680/1567] lr: 2.148e-01, eta: 12:10:43, time: 2.335, data_time: 0.005, memory: 9526, top1_acc: 0.9174, top5_acc: 0.9953, loss_cls: 0.2567, loss: 0.2567, grad_norm: 0.7468 2021-04-05 17:49:44,614 - mmaction - INFO - Epoch [12][700/1567] lr: 2.145e-01, eta: 12:09:55, time: 2.088, data_time: 0.002, memory: 9526, top1_acc: 0.9195, top5_acc: 0.9945, loss_cls: 0.2577, loss: 0.2577, grad_norm: 0.7525 2021-04-05 17:50:29,122 - mmaction - INFO - Epoch [12][720/1567] lr: 2.142e-01, eta: 12:09:11, time: 2.226, data_time: 0.005, memory: 9526, top1_acc: 0.9090, top5_acc: 0.9949, loss_cls: 0.2827, loss: 0.2827, grad_norm: 0.7719 2021-04-05 17:51:13,892 - mmaction - INFO - Epoch [12][740/1567] lr: 2.138e-01, eta: 12:08:26, time: 2.240, data_time: 0.004, memory: 9526, top1_acc: 0.9131, top5_acc: 0.9961, loss_cls: 0.2708, loss: 0.2708, grad_norm: 0.7756 2021-04-05 17:51:56,953 - mmaction - INFO - Epoch [12][760/1567] lr: 2.135e-01, eta: 12:07:40, time: 2.152, data_time: 0.003, memory: 9526, top1_acc: 0.9041, top5_acc: 0.9943, loss_cls: 0.2959, loss: 0.2959, grad_norm: 0.8406 2021-04-05 17:52:41,611 - mmaction - INFO - Epoch [12][780/1567] lr: 2.132e-01, eta: 12:06:56, time: 2.232, data_time: 0.003, memory: 9526, top1_acc: 0.9012, top5_acc: 0.9961, loss_cls: 0.3007, loss: 0.3007, grad_norm: 0.8199 2021-04-05 17:53:25,501 - mmaction - INFO - Epoch [12][800/1567] lr: 2.128e-01, eta: 12:06:11, time: 2.195, data_time: 0.003, memory: 9526, top1_acc: 0.9172, top5_acc: 0.9959, loss_cls: 0.2580, loss: 0.2580, grad_norm: 0.7210 2021-04-05 17:54:09,738 - mmaction - INFO - Epoch [12][820/1567] lr: 2.125e-01, eta: 12:05:26, time: 2.213, data_time: 0.003, memory: 9526, top1_acc: 0.9084, top5_acc: 0.9934, loss_cls: 0.2872, loss: 0.2872, grad_norm: 0.8053 2021-04-05 17:54:52,098 - mmaction - INFO - Epoch [12][840/1567] lr: 2.122e-01, eta: 12:04:39, time: 2.117, data_time: 0.005, memory: 9526, top1_acc: 0.9094, top5_acc: 0.9967, loss_cls: 0.2781, loss: 0.2781, grad_norm: 0.7849 2021-04-05 17:55:35,926 - mmaction - INFO - Epoch [12][860/1567] lr: 2.118e-01, eta: 12:03:54, time: 2.192, data_time: 0.002, memory: 9526, top1_acc: 0.9152, top5_acc: 0.9949, loss_cls: 0.2711, loss: 0.2711, grad_norm: 0.7658 2021-04-05 17:56:23,572 - mmaction - INFO - Epoch [12][880/1567] lr: 2.115e-01, eta: 12:03:12, time: 2.383, data_time: 0.003, memory: 9526, top1_acc: 0.9119, top5_acc: 0.9953, loss_cls: 0.2791, loss: 0.2791, grad_norm: 0.7987 2021-04-05 17:57:07,814 - mmaction - INFO - Epoch [12][900/1567] lr: 2.112e-01, eta: 12:02:28, time: 2.212, data_time: 0.002, memory: 9526, top1_acc: 0.9125, top5_acc: 0.9953, loss_cls: 0.2848, loss: 0.2848, grad_norm: 0.7832 2021-04-05 17:57:51,181 - mmaction - INFO - Epoch [12][920/1567] lr: 2.108e-01, eta: 12:01:42, time: 2.169, data_time: 0.002, memory: 9526, top1_acc: 0.9102, top5_acc: 0.9961, loss_cls: 0.2664, loss: 0.2664, grad_norm: 0.7853 2021-04-05 17:58:35,307 - mmaction - INFO - Epoch [12][940/1567] lr: 2.105e-01, eta: 12:00:57, time: 2.204, data_time: 0.001, memory: 9526, top1_acc: 0.9203, top5_acc: 0.9955, loss_cls: 0.2608, loss: 0.2608, grad_norm: 0.7294 2021-04-05 17:59:18,739 - mmaction - INFO - Epoch [12][960/1567] lr: 2.102e-01, eta: 12:00:11, time: 2.170, data_time: 0.004, memory: 9526, top1_acc: 0.9176, top5_acc: 0.9949, loss_cls: 0.2586, loss: 0.2586, grad_norm: 0.7171 2021-04-05 18:00:02,728 - mmaction - INFO - Epoch [12][980/1567] lr: 2.098e-01, eta: 11:59:26, time: 2.200, data_time: 0.005, memory: 9526, top1_acc: 0.9230, top5_acc: 0.9973, loss_cls: 0.2359, loss: 0.2359, grad_norm: 0.7174 2021-04-05 18:00:47,389 - mmaction - INFO - Epoch [12][1000/1567] lr: 2.095e-01, eta: 11:58:42, time: 2.234, data_time: 0.140, memory: 9526, top1_acc: 0.9074, top5_acc: 0.9949, loss_cls: 0.2984, loss: 0.2984, grad_norm: 0.8422 2021-04-05 18:01:43,110 - mmaction - INFO - Epoch [12][1020/1567] lr: 2.092e-01, eta: 11:58:09, time: 2.787, data_time: 1.211, memory: 9526, top1_acc: 0.9098, top5_acc: 0.9969, loss_cls: 0.2781, loss: 0.2781, grad_norm: 0.7867 2021-04-05 18:02:29,920 - mmaction - INFO - Epoch [12][1040/1567] lr: 2.088e-01, eta: 11:57:27, time: 2.341, data_time: 0.054, memory: 9526, top1_acc: 0.9146, top5_acc: 0.9957, loss_cls: 0.2575, loss: 0.2575, grad_norm: 0.7512 2021-04-05 18:03:13,659 - mmaction - INFO - Epoch [12][1060/1567] lr: 2.085e-01, eta: 11:56:42, time: 2.187, data_time: 0.003, memory: 9526, top1_acc: 0.9236, top5_acc: 0.9959, loss_cls: 0.2414, loss: 0.2414, grad_norm: 0.7273 2021-04-05 18:03:59,358 - mmaction - INFO - Epoch [12][1080/1567] lr: 2.082e-01, eta: 11:55:58, time: 2.286, data_time: 0.003, memory: 9526, top1_acc: 0.9135, top5_acc: 0.9963, loss_cls: 0.2626, loss: 0.2626, grad_norm: 0.7890 2021-04-05 18:04:42,628 - mmaction - INFO - Epoch [12][1100/1567] lr: 2.078e-01, eta: 11:55:12, time: 2.164, data_time: 0.002, memory: 9526, top1_acc: 0.9098, top5_acc: 0.9959, loss_cls: 0.2788, loss: 0.2788, grad_norm: 0.7893 2021-04-05 18:05:25,670 - mmaction - INFO - Epoch [12][1120/1567] lr: 2.075e-01, eta: 11:54:26, time: 2.150, data_time: 0.002, memory: 9526, top1_acc: 0.9086, top5_acc: 0.9953, loss_cls: 0.2897, loss: 0.2897, grad_norm: 0.8040 2021-04-05 18:06:12,736 - mmaction - INFO - Epoch [12][1140/1567] lr: 2.071e-01, eta: 11:53:44, time: 2.352, data_time: 0.003, memory: 9526, top1_acc: 0.9115, top5_acc: 0.9959, loss_cls: 0.2823, loss: 0.2823, grad_norm: 0.8153 2021-04-05 18:06:54,978 - mmaction - INFO - Epoch [12][1160/1567] lr: 2.068e-01, eta: 11:52:57, time: 2.114, data_time: 0.004, memory: 9526, top1_acc: 0.9068, top5_acc: 0.9961, loss_cls: 0.2846, loss: 0.2846, grad_norm: 0.7944 2021-04-05 18:07:40,848 - mmaction - INFO - Epoch [12][1180/1567] lr: 2.065e-01, eta: 11:52:14, time: 2.294, data_time: 0.002, memory: 9526, top1_acc: 0.9160, top5_acc: 0.9951, loss_cls: 0.2763, loss: 0.2763, grad_norm: 0.8127 2021-04-05 18:08:22,642 - mmaction - INFO - Epoch [12][1200/1567] lr: 2.061e-01, eta: 11:51:27, time: 2.089, data_time: 0.002, memory: 9526, top1_acc: 0.9094, top5_acc: 0.9957, loss_cls: 0.2660, loss: 0.2660, grad_norm: 0.7659 2021-04-05 18:09:04,975 - mmaction - INFO - Epoch [12][1220/1567] lr: 2.058e-01, eta: 11:50:40, time: 2.116, data_time: 0.002, memory: 9526, top1_acc: 0.9100, top5_acc: 0.9959, loss_cls: 0.2801, loss: 0.2801, grad_norm: 0.8114 2021-04-05 18:09:49,026 - mmaction - INFO - Epoch [12][1240/1567] lr: 2.055e-01, eta: 11:49:55, time: 2.204, data_time: 0.036, memory: 9526, top1_acc: 0.9143, top5_acc: 0.9959, loss_cls: 0.2762, loss: 0.2762, grad_norm: 0.7782 2021-04-05 18:10:35,879 - mmaction - INFO - Epoch [12][1260/1567] lr: 2.051e-01, eta: 11:49:13, time: 2.342, data_time: 0.118, memory: 9526, top1_acc: 0.9162, top5_acc: 0.9971, loss_cls: 0.2650, loss: 0.2650, grad_norm: 0.7807 2021-04-05 18:11:21,801 - mmaction - INFO - Epoch [12][1280/1567] lr: 2.048e-01, eta: 11:48:30, time: 2.294, data_time: 0.003, memory: 9526, top1_acc: 0.9176, top5_acc: 0.9973, loss_cls: 0.2606, loss: 0.2606, grad_norm: 0.7642 2021-04-05 18:12:03,371 - mmaction - INFO - Epoch [12][1300/1567] lr: 2.045e-01, eta: 11:47:42, time: 2.081, data_time: 0.004, memory: 9526, top1_acc: 0.9162, top5_acc: 0.9945, loss_cls: 0.2638, loss: 0.2638, grad_norm: 0.7768 2021-04-05 18:12:47,400 - mmaction - INFO - Epoch [12][1320/1567] lr: 2.041e-01, eta: 11:46:57, time: 2.201, data_time: 0.003, memory: 9526, top1_acc: 0.9076, top5_acc: 0.9967, loss_cls: 0.2801, loss: 0.2801, grad_norm: 0.8528 2021-04-05 18:13:30,239 - mmaction - INFO - Epoch [12][1340/1567] lr: 2.038e-01, eta: 11:46:11, time: 2.141, data_time: 0.002, memory: 9526, top1_acc: 0.9074, top5_acc: 0.9955, loss_cls: 0.2885, loss: 0.2885, grad_norm: 0.7884 2021-04-05 18:14:13,988 - mmaction - INFO - Epoch [12][1360/1567] lr: 2.035e-01, eta: 11:45:26, time: 2.189, data_time: 0.004, memory: 9526, top1_acc: 0.9098, top5_acc: 0.9969, loss_cls: 0.2827, loss: 0.2827, grad_norm: 0.8097 2021-04-05 18:14:56,953 - mmaction - INFO - Epoch [12][1380/1567] lr: 2.031e-01, eta: 11:44:40, time: 2.147, data_time: 0.001, memory: 9526, top1_acc: 0.9186, top5_acc: 0.9949, loss_cls: 0.2677, loss: 0.2677, grad_norm: 0.7918 2021-04-05 18:15:42,483 - mmaction - INFO - Epoch [12][1400/1567] lr: 2.028e-01, eta: 11:43:56, time: 2.276, data_time: 0.002, memory: 9526, top1_acc: 0.9166, top5_acc: 0.9949, loss_cls: 0.2606, loss: 0.2606, grad_norm: 0.7652 2021-04-05 18:16:25,257 - mmaction - INFO - Epoch [12][1420/1567] lr: 2.025e-01, eta: 11:43:10, time: 2.137, data_time: 0.002, memory: 9526, top1_acc: 0.9174, top5_acc: 0.9969, loss_cls: 0.2584, loss: 0.2584, grad_norm: 0.7747 2021-04-05 18:17:11,965 - mmaction - INFO - Epoch [12][1440/1567] lr: 2.021e-01, eta: 11:42:27, time: 2.333, data_time: 0.004, memory: 9526, top1_acc: 0.9143, top5_acc: 0.9953, loss_cls: 0.2737, loss: 0.2737, grad_norm: 0.7831 2021-04-05 18:17:57,091 - mmaction - INFO - Epoch [12][1460/1567] lr: 2.018e-01, eta: 11:41:43, time: 2.255, data_time: 0.006, memory: 9526, top1_acc: 0.9094, top5_acc: 0.9961, loss_cls: 0.2841, loss: 0.2841, grad_norm: 0.8004 2021-04-05 18:18:40,946 - mmaction - INFO - Epoch [12][1480/1567] lr: 2.015e-01, eta: 11:40:58, time: 2.198, data_time: 0.008, memory: 9526, top1_acc: 0.9225, top5_acc: 0.9963, loss_cls: 0.2491, loss: 0.2491, grad_norm: 0.7258 2021-04-05 18:19:26,067 - mmaction - INFO - Epoch [12][1500/1567] lr: 2.011e-01, eta: 11:40:14, time: 2.255, data_time: 0.002, memory: 9526, top1_acc: 0.9150, top5_acc: 0.9943, loss_cls: 0.2730, loss: 0.2730, grad_norm: 0.8036 2021-04-05 18:20:08,677 - mmaction - INFO - Epoch [12][1520/1567] lr: 2.008e-01, eta: 11:39:28, time: 2.131, data_time: 0.003, memory: 9526, top1_acc: 0.9117, top5_acc: 0.9945, loss_cls: 0.2812, loss: 0.2812, grad_norm: 0.8333 2021-04-05 18:20:51,194 - mmaction - INFO - Epoch [12][1540/1567] lr: 2.005e-01, eta: 11:38:41, time: 2.127, data_time: 0.003, memory: 9526, top1_acc: 0.9162, top5_acc: 0.9951, loss_cls: 0.2717, loss: 0.2717, grad_norm: 0.7895 2021-04-05 18:21:33,256 - mmaction - INFO - Epoch [12][1560/1567] lr: 2.001e-01, eta: 11:37:54, time: 2.102, data_time: 0.012, memory: 9526, top1_acc: 0.9104, top5_acc: 0.9953, loss_cls: 0.2827, loss: 0.2827, grad_norm: 0.8316 2021-04-05 18:21:58,979 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-04-05 18:25:30,381 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 18:25:30,460 - mmaction - INFO - top1_acc 0.8457 top5_acc 0.9834 2021-04-05 18:25:30,461 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 18:25:30,489 - mmaction - INFO - mean_acc 0.8456 2021-04-05 18:25:30,490 - mmaction - INFO - Now best checkpoint is epoch_12.pth 2021-04-05 18:25:30,494 - mmaction - INFO - Epoch(val) [12][1567] top1_acc: 0.8457, top5_acc: 0.9834, mean_class_accuracy: 0.8456 2021-04-05 18:26:55,519 - mmaction - INFO - Epoch [13][20/1567] lr: 1.997e-01, eta: 11:37:19, time: 4.247, data_time: 2.323, memory: 9526, top1_acc: 0.8977, top5_acc: 0.9939, loss_cls: 0.3308, loss: 0.3308, grad_norm: 0.8464 2021-04-05 18:27:40,918 - mmaction - INFO - Epoch [13][40/1567] lr: 1.993e-01, eta: 11:36:35, time: 2.272, data_time: 0.004, memory: 9526, top1_acc: 0.9088, top5_acc: 0.9945, loss_cls: 0.2949, loss: 0.2949, grad_norm: 0.8132 2021-04-05 18:28:22,864 - mmaction - INFO - Epoch [13][60/1567] lr: 1.990e-01, eta: 11:35:48, time: 2.097, data_time: 0.028, memory: 9526, top1_acc: 0.9102, top5_acc: 0.9959, loss_cls: 0.2746, loss: 0.2746, grad_norm: 0.8049 2021-04-05 18:29:10,467 - mmaction - INFO - Epoch [13][80/1567] lr: 1.987e-01, eta: 11:35:07, time: 2.379, data_time: 0.773, memory: 9526, top1_acc: 0.9150, top5_acc: 0.9961, loss_cls: 0.2670, loss: 0.2670, grad_norm: 0.8064 2021-04-05 18:29:54,648 - mmaction - INFO - Epoch [13][100/1567] lr: 1.983e-01, eta: 11:34:22, time: 2.209, data_time: 0.040, memory: 9526, top1_acc: 0.9182, top5_acc: 0.9957, loss_cls: 0.2588, loss: 0.2588, grad_norm: 0.7539 2021-04-05 18:30:36,174 - mmaction - INFO - Epoch [13][120/1567] lr: 1.980e-01, eta: 11:33:34, time: 2.076, data_time: 0.013, memory: 9526, top1_acc: 0.9156, top5_acc: 0.9953, loss_cls: 0.2705, loss: 0.2705, grad_norm: 0.7703 2021-04-05 18:31:21,970 - mmaction - INFO - Epoch [13][140/1567] lr: 1.977e-01, eta: 11:32:51, time: 2.289, data_time: 0.003, memory: 9526, top1_acc: 0.9119, top5_acc: 0.9959, loss_cls: 0.2704, loss: 0.2704, grad_norm: 0.8091 2021-04-05 18:32:03,720 - mmaction - INFO - Epoch [13][160/1567] lr: 1.973e-01, eta: 11:32:04, time: 2.087, data_time: 0.003, memory: 9526, top1_acc: 0.9262, top5_acc: 0.9971, loss_cls: 0.2394, loss: 0.2394, grad_norm: 0.7566 2021-04-05 18:32:49,086 - mmaction - INFO - Epoch [13][180/1567] lr: 1.970e-01, eta: 11:31:20, time: 2.269, data_time: 0.005, memory: 9526, top1_acc: 0.9205, top5_acc: 0.9957, loss_cls: 0.2611, loss: 0.2611, grad_norm: 0.8096 2021-04-05 18:33:32,043 - mmaction - INFO - Epoch [13][200/1567] lr: 1.967e-01, eta: 11:30:34, time: 2.146, data_time: 0.008, memory: 9526, top1_acc: 0.9168, top5_acc: 0.9945, loss_cls: 0.2669, loss: 0.2669, grad_norm: 0.8114 2021-04-05 18:34:16,371 - mmaction - INFO - Epoch [13][220/1567] lr: 1.963e-01, eta: 11:29:49, time: 2.217, data_time: 0.004, memory: 9526, top1_acc: 0.9117, top5_acc: 0.9973, loss_cls: 0.2652, loss: 0.2652, grad_norm: 0.8091 2021-04-05 18:35:02,083 - mmaction - INFO - Epoch [13][240/1567] lr: 1.960e-01, eta: 11:29:06, time: 2.283, data_time: 0.004, memory: 9526, top1_acc: 0.9068, top5_acc: 0.9951, loss_cls: 0.2892, loss: 0.2892, grad_norm: 0.8397 2021-04-05 18:35:47,840 - mmaction - INFO - Epoch [13][260/1567] lr: 1.957e-01, eta: 11:28:22, time: 2.289, data_time: 0.006, memory: 9526, top1_acc: 0.9082, top5_acc: 0.9965, loss_cls: 0.2900, loss: 0.2900, grad_norm: 0.7951 2021-04-05 18:36:31,301 - mmaction - INFO - Epoch [13][280/1567] lr: 1.953e-01, eta: 11:27:37, time: 2.176, data_time: 0.005, memory: 9526, top1_acc: 0.9148, top5_acc: 0.9938, loss_cls: 0.2777, loss: 0.2777, grad_norm: 0.7842 2021-04-05 18:37:14,017 - mmaction - INFO - Epoch [13][300/1567] lr: 1.950e-01, eta: 11:26:50, time: 2.135, data_time: 0.002, memory: 9526, top1_acc: 0.9131, top5_acc: 0.9951, loss_cls: 0.2640, loss: 0.2640, grad_norm: 0.7616 2021-04-05 18:37:58,964 - mmaction - INFO - Epoch [13][320/1567] lr: 1.947e-01, eta: 11:26:06, time: 2.246, data_time: 0.002, memory: 9526, top1_acc: 0.9094, top5_acc: 0.9957, loss_cls: 0.2820, loss: 0.2820, grad_norm: 0.8172 2021-04-05 18:38:43,184 - mmaction - INFO - Epoch [13][340/1567] lr: 1.943e-01, eta: 11:25:21, time: 2.209, data_time: 0.005, memory: 9526, top1_acc: 0.9146, top5_acc: 0.9963, loss_cls: 0.2576, loss: 0.2576, grad_norm: 0.7606 2021-04-05 18:39:25,222 - mmaction - INFO - Epoch [13][360/1567] lr: 1.940e-01, eta: 11:24:34, time: 2.104, data_time: 0.005, memory: 9526, top1_acc: 0.9166, top5_acc: 0.9953, loss_cls: 0.2703, loss: 0.2703, grad_norm: 0.7968 2021-04-05 18:40:09,461 - mmaction - INFO - Epoch [13][380/1567] lr: 1.937e-01, eta: 11:23:50, time: 2.208, data_time: 0.279, memory: 9526, top1_acc: 0.9184, top5_acc: 0.9961, loss_cls: 0.2544, loss: 0.2544, grad_norm: 0.8136 2021-04-05 18:40:55,414 - mmaction - INFO - Epoch [13][400/1567] lr: 1.933e-01, eta: 11:23:06, time: 2.301, data_time: 0.688, memory: 9526, top1_acc: 0.9160, top5_acc: 0.9959, loss_cls: 0.2641, loss: 0.2641, grad_norm: 0.8286 2021-04-05 18:41:41,466 - mmaction - INFO - Epoch [13][420/1567] lr: 1.930e-01, eta: 11:22:23, time: 2.304, data_time: 0.194, memory: 9526, top1_acc: 0.9154, top5_acc: 0.9971, loss_cls: 0.2684, loss: 0.2684, grad_norm: 0.8267 2021-04-05 18:42:27,696 - mmaction - INFO - Epoch [13][440/1567] lr: 1.927e-01, eta: 11:21:40, time: 2.309, data_time: 0.002, memory: 9526, top1_acc: 0.9197, top5_acc: 0.9961, loss_cls: 0.2595, loss: 0.2595, grad_norm: 0.7947 2021-04-05 18:43:13,611 - mmaction - INFO - Epoch [13][460/1567] lr: 1.923e-01, eta: 11:20:57, time: 2.296, data_time: 0.004, memory: 9526, top1_acc: 0.9215, top5_acc: 0.9975, loss_cls: 0.2513, loss: 0.2513, grad_norm: 0.8026 2021-04-05 18:43:53,702 - mmaction - INFO - Epoch [13][480/1567] lr: 1.920e-01, eta: 11:20:08, time: 1.998, data_time: 0.006, memory: 9526, top1_acc: 0.9227, top5_acc: 0.9957, loss_cls: 0.2599, loss: 0.2599, grad_norm: 0.7957 2021-04-05 18:44:36,043 - mmaction - INFO - Epoch [13][500/1567] lr: 1.917e-01, eta: 11:19:22, time: 2.124, data_time: 0.009, memory: 9526, top1_acc: 0.9182, top5_acc: 0.9973, loss_cls: 0.2576, loss: 0.2576, grad_norm: 0.7957 2021-04-05 18:45:22,686 - mmaction - INFO - Epoch [13][520/1567] lr: 1.913e-01, eta: 11:18:39, time: 2.332, data_time: 0.003, memory: 9526, top1_acc: 0.9199, top5_acc: 0.9971, loss_cls: 0.2431, loss: 0.2431, grad_norm: 0.7888 2021-04-05 18:46:03,723 - mmaction - INFO - Epoch [13][540/1567] lr: 1.910e-01, eta: 11:17:51, time: 2.051, data_time: 0.003, memory: 9526, top1_acc: 0.9146, top5_acc: 0.9953, loss_cls: 0.2666, loss: 0.2666, grad_norm: 0.7906 2021-04-05 18:46:48,945 - mmaction - INFO - Epoch [13][560/1567] lr: 1.907e-01, eta: 11:17:07, time: 2.263, data_time: 0.004, memory: 9526, top1_acc: 0.9172, top5_acc: 0.9967, loss_cls: 0.2633, loss: 0.2633, grad_norm: 0.7809 2021-04-05 18:47:32,935 - mmaction - INFO - Epoch [13][580/1567] lr: 1.903e-01, eta: 11:16:22, time: 2.200, data_time: 0.002, memory: 9526, top1_acc: 0.9162, top5_acc: 0.9955, loss_cls: 0.2634, loss: 0.2634, grad_norm: 0.8064 2021-04-05 18:48:17,607 - mmaction - INFO - Epoch [13][600/1567] lr: 1.900e-01, eta: 11:15:38, time: 2.229, data_time: 0.002, memory: 9526, top1_acc: 0.9266, top5_acc: 0.9967, loss_cls: 0.2407, loss: 0.2407, grad_norm: 0.7903 2021-04-05 18:49:01,297 - mmaction - INFO - Epoch [13][620/1567] lr: 1.897e-01, eta: 11:14:53, time: 2.188, data_time: 0.006, memory: 9526, top1_acc: 0.9168, top5_acc: 0.9955, loss_cls: 0.2692, loss: 0.2692, grad_norm: 0.7921 2021-04-05 18:49:43,687 - mmaction - INFO - Epoch [13][640/1567] lr: 1.893e-01, eta: 11:14:06, time: 2.118, data_time: 0.003, memory: 9526, top1_acc: 0.9150, top5_acc: 0.9977, loss_cls: 0.2606, loss: 0.2606, grad_norm: 0.8095 2021-04-05 18:50:30,202 - mmaction - INFO - Epoch [13][660/1567] lr: 1.890e-01, eta: 11:13:23, time: 2.324, data_time: 0.010, memory: 9526, top1_acc: 0.9117, top5_acc: 0.9957, loss_cls: 0.2677, loss: 0.2677, grad_norm: 0.8214 2021-04-05 18:51:14,729 - mmaction - INFO - Epoch [13][680/1567] lr: 1.887e-01, eta: 11:12:39, time: 2.230, data_time: 0.006, memory: 9526, top1_acc: 0.9102, top5_acc: 0.9951, loss_cls: 0.2675, loss: 0.2675, grad_norm: 0.8076 2021-04-05 18:51:59,171 - mmaction - INFO - Epoch [13][700/1567] lr: 1.883e-01, eta: 11:11:54, time: 2.219, data_time: 0.001, memory: 9526, top1_acc: 0.9205, top5_acc: 0.9982, loss_cls: 0.2458, loss: 0.2458, grad_norm: 0.8122 2021-04-05 18:52:44,414 - mmaction - INFO - Epoch [13][720/1567] lr: 1.880e-01, eta: 11:11:10, time: 2.263, data_time: 0.005, memory: 9526, top1_acc: 0.9193, top5_acc: 0.9955, loss_cls: 0.2561, loss: 0.2561, grad_norm: 0.8113 2021-04-05 18:53:26,128 - mmaction - INFO - Epoch [13][740/1567] lr: 1.877e-01, eta: 11:10:23, time: 2.087, data_time: 0.004, memory: 9526, top1_acc: 0.9176, top5_acc: 0.9965, loss_cls: 0.2577, loss: 0.2577, grad_norm: 0.7840 2021-04-05 18:54:13,238 - mmaction - INFO - Epoch [13][760/1567] lr: 1.873e-01, eta: 11:09:41, time: 2.355, data_time: 0.003, memory: 9526, top1_acc: 0.9213, top5_acc: 0.9953, loss_cls: 0.2585, loss: 0.2585, grad_norm: 0.7988 2021-04-05 18:54:57,594 - mmaction - INFO - Epoch [13][780/1567] lr: 1.870e-01, eta: 11:08:56, time: 2.218, data_time: 0.003, memory: 9526, top1_acc: 0.9209, top5_acc: 0.9957, loss_cls: 0.2452, loss: 0.2452, grad_norm: 0.7962 2021-04-05 18:55:39,465 - mmaction - INFO - Epoch [13][800/1567] lr: 1.867e-01, eta: 11:08:09, time: 2.093, data_time: 0.003, memory: 9526, top1_acc: 0.9178, top5_acc: 0.9965, loss_cls: 0.2536, loss: 0.2536, grad_norm: 0.8082 2021-04-05 18:56:21,927 - mmaction - INFO - Epoch [13][820/1567] lr: 1.863e-01, eta: 11:07:23, time: 2.125, data_time: 0.003, memory: 9526, top1_acc: 0.9187, top5_acc: 0.9963, loss_cls: 0.2493, loss: 0.2493, grad_norm: 0.7881 2021-04-05 18:57:09,719 - mmaction - INFO - Epoch [13][840/1567] lr: 1.860e-01, eta: 11:06:41, time: 2.390, data_time: 0.002, memory: 9526, top1_acc: 0.9158, top5_acc: 0.9982, loss_cls: 0.2550, loss: 0.2550, grad_norm: 0.8093 2021-04-05 18:57:51,764 - mmaction - INFO - Epoch [13][860/1567] lr: 1.857e-01, eta: 11:05:55, time: 2.103, data_time: 0.027, memory: 9526, top1_acc: 0.9195, top5_acc: 0.9957, loss_cls: 0.2541, loss: 0.2541, grad_norm: 0.7967 2021-04-05 18:58:34,635 - mmaction - INFO - Epoch [13][880/1567] lr: 1.853e-01, eta: 11:05:08, time: 2.142, data_time: 0.002, memory: 9526, top1_acc: 0.9289, top5_acc: 0.9971, loss_cls: 0.2307, loss: 0.2307, grad_norm: 0.7536 2021-04-05 18:59:19,003 - mmaction - INFO - Epoch [13][900/1567] lr: 1.850e-01, eta: 11:04:24, time: 2.219, data_time: 0.003, memory: 9526, top1_acc: 0.9191, top5_acc: 0.9967, loss_cls: 0.2442, loss: 0.2442, grad_norm: 0.8139 2021-04-05 19:00:03,776 - mmaction - INFO - Epoch [13][920/1567] lr: 1.847e-01, eta: 11:03:39, time: 2.235, data_time: 0.004, memory: 9526, top1_acc: 0.9182, top5_acc: 0.9959, loss_cls: 0.2517, loss: 0.2517, grad_norm: 0.8260 2021-04-05 19:00:46,103 - mmaction - INFO - Epoch [13][940/1567] lr: 1.843e-01, eta: 11:02:53, time: 2.121, data_time: 0.007, memory: 9526, top1_acc: 0.9211, top5_acc: 0.9959, loss_cls: 0.2524, loss: 0.2524, grad_norm: 0.7935 2021-04-05 19:01:31,976 - mmaction - INFO - Epoch [13][960/1567] lr: 1.840e-01, eta: 11:02:10, time: 2.293, data_time: 0.005, memory: 9526, top1_acc: 0.9234, top5_acc: 0.9967, loss_cls: 0.2437, loss: 0.2437, grad_norm: 0.8001 2021-04-05 19:02:18,571 - mmaction - INFO - Epoch [13][980/1567] lr: 1.837e-01, eta: 11:01:27, time: 2.332, data_time: 0.003, memory: 9526, top1_acc: 0.9205, top5_acc: 0.9973, loss_cls: 0.2601, loss: 0.2601, grad_norm: 0.8235 2021-04-05 19:03:05,483 - mmaction - INFO - Epoch [13][1000/1567] lr: 1.833e-01, eta: 11:00:45, time: 2.343, data_time: 0.001, memory: 9526, top1_acc: 0.9164, top5_acc: 0.9957, loss_cls: 0.2599, loss: 0.2599, grad_norm: 0.7898 2021-04-05 19:03:47,756 - mmaction - INFO - Epoch [13][1020/1567] lr: 1.830e-01, eta: 10:59:58, time: 2.115, data_time: 0.006, memory: 9526, top1_acc: 0.9203, top5_acc: 0.9971, loss_cls: 0.2466, loss: 0.2466, grad_norm: 0.7883 2021-04-05 19:04:32,363 - mmaction - INFO - Epoch [13][1040/1567] lr: 1.827e-01, eta: 10:59:14, time: 2.230, data_time: 0.003, memory: 9526, top1_acc: 0.9143, top5_acc: 0.9953, loss_cls: 0.2625, loss: 0.2625, grad_norm: 0.8421 2021-04-05 19:05:14,780 - mmaction - INFO - Epoch [13][1060/1567] lr: 1.823e-01, eta: 10:58:27, time: 2.122, data_time: 0.003, memory: 9526, top1_acc: 0.9168, top5_acc: 0.9947, loss_cls: 0.2662, loss: 0.2662, grad_norm: 0.8185 2021-04-05 19:05:59,513 - mmaction - INFO - Epoch [13][1080/1567] lr: 1.820e-01, eta: 10:57:43, time: 2.233, data_time: 0.001, memory: 9526, top1_acc: 0.9133, top5_acc: 0.9949, loss_cls: 0.2717, loss: 0.2717, grad_norm: 0.8317 2021-04-05 19:06:43,096 - mmaction - INFO - Epoch [13][1100/1567] lr: 1.817e-01, eta: 10:56:57, time: 2.181, data_time: 0.005, memory: 9526, top1_acc: 0.9156, top5_acc: 0.9957, loss_cls: 0.2638, loss: 0.2638, grad_norm: 0.8241 2021-04-05 19:07:25,378 - mmaction - INFO - Epoch [13][1120/1567] lr: 1.813e-01, eta: 10:56:11, time: 2.114, data_time: 0.004, memory: 9526, top1_acc: 0.9264, top5_acc: 0.9961, loss_cls: 0.2356, loss: 0.2356, grad_norm: 0.7608 2021-04-05 19:08:09,510 - mmaction - INFO - Epoch [13][1140/1567] lr: 1.810e-01, eta: 10:55:26, time: 2.206, data_time: 0.004, memory: 9526, top1_acc: 0.9195, top5_acc: 0.9963, loss_cls: 0.2549, loss: 0.2549, grad_norm: 0.7935 2021-04-05 19:08:54,136 - mmaction - INFO - Epoch [13][1160/1567] lr: 1.807e-01, eta: 10:54:42, time: 2.231, data_time: 0.005, memory: 9526, top1_acc: 0.9191, top5_acc: 0.9951, loss_cls: 0.2590, loss: 0.2590, grad_norm: 0.8116 2021-04-05 19:09:40,231 - mmaction - INFO - Epoch [13][1180/1567] lr: 1.803e-01, eta: 10:53:58, time: 2.305, data_time: 0.006, memory: 9526, top1_acc: 0.9219, top5_acc: 0.9963, loss_cls: 0.2479, loss: 0.2479, grad_norm: 0.7712 2021-04-05 19:10:21,705 - mmaction - INFO - Epoch [13][1200/1567] lr: 1.800e-01, eta: 10:53:11, time: 2.076, data_time: 0.005, memory: 9526, top1_acc: 0.9174, top5_acc: 0.9967, loss_cls: 0.2548, loss: 0.2548, grad_norm: 0.7914 2021-04-05 19:11:06,184 - mmaction - INFO - Epoch [13][1220/1567] lr: 1.797e-01, eta: 10:52:27, time: 2.222, data_time: 0.002, memory: 9526, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 0.2193, loss: 0.2193, grad_norm: 0.7315 2021-04-05 19:11:48,754 - mmaction - INFO - Epoch [13][1240/1567] lr: 1.793e-01, eta: 10:51:40, time: 2.126, data_time: 0.004, memory: 9526, top1_acc: 0.9271, top5_acc: 0.9955, loss_cls: 0.2385, loss: 0.2385, grad_norm: 0.8118 2021-04-05 19:12:32,049 - mmaction - INFO - Epoch [13][1260/1567] lr: 1.790e-01, eta: 10:50:55, time: 2.169, data_time: 0.007, memory: 9526, top1_acc: 0.9229, top5_acc: 0.9961, loss_cls: 0.2388, loss: 0.2388, grad_norm: 0.7924 2021-04-05 19:13:15,276 - mmaction - INFO - Epoch [13][1280/1567] lr: 1.787e-01, eta: 10:50:09, time: 2.160, data_time: 0.102, memory: 9526, top1_acc: 0.9189, top5_acc: 0.9971, loss_cls: 0.2402, loss: 0.2402, grad_norm: 0.7762 2021-04-05 19:14:02,999 - mmaction - INFO - Epoch [13][1300/1567] lr: 1.783e-01, eta: 10:49:27, time: 2.387, data_time: 0.033, memory: 9526, top1_acc: 0.9219, top5_acc: 0.9963, loss_cls: 0.2411, loss: 0.2411, grad_norm: 0.8094 2021-04-05 19:14:45,343 - mmaction - INFO - Epoch [13][1320/1567] lr: 1.780e-01, eta: 10:48:41, time: 2.117, data_time: 0.146, memory: 9526, top1_acc: 0.9285, top5_acc: 0.9975, loss_cls: 0.2336, loss: 0.2336, grad_norm: 0.8051 2021-04-05 19:15:30,959 - mmaction - INFO - Epoch [13][1340/1567] lr: 1.777e-01, eta: 10:47:57, time: 2.281, data_time: 0.048, memory: 9526, top1_acc: 0.9242, top5_acc: 0.9971, loss_cls: 0.2426, loss: 0.2426, grad_norm: 0.7815 2021-04-05 19:16:11,784 - mmaction - INFO - Epoch [13][1360/1567] lr: 1.773e-01, eta: 10:47:10, time: 2.038, data_time: 0.132, memory: 9526, top1_acc: 0.9143, top5_acc: 0.9963, loss_cls: 0.2539, loss: 0.2539, grad_norm: 0.8413 2021-04-05 19:16:56,102 - mmaction - INFO - Epoch [13][1380/1567] lr: 1.770e-01, eta: 10:46:25, time: 2.219, data_time: 0.056, memory: 9526, top1_acc: 0.9223, top5_acc: 0.9959, loss_cls: 0.2500, loss: 0.2500, grad_norm: 0.7995 2021-04-05 19:17:40,331 - mmaction - INFO - Epoch [13][1400/1567] lr: 1.767e-01, eta: 10:45:40, time: 2.206, data_time: 0.002, memory: 9526, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 0.2467, loss: 0.2467, grad_norm: 0.7801 2021-04-05 19:18:23,171 - mmaction - INFO - Epoch [13][1420/1567] lr: 1.763e-01, eta: 10:44:54, time: 2.144, data_time: 0.012, memory: 9526, top1_acc: 0.9199, top5_acc: 0.9961, loss_cls: 0.2515, loss: 0.2515, grad_norm: 0.8287 2021-04-05 19:19:05,505 - mmaction - INFO - Epoch [13][1440/1567] lr: 1.760e-01, eta: 10:44:08, time: 2.118, data_time: 0.010, memory: 9526, top1_acc: 0.9229, top5_acc: 0.9963, loss_cls: 0.2433, loss: 0.2433, grad_norm: 0.7997 2021-04-05 19:19:49,840 - mmaction - INFO - Epoch [13][1460/1567] lr: 1.757e-01, eta: 10:43:23, time: 2.216, data_time: 0.594, memory: 9526, top1_acc: 0.9281, top5_acc: 0.9951, loss_cls: 0.2260, loss: 0.2260, grad_norm: 0.7707 2021-04-05 19:20:32,871 - mmaction - INFO - Epoch [13][1480/1567] lr: 1.754e-01, eta: 10:42:37, time: 2.154, data_time: 0.250, memory: 9526, top1_acc: 0.9203, top5_acc: 0.9977, loss_cls: 0.2517, loss: 0.2517, grad_norm: 0.8341 2021-04-05 19:21:17,042 - mmaction - INFO - Epoch [13][1500/1567] lr: 1.750e-01, eta: 10:41:53, time: 2.207, data_time: 0.102, memory: 9526, top1_acc: 0.9158, top5_acc: 0.9967, loss_cls: 0.2497, loss: 0.2497, grad_norm: 0.8280 2021-04-05 19:22:02,380 - mmaction - INFO - Epoch [13][1520/1567] lr: 1.747e-01, eta: 10:41:09, time: 2.268, data_time: 0.089, memory: 9526, top1_acc: 0.9217, top5_acc: 0.9975, loss_cls: 0.2319, loss: 0.2319, grad_norm: 0.7895 2021-04-05 19:22:47,253 - mmaction - INFO - Epoch [13][1540/1567] lr: 1.744e-01, eta: 10:40:25, time: 2.242, data_time: 0.002, memory: 9526, top1_acc: 0.9338, top5_acc: 0.9965, loss_cls: 0.2167, loss: 0.2167, grad_norm: 0.7429 2021-04-05 19:23:29,560 - mmaction - INFO - Epoch [13][1560/1567] lr: 1.740e-01, eta: 10:39:38, time: 2.117, data_time: 0.004, memory: 9526, top1_acc: 0.9219, top5_acc: 0.9951, loss_cls: 0.2433, loss: 0.2433, grad_norm: 0.8247 2021-04-05 19:23:39,368 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-04-05 19:26:12,201 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 19:26:12,279 - mmaction - INFO - top1_acc 0.8601 top5_acc 0.9825 2021-04-05 19:26:12,279 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 19:26:12,307 - mmaction - INFO - mean_acc 0.8599 2021-04-05 19:26:12,307 - mmaction - INFO - Now best checkpoint is epoch_13.pth 2021-04-05 19:26:12,311 - mmaction - INFO - Epoch(val) [13][1567] top1_acc: 0.8601, top5_acc: 0.9825, mean_class_accuracy: 0.8599 2021-04-05 19:27:44,198 - mmaction - INFO - Epoch [14][20/1567] lr: 1.736e-01, eta: 10:39:05, time: 4.592, data_time: 3.300, memory: 9526, top1_acc: 0.9137, top5_acc: 0.9945, loss_cls: 0.2846, loss: 0.2846, grad_norm: 0.8340 2021-04-05 19:28:28,534 - mmaction - INFO - Epoch [14][40/1567] lr: 1.732e-01, eta: 10:38:20, time: 2.217, data_time: 0.354, memory: 9526, top1_acc: 0.9287, top5_acc: 0.9953, loss_cls: 0.2454, loss: 0.2454, grad_norm: 0.8213 2021-04-05 19:29:11,586 - mmaction - INFO - Epoch [14][60/1567] lr: 1.729e-01, eta: 10:37:34, time: 2.154, data_time: 0.374, memory: 9526, top1_acc: 0.9223, top5_acc: 0.9971, loss_cls: 0.2402, loss: 0.2402, grad_norm: 0.8473 2021-04-05 19:29:55,999 - mmaction - INFO - Epoch [14][80/1567] lr: 1.726e-01, eta: 10:36:50, time: 2.219, data_time: 0.605, memory: 9526, top1_acc: 0.9172, top5_acc: 0.9945, loss_cls: 0.2625, loss: 0.2625, grad_norm: 0.8297 2021-04-05 19:30:39,376 - mmaction - INFO - Epoch [14][100/1567] lr: 1.723e-01, eta: 10:36:04, time: 2.167, data_time: 0.321, memory: 9526, top1_acc: 0.9135, top5_acc: 0.9977, loss_cls: 0.2459, loss: 0.2459, grad_norm: 0.8182 2021-04-05 19:31:26,432 - mmaction - INFO - Epoch [14][120/1567] lr: 1.719e-01, eta: 10:35:22, time: 2.356, data_time: 0.223, memory: 9526, top1_acc: 0.9256, top5_acc: 0.9975, loss_cls: 0.2361, loss: 0.2361, grad_norm: 0.7865 2021-04-05 19:32:09,950 - mmaction - INFO - Epoch [14][140/1567] lr: 1.716e-01, eta: 10:34:36, time: 2.175, data_time: 0.003, memory: 9526, top1_acc: 0.9180, top5_acc: 0.9957, loss_cls: 0.2560, loss: 0.2560, grad_norm: 0.8305 2021-04-05 19:32:55,007 - mmaction - INFO - Epoch [14][160/1567] lr: 1.713e-01, eta: 10:33:52, time: 2.253, data_time: 0.003, memory: 9526, top1_acc: 0.9166, top5_acc: 0.9967, loss_cls: 0.2453, loss: 0.2453, grad_norm: 0.8449 2021-04-05 19:33:37,899 - mmaction - INFO - Epoch [14][180/1567] lr: 1.709e-01, eta: 10:33:06, time: 2.143, data_time: 0.006, memory: 9526, top1_acc: 0.9217, top5_acc: 0.9969, loss_cls: 0.2253, loss: 0.2253, grad_norm: 0.7770 2021-04-05 19:34:20,327 - mmaction - INFO - Epoch [14][200/1567] lr: 1.706e-01, eta: 10:32:20, time: 2.124, data_time: 0.011, memory: 9526, top1_acc: 0.9230, top5_acc: 0.9945, loss_cls: 0.2360, loss: 0.2360, grad_norm: 0.8138 2021-04-05 19:35:05,644 - mmaction - INFO - Epoch [14][220/1567] lr: 1.703e-01, eta: 10:31:36, time: 2.265, data_time: 0.002, memory: 9526, top1_acc: 0.9287, top5_acc: 0.9967, loss_cls: 0.2286, loss: 0.2286, grad_norm: 0.7895 2021-04-05 19:35:51,426 - mmaction - INFO - Epoch [14][240/1567] lr: 1.699e-01, eta: 10:30:53, time: 2.288, data_time: 0.005, memory: 9526, top1_acc: 0.9273, top5_acc: 0.9969, loss_cls: 0.2300, loss: 0.2300, grad_norm: 0.8103 2021-04-05 19:36:34,674 - mmaction - INFO - Epoch [14][260/1567] lr: 1.696e-01, eta: 10:30:07, time: 2.165, data_time: 0.004, memory: 9526, top1_acc: 0.9221, top5_acc: 0.9955, loss_cls: 0.2475, loss: 0.2475, grad_norm: 0.8444 2021-04-05 19:37:16,878 - mmaction - INFO - Epoch [14][280/1567] lr: 1.693e-01, eta: 10:29:21, time: 2.109, data_time: 0.001, memory: 9526, top1_acc: 0.9201, top5_acc: 0.9949, loss_cls: 0.2609, loss: 0.2609, grad_norm: 0.8414 2021-04-05 19:38:03,203 - mmaction - INFO - Epoch [14][300/1567] lr: 1.690e-01, eta: 10:28:38, time: 2.317, data_time: 0.002, memory: 9526, top1_acc: 0.9199, top5_acc: 0.9953, loss_cls: 0.2519, loss: 0.2519, grad_norm: 0.8636 2021-04-05 19:38:45,928 - mmaction - INFO - Epoch [14][320/1567] lr: 1.686e-01, eta: 10:27:52, time: 2.134, data_time: 0.008, memory: 9526, top1_acc: 0.9213, top5_acc: 0.9955, loss_cls: 0.2562, loss: 0.2562, grad_norm: 0.8437 2021-04-05 19:39:28,390 - mmaction - INFO - Epoch [14][340/1567] lr: 1.683e-01, eta: 10:27:05, time: 2.124, data_time: 0.004, memory: 9526, top1_acc: 0.9285, top5_acc: 0.9971, loss_cls: 0.2313, loss: 0.2313, grad_norm: 0.7755 2021-04-05 19:40:12,340 - mmaction - INFO - Epoch [14][360/1567] lr: 1.680e-01, eta: 10:26:20, time: 2.198, data_time: 0.003, memory: 9526, top1_acc: 0.9283, top5_acc: 0.9963, loss_cls: 0.2242, loss: 0.2242, grad_norm: 0.8142 2021-04-05 19:40:58,833 - mmaction - INFO - Epoch [14][380/1567] lr: 1.676e-01, eta: 10:25:37, time: 2.324, data_time: 0.005, memory: 9526, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 0.2201, loss: 0.2201, grad_norm: 0.8049 2021-04-05 19:41:45,769 - mmaction - INFO - Epoch [14][400/1567] lr: 1.673e-01, eta: 10:24:55, time: 2.346, data_time: 0.004, memory: 9526, top1_acc: 0.9260, top5_acc: 0.9965, loss_cls: 0.2316, loss: 0.2316, grad_norm: 0.7967 2021-04-05 19:42:28,614 - mmaction - INFO - Epoch [14][420/1567] lr: 1.670e-01, eta: 10:24:09, time: 2.143, data_time: 0.005, memory: 9526, top1_acc: 0.9291, top5_acc: 0.9963, loss_cls: 0.2276, loss: 0.2276, grad_norm: 0.8103 2021-04-05 19:43:12,917 - mmaction - INFO - Epoch [14][440/1567] lr: 1.666e-01, eta: 10:23:24, time: 2.213, data_time: 0.003, memory: 9526, top1_acc: 0.9258, top5_acc: 0.9963, loss_cls: 0.2329, loss: 0.2329, grad_norm: 0.8115 2021-04-05 19:43:56,018 - mmaction - INFO - Epoch [14][460/1567] lr: 1.663e-01, eta: 10:22:38, time: 2.157, data_time: 0.013, memory: 9526, top1_acc: 0.9227, top5_acc: 0.9963, loss_cls: 0.2378, loss: 0.2378, grad_norm: 0.8098 2021-04-05 19:44:40,435 - mmaction - INFO - Epoch [14][480/1567] lr: 1.660e-01, eta: 10:21:54, time: 2.219, data_time: 0.396, memory: 9526, top1_acc: 0.9254, top5_acc: 0.9963, loss_cls: 0.2391, loss: 0.2391, grad_norm: 0.8100 2021-04-05 19:45:23,187 - mmaction - INFO - Epoch [14][500/1567] lr: 1.657e-01, eta: 10:21:08, time: 2.139, data_time: 0.018, memory: 9526, top1_acc: 0.9250, top5_acc: 0.9975, loss_cls: 0.2212, loss: 0.2212, grad_norm: 0.7630 2021-04-05 19:46:06,886 - mmaction - INFO - Epoch [14][520/1567] lr: 1.653e-01, eta: 10:20:23, time: 2.185, data_time: 0.003, memory: 9526, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 0.2189, loss: 0.2189, grad_norm: 0.8073 2021-04-05 19:46:49,483 - mmaction - INFO - Epoch [14][540/1567] lr: 1.650e-01, eta: 10:19:37, time: 2.128, data_time: 0.002, memory: 9526, top1_acc: 0.9232, top5_acc: 0.9967, loss_cls: 0.2341, loss: 0.2341, grad_norm: 0.8475 2021-04-05 19:47:33,585 - mmaction - INFO - Epoch [14][560/1567] lr: 1.647e-01, eta: 10:18:52, time: 2.207, data_time: 0.005, memory: 9526, top1_acc: 0.9287, top5_acc: 0.9965, loss_cls: 0.2246, loss: 0.2246, grad_norm: 0.8104 2021-04-05 19:48:19,630 - mmaction - INFO - Epoch [14][580/1567] lr: 1.643e-01, eta: 10:18:08, time: 2.301, data_time: 0.009, memory: 9526, top1_acc: 0.9209, top5_acc: 0.9969, loss_cls: 0.2334, loss: 0.2334, grad_norm: 0.8253 2021-04-05 19:49:03,124 - mmaction - INFO - Epoch [14][600/1567] lr: 1.640e-01, eta: 10:17:23, time: 2.177, data_time: 0.004, memory: 9526, top1_acc: 0.9273, top5_acc: 0.9979, loss_cls: 0.2276, loss: 0.2276, grad_norm: 0.8002 2021-04-05 19:49:48,483 - mmaction - INFO - Epoch [14][620/1567] lr: 1.637e-01, eta: 10:16:39, time: 2.265, data_time: 0.208, memory: 9526, top1_acc: 0.9295, top5_acc: 0.9980, loss_cls: 0.2216, loss: 0.2216, grad_norm: 0.7764 2021-04-05 19:50:29,432 - mmaction - INFO - Epoch [14][640/1567] lr: 1.634e-01, eta: 10:15:52, time: 2.048, data_time: 0.004, memory: 9526, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 0.2470, loss: 0.2470, grad_norm: 0.8620 2021-04-05 19:51:14,706 - mmaction - INFO - Epoch [14][660/1567] lr: 1.630e-01, eta: 10:15:08, time: 2.262, data_time: 0.003, memory: 9526, top1_acc: 0.9309, top5_acc: 0.9969, loss_cls: 0.2224, loss: 0.2224, grad_norm: 0.7899 2021-04-05 19:52:02,339 - mmaction - INFO - Epoch [14][680/1567] lr: 1.627e-01, eta: 10:14:26, time: 2.381, data_time: 0.005, memory: 9526, top1_acc: 0.9338, top5_acc: 0.9967, loss_cls: 0.2051, loss: 0.2051, grad_norm: 0.7690 2021-04-05 19:52:43,094 - mmaction - INFO - Epoch [14][700/1567] lr: 1.624e-01, eta: 10:13:38, time: 2.039, data_time: 0.005, memory: 9526, top1_acc: 0.9313, top5_acc: 0.9967, loss_cls: 0.2157, loss: 0.2157, grad_norm: 0.7926 2021-04-05 19:53:28,871 - mmaction - INFO - Epoch [14][720/1567] lr: 1.620e-01, eta: 10:12:55, time: 2.288, data_time: 0.003, memory: 9526, top1_acc: 0.9248, top5_acc: 0.9973, loss_cls: 0.2357, loss: 0.2357, grad_norm: 0.8408 2021-04-05 19:54:13,495 - mmaction - INFO - Epoch [14][740/1567] lr: 1.617e-01, eta: 10:12:10, time: 2.233, data_time: 0.004, memory: 9526, top1_acc: 0.9256, top5_acc: 0.9967, loss_cls: 0.2328, loss: 0.2328, grad_norm: 0.8151 2021-04-05 19:54:56,550 - mmaction - INFO - Epoch [14][760/1567] lr: 1.614e-01, eta: 10:11:25, time: 2.153, data_time: 0.003, memory: 9526, top1_acc: 0.9295, top5_acc: 0.9971, loss_cls: 0.2169, loss: 0.2169, grad_norm: 0.8103 2021-04-05 19:55:38,752 - mmaction - INFO - Epoch [14][780/1567] lr: 1.611e-01, eta: 10:10:38, time: 2.108, data_time: 0.002, memory: 9526, top1_acc: 0.9254, top5_acc: 0.9971, loss_cls: 0.2316, loss: 0.2316, grad_norm: 0.8226 2021-04-05 19:56:22,987 - mmaction - INFO - Epoch [14][800/1567] lr: 1.607e-01, eta: 10:09:53, time: 2.214, data_time: 0.005, memory: 9526, top1_acc: 0.9258, top5_acc: 0.9965, loss_cls: 0.2215, loss: 0.2215, grad_norm: 0.8004 2021-04-05 19:57:08,715 - mmaction - INFO - Epoch [14][820/1567] lr: 1.604e-01, eta: 10:09:10, time: 2.287, data_time: 0.003, memory: 9526, top1_acc: 0.9313, top5_acc: 0.9967, loss_cls: 0.2262, loss: 0.2262, grad_norm: 0.8372 2021-04-05 19:57:51,511 - mmaction - INFO - Epoch [14][840/1567] lr: 1.601e-01, eta: 10:08:24, time: 2.140, data_time: 0.002, memory: 9526, top1_acc: 0.9221, top5_acc: 0.9971, loss_cls: 0.2368, loss: 0.2368, grad_norm: 0.8531 2021-04-05 19:58:36,926 - mmaction - INFO - Epoch [14][860/1567] lr: 1.597e-01, eta: 10:07:40, time: 2.271, data_time: 0.002, memory: 9526, top1_acc: 0.9252, top5_acc: 0.9971, loss_cls: 0.2360, loss: 0.2360, grad_norm: 0.8500 2021-04-05 19:59:19,779 - mmaction - INFO - Epoch [14][880/1567] lr: 1.594e-01, eta: 10:06:54, time: 2.141, data_time: 0.001, memory: 9526, top1_acc: 0.9330, top5_acc: 0.9975, loss_cls: 0.2196, loss: 0.2196, grad_norm: 0.8213 2021-04-05 20:00:03,248 - mmaction - INFO - Epoch [14][900/1567] lr: 1.591e-01, eta: 10:06:09, time: 2.174, data_time: 0.004, memory: 9526, top1_acc: 0.9271, top5_acc: 0.9965, loss_cls: 0.2330, loss: 0.2330, grad_norm: 0.8129 2021-04-05 20:00:50,948 - mmaction - INFO - Epoch [14][920/1567] lr: 1.588e-01, eta: 10:05:27, time: 2.383, data_time: 0.003, memory: 9526, top1_acc: 0.9314, top5_acc: 0.9963, loss_cls: 0.2255, loss: 0.2255, grad_norm: 0.8393 2021-04-05 20:01:35,908 - mmaction - INFO - Epoch [14][940/1567] lr: 1.584e-01, eta: 10:04:43, time: 2.251, data_time: 0.005, memory: 9526, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 0.2436, loss: 0.2436, grad_norm: 0.8465 2021-04-05 20:02:19,385 - mmaction - INFO - Epoch [14][960/1567] lr: 1.581e-01, eta: 10:03:57, time: 2.173, data_time: 0.003, memory: 9526, top1_acc: 0.9227, top5_acc: 0.9957, loss_cls: 0.2395, loss: 0.2395, grad_norm: 0.8066 2021-04-05 20:03:05,490 - mmaction - INFO - Epoch [14][980/1567] lr: 1.578e-01, eta: 10:03:14, time: 2.304, data_time: 0.002, memory: 9526, top1_acc: 0.9236, top5_acc: 0.9971, loss_cls: 0.2392, loss: 0.2392, grad_norm: 0.8513 2021-04-05 20:03:49,011 - mmaction - INFO - Epoch [14][1000/1567] lr: 1.575e-01, eta: 10:02:29, time: 2.172, data_time: 0.006, memory: 9526, top1_acc: 0.9281, top5_acc: 0.9977, loss_cls: 0.2378, loss: 0.2378, grad_norm: 0.8582 2021-04-05 20:04:30,899 - mmaction - INFO - Epoch [14][1020/1567] lr: 1.571e-01, eta: 10:01:42, time: 2.098, data_time: 0.013, memory: 9526, top1_acc: 0.9268, top5_acc: 0.9969, loss_cls: 0.2335, loss: 0.2335, grad_norm: 0.8498 2021-04-05 20:05:14,067 - mmaction - INFO - Epoch [14][1040/1567] lr: 1.568e-01, eta: 10:00:57, time: 2.159, data_time: 0.003, memory: 9526, top1_acc: 0.9281, top5_acc: 0.9975, loss_cls: 0.2262, loss: 0.2262, grad_norm: 0.8359 2021-04-05 20:05:57,753 - mmaction - INFO - Epoch [14][1060/1567] lr: 1.565e-01, eta: 10:00:12, time: 2.184, data_time: 0.003, memory: 9526, top1_acc: 0.9273, top5_acc: 0.9975, loss_cls: 0.2283, loss: 0.2283, grad_norm: 0.8403 2021-04-05 20:06:39,550 - mmaction - INFO - Epoch [14][1080/1567] lr: 1.562e-01, eta: 9:59:25, time: 2.090, data_time: 0.111, memory: 9526, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 0.2191, loss: 0.2191, grad_norm: 0.8014 2021-04-05 20:07:22,244 - mmaction - INFO - Epoch [14][1100/1567] lr: 1.558e-01, eta: 9:58:39, time: 2.131, data_time: 1.015, memory: 9526, top1_acc: 0.9293, top5_acc: 0.9971, loss_cls: 0.2191, loss: 0.2191, grad_norm: 0.8045 2021-04-05 20:08:08,168 - mmaction - INFO - Epoch [14][1120/1567] lr: 1.555e-01, eta: 9:57:56, time: 2.300, data_time: 1.430, memory: 9526, top1_acc: 0.9305, top5_acc: 0.9967, loss_cls: 0.2165, loss: 0.2165, grad_norm: 0.8237 2021-04-05 20:08:51,499 - mmaction - INFO - Epoch [14][1140/1567] lr: 1.552e-01, eta: 9:57:10, time: 2.167, data_time: 0.582, memory: 9526, top1_acc: 0.9303, top5_acc: 0.9973, loss_cls: 0.2238, loss: 0.2238, grad_norm: 0.8444 2021-04-05 20:09:36,898 - mmaction - INFO - Epoch [14][1160/1567] lr: 1.548e-01, eta: 9:56:26, time: 2.269, data_time: 0.709, memory: 9526, top1_acc: 0.9240, top5_acc: 0.9963, loss_cls: 0.2343, loss: 0.2343, grad_norm: 0.8555 2021-04-05 20:10:21,220 - mmaction - INFO - Epoch [14][1180/1567] lr: 1.545e-01, eta: 9:55:42, time: 2.217, data_time: 0.797, memory: 9526, top1_acc: 0.9270, top5_acc: 0.9967, loss_cls: 0.2221, loss: 0.2221, grad_norm: 0.8231 2021-04-05 20:11:05,990 - mmaction - INFO - Epoch [14][1200/1567] lr: 1.542e-01, eta: 9:54:57, time: 2.236, data_time: 1.325, memory: 9526, top1_acc: 0.9279, top5_acc: 0.9980, loss_cls: 0.2211, loss: 0.2211, grad_norm: 0.8246 2021-04-05 20:11:49,015 - mmaction - INFO - Epoch [14][1220/1567] lr: 1.539e-01, eta: 9:54:12, time: 2.153, data_time: 1.241, memory: 9526, top1_acc: 0.9242, top5_acc: 0.9971, loss_cls: 0.2375, loss: 0.2375, grad_norm: 0.8392 2021-04-05 20:12:30,943 - mmaction - INFO - Epoch [14][1240/1567] lr: 1.535e-01, eta: 9:53:25, time: 2.092, data_time: 1.220, memory: 9526, top1_acc: 0.9338, top5_acc: 0.9971, loss_cls: 0.2175, loss: 0.2175, grad_norm: 0.7996 2021-04-05 20:13:13,537 - mmaction - INFO - Epoch [14][1260/1567] lr: 1.532e-01, eta: 9:52:39, time: 2.133, data_time: 0.815, memory: 9526, top1_acc: 0.9279, top5_acc: 0.9967, loss_cls: 0.2269, loss: 0.2269, grad_norm: 0.8864 2021-04-05 20:13:59,209 - mmaction - INFO - Epoch [14][1280/1567] lr: 1.529e-01, eta: 9:51:56, time: 2.285, data_time: 0.624, memory: 9526, top1_acc: 0.9197, top5_acc: 0.9955, loss_cls: 0.2544, loss: 0.2544, grad_norm: 0.9061 2021-04-05 20:14:41,151 - mmaction - INFO - Epoch [14][1300/1567] lr: 1.526e-01, eta: 9:51:09, time: 2.094, data_time: 0.003, memory: 9526, top1_acc: 0.9238, top5_acc: 0.9971, loss_cls: 0.2402, loss: 0.2402, grad_norm: 0.8590 2021-04-05 20:15:24,104 - mmaction - INFO - Epoch [14][1320/1567] lr: 1.522e-01, eta: 9:50:24, time: 2.151, data_time: 0.012, memory: 9526, top1_acc: 0.9285, top5_acc: 0.9969, loss_cls: 0.2304, loss: 0.2304, grad_norm: 0.8060 2021-04-05 20:16:08,332 - mmaction - INFO - Epoch [14][1340/1567] lr: 1.519e-01, eta: 9:49:39, time: 2.210, data_time: 0.394, memory: 9526, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 0.1998, loss: 0.1998, grad_norm: 0.7475 2021-04-05 20:16:54,945 - mmaction - INFO - Epoch [14][1360/1567] lr: 1.516e-01, eta: 9:48:56, time: 2.332, data_time: 0.129, memory: 9526, top1_acc: 0.9320, top5_acc: 0.9977, loss_cls: 0.2182, loss: 0.2182, grad_norm: 0.7976 2021-04-05 20:17:38,179 - mmaction - INFO - Epoch [14][1380/1567] lr: 1.513e-01, eta: 9:48:10, time: 2.157, data_time: 0.009, memory: 9526, top1_acc: 0.9186, top5_acc: 0.9979, loss_cls: 0.2396, loss: 0.2396, grad_norm: 0.8971 2021-04-05 20:18:22,136 - mmaction - INFO - Epoch [14][1400/1567] lr: 1.510e-01, eta: 9:47:26, time: 2.203, data_time: 0.008, memory: 9526, top1_acc: 0.9291, top5_acc: 0.9977, loss_cls: 0.2277, loss: 0.2277, grad_norm: 0.8246 2021-04-05 20:19:07,190 - mmaction - INFO - Epoch [14][1420/1567] lr: 1.506e-01, eta: 9:46:41, time: 2.250, data_time: 0.002, memory: 9526, top1_acc: 0.9357, top5_acc: 0.9975, loss_cls: 0.2053, loss: 0.2053, grad_norm: 0.8319 2021-04-05 20:19:50,361 - mmaction - INFO - Epoch [14][1440/1567] lr: 1.503e-01, eta: 9:45:56, time: 2.161, data_time: 0.005, memory: 9526, top1_acc: 0.9354, top5_acc: 0.9975, loss_cls: 0.2082, loss: 0.2082, grad_norm: 0.8351 2021-04-05 20:20:32,787 - mmaction - INFO - Epoch [14][1460/1567] lr: 1.500e-01, eta: 9:45:10, time: 2.122, data_time: 0.003, memory: 9526, top1_acc: 0.9301, top5_acc: 0.9957, loss_cls: 0.2171, loss: 0.2171, grad_norm: 0.8265 2021-04-05 20:21:19,104 - mmaction - INFO - Epoch [14][1480/1567] lr: 1.497e-01, eta: 9:44:27, time: 2.315, data_time: 0.001, memory: 9526, top1_acc: 0.9252, top5_acc: 0.9975, loss_cls: 0.2366, loss: 0.2366, grad_norm: 0.8642 2021-04-05 20:22:00,634 - mmaction - INFO - Epoch [14][1500/1567] lr: 1.493e-01, eta: 9:43:40, time: 2.076, data_time: 0.003, memory: 9526, top1_acc: 0.9230, top5_acc: 0.9977, loss_cls: 0.2314, loss: 0.2314, grad_norm: 0.8187 2021-04-05 20:22:46,394 - mmaction - INFO - Epoch [14][1520/1567] lr: 1.490e-01, eta: 9:42:56, time: 2.286, data_time: 0.002, memory: 9526, top1_acc: 0.9373, top5_acc: 0.9971, loss_cls: 0.2096, loss: 0.2096, grad_norm: 0.7988 2021-04-05 20:23:30,361 - mmaction - INFO - Epoch [14][1540/1567] lr: 1.487e-01, eta: 9:42:12, time: 2.201, data_time: 0.010, memory: 9526, top1_acc: 0.9342, top5_acc: 0.9975, loss_cls: 0.2084, loss: 0.2084, grad_norm: 0.8301 2021-04-05 20:24:12,426 - mmaction - INFO - Epoch [14][1560/1567] lr: 1.484e-01, eta: 9:41:25, time: 2.104, data_time: 0.002, memory: 9526, top1_acc: 0.9352, top5_acc: 0.9973, loss_cls: 0.2040, loss: 0.2040, grad_norm: 0.7852 2021-04-05 20:24:21,090 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-04-05 20:26:53,593 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 20:26:53,669 - mmaction - INFO - top1_acc 0.8550 top5_acc 0.9851 2021-04-05 20:26:53,669 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 20:26:53,696 - mmaction - INFO - mean_acc 0.8549 2021-04-05 20:26:53,699 - mmaction - INFO - Epoch(val) [14][1567] top1_acc: 0.8550, top5_acc: 0.9851, mean_class_accuracy: 0.8549 2021-04-05 20:28:21,327 - mmaction - INFO - Epoch [15][20/1567] lr: 1.479e-01, eta: 9:40:45, time: 4.379, data_time: 2.165, memory: 9526, top1_acc: 0.9189, top5_acc: 0.9971, loss_cls: 0.2556, loss: 0.2556, grad_norm: 0.9125 2021-04-05 20:29:06,730 - mmaction - INFO - Epoch [15][40/1567] lr: 1.476e-01, eta: 9:40:01, time: 2.271, data_time: 0.003, memory: 9526, top1_acc: 0.9186, top5_acc: 0.9965, loss_cls: 0.2548, loss: 0.2548, grad_norm: 0.9290 2021-04-05 20:29:48,405 - mmaction - INFO - Epoch [15][60/1567] lr: 1.473e-01, eta: 9:39:14, time: 2.081, data_time: 0.002, memory: 9526, top1_acc: 0.9277, top5_acc: 0.9973, loss_cls: 0.2182, loss: 0.2182, grad_norm: 0.8391 2021-04-05 20:30:33,948 - mmaction - INFO - Epoch [15][80/1567] lr: 1.470e-01, eta: 9:38:31, time: 2.279, data_time: 0.005, memory: 9526, top1_acc: 0.9326, top5_acc: 0.9971, loss_cls: 0.2224, loss: 0.2224, grad_norm: 0.8082 2021-04-05 20:31:14,254 - mmaction - INFO - Epoch [15][100/1567] lr: 1.466e-01, eta: 9:37:43, time: 2.017, data_time: 0.003, memory: 9526, top1_acc: 0.9305, top5_acc: 0.9982, loss_cls: 0.2136, loss: 0.2136, grad_norm: 0.8059 2021-04-05 20:32:03,386 - mmaction - INFO - Epoch [15][120/1567] lr: 1.463e-01, eta: 9:37:02, time: 2.456, data_time: 0.002, memory: 9526, top1_acc: 0.9313, top5_acc: 0.9979, loss_cls: 0.2071, loss: 0.2071, grad_norm: 0.8127 2021-04-05 20:32:44,533 - mmaction - INFO - Epoch [15][140/1567] lr: 1.460e-01, eta: 9:36:15, time: 2.055, data_time: 0.002, memory: 9526, top1_acc: 0.9256, top5_acc: 0.9967, loss_cls: 0.2266, loss: 0.2266, grad_norm: 0.8668 2021-04-05 20:33:30,313 - mmaction - INFO - Epoch [15][160/1567] lr: 1.457e-01, eta: 9:35:31, time: 2.289, data_time: 0.004, memory: 9526, top1_acc: 0.9342, top5_acc: 0.9980, loss_cls: 0.2122, loss: 0.2122, grad_norm: 0.7841 2021-04-05 20:34:12,395 - mmaction - INFO - Epoch [15][180/1567] lr: 1.454e-01, eta: 9:34:45, time: 2.105, data_time: 0.004, memory: 9526, top1_acc: 0.9309, top5_acc: 0.9969, loss_cls: 0.2024, loss: 0.2024, grad_norm: 0.8103 2021-04-05 20:34:58,804 - mmaction - INFO - Epoch [15][200/1567] lr: 1.450e-01, eta: 9:34:02, time: 2.317, data_time: 0.002, memory: 9526, top1_acc: 0.9326, top5_acc: 0.9969, loss_cls: 0.2077, loss: 0.2077, grad_norm: 0.7962 2021-04-05 20:35:39,951 - mmaction - INFO - Epoch [15][220/1567] lr: 1.447e-01, eta: 9:33:15, time: 2.060, data_time: 0.005, memory: 9526, top1_acc: 0.9311, top5_acc: 0.9969, loss_cls: 0.2183, loss: 0.2183, grad_norm: 0.8642 2021-04-05 20:36:24,228 - mmaction - INFO - Epoch [15][240/1567] lr: 1.444e-01, eta: 9:32:30, time: 2.211, data_time: 0.003, memory: 9526, top1_acc: 0.9340, top5_acc: 0.9961, loss_cls: 0.2164, loss: 0.2164, grad_norm: 0.8240 2021-04-05 20:37:10,567 - mmaction - INFO - Epoch [15][260/1567] lr: 1.441e-01, eta: 9:31:47, time: 2.321, data_time: 0.006, memory: 9526, top1_acc: 0.9295, top5_acc: 0.9975, loss_cls: 0.2152, loss: 0.2152, grad_norm: 0.8311 2021-04-05 20:37:53,083 - mmaction - INFO - Epoch [15][280/1567] lr: 1.437e-01, eta: 9:31:01, time: 2.126, data_time: 0.002, memory: 9526, top1_acc: 0.9426, top5_acc: 0.9990, loss_cls: 0.1859, loss: 0.1859, grad_norm: 0.7732 2021-04-05 20:38:37,844 - mmaction - INFO - Epoch [15][300/1567] lr: 1.434e-01, eta: 9:30:17, time: 2.234, data_time: 0.002, memory: 9526, top1_acc: 0.9391, top5_acc: 0.9979, loss_cls: 0.1955, loss: 0.1955, grad_norm: 0.7928 2021-04-05 20:39:20,379 - mmaction - INFO - Epoch [15][320/1567] lr: 1.431e-01, eta: 9:29:31, time: 2.127, data_time: 0.006, memory: 9526, top1_acc: 0.9344, top5_acc: 0.9973, loss_cls: 0.2019, loss: 0.2019, grad_norm: 0.8505 2021-04-05 20:40:05,295 - mmaction - INFO - Epoch [15][340/1567] lr: 1.428e-01, eta: 9:28:46, time: 2.249, data_time: 0.005, memory: 9526, top1_acc: 0.9371, top5_acc: 0.9975, loss_cls: 0.2020, loss: 0.2020, grad_norm: 0.8392 2021-04-05 20:40:51,485 - mmaction - INFO - Epoch [15][360/1567] lr: 1.425e-01, eta: 9:28:03, time: 2.308, data_time: 0.002, memory: 9526, top1_acc: 0.9264, top5_acc: 0.9969, loss_cls: 0.2369, loss: 0.2369, grad_norm: 0.9032 2021-04-05 20:41:31,878 - mmaction - INFO - Epoch [15][380/1567] lr: 1.421e-01, eta: 9:27:16, time: 2.020, data_time: 0.003, memory: 9526, top1_acc: 0.9309, top5_acc: 0.9979, loss_cls: 0.2116, loss: 0.2116, grad_norm: 0.8105 2021-04-05 20:42:15,399 - mmaction - INFO - Epoch [15][400/1567] lr: 1.418e-01, eta: 9:26:31, time: 2.175, data_time: 0.003, memory: 9526, top1_acc: 0.9383, top5_acc: 0.9984, loss_cls: 0.1929, loss: 0.1929, grad_norm: 0.7793 2021-04-05 20:43:01,809 - mmaction - INFO - Epoch [15][420/1567] lr: 1.415e-01, eta: 9:25:47, time: 2.320, data_time: 0.003, memory: 9526, top1_acc: 0.9303, top5_acc: 0.9980, loss_cls: 0.2120, loss: 0.2120, grad_norm: 0.8457 2021-04-05 20:43:46,866 - mmaction - INFO - Epoch [15][440/1567] lr: 1.412e-01, eta: 9:25:03, time: 2.254, data_time: 0.004, memory: 9526, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 0.2108, loss: 0.2108, grad_norm: 0.8236 2021-04-05 20:44:32,101 - mmaction - INFO - Epoch [15][460/1567] lr: 1.409e-01, eta: 9:24:19, time: 2.258, data_time: 0.005, memory: 9526, top1_acc: 0.9367, top5_acc: 0.9969, loss_cls: 0.2025, loss: 0.2025, grad_norm: 0.7970 2021-04-05 20:45:13,965 - mmaction - INFO - Epoch [15][480/1567] lr: 1.405e-01, eta: 9:23:33, time: 2.095, data_time: 0.005, memory: 9526, top1_acc: 0.9375, top5_acc: 0.9988, loss_cls: 0.1947, loss: 0.1947, grad_norm: 0.8329 2021-04-05 20:45:59,323 - mmaction - INFO - Epoch [15][500/1567] lr: 1.402e-01, eta: 9:22:49, time: 2.269, data_time: 0.040, memory: 9526, top1_acc: 0.9363, top5_acc: 0.9980, loss_cls: 0.2012, loss: 0.2012, grad_norm: 0.8275 2021-04-05 20:46:47,424 - mmaction - INFO - Epoch [15][520/1567] lr: 1.399e-01, eta: 9:22:07, time: 2.407, data_time: 0.052, memory: 9526, top1_acc: 0.9355, top5_acc: 0.9984, loss_cls: 0.2110, loss: 0.2110, grad_norm: 0.8471 2021-04-05 20:47:31,935 - mmaction - INFO - Epoch [15][540/1567] lr: 1.396e-01, eta: 9:21:22, time: 2.225, data_time: 0.002, memory: 9526, top1_acc: 0.9389, top5_acc: 0.9973, loss_cls: 0.1994, loss: 0.1994, grad_norm: 0.7857 2021-04-05 20:48:12,699 - mmaction - INFO - Epoch [15][560/1567] lr: 1.393e-01, eta: 9:20:35, time: 2.035, data_time: 0.034, memory: 9526, top1_acc: 0.9406, top5_acc: 0.9982, loss_cls: 0.1956, loss: 0.1956, grad_norm: 0.8073 2021-04-05 20:48:55,042 - mmaction - INFO - Epoch [15][580/1567] lr: 1.390e-01, eta: 9:19:49, time: 2.115, data_time: 0.107, memory: 9526, top1_acc: 0.9346, top5_acc: 0.9979, loss_cls: 0.2077, loss: 0.2077, grad_norm: 0.8332 2021-04-05 20:49:39,977 - mmaction - INFO - Epoch [15][600/1567] lr: 1.386e-01, eta: 9:19:05, time: 2.251, data_time: 0.008, memory: 9526, top1_acc: 0.9412, top5_acc: 0.9975, loss_cls: 0.1826, loss: 0.1826, grad_norm: 0.7482 2021-04-05 20:50:21,734 - mmaction - INFO - Epoch [15][620/1567] lr: 1.383e-01, eta: 9:18:19, time: 2.087, data_time: 0.003, memory: 9526, top1_acc: 0.9383, top5_acc: 0.9969, loss_cls: 0.1953, loss: 0.1953, grad_norm: 0.8432 2021-04-05 20:51:06,666 - mmaction - INFO - Epoch [15][640/1567] lr: 1.380e-01, eta: 9:17:34, time: 2.246, data_time: 0.004, memory: 9526, top1_acc: 0.9299, top5_acc: 0.9959, loss_cls: 0.2126, loss: 0.2126, grad_norm: 0.8959 2021-04-05 20:51:54,014 - mmaction - INFO - Epoch [15][660/1567] lr: 1.377e-01, eta: 9:16:52, time: 2.365, data_time: 0.005, memory: 9526, top1_acc: 0.9340, top5_acc: 0.9980, loss_cls: 0.2062, loss: 0.2062, grad_norm: 0.8237 2021-04-05 20:52:36,691 - mmaction - INFO - Epoch [15][680/1567] lr: 1.374e-01, eta: 9:16:06, time: 2.133, data_time: 0.007, memory: 9526, top1_acc: 0.9385, top5_acc: 0.9975, loss_cls: 0.1981, loss: 0.1981, grad_norm: 0.8210 2021-04-05 20:53:19,814 - mmaction - INFO - Epoch [15][700/1567] lr: 1.371e-01, eta: 9:15:20, time: 2.161, data_time: 0.007, memory: 9526, top1_acc: 0.9402, top5_acc: 0.9986, loss_cls: 0.1894, loss: 0.1894, grad_norm: 0.8233 2021-04-05 20:54:02,957 - mmaction - INFO - Epoch [15][720/1567] lr: 1.367e-01, eta: 9:14:35, time: 2.158, data_time: 0.002, memory: 9526, top1_acc: 0.9326, top5_acc: 0.9973, loss_cls: 0.2139, loss: 0.2139, grad_norm: 0.8101 2021-04-05 20:54:49,277 - mmaction - INFO - Epoch [15][740/1567] lr: 1.364e-01, eta: 9:13:52, time: 2.317, data_time: 0.002, memory: 9526, top1_acc: 0.9332, top5_acc: 0.9967, loss_cls: 0.2162, loss: 0.2162, grad_norm: 0.8871 2021-04-05 20:55:31,667 - mmaction - INFO - Epoch [15][760/1567] lr: 1.361e-01, eta: 9:13:06, time: 2.120, data_time: 0.021, memory: 9526, top1_acc: 0.9355, top5_acc: 0.9979, loss_cls: 0.2076, loss: 0.2076, grad_norm: 0.8450 2021-04-05 20:56:15,846 - mmaction - INFO - Epoch [15][780/1567] lr: 1.358e-01, eta: 9:12:21, time: 2.205, data_time: 0.450, memory: 9526, top1_acc: 0.9395, top5_acc: 0.9975, loss_cls: 0.2020, loss: 0.2020, grad_norm: 0.8313 2021-04-05 20:56:59,425 - mmaction - INFO - Epoch [15][800/1567] lr: 1.355e-01, eta: 9:11:36, time: 2.179, data_time: 0.127, memory: 9526, top1_acc: 0.9295, top5_acc: 0.9965, loss_cls: 0.2227, loss: 0.2227, grad_norm: 0.9003 2021-04-05 20:57:44,481 - mmaction - INFO - Epoch [15][820/1567] lr: 1.352e-01, eta: 9:10:52, time: 2.253, data_time: 0.309, memory: 9526, top1_acc: 0.9393, top5_acc: 0.9979, loss_cls: 0.1953, loss: 0.1953, grad_norm: 0.8001 2021-04-05 20:58:28,740 - mmaction - INFO - Epoch [15][840/1567] lr: 1.348e-01, eta: 9:10:07, time: 2.214, data_time: 0.060, memory: 9526, top1_acc: 0.9305, top5_acc: 0.9947, loss_cls: 0.2229, loss: 0.2229, grad_norm: 0.8543 2021-04-05 20:59:12,113 - mmaction - INFO - Epoch [15][860/1567] lr: 1.345e-01, eta: 9:09:22, time: 2.169, data_time: 0.004, memory: 9526, top1_acc: 0.9324, top5_acc: 0.9979, loss_cls: 0.2157, loss: 0.2157, grad_norm: 0.8880 2021-04-05 20:59:55,346 - mmaction - INFO - Epoch [15][880/1567] lr: 1.342e-01, eta: 9:08:37, time: 2.161, data_time: 0.003, memory: 9526, top1_acc: 0.9285, top5_acc: 0.9973, loss_cls: 0.2207, loss: 0.2207, grad_norm: 0.8336 2021-04-05 21:00:42,480 - mmaction - INFO - Epoch [15][900/1567] lr: 1.339e-01, eta: 9:07:54, time: 2.358, data_time: 0.004, memory: 9526, top1_acc: 0.9379, top5_acc: 0.9980, loss_cls: 0.1989, loss: 0.1989, grad_norm: 0.8249 2021-04-05 21:01:25,677 - mmaction - INFO - Epoch [15][920/1567] lr: 1.336e-01, eta: 9:07:08, time: 2.160, data_time: 0.002, memory: 9526, top1_acc: 0.9430, top5_acc: 0.9977, loss_cls: 0.1803, loss: 0.1803, grad_norm: 0.7749 2021-04-05 21:02:08,462 - mmaction - INFO - Epoch [15][940/1567] lr: 1.333e-01, eta: 9:06:23, time: 2.133, data_time: 0.002, memory: 9526, top1_acc: 0.9363, top5_acc: 0.9977, loss_cls: 0.2090, loss: 0.2090, grad_norm: 0.8339 2021-04-05 21:02:53,531 - mmaction - INFO - Epoch [15][960/1567] lr: 1.329e-01, eta: 9:05:39, time: 2.259, data_time: 0.008, memory: 9526, top1_acc: 0.9391, top5_acc: 0.9969, loss_cls: 0.1938, loss: 0.1938, grad_norm: 0.8324 2021-04-05 21:03:37,387 - mmaction - INFO - Epoch [15][980/1567] lr: 1.326e-01, eta: 9:04:54, time: 2.194, data_time: 0.002, memory: 9526, top1_acc: 0.9301, top5_acc: 0.9965, loss_cls: 0.2128, loss: 0.2128, grad_norm: 0.9124 2021-04-05 21:04:24,909 - mmaction - INFO - Epoch [15][1000/1567] lr: 1.323e-01, eta: 9:04:11, time: 2.375, data_time: 0.002, memory: 9526, top1_acc: 0.9348, top5_acc: 0.9982, loss_cls: 0.2082, loss: 0.2082, grad_norm: 0.8432 2021-04-05 21:05:07,599 - mmaction - INFO - Epoch [15][1020/1567] lr: 1.320e-01, eta: 9:03:25, time: 2.131, data_time: 0.003, memory: 9526, top1_acc: 0.9324, top5_acc: 0.9982, loss_cls: 0.2049, loss: 0.2049, grad_norm: 0.8393 2021-04-05 21:05:53,226 - mmaction - INFO - Epoch [15][1040/1567] lr: 1.317e-01, eta: 9:02:42, time: 2.283, data_time: 0.006, memory: 9526, top1_acc: 0.9461, top5_acc: 0.9986, loss_cls: 0.1731, loss: 0.1731, grad_norm: 0.7709 2021-04-05 21:06:36,870 - mmaction - INFO - Epoch [15][1060/1567] lr: 1.314e-01, eta: 9:01:56, time: 2.182, data_time: 0.004, memory: 9526, top1_acc: 0.9398, top5_acc: 0.9984, loss_cls: 0.1896, loss: 0.1896, grad_norm: 0.8055 2021-04-05 21:07:23,132 - mmaction - INFO - Epoch [15][1080/1567] lr: 1.311e-01, eta: 9:01:13, time: 2.316, data_time: 0.004, memory: 9526, top1_acc: 0.9363, top5_acc: 0.9980, loss_cls: 0.1968, loss: 0.1968, grad_norm: 0.8476 2021-04-05 21:08:06,910 - mmaction - INFO - Epoch [15][1100/1567] lr: 1.307e-01, eta: 9:00:28, time: 2.190, data_time: 0.003, memory: 9526, top1_acc: 0.9432, top5_acc: 0.9973, loss_cls: 0.1926, loss: 0.1926, grad_norm: 0.8174 2021-04-05 21:08:49,801 - mmaction - INFO - Epoch [15][1120/1567] lr: 1.304e-01, eta: 8:59:43, time: 2.143, data_time: 0.001, memory: 9526, top1_acc: 0.9416, top5_acc: 0.9973, loss_cls: 0.1845, loss: 0.1845, grad_norm: 0.8246 2021-04-05 21:09:32,717 - mmaction - INFO - Epoch [15][1140/1567] lr: 1.301e-01, eta: 8:58:57, time: 2.145, data_time: 0.003, memory: 9526, top1_acc: 0.9400, top5_acc: 0.9980, loss_cls: 0.1934, loss: 0.1934, grad_norm: 0.8275 2021-04-05 21:10:15,472 - mmaction - INFO - Epoch [15][1160/1567] lr: 1.298e-01, eta: 8:58:11, time: 2.139, data_time: 0.014, memory: 9526, top1_acc: 0.9363, top5_acc: 0.9971, loss_cls: 0.2165, loss: 0.2165, grad_norm: 0.9048 2021-04-05 21:10:58,816 - mmaction - INFO - Epoch [15][1180/1567] lr: 1.295e-01, eta: 8:57:26, time: 2.166, data_time: 0.003, memory: 9526, top1_acc: 0.9340, top5_acc: 0.9975, loss_cls: 0.2033, loss: 0.2033, grad_norm: 0.8602 2021-04-05 21:11:42,955 - mmaction - INFO - Epoch [15][1200/1567] lr: 1.292e-01, eta: 8:56:41, time: 2.205, data_time: 0.033, memory: 9526, top1_acc: 0.9291, top5_acc: 0.9980, loss_cls: 0.2089, loss: 0.2089, grad_norm: 0.8702 2021-04-05 21:12:26,896 - mmaction - INFO - Epoch [15][1220/1567] lr: 1.289e-01, eta: 8:55:57, time: 2.201, data_time: 0.007, memory: 9526, top1_acc: 0.9320, top5_acc: 0.9965, loss_cls: 0.2182, loss: 0.2182, grad_norm: 0.9032 2021-04-05 21:13:12,172 - mmaction - INFO - Epoch [15][1240/1567] lr: 1.286e-01, eta: 8:55:12, time: 2.259, data_time: 0.004, memory: 9526, top1_acc: 0.9307, top5_acc: 0.9973, loss_cls: 0.2118, loss: 0.2118, grad_norm: 0.8856 2021-04-05 21:13:58,368 - mmaction - INFO - Epoch [15][1260/1567] lr: 1.282e-01, eta: 8:54:29, time: 2.314, data_time: 0.011, memory: 9526, top1_acc: 0.9430, top5_acc: 0.9984, loss_cls: 0.1923, loss: 0.1923, grad_norm: 0.7913 2021-04-05 21:14:39,053 - mmaction - INFO - Epoch [15][1280/1567] lr: 1.279e-01, eta: 8:53:42, time: 2.032, data_time: 0.002, memory: 9526, top1_acc: 0.9400, top5_acc: 0.9984, loss_cls: 0.1879, loss: 0.1879, grad_norm: 0.8492 2021-04-05 21:15:22,859 - mmaction - INFO - Epoch [15][1300/1567] lr: 1.276e-01, eta: 8:52:57, time: 2.190, data_time: 0.004, memory: 9526, top1_acc: 0.9373, top5_acc: 0.9979, loss_cls: 0.2033, loss: 0.2033, grad_norm: 0.8872 2021-04-05 21:16:05,933 - mmaction - INFO - Epoch [15][1320/1567] lr: 1.273e-01, eta: 8:52:12, time: 2.156, data_time: 0.007, memory: 9526, top1_acc: 0.9346, top5_acc: 0.9973, loss_cls: 0.2090, loss: 0.2090, grad_norm: 0.8917 2021-04-05 21:16:49,288 - mmaction - INFO - Epoch [15][1340/1567] lr: 1.270e-01, eta: 8:51:27, time: 2.169, data_time: 0.003, memory: 9526, top1_acc: 0.9381, top5_acc: 0.9979, loss_cls: 0.1944, loss: 0.1944, grad_norm: 0.8479 2021-04-05 21:17:35,693 - mmaction - INFO - Epoch [15][1360/1567] lr: 1.267e-01, eta: 8:50:43, time: 2.316, data_time: 0.001, memory: 9526, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 0.1888, loss: 0.1888, grad_norm: 0.8351 2021-04-05 21:18:14,722 - mmaction - INFO - Epoch [15][1380/1567] lr: 1.264e-01, eta: 8:49:55, time: 1.950, data_time: 0.005, memory: 9526, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 0.1757, loss: 0.1757, grad_norm: 0.8042 2021-04-05 21:18:59,670 - mmaction - INFO - Epoch [15][1400/1567] lr: 1.261e-01, eta: 8:49:11, time: 2.252, data_time: 0.008, memory: 9526, top1_acc: 0.9432, top5_acc: 0.9977, loss_cls: 0.1774, loss: 0.1774, grad_norm: 0.8264 2021-04-05 21:19:45,457 - mmaction - INFO - Epoch [15][1420/1567] lr: 1.258e-01, eta: 8:48:28, time: 2.290, data_time: 0.003, memory: 9526, top1_acc: 0.9371, top5_acc: 0.9967, loss_cls: 0.2104, loss: 0.2104, grad_norm: 0.9012 2021-04-05 21:20:29,586 - mmaction - INFO - Epoch [15][1440/1567] lr: 1.254e-01, eta: 8:47:43, time: 2.205, data_time: 0.002, memory: 9526, top1_acc: 0.9449, top5_acc: 0.9982, loss_cls: 0.1793, loss: 0.1793, grad_norm: 0.7870 2021-04-05 21:21:14,478 - mmaction - INFO - Epoch [15][1460/1567] lr: 1.251e-01, eta: 8:46:58, time: 2.242, data_time: 0.003, memory: 9526, top1_acc: 0.9383, top5_acc: 0.9979, loss_cls: 0.1889, loss: 0.1889, grad_norm: 0.8493 2021-04-05 21:21:56,568 - mmaction - INFO - Epoch [15][1480/1567] lr: 1.248e-01, eta: 8:46:13, time: 2.107, data_time: 0.006, memory: 9526, top1_acc: 0.9424, top5_acc: 0.9980, loss_cls: 0.1876, loss: 0.1876, grad_norm: 0.8689 2021-04-05 21:22:42,135 - mmaction - INFO - Epoch [15][1500/1567] lr: 1.245e-01, eta: 8:45:29, time: 2.277, data_time: 0.276, memory: 9526, top1_acc: 0.9318, top5_acc: 0.9975, loss_cls: 0.2102, loss: 0.2102, grad_norm: 0.8772 2021-04-05 21:23:29,139 - mmaction - INFO - Epoch [15][1520/1567] lr: 1.242e-01, eta: 8:44:46, time: 2.352, data_time: 0.005, memory: 9526, top1_acc: 0.9445, top5_acc: 0.9969, loss_cls: 0.1774, loss: 0.1774, grad_norm: 0.7765 2021-04-05 21:24:12,773 - mmaction - INFO - Epoch [15][1540/1567] lr: 1.239e-01, eta: 8:44:01, time: 2.179, data_time: 0.019, memory: 9526, top1_acc: 0.9410, top5_acc: 0.9980, loss_cls: 0.1855, loss: 0.1855, grad_norm: 0.8397 2021-04-05 21:24:56,535 - mmaction - INFO - Epoch [15][1560/1567] lr: 1.236e-01, eta: 8:43:16, time: 2.190, data_time: 0.021, memory: 9526, top1_acc: 0.9393, top5_acc: 0.9971, loss_cls: 0.1972, loss: 0.1972, grad_norm: 0.8720 2021-04-05 21:25:05,900 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-04-05 21:27:38,376 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 21:27:38,456 - mmaction - INFO - top1_acc 0.8795 top5_acc 0.9885 2021-04-05 21:27:38,456 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 21:27:38,486 - mmaction - INFO - mean_acc 0.8794 2021-04-05 21:27:38,486 - mmaction - INFO - Now best checkpoint is epoch_15.pth 2021-04-05 21:27:38,498 - mmaction - INFO - Epoch(val) [15][1567] top1_acc: 0.8795, top5_acc: 0.9885, mean_class_accuracy: 0.8794 2021-04-05 21:29:10,881 - mmaction - INFO - Epoch [16][20/1567] lr: 1.232e-01, eta: 8:42:35, time: 4.618, data_time: 2.735, memory: 9526, top1_acc: 0.9248, top5_acc: 0.9957, loss_cls: 0.2517, loss: 0.2517, grad_norm: 0.9302 2021-04-05 21:29:53,246 - mmaction - INFO - Epoch [16][40/1567] lr: 1.229e-01, eta: 8:41:49, time: 2.118, data_time: 0.029, memory: 9526, top1_acc: 0.9311, top5_acc: 0.9963, loss_cls: 0.2193, loss: 0.2193, grad_norm: 0.9042 2021-04-05 21:30:38,946 - mmaction - INFO - Epoch [16][60/1567] lr: 1.226e-01, eta: 8:41:05, time: 2.285, data_time: 0.003, memory: 9526, top1_acc: 0.9430, top5_acc: 0.9980, loss_cls: 0.1876, loss: 0.1876, grad_norm: 0.8359 2021-04-05 21:31:25,109 - mmaction - INFO - Epoch [16][80/1567] lr: 1.222e-01, eta: 8:40:22, time: 2.306, data_time: 0.007, memory: 9526, top1_acc: 0.9400, top5_acc: 0.9984, loss_cls: 0.1916, loss: 0.1916, grad_norm: 0.8492 2021-04-05 21:32:08,035 - mmaction - INFO - Epoch [16][100/1567] lr: 1.219e-01, eta: 8:39:36, time: 2.144, data_time: 0.126, memory: 9526, top1_acc: 0.9436, top5_acc: 0.9980, loss_cls: 0.1757, loss: 0.1757, grad_norm: 0.7606 2021-04-05 21:32:53,349 - mmaction - INFO - Epoch [16][120/1567] lr: 1.216e-01, eta: 8:38:52, time: 2.270, data_time: 0.092, memory: 9526, top1_acc: 0.9389, top5_acc: 0.9990, loss_cls: 0.1785, loss: 0.1785, grad_norm: 0.8214 2021-04-05 21:33:39,513 - mmaction - INFO - Epoch [16][140/1567] lr: 1.213e-01, eta: 8:38:09, time: 2.304, data_time: 0.254, memory: 9526, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 0.1765, loss: 0.1765, grad_norm: 0.8471 2021-04-05 21:34:20,965 - mmaction - INFO - Epoch [16][160/1567] lr: 1.210e-01, eta: 8:37:22, time: 2.076, data_time: 0.006, memory: 9526, top1_acc: 0.9400, top5_acc: 0.9967, loss_cls: 0.1964, loss: 0.1964, grad_norm: 0.9186 2021-04-05 21:35:03,340 - mmaction - INFO - Epoch [16][180/1567] lr: 1.207e-01, eta: 8:36:36, time: 2.116, data_time: 0.003, memory: 9526, top1_acc: 0.9432, top5_acc: 0.9984, loss_cls: 0.1850, loss: 0.1850, grad_norm: 0.8192 2021-04-05 21:35:48,253 - mmaction - INFO - Epoch [16][200/1567] lr: 1.204e-01, eta: 8:35:52, time: 2.249, data_time: 0.006, memory: 9526, top1_acc: 0.9424, top5_acc: 0.9973, loss_cls: 0.1890, loss: 0.1890, grad_norm: 0.8214 2021-04-05 21:36:36,633 - mmaction - INFO - Epoch [16][220/1567] lr: 1.201e-01, eta: 8:35:10, time: 2.418, data_time: 0.003, memory: 9526, top1_acc: 0.9430, top5_acc: 0.9975, loss_cls: 0.1881, loss: 0.1881, grad_norm: 0.8536 2021-04-05 21:37:19,699 - mmaction - INFO - Epoch [16][240/1567] lr: 1.198e-01, eta: 8:34:25, time: 2.155, data_time: 0.003, memory: 9526, top1_acc: 0.9479, top5_acc: 0.9980, loss_cls: 0.1733, loss: 0.1733, grad_norm: 0.8006 2021-04-05 21:37:59,432 - mmaction - INFO - Epoch [16][260/1567] lr: 1.195e-01, eta: 8:33:37, time: 1.985, data_time: 0.001, memory: 9526, top1_acc: 0.9396, top5_acc: 0.9963, loss_cls: 0.1882, loss: 0.1882, grad_norm: 0.8783 2021-04-05 21:38:45,462 - mmaction - INFO - Epoch [16][280/1567] lr: 1.192e-01, eta: 8:32:54, time: 2.302, data_time: 0.238, memory: 9526, top1_acc: 0.9395, top5_acc: 0.9986, loss_cls: 0.1825, loss: 0.1825, grad_norm: 0.8624 2021-04-05 21:39:29,302 - mmaction - INFO - Epoch [16][300/1567] lr: 1.189e-01, eta: 8:32:09, time: 2.190, data_time: 0.049, memory: 9526, top1_acc: 0.9459, top5_acc: 0.9975, loss_cls: 0.1774, loss: 0.1774, grad_norm: 0.8184 2021-04-05 21:40:13,922 - mmaction - INFO - Epoch [16][320/1567] lr: 1.186e-01, eta: 8:31:24, time: 2.233, data_time: 0.004, memory: 9526, top1_acc: 0.9520, top5_acc: 0.9986, loss_cls: 0.1670, loss: 0.1670, grad_norm: 0.8244 2021-04-05 21:40:58,599 - mmaction - INFO - Epoch [16][340/1567] lr: 1.183e-01, eta: 8:30:40, time: 2.232, data_time: 0.001, memory: 9526, top1_acc: 0.9395, top5_acc: 0.9979, loss_cls: 0.1879, loss: 0.1879, grad_norm: 0.8870 2021-04-05 21:41:43,062 - mmaction - INFO - Epoch [16][360/1567] lr: 1.180e-01, eta: 8:29:55, time: 2.220, data_time: 0.004, memory: 9526, top1_acc: 0.9420, top5_acc: 0.9986, loss_cls: 0.1824, loss: 0.1824, grad_norm: 0.8488 2021-04-05 21:42:28,613 - mmaction - INFO - Epoch [16][380/1567] lr: 1.177e-01, eta: 8:29:11, time: 2.280, data_time: 0.007, memory: 9526, top1_acc: 0.9455, top5_acc: 0.9980, loss_cls: 0.1744, loss: 0.1744, grad_norm: 0.8078 2021-04-05 21:43:14,881 - mmaction - INFO - Epoch [16][400/1567] lr: 1.173e-01, eta: 8:28:28, time: 2.314, data_time: 0.005, memory: 9526, top1_acc: 0.9441, top5_acc: 0.9980, loss_cls: 0.1676, loss: 0.1676, grad_norm: 0.8185 2021-04-05 21:44:01,439 - mmaction - INFO - Epoch [16][420/1567] lr: 1.170e-01, eta: 8:27:44, time: 2.328, data_time: 0.003, memory: 9526, top1_acc: 0.9479, top5_acc: 0.9980, loss_cls: 0.1698, loss: 0.1698, grad_norm: 0.8313 2021-04-05 21:44:45,725 - mmaction - INFO - Epoch [16][440/1567] lr: 1.167e-01, eta: 8:27:00, time: 2.215, data_time: 0.002, memory: 9526, top1_acc: 0.9414, top5_acc: 0.9967, loss_cls: 0.1967, loss: 0.1967, grad_norm: 0.8986 2021-04-05 21:45:28,036 - mmaction - INFO - Epoch [16][460/1567] lr: 1.164e-01, eta: 8:26:14, time: 2.116, data_time: 0.001, memory: 9526, top1_acc: 0.9434, top5_acc: 0.9973, loss_cls: 0.1839, loss: 0.1839, grad_norm: 0.8542 2021-04-05 21:46:11,973 - mmaction - INFO - Epoch [16][480/1567] lr: 1.161e-01, eta: 8:25:29, time: 2.192, data_time: 0.001, memory: 9526, top1_acc: 0.9443, top5_acc: 0.9973, loss_cls: 0.1802, loss: 0.1802, grad_norm: 0.8566 2021-04-05 21:46:56,717 - mmaction - INFO - Epoch [16][500/1567] lr: 1.158e-01, eta: 8:24:45, time: 2.236, data_time: 0.006, memory: 9526, top1_acc: 0.9453, top5_acc: 0.9977, loss_cls: 0.1738, loss: 0.1738, grad_norm: 0.8748 2021-04-05 21:47:43,744 - mmaction - INFO - Epoch [16][520/1567] lr: 1.155e-01, eta: 8:24:02, time: 2.355, data_time: 0.007, memory: 9526, top1_acc: 0.9381, top5_acc: 0.9977, loss_cls: 0.1902, loss: 0.1902, grad_norm: 0.8931 2021-04-05 21:48:26,043 - mmaction - INFO - Epoch [16][540/1567] lr: 1.152e-01, eta: 8:23:16, time: 2.115, data_time: 0.003, memory: 9526, top1_acc: 0.9406, top5_acc: 0.9986, loss_cls: 0.1898, loss: 0.1898, grad_norm: 0.8687 2021-04-05 21:49:07,969 - mmaction - INFO - Epoch [16][560/1567] lr: 1.149e-01, eta: 8:22:30, time: 2.097, data_time: 0.049, memory: 9526, top1_acc: 0.9418, top5_acc: 0.9982, loss_cls: 0.1847, loss: 0.1847, grad_norm: 0.8723 2021-04-05 21:49:50,772 - mmaction - INFO - Epoch [16][580/1567] lr: 1.146e-01, eta: 8:21:44, time: 2.140, data_time: 0.002, memory: 9526, top1_acc: 0.9404, top5_acc: 0.9963, loss_cls: 0.1915, loss: 0.1915, grad_norm: 0.8126 2021-04-05 21:50:35,387 - mmaction - INFO - Epoch [16][600/1567] lr: 1.143e-01, eta: 8:21:00, time: 2.228, data_time: 0.002, memory: 9526, top1_acc: 0.9477, top5_acc: 0.9975, loss_cls: 0.1780, loss: 0.1780, grad_norm: 0.8508 2021-04-05 21:51:19,248 - mmaction - INFO - Epoch [16][620/1567] lr: 1.140e-01, eta: 8:20:15, time: 2.192, data_time: 0.005, memory: 9526, top1_acc: 0.9457, top5_acc: 0.9980, loss_cls: 0.1730, loss: 0.1730, grad_norm: 0.8416 2021-04-05 21:52:06,576 - mmaction - INFO - Epoch [16][640/1567] lr: 1.137e-01, eta: 8:19:32, time: 2.368, data_time: 0.006, memory: 9526, top1_acc: 0.9457, top5_acc: 0.9982, loss_cls: 0.1735, loss: 0.1735, grad_norm: 0.8239 2021-04-05 21:52:48,887 - mmaction - INFO - Epoch [16][660/1567] lr: 1.134e-01, eta: 8:18:46, time: 2.117, data_time: 0.005, memory: 9526, top1_acc: 0.9463, top5_acc: 0.9986, loss_cls: 0.1675, loss: 0.1675, grad_norm: 0.8291 2021-04-05 21:53:34,701 - mmaction - INFO - Epoch [16][680/1567] lr: 1.131e-01, eta: 8:18:02, time: 2.291, data_time: 0.004, memory: 9526, top1_acc: 0.9494, top5_acc: 0.9980, loss_cls: 0.1656, loss: 0.1656, grad_norm: 0.8420 2021-04-05 21:54:19,288 - mmaction - INFO - Epoch [16][700/1567] lr: 1.128e-01, eta: 8:17:18, time: 2.228, data_time: 0.004, memory: 9526, top1_acc: 0.9486, top5_acc: 0.9982, loss_cls: 0.1703, loss: 0.1703, grad_norm: 0.8620 2021-04-05 21:55:03,109 - mmaction - INFO - Epoch [16][720/1567] lr: 1.125e-01, eta: 8:16:33, time: 2.191, data_time: 0.005, memory: 9526, top1_acc: 0.9441, top5_acc: 0.9982, loss_cls: 0.1776, loss: 0.1776, grad_norm: 0.8471 2021-04-05 21:55:47,191 - mmaction - INFO - Epoch [16][740/1567] lr: 1.122e-01, eta: 8:15:48, time: 2.206, data_time: 0.005, memory: 9526, top1_acc: 0.9510, top5_acc: 0.9971, loss_cls: 0.1625, loss: 0.1625, grad_norm: 0.8292 2021-04-05 21:56:30,058 - mmaction - INFO - Epoch [16][760/1567] lr: 1.119e-01, eta: 8:15:03, time: 2.144, data_time: 0.520, memory: 9526, top1_acc: 0.9449, top5_acc: 0.9979, loss_cls: 0.1674, loss: 0.1674, grad_norm: 0.8058 2021-04-05 21:57:16,533 - mmaction - INFO - Epoch [16][780/1567] lr: 1.116e-01, eta: 8:14:19, time: 2.323, data_time: 0.628, memory: 9526, top1_acc: 0.9396, top5_acc: 0.9984, loss_cls: 0.1892, loss: 0.1892, grad_norm: 0.8972 2021-04-05 21:57:59,550 - mmaction - INFO - Epoch [16][800/1567] lr: 1.113e-01, eta: 8:13:34, time: 2.152, data_time: 0.061, memory: 9526, top1_acc: 0.9457, top5_acc: 0.9986, loss_cls: 0.1723, loss: 0.1723, grad_norm: 0.8173 2021-04-05 21:58:45,497 - mmaction - INFO - Epoch [16][820/1567] lr: 1.110e-01, eta: 8:12:50, time: 2.298, data_time: 0.561, memory: 9526, top1_acc: 0.9488, top5_acc: 0.9992, loss_cls: 0.1558, loss: 0.1558, grad_norm: 0.8248 2021-04-05 21:59:26,324 - mmaction - INFO - Epoch [16][840/1567] lr: 1.107e-01, eta: 8:12:04, time: 2.039, data_time: 0.268, memory: 9526, top1_acc: 0.9451, top5_acc: 0.9979, loss_cls: 0.1721, loss: 0.1721, grad_norm: 0.8776 2021-04-05 22:00:10,482 - mmaction - INFO - Epoch [16][860/1567] lr: 1.104e-01, eta: 8:11:19, time: 2.209, data_time: 0.461, memory: 9526, top1_acc: 0.9367, top5_acc: 0.9973, loss_cls: 0.1996, loss: 0.1996, grad_norm: 0.9452 2021-04-05 22:00:53,887 - mmaction - INFO - Epoch [16][880/1567] lr: 1.101e-01, eta: 8:10:34, time: 2.170, data_time: 0.273, memory: 9526, top1_acc: 0.9418, top5_acc: 0.9977, loss_cls: 0.1831, loss: 0.1831, grad_norm: 0.8482 2021-04-05 22:01:37,842 - mmaction - INFO - Epoch [16][900/1567] lr: 1.098e-01, eta: 8:09:49, time: 2.197, data_time: 0.702, memory: 9526, top1_acc: 0.9496, top5_acc: 0.9982, loss_cls: 0.1644, loss: 0.1644, grad_norm: 0.8399 2021-04-05 22:02:25,185 - mmaction - INFO - Epoch [16][920/1567] lr: 1.095e-01, eta: 8:09:06, time: 2.366, data_time: 0.098, memory: 9526, top1_acc: 0.9465, top5_acc: 0.9982, loss_cls: 0.1616, loss: 0.1616, grad_norm: 0.8047 2021-04-05 22:03:11,373 - mmaction - INFO - Epoch [16][940/1567] lr: 1.092e-01, eta: 8:08:22, time: 2.307, data_time: 0.006, memory: 9526, top1_acc: 0.9488, top5_acc: 0.9977, loss_cls: 0.1702, loss: 0.1702, grad_norm: 0.8465 2021-04-05 22:03:52,460 - mmaction - INFO - Epoch [16][960/1567] lr: 1.089e-01, eta: 8:07:36, time: 2.060, data_time: 0.013, memory: 9526, top1_acc: 0.9523, top5_acc: 0.9986, loss_cls: 0.1562, loss: 0.1562, grad_norm: 0.8017 2021-04-05 22:04:37,959 - mmaction - INFO - Epoch [16][980/1567] lr: 1.086e-01, eta: 8:06:52, time: 2.276, data_time: 0.003, memory: 9526, top1_acc: 0.9422, top5_acc: 0.9979, loss_cls: 0.1881, loss: 0.1881, grad_norm: 0.9129 2021-04-05 22:05:20,491 - mmaction - INFO - Epoch [16][1000/1567] lr: 1.083e-01, eta: 8:06:06, time: 2.126, data_time: 0.008, memory: 9526, top1_acc: 0.9439, top5_acc: 0.9973, loss_cls: 0.1818, loss: 0.1818, grad_norm: 0.8925 2021-04-05 22:06:05,214 - mmaction - INFO - Epoch [16][1020/1567] lr: 1.080e-01, eta: 8:05:22, time: 2.237, data_time: 0.002, memory: 9526, top1_acc: 0.9469, top5_acc: 0.9977, loss_cls: 0.1669, loss: 0.1669, grad_norm: 0.8610 2021-04-05 22:06:50,285 - mmaction - INFO - Epoch [16][1040/1567] lr: 1.077e-01, eta: 8:04:38, time: 2.254, data_time: 0.003, memory: 9526, top1_acc: 0.9457, top5_acc: 0.9988, loss_cls: 0.1662, loss: 0.1662, grad_norm: 0.8739 2021-04-05 22:07:35,896 - mmaction - INFO - Epoch [16][1060/1567] lr: 1.074e-01, eta: 8:03:54, time: 2.278, data_time: 0.003, memory: 9526, top1_acc: 0.9428, top5_acc: 0.9980, loss_cls: 0.1827, loss: 0.1827, grad_norm: 0.9446 2021-04-05 22:08:18,590 - mmaction - INFO - Epoch [16][1080/1567] lr: 1.071e-01, eta: 8:03:08, time: 2.137, data_time: 0.005, memory: 9526, top1_acc: 0.9451, top5_acc: 0.9984, loss_cls: 0.1740, loss: 0.1740, grad_norm: 0.8461 2021-04-05 22:09:03,945 - mmaction - INFO - Epoch [16][1100/1567] lr: 1.068e-01, eta: 8:02:24, time: 2.268, data_time: 0.002, memory: 9526, top1_acc: 0.9496, top5_acc: 0.9980, loss_cls: 0.1677, loss: 0.1677, grad_norm: 0.8502 2021-04-05 22:09:47,719 - mmaction - INFO - Epoch [16][1120/1567] lr: 1.066e-01, eta: 8:01:39, time: 2.185, data_time: 0.003, memory: 9526, top1_acc: 0.9408, top5_acc: 0.9971, loss_cls: 0.1790, loss: 0.1790, grad_norm: 0.9175 2021-04-05 22:10:32,871 - mmaction - INFO - Epoch [16][1140/1567] lr: 1.063e-01, eta: 8:00:55, time: 2.262, data_time: 0.399, memory: 9526, top1_acc: 0.9502, top5_acc: 0.9979, loss_cls: 0.1636, loss: 0.1636, grad_norm: 0.8277 2021-04-05 22:11:16,342 - mmaction - INFO - Epoch [16][1160/1567] lr: 1.060e-01, eta: 8:00:10, time: 2.172, data_time: 0.811, memory: 9526, top1_acc: 0.9525, top5_acc: 0.9986, loss_cls: 0.1492, loss: 0.1492, grad_norm: 0.7915 2021-04-05 22:11:58,980 - mmaction - INFO - Epoch [16][1180/1567] lr: 1.057e-01, eta: 7:59:25, time: 2.133, data_time: 0.127, memory: 9526, top1_acc: 0.9420, top5_acc: 0.9973, loss_cls: 0.1892, loss: 0.1892, grad_norm: 0.9155 2021-04-05 22:12:43,093 - mmaction - INFO - Epoch [16][1200/1567] lr: 1.054e-01, eta: 7:58:40, time: 2.203, data_time: 0.138, memory: 9526, top1_acc: 0.9447, top5_acc: 0.9984, loss_cls: 0.1834, loss: 0.1834, grad_norm: 0.8973 2021-04-05 22:13:27,201 - mmaction - INFO - Epoch [16][1220/1567] lr: 1.051e-01, eta: 7:57:55, time: 2.204, data_time: 0.005, memory: 9526, top1_acc: 0.9443, top5_acc: 0.9977, loss_cls: 0.1679, loss: 0.1679, grad_norm: 0.8626 2021-04-05 22:14:10,502 - mmaction - INFO - Epoch [16][1240/1567] lr: 1.048e-01, eta: 7:57:10, time: 2.164, data_time: 0.053, memory: 9526, top1_acc: 0.9553, top5_acc: 0.9986, loss_cls: 0.1468, loss: 0.1468, grad_norm: 0.7941 2021-04-05 22:14:55,654 - mmaction - INFO - Epoch [16][1260/1567] lr: 1.045e-01, eta: 7:56:26, time: 2.261, data_time: 0.007, memory: 9526, top1_acc: 0.9510, top5_acc: 0.9982, loss_cls: 0.1556, loss: 0.1556, grad_norm: 0.8359 2021-04-05 22:15:40,656 - mmaction - INFO - Epoch [16][1280/1567] lr: 1.042e-01, eta: 7:55:42, time: 2.250, data_time: 0.101, memory: 9526, top1_acc: 0.9439, top5_acc: 0.9986, loss_cls: 0.1820, loss: 0.1820, grad_norm: 0.9333 2021-04-05 22:16:23,101 - mmaction - INFO - Epoch [16][1300/1567] lr: 1.039e-01, eta: 7:54:56, time: 2.118, data_time: 0.027, memory: 9526, top1_acc: 0.9471, top5_acc: 0.9984, loss_cls: 0.1707, loss: 0.1707, grad_norm: 0.8815 2021-04-05 22:17:07,790 - mmaction - INFO - Epoch [16][1320/1567] lr: 1.036e-01, eta: 7:54:11, time: 2.236, data_time: 0.007, memory: 9526, top1_acc: 0.9443, top5_acc: 0.9980, loss_cls: 0.1763, loss: 0.1763, grad_norm: 0.9048 2021-04-05 22:17:50,900 - mmaction - INFO - Epoch [16][1340/1567] lr: 1.033e-01, eta: 7:53:26, time: 2.158, data_time: 0.005, memory: 9526, top1_acc: 0.9551, top5_acc: 0.9994, loss_cls: 0.1543, loss: 0.1543, grad_norm: 0.8097 2021-04-05 22:18:34,315 - mmaction - INFO - Epoch [16][1360/1567] lr: 1.030e-01, eta: 7:52:41, time: 2.170, data_time: 0.003, memory: 9526, top1_acc: 0.9521, top5_acc: 0.9982, loss_cls: 0.1540, loss: 0.1540, grad_norm: 0.8277 2021-04-05 22:19:19,626 - mmaction - INFO - Epoch [16][1380/1567] lr: 1.027e-01, eta: 7:51:57, time: 2.266, data_time: 0.003, memory: 9526, top1_acc: 0.9574, top5_acc: 0.9992, loss_cls: 0.1369, loss: 0.1369, grad_norm: 0.8194 2021-04-05 22:20:05,039 - mmaction - INFO - Epoch [16][1400/1567] lr: 1.024e-01, eta: 7:51:13, time: 2.270, data_time: 0.005, memory: 9526, top1_acc: 0.9514, top5_acc: 0.9986, loss_cls: 0.1624, loss: 0.1624, grad_norm: 0.8685 2021-04-05 22:20:48,464 - mmaction - INFO - Epoch [16][1420/1567] lr: 1.021e-01, eta: 7:50:28, time: 2.170, data_time: 0.004, memory: 9526, top1_acc: 0.9393, top5_acc: 0.9982, loss_cls: 0.1870, loss: 0.1870, grad_norm: 0.9380 2021-04-05 22:21:32,432 - mmaction - INFO - Epoch [16][1440/1567] lr: 1.019e-01, eta: 7:49:43, time: 2.201, data_time: 0.005, memory: 9526, top1_acc: 0.9477, top5_acc: 0.9982, loss_cls: 0.1637, loss: 0.1637, grad_norm: 0.8465 2021-04-05 22:22:16,494 - mmaction - INFO - Epoch [16][1460/1567] lr: 1.016e-01, eta: 7:48:58, time: 2.202, data_time: 0.075, memory: 9526, top1_acc: 0.9496, top5_acc: 0.9988, loss_cls: 0.1547, loss: 0.1547, grad_norm: 0.8422 2021-04-05 22:23:00,678 - mmaction - INFO - Epoch [16][1480/1567] lr: 1.013e-01, eta: 7:48:14, time: 2.208, data_time: 0.003, memory: 9526, top1_acc: 0.9523, top5_acc: 0.9984, loss_cls: 0.1523, loss: 0.1523, grad_norm: 0.8492 2021-04-05 22:23:45,026 - mmaction - INFO - Epoch [16][1500/1567] lr: 1.010e-01, eta: 7:47:29, time: 2.219, data_time: 0.004, memory: 9526, top1_acc: 0.9488, top5_acc: 0.9980, loss_cls: 0.1558, loss: 0.1558, grad_norm: 0.8709 2021-04-05 22:24:27,894 - mmaction - INFO - Epoch [16][1520/1567] lr: 1.007e-01, eta: 7:46:44, time: 2.144, data_time: 0.003, memory: 9526, top1_acc: 0.9465, top5_acc: 0.9982, loss_cls: 0.1621, loss: 0.1621, grad_norm: 0.8914 2021-04-05 22:25:13,726 - mmaction - INFO - Epoch [16][1540/1567] lr: 1.004e-01, eta: 7:46:00, time: 2.292, data_time: 0.038, memory: 9526, top1_acc: 0.9480, top5_acc: 0.9986, loss_cls: 0.1563, loss: 0.1563, grad_norm: 0.8095 2021-04-05 22:25:57,659 - mmaction - INFO - Epoch [16][1560/1567] lr: 1.001e-01, eta: 7:45:15, time: 2.198, data_time: 0.004, memory: 9526, top1_acc: 0.9541, top5_acc: 0.9986, loss_cls: 0.1504, loss: 0.1504, grad_norm: 0.8525 2021-04-05 22:26:05,440 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-04-05 22:28:36,269 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 22:28:36,345 - mmaction - INFO - top1_acc 0.8726 top5_acc 0.9843 2021-04-05 22:28:36,345 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 22:28:36,375 - mmaction - INFO - mean_acc 0.8725 2021-04-05 22:28:36,378 - mmaction - INFO - Epoch(val) [16][1567] top1_acc: 0.8726, top5_acc: 0.9843, mean_class_accuracy: 0.8725 2021-04-05 22:30:01,970 - mmaction - INFO - Epoch [17][20/1567] lr: 9.973e-02, eta: 7:44:28, time: 4.275, data_time: 2.406, memory: 9526, top1_acc: 0.9482, top5_acc: 0.9984, loss_cls: 0.1822, loss: 0.1822, grad_norm: 0.8607 2021-04-05 22:30:45,426 - mmaction - INFO - Epoch [17][40/1567] lr: 9.944e-02, eta: 7:43:43, time: 2.175, data_time: 0.031, memory: 9526, top1_acc: 0.9527, top5_acc: 0.9975, loss_cls: 0.1612, loss: 0.1612, grad_norm: 0.8528 2021-04-05 22:31:30,849 - mmaction - INFO - Epoch [17][60/1567] lr: 9.915e-02, eta: 7:42:59, time: 2.272, data_time: 0.052, memory: 9526, top1_acc: 0.9516, top5_acc: 0.9979, loss_cls: 0.1639, loss: 0.1639, grad_norm: 0.8751 2021-04-05 22:32:13,363 - mmaction - INFO - Epoch [17][80/1567] lr: 9.886e-02, eta: 7:42:13, time: 2.122, data_time: 0.006, memory: 9526, top1_acc: 0.9465, top5_acc: 0.9988, loss_cls: 0.1698, loss: 0.1698, grad_norm: 0.8819 2021-04-05 22:33:00,011 - mmaction - INFO - Epoch [17][100/1567] lr: 9.857e-02, eta: 7:41:30, time: 2.336, data_time: 0.007, memory: 9526, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.1669, loss: 0.1669, grad_norm: 0.8901 2021-04-05 22:33:45,987 - mmaction - INFO - Epoch [17][120/1567] lr: 9.828e-02, eta: 7:40:46, time: 2.299, data_time: 0.004, memory: 9526, top1_acc: 0.9475, top5_acc: 0.9986, loss_cls: 0.1689, loss: 0.1689, grad_norm: 0.9074 2021-04-05 22:34:32,170 - mmaction - INFO - Epoch [17][140/1567] lr: 9.800e-02, eta: 7:40:02, time: 2.311, data_time: 0.003, memory: 9526, top1_acc: 0.9559, top5_acc: 0.9975, loss_cls: 0.1507, loss: 0.1507, grad_norm: 0.8638 2021-04-05 22:35:13,985 - mmaction - INFO - Epoch [17][160/1567] lr: 9.771e-02, eta: 7:39:16, time: 2.088, data_time: 0.001, memory: 9526, top1_acc: 0.9553, top5_acc: 0.9986, loss_cls: 0.1467, loss: 0.1467, grad_norm: 0.8169 2021-04-05 22:35:56,297 - mmaction - INFO - Epoch [17][180/1567] lr: 9.742e-02, eta: 7:38:31, time: 2.117, data_time: 0.015, memory: 9526, top1_acc: 0.9486, top5_acc: 0.9990, loss_cls: 0.1580, loss: 0.1580, grad_norm: 0.8991 2021-04-05 22:36:38,804 - mmaction - INFO - Epoch [17][200/1567] lr: 9.713e-02, eta: 7:37:45, time: 2.124, data_time: 0.002, memory: 9526, top1_acc: 0.9508, top5_acc: 0.9982, loss_cls: 0.1591, loss: 0.1591, grad_norm: 0.8438 2021-04-05 22:37:22,483 - mmaction - INFO - Epoch [17][220/1567] lr: 9.685e-02, eta: 7:37:00, time: 2.183, data_time: 0.004, memory: 9526, top1_acc: 0.9488, top5_acc: 0.9980, loss_cls: 0.1654, loss: 0.1654, grad_norm: 0.8973 2021-04-05 22:38:10,474 - mmaction - INFO - Epoch [17][240/1567] lr: 9.656e-02, eta: 7:36:17, time: 2.399, data_time: 0.010, memory: 9526, top1_acc: 0.9484, top5_acc: 0.9988, loss_cls: 0.1588, loss: 0.1588, grad_norm: 0.8964 2021-04-05 22:38:51,764 - mmaction - INFO - Epoch [17][260/1567] lr: 9.628e-02, eta: 7:35:31, time: 2.068, data_time: 0.005, memory: 9526, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 0.1560, loss: 0.1560, grad_norm: 0.9263 2021-04-05 22:39:36,032 - mmaction - INFO - Epoch [17][280/1567] lr: 9.599e-02, eta: 7:34:47, time: 2.211, data_time: 0.002, memory: 9526, top1_acc: 0.9459, top5_acc: 0.9984, loss_cls: 0.1726, loss: 0.1726, grad_norm: 0.9075 2021-04-05 22:40:20,677 - mmaction - INFO - Epoch [17][300/1567] lr: 9.571e-02, eta: 7:34:02, time: 2.234, data_time: 0.004, memory: 9526, top1_acc: 0.9479, top5_acc: 0.9990, loss_cls: 0.1595, loss: 0.1595, grad_norm: 0.8812 2021-04-05 22:41:05,175 - mmaction - INFO - Epoch [17][320/1567] lr: 9.542e-02, eta: 7:33:18, time: 2.224, data_time: 0.045, memory: 9526, top1_acc: 0.9498, top5_acc: 0.9982, loss_cls: 0.1526, loss: 0.1526, grad_norm: 0.8778 2021-04-05 22:41:50,223 - mmaction - INFO - Epoch [17][340/1567] lr: 9.514e-02, eta: 7:32:33, time: 2.250, data_time: 0.003, memory: 9526, top1_acc: 0.9598, top5_acc: 0.9986, loss_cls: 0.1396, loss: 0.1396, grad_norm: 0.8191 2021-04-05 22:42:36,814 - mmaction - INFO - Epoch [17][360/1567] lr: 9.485e-02, eta: 7:31:50, time: 2.333, data_time: 0.004, memory: 9526, top1_acc: 0.9520, top5_acc: 0.9982, loss_cls: 0.1527, loss: 0.1527, grad_norm: 0.8479 2021-04-05 22:43:19,230 - mmaction - INFO - Epoch [17][380/1567] lr: 9.457e-02, eta: 7:31:04, time: 2.120, data_time: 0.010, memory: 9526, top1_acc: 0.9502, top5_acc: 0.9990, loss_cls: 0.1537, loss: 0.1537, grad_norm: 0.8769 2021-04-05 22:43:59,016 - mmaction - INFO - Epoch [17][400/1567] lr: 9.428e-02, eta: 7:30:17, time: 1.988, data_time: 0.513, memory: 9526, top1_acc: 0.9537, top5_acc: 0.9982, loss_cls: 0.1495, loss: 0.1495, grad_norm: 0.8712 2021-04-05 22:44:44,952 - mmaction - INFO - Epoch [17][420/1567] lr: 9.400e-02, eta: 7:29:33, time: 2.296, data_time: 0.081, memory: 9526, top1_acc: 0.9498, top5_acc: 0.9980, loss_cls: 0.1648, loss: 0.1648, grad_norm: 0.9361 2021-04-05 22:45:31,077 - mmaction - INFO - Epoch [17][440/1567] lr: 9.372e-02, eta: 7:28:50, time: 2.304, data_time: 0.004, memory: 9526, top1_acc: 0.9559, top5_acc: 0.9984, loss_cls: 0.1480, loss: 0.1480, grad_norm: 0.8854 2021-04-05 22:46:13,181 - mmaction - INFO - Epoch [17][460/1567] lr: 9.343e-02, eta: 7:28:04, time: 2.105, data_time: 0.006, memory: 9526, top1_acc: 0.9566, top5_acc: 0.9988, loss_cls: 0.1367, loss: 0.1367, grad_norm: 0.8236 2021-04-05 22:46:58,417 - mmaction - INFO - Epoch [17][480/1567] lr: 9.315e-02, eta: 7:27:20, time: 2.264, data_time: 0.006, memory: 9526, top1_acc: 0.9578, top5_acc: 0.9977, loss_cls: 0.1414, loss: 0.1414, grad_norm: 0.8521 2021-04-05 22:47:44,663 - mmaction - INFO - Epoch [17][500/1567] lr: 9.287e-02, eta: 7:26:36, time: 2.309, data_time: 0.004, memory: 9526, top1_acc: 0.9557, top5_acc: 0.9990, loss_cls: 0.1412, loss: 0.1412, grad_norm: 0.8259 2021-04-05 22:48:26,295 - mmaction - INFO - Epoch [17][520/1567] lr: 9.259e-02, eta: 7:25:50, time: 2.085, data_time: 0.093, memory: 9526, top1_acc: 0.9498, top5_acc: 0.9982, loss_cls: 0.1613, loss: 0.1613, grad_norm: 0.9107 2021-04-05 22:49:12,102 - mmaction - INFO - Epoch [17][540/1567] lr: 9.231e-02, eta: 7:25:06, time: 2.290, data_time: 0.082, memory: 9526, top1_acc: 0.9506, top5_acc: 0.9992, loss_cls: 0.1608, loss: 0.1608, grad_norm: 0.9024 2021-04-05 22:49:58,392 - mmaction - INFO - Epoch [17][560/1567] lr: 9.202e-02, eta: 7:24:23, time: 2.315, data_time: 0.064, memory: 9526, top1_acc: 0.9490, top5_acc: 0.9990, loss_cls: 0.1640, loss: 0.1640, grad_norm: 0.9136 2021-04-05 22:50:43,038 - mmaction - INFO - Epoch [17][580/1567] lr: 9.174e-02, eta: 7:23:38, time: 2.233, data_time: 0.003, memory: 9526, top1_acc: 0.9529, top5_acc: 0.9988, loss_cls: 0.1479, loss: 0.1479, grad_norm: 0.8242 2021-04-05 22:51:28,747 - mmaction - INFO - Epoch [17][600/1567] lr: 9.146e-02, eta: 7:22:54, time: 2.284, data_time: 0.002, memory: 9526, top1_acc: 0.9533, top5_acc: 0.9984, loss_cls: 0.1464, loss: 0.1464, grad_norm: 0.8353 2021-04-05 22:52:11,737 - mmaction - INFO - Epoch [17][620/1567] lr: 9.118e-02, eta: 7:22:09, time: 2.146, data_time: 0.034, memory: 9526, top1_acc: 0.9545, top5_acc: 0.9984, loss_cls: 0.1505, loss: 0.1505, grad_norm: 0.8760 2021-04-05 22:52:55,443 - mmaction - INFO - Epoch [17][640/1567] lr: 9.090e-02, eta: 7:21:24, time: 2.190, data_time: 0.020, memory: 9526, top1_acc: 0.9527, top5_acc: 0.9979, loss_cls: 0.1597, loss: 0.1597, grad_norm: 0.9016 2021-04-05 22:53:38,653 - mmaction - INFO - Epoch [17][660/1567] lr: 9.062e-02, eta: 7:20:39, time: 2.161, data_time: 0.026, memory: 9526, top1_acc: 0.9543, top5_acc: 0.9984, loss_cls: 0.1512, loss: 0.1512, grad_norm: 0.8811 2021-04-05 22:54:25,341 - mmaction - INFO - Epoch [17][680/1567] lr: 9.034e-02, eta: 7:19:55, time: 2.335, data_time: 0.002, memory: 9526, top1_acc: 0.9561, top5_acc: 0.9986, loss_cls: 0.1483, loss: 0.1483, grad_norm: 0.8539 2021-04-05 22:55:05,034 - mmaction - INFO - Epoch [17][700/1567] lr: 9.006e-02, eta: 7:19:09, time: 1.984, data_time: 0.002, memory: 9526, top1_acc: 0.9572, top5_acc: 0.9982, loss_cls: 0.1460, loss: 0.1460, grad_norm: 0.8496 2021-04-05 22:55:49,706 - mmaction - INFO - Epoch [17][720/1567] lr: 8.978e-02, eta: 7:18:24, time: 2.234, data_time: 0.054, memory: 9526, top1_acc: 0.9596, top5_acc: 0.9986, loss_cls: 0.1311, loss: 0.1311, grad_norm: 0.8096 2021-04-05 22:56:33,741 - mmaction - INFO - Epoch [17][740/1567] lr: 8.950e-02, eta: 7:17:39, time: 2.200, data_time: 0.187, memory: 9526, top1_acc: 0.9523, top5_acc: 0.9992, loss_cls: 0.1486, loss: 0.1486, grad_norm: 0.8810 2021-04-05 22:57:18,257 - mmaction - INFO - Epoch [17][760/1567] lr: 8.923e-02, eta: 7:16:55, time: 2.227, data_time: 0.054, memory: 9526, top1_acc: 0.9527, top5_acc: 0.9980, loss_cls: 0.1481, loss: 0.1481, grad_norm: 0.8697 2021-04-05 22:58:01,997 - mmaction - INFO - Epoch [17][780/1567] lr: 8.895e-02, eta: 7:16:10, time: 2.184, data_time: 0.460, memory: 9526, top1_acc: 0.9568, top5_acc: 0.9996, loss_cls: 0.1405, loss: 0.1405, grad_norm: 0.8498 2021-04-05 22:58:48,622 - mmaction - INFO - Epoch [17][800/1567] lr: 8.867e-02, eta: 7:15:26, time: 2.334, data_time: 0.976, memory: 9526, top1_acc: 0.9555, top5_acc: 0.9988, loss_cls: 0.1410, loss: 0.1410, grad_norm: 0.8557 2021-04-05 22:59:33,416 - mmaction - INFO - Epoch [17][820/1567] lr: 8.839e-02, eta: 7:14:42, time: 2.241, data_time: 0.536, memory: 9526, top1_acc: 0.9570, top5_acc: 0.9986, loss_cls: 0.1407, loss: 0.1407, grad_norm: 0.8429 2021-04-05 23:00:19,463 - mmaction - INFO - Epoch [17][840/1567] lr: 8.812e-02, eta: 7:13:58, time: 2.301, data_time: 0.002, memory: 9526, top1_acc: 0.9561, top5_acc: 0.9988, loss_cls: 0.1358, loss: 0.1358, grad_norm: 0.8301 2021-04-05 23:01:03,205 - mmaction - INFO - Epoch [17][860/1567] lr: 8.784e-02, eta: 7:13:13, time: 2.186, data_time: 0.003, memory: 9526, top1_acc: 0.9596, top5_acc: 0.9986, loss_cls: 0.1340, loss: 0.1340, grad_norm: 0.8353 2021-04-05 23:01:45,239 - mmaction - INFO - Epoch [17][880/1567] lr: 8.756e-02, eta: 7:12:28, time: 2.103, data_time: 0.005, memory: 9526, top1_acc: 0.9549, top5_acc: 0.9994, loss_cls: 0.1485, loss: 0.1485, grad_norm: 0.8969 2021-04-05 23:02:27,752 - mmaction - INFO - Epoch [17][900/1567] lr: 8.729e-02, eta: 7:11:42, time: 2.125, data_time: 0.004, memory: 9526, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 0.1517, loss: 0.1517, grad_norm: 0.9317 2021-04-05 23:03:17,044 - mmaction - INFO - Epoch [17][920/1567] lr: 8.701e-02, eta: 7:11:00, time: 2.465, data_time: 0.005, memory: 9526, top1_acc: 0.9539, top5_acc: 0.9992, loss_cls: 0.1449, loss: 0.1449, grad_norm: 0.8812 2021-04-05 23:04:00,683 - mmaction - INFO - Epoch [17][940/1567] lr: 8.674e-02, eta: 7:10:15, time: 2.179, data_time: 0.004, memory: 9526, top1_acc: 0.9555, top5_acc: 0.9977, loss_cls: 0.1468, loss: 0.1468, grad_norm: 0.8904 2021-04-05 23:04:44,178 - mmaction - INFO - Epoch [17][960/1567] lr: 8.646e-02, eta: 7:09:30, time: 2.180, data_time: 0.007, memory: 9526, top1_acc: 0.9494, top5_acc: 0.9982, loss_cls: 0.1521, loss: 0.1521, grad_norm: 0.9596 2021-04-05 23:05:26,365 - mmaction - INFO - Epoch [17][980/1567] lr: 8.619e-02, eta: 7:08:44, time: 2.109, data_time: 0.002, memory: 9526, top1_acc: 0.9561, top5_acc: 0.9984, loss_cls: 0.1510, loss: 0.1510, grad_norm: 0.9045 2021-04-05 23:06:09,787 - mmaction - INFO - Epoch [17][1000/1567] lr: 8.591e-02, eta: 7:07:59, time: 2.172, data_time: 0.002, memory: 9526, top1_acc: 0.9537, top5_acc: 0.9984, loss_cls: 0.1375, loss: 0.1375, grad_norm: 0.8909 2021-04-05 23:06:53,814 - mmaction - INFO - Epoch [17][1020/1567] lr: 8.564e-02, eta: 7:07:15, time: 2.201, data_time: 0.002, memory: 9526, top1_acc: 0.9535, top5_acc: 0.9988, loss_cls: 0.1453, loss: 0.1453, grad_norm: 0.8997 2021-04-05 23:07:40,268 - mmaction - INFO - Epoch [17][1040/1567] lr: 8.536e-02, eta: 7:06:31, time: 2.319, data_time: 0.002, memory: 9526, top1_acc: 0.9557, top5_acc: 0.9984, loss_cls: 0.1472, loss: 0.1472, grad_norm: 0.8491 2021-04-05 23:08:24,100 - mmaction - INFO - Epoch [17][1060/1567] lr: 8.509e-02, eta: 7:05:46, time: 2.194, data_time: 0.006, memory: 9526, top1_acc: 0.9539, top5_acc: 0.9994, loss_cls: 0.1472, loss: 0.1472, grad_norm: 0.9094 2021-04-05 23:09:09,479 - mmaction - INFO - Epoch [17][1080/1567] lr: 8.482e-02, eta: 7:05:02, time: 2.268, data_time: 0.003, memory: 9526, top1_acc: 0.9563, top5_acc: 0.9990, loss_cls: 0.1376, loss: 0.1376, grad_norm: 0.8829 2021-04-05 23:09:51,642 - mmaction - INFO - Epoch [17][1100/1567] lr: 8.454e-02, eta: 7:04:16, time: 2.110, data_time: 0.004, memory: 9526, top1_acc: 0.9566, top5_acc: 0.9992, loss_cls: 0.1400, loss: 0.1400, grad_norm: 0.8540 2021-04-05 23:10:38,965 - mmaction - INFO - Epoch [17][1120/1567] lr: 8.427e-02, eta: 7:03:33, time: 2.364, data_time: 0.001, memory: 9526, top1_acc: 0.9523, top5_acc: 0.9984, loss_cls: 0.1508, loss: 0.1508, grad_norm: 0.9731 2021-04-05 23:11:25,761 - mmaction - INFO - Epoch [17][1140/1567] lr: 8.400e-02, eta: 7:02:50, time: 2.341, data_time: 0.008, memory: 9526, top1_acc: 0.9521, top5_acc: 0.9992, loss_cls: 0.1539, loss: 0.1539, grad_norm: 0.8790 2021-04-05 23:12:07,951 - mmaction - INFO - Epoch [17][1160/1567] lr: 8.373e-02, eta: 7:02:04, time: 2.110, data_time: 0.004, memory: 9526, top1_acc: 0.9582, top5_acc: 0.9988, loss_cls: 0.1412, loss: 0.1412, grad_norm: 0.8715 2021-04-05 23:12:54,669 - mmaction - INFO - Epoch [17][1180/1567] lr: 8.345e-02, eta: 7:01:21, time: 2.335, data_time: 0.002, memory: 9526, top1_acc: 0.9557, top5_acc: 0.9994, loss_cls: 0.1371, loss: 0.1371, grad_norm: 0.8749 2021-04-05 23:13:38,386 - mmaction - INFO - Epoch [17][1200/1567] lr: 8.318e-02, eta: 7:00:36, time: 2.186, data_time: 0.004, memory: 9526, top1_acc: 0.9629, top5_acc: 0.9984, loss_cls: 0.1280, loss: 0.1280, grad_norm: 0.8235 2021-04-05 23:14:20,578 - mmaction - INFO - Epoch [17][1220/1567] lr: 8.291e-02, eta: 6:59:50, time: 2.109, data_time: 0.003, memory: 9526, top1_acc: 0.9633, top5_acc: 0.9992, loss_cls: 0.1222, loss: 0.1222, grad_norm: 0.8452 2021-04-05 23:15:02,909 - mmaction - INFO - Epoch [17][1240/1567] lr: 8.264e-02, eta: 6:59:05, time: 2.119, data_time: 0.004, memory: 9526, top1_acc: 0.9547, top5_acc: 0.9982, loss_cls: 0.1452, loss: 0.1452, grad_norm: 0.9025 2021-04-05 23:15:45,798 - mmaction - INFO - Epoch [17][1260/1567] lr: 8.237e-02, eta: 6:58:19, time: 2.140, data_time: 0.002, memory: 9526, top1_acc: 0.9559, top5_acc: 0.9990, loss_cls: 0.1463, loss: 0.1463, grad_norm: 0.9188 2021-04-05 23:16:29,839 - mmaction - INFO - Epoch [17][1280/1567] lr: 8.210e-02, eta: 6:57:35, time: 2.205, data_time: 0.006, memory: 9526, top1_acc: 0.9570, top5_acc: 0.9994, loss_cls: 0.1410, loss: 0.1410, grad_norm: 0.9122 2021-04-05 23:17:15,223 - mmaction - INFO - Epoch [17][1300/1567] lr: 8.183e-02, eta: 6:56:51, time: 2.269, data_time: 0.003, memory: 9526, top1_acc: 0.9564, top5_acc: 0.9994, loss_cls: 0.1401, loss: 0.1401, grad_norm: 0.8998 2021-04-05 23:18:01,314 - mmaction - INFO - Epoch [17][1320/1567] lr: 8.156e-02, eta: 6:56:07, time: 2.305, data_time: 0.002, memory: 9526, top1_acc: 0.9533, top5_acc: 0.9984, loss_cls: 0.1474, loss: 0.1474, grad_norm: 0.9668 2021-04-05 23:18:44,362 - mmaction - INFO - Epoch [17][1340/1567] lr: 8.129e-02, eta: 6:55:22, time: 2.150, data_time: 0.003, memory: 9526, top1_acc: 0.9564, top5_acc: 0.9992, loss_cls: 0.1425, loss: 0.1425, grad_norm: 0.8916 2021-04-05 23:19:31,913 - mmaction - INFO - Epoch [17][1360/1567] lr: 8.102e-02, eta: 6:54:38, time: 2.381, data_time: 0.006, memory: 9526, top1_acc: 0.9545, top5_acc: 0.9986, loss_cls: 0.1430, loss: 0.1430, grad_norm: 0.8970 2021-04-05 23:20:15,564 - mmaction - INFO - Epoch [17][1380/1567] lr: 8.075e-02, eta: 6:53:53, time: 2.181, data_time: 0.001, memory: 9526, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.1338, loss: 0.1338, grad_norm: 0.8604 2021-04-05 23:21:01,914 - mmaction - INFO - Epoch [17][1400/1567] lr: 8.049e-02, eta: 6:53:10, time: 2.319, data_time: 0.009, memory: 9526, top1_acc: 0.9580, top5_acc: 0.9988, loss_cls: 0.1339, loss: 0.1339, grad_norm: 0.8805 2021-04-05 23:21:45,824 - mmaction - INFO - Epoch [17][1420/1567] lr: 8.022e-02, eta: 6:52:25, time: 2.196, data_time: 0.002, memory: 9526, top1_acc: 0.9539, top5_acc: 0.9984, loss_cls: 0.1497, loss: 0.1497, grad_norm: 0.9261 2021-04-05 23:22:29,711 - mmaction - INFO - Epoch [17][1440/1567] lr: 7.995e-02, eta: 6:51:40, time: 2.194, data_time: 0.002, memory: 9526, top1_acc: 0.9582, top5_acc: 0.9988, loss_cls: 0.1318, loss: 0.1318, grad_norm: 0.8378 2021-04-05 23:23:14,532 - mmaction - INFO - Epoch [17][1460/1567] lr: 7.968e-02, eta: 6:50:56, time: 2.238, data_time: 0.002, memory: 9526, top1_acc: 0.9602, top5_acc: 0.9992, loss_cls: 0.1320, loss: 0.1320, grad_norm: 0.8793 2021-04-05 23:23:56,698 - mmaction - INFO - Epoch [17][1480/1567] lr: 7.942e-02, eta: 6:50:10, time: 2.107, data_time: 0.006, memory: 9526, top1_acc: 0.9564, top5_acc: 0.9992, loss_cls: 0.1390, loss: 0.1390, grad_norm: 0.9322 2021-04-05 23:24:39,003 - mmaction - INFO - Epoch [17][1500/1567] lr: 7.915e-02, eta: 6:49:25, time: 2.120, data_time: 0.006, memory: 9526, top1_acc: 0.9566, top5_acc: 0.9986, loss_cls: 0.1367, loss: 0.1367, grad_norm: 0.8908 2021-04-05 23:25:27,686 - mmaction - INFO - Epoch [17][1520/1567] lr: 7.888e-02, eta: 6:48:42, time: 2.433, data_time: 0.006, memory: 9526, top1_acc: 0.9568, top5_acc: 0.9984, loss_cls: 0.1347, loss: 0.1347, grad_norm: 0.9047 2021-04-05 23:26:10,077 - mmaction - INFO - Epoch [17][1540/1567] lr: 7.862e-02, eta: 6:47:57, time: 2.119, data_time: 0.003, memory: 9526, top1_acc: 0.9609, top5_acc: 0.9986, loss_cls: 0.1360, loss: 0.1360, grad_norm: 0.8735 2021-04-05 23:26:52,297 - mmaction - INFO - Epoch [17][1560/1567] lr: 7.835e-02, eta: 6:47:11, time: 2.113, data_time: 0.003, memory: 9526, top1_acc: 0.9590, top5_acc: 0.9990, loss_cls: 0.1343, loss: 0.1343, grad_norm: 0.8845 2021-04-05 23:27:00,897 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-04-05 23:29:50,178 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 23:29:50,260 - mmaction - INFO - top1_acc 0.8959 top5_acc 0.9904 2021-04-05 23:29:50,260 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 23:29:50,290 - mmaction - INFO - mean_acc 0.8957 2021-04-05 23:29:50,291 - mmaction - INFO - Now best checkpoint is epoch_17.pth 2021-04-05 23:29:50,427 - mmaction - INFO - Epoch(val) [17][1567] top1_acc: 0.8959, top5_acc: 0.9904, mean_class_accuracy: 0.8957 2021-04-05 23:31:15,517 - mmaction - INFO - Epoch [18][20/1567] lr: 7.800e-02, eta: 6:46:21, time: 4.251, data_time: 2.480, memory: 9526, top1_acc: 0.9512, top5_acc: 0.9975, loss_cls: 0.1694, loss: 0.1694, grad_norm: 0.9886 2021-04-05 23:32:02,695 - mmaction - INFO - Epoch [18][40/1567] lr: 7.773e-02, eta: 6:45:38, time: 2.360, data_time: 0.911, memory: 9526, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.1570, loss: 0.1570, grad_norm: 0.9361 2021-04-05 23:32:47,640 - mmaction - INFO - Epoch [18][60/1567] lr: 7.747e-02, eta: 6:44:53, time: 2.246, data_time: 0.776, memory: 9526, top1_acc: 0.9525, top5_acc: 0.9982, loss_cls: 0.1456, loss: 0.1456, grad_norm: 0.8870 2021-04-05 23:33:32,815 - mmaction - INFO - Epoch [18][80/1567] lr: 7.720e-02, eta: 6:44:09, time: 2.258, data_time: 0.298, memory: 9526, top1_acc: 0.9557, top5_acc: 0.9984, loss_cls: 0.1437, loss: 0.1437, grad_norm: 0.9244 2021-04-05 23:34:14,340 - mmaction - INFO - Epoch [18][100/1567] lr: 7.694e-02, eta: 6:43:23, time: 2.078, data_time: 0.789, memory: 9526, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.1192, loss: 0.1192, grad_norm: 0.8523 2021-04-05 23:34:56,919 - mmaction - INFO - Epoch [18][120/1567] lr: 7.668e-02, eta: 6:42:38, time: 2.129, data_time: 0.897, memory: 9526, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.1351, loss: 0.1351, grad_norm: 0.8503 2021-04-05 23:35:41,833 - mmaction - INFO - Epoch [18][140/1567] lr: 7.641e-02, eta: 6:41:54, time: 2.241, data_time: 0.377, memory: 9526, top1_acc: 0.9654, top5_acc: 0.9988, loss_cls: 0.1146, loss: 0.1146, grad_norm: 0.8123 2021-04-05 23:36:25,819 - mmaction - INFO - Epoch [18][160/1567] lr: 7.615e-02, eta: 6:41:09, time: 2.203, data_time: 0.927, memory: 9526, top1_acc: 0.9590, top5_acc: 0.9988, loss_cls: 0.1331, loss: 0.1331, grad_norm: 0.9016 2021-04-05 23:37:11,227 - mmaction - INFO - Epoch [18][180/1567] lr: 7.589e-02, eta: 6:40:25, time: 2.272, data_time: 0.047, memory: 9526, top1_acc: 0.9580, top5_acc: 0.9990, loss_cls: 0.1364, loss: 0.1364, grad_norm: 0.9211 2021-04-05 23:37:53,738 - mmaction - INFO - Epoch [18][200/1567] lr: 7.563e-02, eta: 6:39:39, time: 2.123, data_time: 0.002, memory: 9526, top1_acc: 0.9598, top5_acc: 0.9988, loss_cls: 0.1314, loss: 0.1314, grad_norm: 0.8583 2021-04-05 23:38:38,947 - mmaction - INFO - Epoch [18][220/1567] lr: 7.537e-02, eta: 6:38:55, time: 2.263, data_time: 0.005, memory: 9526, top1_acc: 0.9627, top5_acc: 0.9994, loss_cls: 0.1223, loss: 0.1223, grad_norm: 0.9114 2021-04-05 23:39:20,625 - mmaction - INFO - Epoch [18][240/1567] lr: 7.510e-02, eta: 6:38:09, time: 2.081, data_time: 0.007, memory: 9526, top1_acc: 0.9635, top5_acc: 0.9990, loss_cls: 0.1212, loss: 0.1212, grad_norm: 0.8461 2021-04-05 23:40:05,068 - mmaction - INFO - Epoch [18][260/1567] lr: 7.484e-02, eta: 6:37:25, time: 2.221, data_time: 0.004, memory: 9526, top1_acc: 0.9648, top5_acc: 0.9984, loss_cls: 0.1226, loss: 0.1226, grad_norm: 0.8594 2021-04-05 23:40:50,176 - mmaction - INFO - Epoch [18][280/1567] lr: 7.458e-02, eta: 6:36:41, time: 2.260, data_time: 0.005, memory: 9526, top1_acc: 0.9545, top5_acc: 0.9986, loss_cls: 0.1344, loss: 0.1344, grad_norm: 0.8988 2021-04-05 23:41:32,722 - mmaction - INFO - Epoch [18][300/1567] lr: 7.432e-02, eta: 6:35:55, time: 2.125, data_time: 0.001, memory: 9526, top1_acc: 0.9570, top5_acc: 0.9988, loss_cls: 0.1333, loss: 0.1333, grad_norm: 0.9206 2021-04-05 23:42:15,344 - mmaction - INFO - Epoch [18][320/1567] lr: 7.406e-02, eta: 6:35:10, time: 2.134, data_time: 0.004, memory: 9526, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.1417, loss: 0.1417, grad_norm: 0.9642 2021-04-05 23:43:03,028 - mmaction - INFO - Epoch [18][340/1567] lr: 7.380e-02, eta: 6:34:27, time: 2.382, data_time: 0.002, memory: 9526, top1_acc: 0.9578, top5_acc: 0.9986, loss_cls: 0.1361, loss: 0.1361, grad_norm: 0.9220 2021-04-05 23:43:44,655 - mmaction - INFO - Epoch [18][360/1567] lr: 7.354e-02, eta: 6:33:41, time: 2.082, data_time: 0.004, memory: 9526, top1_acc: 0.9590, top5_acc: 0.9994, loss_cls: 0.1301, loss: 0.1301, grad_norm: 0.8980 2021-04-05 23:44:31,647 - mmaction - INFO - Epoch [18][380/1567] lr: 7.329e-02, eta: 6:32:57, time: 2.350, data_time: 0.004, memory: 9526, top1_acc: 0.9602, top5_acc: 0.9990, loss_cls: 0.1290, loss: 0.1290, grad_norm: 0.8703 2021-04-05 23:45:13,656 - mmaction - INFO - Epoch [18][400/1567] lr: 7.303e-02, eta: 6:32:12, time: 2.097, data_time: 0.004, memory: 9526, top1_acc: 0.9596, top5_acc: 0.9990, loss_cls: 0.1303, loss: 0.1303, grad_norm: 0.8847 2021-04-05 23:45:56,713 - mmaction - INFO - Epoch [18][420/1567] lr: 7.277e-02, eta: 6:31:27, time: 2.157, data_time: 0.006, memory: 9526, top1_acc: 0.9611, top5_acc: 0.9994, loss_cls: 0.1247, loss: 0.1247, grad_norm: 0.8606 2021-04-05 23:46:40,882 - mmaction - INFO - Epoch [18][440/1567] lr: 7.251e-02, eta: 6:30:42, time: 2.207, data_time: 0.003, memory: 9526, top1_acc: 0.9525, top5_acc: 0.9992, loss_cls: 0.1388, loss: 0.1388, grad_norm: 0.9361 2021-04-05 23:47:27,421 - mmaction - INFO - Epoch [18][460/1567] lr: 7.225e-02, eta: 6:29:58, time: 2.330, data_time: 0.004, memory: 9526, top1_acc: 0.9578, top5_acc: 0.9982, loss_cls: 0.1375, loss: 0.1375, grad_norm: 0.8574 2021-04-05 23:48:11,216 - mmaction - INFO - Epoch [18][480/1567] lr: 7.200e-02, eta: 6:29:14, time: 2.188, data_time: 0.003, memory: 9526, top1_acc: 0.9594, top5_acc: 0.9986, loss_cls: 0.1300, loss: 0.1300, grad_norm: 0.8953 2021-04-05 23:48:55,710 - mmaction - INFO - Epoch [18][500/1567] lr: 7.174e-02, eta: 6:28:29, time: 2.220, data_time: 0.003, memory: 9526, top1_acc: 0.9668, top5_acc: 0.9986, loss_cls: 0.1170, loss: 0.1170, grad_norm: 0.8424 2021-04-05 23:49:40,766 - mmaction - INFO - Epoch [18][520/1567] lr: 7.149e-02, eta: 6:27:45, time: 2.256, data_time: 0.007, memory: 9526, top1_acc: 0.9645, top5_acc: 0.9994, loss_cls: 0.1163, loss: 0.1163, grad_norm: 0.8377 2021-04-05 23:50:20,268 - mmaction - INFO - Epoch [18][540/1567] lr: 7.123e-02, eta: 6:26:58, time: 1.976, data_time: 0.004, memory: 9526, top1_acc: 0.9703, top5_acc: 0.9988, loss_cls: 0.1093, loss: 0.1093, grad_norm: 0.8153 2021-04-05 23:51:08,020 - mmaction - INFO - Epoch [18][560/1567] lr: 7.097e-02, eta: 6:26:15, time: 2.386, data_time: 0.010, memory: 9526, top1_acc: 0.9648, top5_acc: 0.9986, loss_cls: 0.1173, loss: 0.1173, grad_norm: 0.8530 2021-04-05 23:51:50,583 - mmaction - INFO - Epoch [18][580/1567] lr: 7.072e-02, eta: 6:25:30, time: 2.129, data_time: 0.010, memory: 9526, top1_acc: 0.9570, top5_acc: 0.9990, loss_cls: 0.1332, loss: 0.1332, grad_norm: 0.9821 2021-04-05 23:52:34,495 - mmaction - INFO - Epoch [18][600/1567] lr: 7.046e-02, eta: 6:24:45, time: 2.194, data_time: 0.046, memory: 9526, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.1149, loss: 0.1149, grad_norm: 0.8403 2021-04-05 23:53:20,397 - mmaction - INFO - Epoch [18][620/1567] lr: 7.021e-02, eta: 6:24:01, time: 2.297, data_time: 0.005, memory: 9526, top1_acc: 0.9629, top5_acc: 0.9990, loss_cls: 0.1208, loss: 0.1208, grad_norm: 0.8333 2021-04-05 23:54:02,954 - mmaction - INFO - Epoch [18][640/1567] lr: 6.996e-02, eta: 6:23:16, time: 2.127, data_time: 0.002, memory: 9526, top1_acc: 0.9641, top5_acc: 0.9988, loss_cls: 0.1160, loss: 0.1160, grad_norm: 0.8588 2021-04-05 23:54:46,580 - mmaction - INFO - Epoch [18][660/1567] lr: 6.970e-02, eta: 6:22:31, time: 2.179, data_time: 0.003, memory: 9526, top1_acc: 0.9678, top5_acc: 0.9988, loss_cls: 0.1119, loss: 0.1119, grad_norm: 0.8612 2021-04-05 23:55:31,484 - mmaction - INFO - Epoch [18][680/1567] lr: 6.945e-02, eta: 6:21:46, time: 2.244, data_time: 0.004, memory: 9526, top1_acc: 0.9641, top5_acc: 0.9992, loss_cls: 0.1174, loss: 0.1174, grad_norm: 0.8758 2021-04-05 23:56:15,881 - mmaction - INFO - Epoch [18][700/1567] lr: 6.920e-02, eta: 6:21:02, time: 2.219, data_time: 0.009, memory: 9526, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.1341, loss: 0.1341, grad_norm: 0.9113 2021-04-05 23:56:58,368 - mmaction - INFO - Epoch [18][720/1567] lr: 6.894e-02, eta: 6:20:16, time: 2.129, data_time: 0.006, memory: 9526, top1_acc: 0.9643, top5_acc: 0.9996, loss_cls: 0.1165, loss: 0.1165, grad_norm: 0.8478 2021-04-05 23:57:42,535 - mmaction - INFO - Epoch [18][740/1567] lr: 6.869e-02, eta: 6:19:32, time: 2.208, data_time: 0.001, memory: 9526, top1_acc: 0.9604, top5_acc: 0.9996, loss_cls: 0.1241, loss: 0.1241, grad_norm: 0.9303 2021-04-05 23:58:25,969 - mmaction - INFO - Epoch [18][760/1567] lr: 6.844e-02, eta: 6:18:47, time: 2.171, data_time: 0.007, memory: 9526, top1_acc: 0.9617, top5_acc: 0.9982, loss_cls: 0.1267, loss: 0.1267, grad_norm: 0.9109 2021-04-05 23:59:11,178 - mmaction - INFO - Epoch [18][780/1567] lr: 6.819e-02, eta: 6:18:03, time: 2.260, data_time: 0.445, memory: 9526, top1_acc: 0.9645, top5_acc: 0.9986, loss_cls: 0.1208, loss: 0.1208, grad_norm: 0.8806 2021-04-05 23:59:57,242 - mmaction - INFO - Epoch [18][800/1567] lr: 6.794e-02, eta: 6:17:19, time: 2.302, data_time: 0.662, memory: 9526, top1_acc: 0.9670, top5_acc: 0.9984, loss_cls: 0.1074, loss: 0.1074, grad_norm: 0.8426 2021-04-06 00:00:36,711 - mmaction - INFO - Epoch [18][820/1567] lr: 6.769e-02, eta: 6:16:32, time: 1.968, data_time: 0.220, memory: 9526, top1_acc: 0.9674, top5_acc: 0.9996, loss_cls: 0.1097, loss: 0.1097, grad_norm: 0.8620 2021-04-06 00:01:28,851 - mmaction - INFO - Epoch [18][840/1567] lr: 6.744e-02, eta: 6:15:51, time: 2.616, data_time: 1.247, memory: 9526, top1_acc: 0.9635, top5_acc: 0.9990, loss_cls: 0.1195, loss: 0.1195, grad_norm: 0.9173 2021-04-06 00:02:15,085 - mmaction - INFO - Epoch [18][860/1567] lr: 6.719e-02, eta: 6:15:07, time: 2.309, data_time: 0.065, memory: 9526, top1_acc: 0.9646, top5_acc: 0.9988, loss_cls: 0.1213, loss: 0.1213, grad_norm: 0.9299 2021-04-06 00:02:59,449 - mmaction - INFO - Epoch [18][880/1567] lr: 6.694e-02, eta: 6:14:22, time: 2.217, data_time: 0.003, memory: 9526, top1_acc: 0.9604, top5_acc: 0.9996, loss_cls: 0.1240, loss: 0.1240, grad_norm: 0.9679 2021-04-06 00:03:44,021 - mmaction - INFO - Epoch [18][900/1567] lr: 6.669e-02, eta: 6:13:38, time: 2.229, data_time: 0.005, memory: 9526, top1_acc: 0.9627, top5_acc: 0.9994, loss_cls: 0.1179, loss: 0.1179, grad_norm: 0.9177 2021-04-06 00:04:28,449 - mmaction - INFO - Epoch [18][920/1567] lr: 6.644e-02, eta: 6:12:53, time: 2.222, data_time: 0.014, memory: 9526, top1_acc: 0.9648, top5_acc: 0.9992, loss_cls: 0.1239, loss: 0.1239, grad_norm: 0.9044 2021-04-06 00:05:12,843 - mmaction - INFO - Epoch [18][940/1567] lr: 6.619e-02, eta: 6:12:08, time: 2.219, data_time: 0.022, memory: 9526, top1_acc: 0.9674, top5_acc: 0.9988, loss_cls: 0.1077, loss: 0.1077, grad_norm: 0.8272 2021-04-06 00:05:58,699 - mmaction - INFO - Epoch [18][960/1567] lr: 6.594e-02, eta: 6:11:24, time: 2.295, data_time: 0.079, memory: 9526, top1_acc: 0.9666, top5_acc: 0.9992, loss_cls: 0.1106, loss: 0.1106, grad_norm: 0.8722 2021-04-06 00:06:43,309 - mmaction - INFO - Epoch [18][980/1567] lr: 6.569e-02, eta: 6:10:40, time: 2.229, data_time: 0.002, memory: 9526, top1_acc: 0.9658, top5_acc: 0.9988, loss_cls: 0.1197, loss: 0.1197, grad_norm: 0.9105 2021-04-06 00:07:25,583 - mmaction - INFO - Epoch [18][1000/1567] lr: 6.545e-02, eta: 6:09:54, time: 2.109, data_time: 0.002, memory: 9526, top1_acc: 0.9633, top5_acc: 0.9984, loss_cls: 0.1181, loss: 0.1181, grad_norm: 0.9350 2021-04-06 00:08:10,861 - mmaction - INFO - Epoch [18][1020/1567] lr: 6.520e-02, eta: 6:09:10, time: 2.265, data_time: 0.011, memory: 9526, top1_acc: 0.9652, top5_acc: 0.9986, loss_cls: 0.1207, loss: 0.1207, grad_norm: 0.9370 2021-04-06 00:08:53,241 - mmaction - INFO - Epoch [18][1040/1567] lr: 6.495e-02, eta: 6:08:25, time: 2.122, data_time: 0.006, memory: 9526, top1_acc: 0.9684, top5_acc: 0.9992, loss_cls: 0.1106, loss: 0.1106, grad_norm: 0.8412 2021-04-06 00:09:35,097 - mmaction - INFO - Epoch [18][1060/1567] lr: 6.471e-02, eta: 6:07:39, time: 2.093, data_time: 0.433, memory: 9526, top1_acc: 0.9621, top5_acc: 0.9990, loss_cls: 0.1273, loss: 0.1273, grad_norm: 0.9675 2021-04-06 00:10:20,844 - mmaction - INFO - Epoch [18][1080/1567] lr: 6.446e-02, eta: 6:06:55, time: 2.286, data_time: 0.095, memory: 9526, top1_acc: 0.9662, top5_acc: 0.9986, loss_cls: 0.1154, loss: 0.1154, grad_norm: 0.8582 2021-04-06 00:11:06,559 - mmaction - INFO - Epoch [18][1100/1567] lr: 6.421e-02, eta: 6:06:11, time: 2.285, data_time: 0.123, memory: 9526, top1_acc: 0.9672, top5_acc: 0.9984, loss_cls: 0.1142, loss: 0.1142, grad_norm: 0.8668 2021-04-06 00:11:51,069 - mmaction - INFO - Epoch [18][1120/1567] lr: 6.397e-02, eta: 6:05:27, time: 2.223, data_time: 0.005, memory: 9526, top1_acc: 0.9680, top5_acc: 0.9996, loss_cls: 0.1068, loss: 0.1068, grad_norm: 0.8515 2021-04-06 00:12:32,051 - mmaction - INFO - Epoch [18][1140/1567] lr: 6.372e-02, eta: 6:04:41, time: 2.053, data_time: 0.007, memory: 9526, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.1211, loss: 0.1211, grad_norm: 0.9483 2021-04-06 00:13:15,668 - mmaction - INFO - Epoch [18][1160/1567] lr: 6.348e-02, eta: 6:03:56, time: 2.183, data_time: 0.003, memory: 9526, top1_acc: 0.9639, top5_acc: 0.9988, loss_cls: 0.1226, loss: 0.1226, grad_norm: 0.9626 2021-04-06 00:14:00,918 - mmaction - INFO - Epoch [18][1180/1567] lr: 6.324e-02, eta: 6:03:12, time: 2.262, data_time: 0.001, memory: 9526, top1_acc: 0.9643, top5_acc: 0.9990, loss_cls: 0.1173, loss: 0.1173, grad_norm: 0.8775 2021-04-06 00:14:45,929 - mmaction - INFO - Epoch [18][1200/1567] lr: 6.299e-02, eta: 6:02:28, time: 2.249, data_time: 0.002, memory: 9526, top1_acc: 0.9699, top5_acc: 0.9990, loss_cls: 0.1087, loss: 0.1087, grad_norm: 0.8483 2021-04-06 00:15:29,394 - mmaction - INFO - Epoch [18][1220/1567] lr: 6.275e-02, eta: 6:01:43, time: 2.170, data_time: 0.003, memory: 9526, top1_acc: 0.9654, top5_acc: 0.9996, loss_cls: 0.1139, loss: 0.1139, grad_norm: 0.9439 2021-04-06 00:16:14,091 - mmaction - INFO - Epoch [18][1240/1567] lr: 6.251e-02, eta: 6:00:58, time: 2.239, data_time: 0.016, memory: 9526, top1_acc: 0.9664, top5_acc: 0.9986, loss_cls: 0.1214, loss: 0.1214, grad_norm: 0.9176 2021-04-06 00:16:59,227 - mmaction - INFO - Epoch [18][1260/1567] lr: 6.226e-02, eta: 6:00:14, time: 2.257, data_time: 0.008, memory: 9526, top1_acc: 0.9662, top5_acc: 0.9992, loss_cls: 0.1076, loss: 0.1076, grad_norm: 0.8696 2021-04-06 00:17:44,481 - mmaction - INFO - Epoch [18][1280/1567] lr: 6.202e-02, eta: 5:59:30, time: 2.264, data_time: 0.003, memory: 9526, top1_acc: 0.9652, top5_acc: 1.0000, loss_cls: 0.1140, loss: 0.1140, grad_norm: 0.8880 2021-04-06 00:18:26,571 - mmaction - INFO - Epoch [18][1300/1567] lr: 6.178e-02, eta: 5:58:44, time: 2.103, data_time: 0.003, memory: 9526, top1_acc: 0.9664, top5_acc: 0.9996, loss_cls: 0.1100, loss: 0.1100, grad_norm: 0.9002 2021-04-06 00:19:10,704 - mmaction - INFO - Epoch [18][1320/1567] lr: 6.154e-02, eta: 5:58:00, time: 2.207, data_time: 0.003, memory: 9526, top1_acc: 0.9689, top5_acc: 0.9990, loss_cls: 0.1098, loss: 0.1098, grad_norm: 0.8897 2021-04-06 00:19:56,814 - mmaction - INFO - Epoch [18][1340/1567] lr: 6.130e-02, eta: 5:57:16, time: 2.301, data_time: 0.004, memory: 9526, top1_acc: 0.9680, top5_acc: 0.9994, loss_cls: 0.1115, loss: 0.1115, grad_norm: 0.9063 2021-04-06 00:20:40,013 - mmaction - INFO - Epoch [18][1360/1567] lr: 6.106e-02, eta: 5:56:31, time: 2.162, data_time: 0.014, memory: 9526, top1_acc: 0.9621, top5_acc: 0.9990, loss_cls: 0.1210, loss: 0.1210, grad_norm: 0.9332 2021-04-06 00:21:24,107 - mmaction - INFO - Epoch [18][1380/1567] lr: 6.082e-02, eta: 5:55:46, time: 2.207, data_time: 0.164, memory: 9526, top1_acc: 0.9715, top5_acc: 0.9982, loss_cls: 0.1034, loss: 0.1034, grad_norm: 0.8232 2021-04-06 00:22:09,293 - mmaction - INFO - Epoch [18][1400/1567] lr: 6.058e-02, eta: 5:55:02, time: 2.258, data_time: 0.002, memory: 9526, top1_acc: 0.9697, top5_acc: 0.9994, loss_cls: 0.1032, loss: 0.1032, grad_norm: 0.8730 2021-04-06 00:22:54,937 - mmaction - INFO - Epoch [18][1420/1567] lr: 6.034e-02, eta: 5:54:17, time: 2.281, data_time: 0.004, memory: 9526, top1_acc: 0.9730, top5_acc: 0.9992, loss_cls: 0.0986, loss: 0.0986, grad_norm: 0.8112 2021-04-06 00:23:38,127 - mmaction - INFO - Epoch [18][1440/1567] lr: 6.010e-02, eta: 5:53:32, time: 2.156, data_time: 0.004, memory: 9526, top1_acc: 0.9678, top5_acc: 0.9990, loss_cls: 0.1099, loss: 0.1099, grad_norm: 0.9005 2021-04-06 00:24:20,665 - mmaction - INFO - Epoch [18][1460/1567] lr: 5.986e-02, eta: 5:52:47, time: 2.132, data_time: 0.008, memory: 9526, top1_acc: 0.9693, top5_acc: 0.9984, loss_cls: 0.1040, loss: 0.1040, grad_norm: 0.8498 2021-04-06 00:25:04,444 - mmaction - INFO - Epoch [18][1480/1567] lr: 5.962e-02, eta: 5:52:03, time: 2.185, data_time: 0.003, memory: 9526, top1_acc: 0.9703, top5_acc: 0.9992, loss_cls: 0.0992, loss: 0.0992, grad_norm: 0.8482 2021-04-06 00:25:48,895 - mmaction - INFO - Epoch [18][1500/1567] lr: 5.938e-02, eta: 5:51:18, time: 2.226, data_time: 0.007, memory: 9526, top1_acc: 0.9666, top5_acc: 0.9992, loss_cls: 0.1084, loss: 0.1084, grad_norm: 0.9368 2021-04-06 00:26:34,564 - mmaction - INFO - Epoch [18][1520/1567] lr: 5.915e-02, eta: 5:50:34, time: 2.284, data_time: 0.003, memory: 9526, top1_acc: 0.9652, top5_acc: 0.9990, loss_cls: 0.1099, loss: 0.1099, grad_norm: 0.9287 2021-04-06 00:27:20,464 - mmaction - INFO - Epoch [18][1540/1567] lr: 5.891e-02, eta: 5:49:50, time: 2.296, data_time: 0.002, memory: 9526, top1_acc: 0.9697, top5_acc: 0.9994, loss_cls: 0.1026, loss: 0.1026, grad_norm: 0.8846 2021-04-06 00:28:02,004 - mmaction - INFO - Epoch [18][1560/1567] lr: 5.867e-02, eta: 5:49:04, time: 2.075, data_time: 0.001, memory: 9526, top1_acc: 0.9742, top5_acc: 0.9992, loss_cls: 0.0965, loss: 0.0965, grad_norm: 0.8221 2021-04-06 00:28:17,273 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-04-06 00:31:21,556 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-06 00:31:21,638 - mmaction - INFO - top1_acc 0.8996 top5_acc 0.9911 2021-04-06 00:31:21,638 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-06 00:31:21,670 - mmaction - INFO - mean_acc 0.8995 2021-04-06 00:31:21,671 - mmaction - INFO - Now best checkpoint is epoch_18.pth 2021-04-06 00:31:21,682 - mmaction - INFO - Epoch(val) [18][1567] top1_acc: 0.8996, top5_acc: 0.9911, mean_class_accuracy: 0.8995 2021-04-06 00:32:40,892 - mmaction - INFO - Epoch [19][20/1567] lr: 5.835e-02, eta: 5:48:11, time: 3.959, data_time: 1.867, memory: 9526, top1_acc: 0.9588, top5_acc: 0.9984, loss_cls: 0.1385, loss: 0.1385, grad_norm: 1.0009 2021-04-06 00:33:24,896 - mmaction - INFO - Epoch [19][40/1567] lr: 5.812e-02, eta: 5:47:26, time: 2.200, data_time: 0.329, memory: 9526, top1_acc: 0.9621, top5_acc: 0.9990, loss_cls: 0.1211, loss: 0.1211, grad_norm: 0.8999 2021-04-06 00:34:07,175 - mmaction - INFO - Epoch [19][60/1567] lr: 5.788e-02, eta: 5:46:41, time: 2.115, data_time: 0.062, memory: 9526, top1_acc: 0.9689, top5_acc: 0.9994, loss_cls: 0.1015, loss: 0.1015, grad_norm: 0.8993 2021-04-06 00:34:53,644 - mmaction - INFO - Epoch [19][80/1567] lr: 5.765e-02, eta: 5:45:57, time: 2.323, data_time: 0.960, memory: 9526, top1_acc: 0.9742, top5_acc: 0.9994, loss_cls: 0.0922, loss: 0.0922, grad_norm: 0.7746 2021-04-06 00:35:36,129 - mmaction - INFO - Epoch [19][100/1567] lr: 5.741e-02, eta: 5:45:11, time: 2.125, data_time: 0.032, memory: 9526, top1_acc: 0.9734, top5_acc: 0.9984, loss_cls: 0.0914, loss: 0.0914, grad_norm: 0.8193 2021-04-06 00:36:19,492 - mmaction - INFO - Epoch [19][120/1567] lr: 5.718e-02, eta: 5:44:27, time: 2.168, data_time: 0.077, memory: 9526, top1_acc: 0.9686, top5_acc: 0.9994, loss_cls: 0.1127, loss: 0.1127, grad_norm: 0.9609 2021-04-06 00:37:05,095 - mmaction - INFO - Epoch [19][140/1567] lr: 5.695e-02, eta: 5:43:42, time: 2.278, data_time: 0.002, memory: 9526, top1_acc: 0.9664, top5_acc: 0.9986, loss_cls: 0.1127, loss: 0.1127, grad_norm: 0.9319 2021-04-06 00:37:50,583 - mmaction - INFO - Epoch [19][160/1567] lr: 5.671e-02, eta: 5:42:58, time: 2.273, data_time: 0.004, memory: 9526, top1_acc: 0.9707, top5_acc: 0.9988, loss_cls: 0.0989, loss: 0.0989, grad_norm: 0.8322 2021-04-06 00:38:35,148 - mmaction - INFO - Epoch [19][180/1567] lr: 5.648e-02, eta: 5:42:14, time: 2.231, data_time: 0.005, memory: 9526, top1_acc: 0.9668, top5_acc: 0.9990, loss_cls: 0.1087, loss: 0.1087, grad_norm: 0.9345 2021-04-06 00:39:18,299 - mmaction - INFO - Epoch [19][200/1567] lr: 5.625e-02, eta: 5:41:29, time: 2.155, data_time: 0.002, memory: 9526, top1_acc: 0.9732, top5_acc: 0.9998, loss_cls: 0.0911, loss: 0.0911, grad_norm: 0.8023 2021-04-06 00:40:07,829 - mmaction - INFO - Epoch [19][220/1567] lr: 5.602e-02, eta: 5:40:46, time: 2.478, data_time: 0.005, memory: 9526, top1_acc: 0.9660, top5_acc: 0.9992, loss_cls: 0.1114, loss: 0.1114, grad_norm: 0.9465 2021-04-06 00:40:50,063 - mmaction - INFO - Epoch [19][240/1567] lr: 5.578e-02, eta: 5:40:00, time: 2.108, data_time: 0.004, memory: 9526, top1_acc: 0.9697, top5_acc: 1.0000, loss_cls: 0.1008, loss: 0.1008, grad_norm: 0.8633 2021-04-06 00:41:34,792 - mmaction - INFO - Epoch [19][260/1567] lr: 5.555e-02, eta: 5:39:16, time: 2.242, data_time: 0.006, memory: 9526, top1_acc: 0.9660, top5_acc: 0.9984, loss_cls: 0.1078, loss: 0.1078, grad_norm: 0.9355 2021-04-06 00:42:19,544 - mmaction - INFO - Epoch [19][280/1567] lr: 5.532e-02, eta: 5:38:31, time: 2.234, data_time: 0.002, memory: 9526, top1_acc: 0.9639, top5_acc: 0.9992, loss_cls: 0.1110, loss: 0.1110, grad_norm: 0.9342 2021-04-06 00:43:03,147 - mmaction - INFO - Epoch [19][300/1567] lr: 5.509e-02, eta: 5:37:47, time: 2.182, data_time: 0.006, memory: 9526, top1_acc: 0.9701, top5_acc: 0.9996, loss_cls: 0.0978, loss: 0.0978, grad_norm: 0.8215 2021-04-06 00:43:49,923 - mmaction - INFO - Epoch [19][320/1567] lr: 5.486e-02, eta: 5:37:03, time: 2.338, data_time: 0.003, memory: 9526, top1_acc: 0.9697, top5_acc: 0.9992, loss_cls: 0.0971, loss: 0.0971, grad_norm: 0.8978 2021-04-06 00:44:32,404 - mmaction - INFO - Epoch [19][340/1567] lr: 5.463e-02, eta: 5:36:18, time: 2.124, data_time: 0.197, memory: 9526, top1_acc: 0.9707, top5_acc: 0.9996, loss_cls: 0.0990, loss: 0.0990, grad_norm: 0.8487 2021-04-06 00:45:17,432 - mmaction - INFO - Epoch [19][360/1567] lr: 5.440e-02, eta: 5:35:33, time: 2.248, data_time: 0.228, memory: 9526, top1_acc: 0.9689, top5_acc: 0.9990, loss_cls: 0.1036, loss: 0.1036, grad_norm: 0.9504 2021-04-06 00:45:59,833 - mmaction - INFO - Epoch [19][380/1567] lr: 5.417e-02, eta: 5:34:48, time: 2.123, data_time: 0.814, memory: 9526, top1_acc: 0.9721, top5_acc: 0.9992, loss_cls: 0.1024, loss: 0.1024, grad_norm: 0.9219 2021-04-06 00:46:43,349 - mmaction - INFO - Epoch [19][400/1567] lr: 5.394e-02, eta: 5:34:03, time: 2.175, data_time: 1.101, memory: 9526, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.0999, loss: 0.0999, grad_norm: 0.8743 2021-04-06 00:47:31,367 - mmaction - INFO - Epoch [19][420/1567] lr: 5.372e-02, eta: 5:33:20, time: 2.403, data_time: 0.485, memory: 9526, top1_acc: 0.9740, top5_acc: 0.9996, loss_cls: 0.0917, loss: 0.0917, grad_norm: 0.8233 2021-04-06 00:48:14,476 - mmaction - INFO - Epoch [19][440/1567] lr: 5.349e-02, eta: 5:32:35, time: 2.153, data_time: 0.195, memory: 9526, top1_acc: 0.9758, top5_acc: 0.9994, loss_cls: 0.0897, loss: 0.0897, grad_norm: 0.7832 2021-04-06 00:48:57,931 - mmaction - INFO - Epoch [19][460/1567] lr: 5.326e-02, eta: 5:31:50, time: 2.176, data_time: 0.817, memory: 9526, top1_acc: 0.9758, top5_acc: 0.9994, loss_cls: 0.0825, loss: 0.0825, grad_norm: 0.8341 2021-04-06 00:49:43,237 - mmaction - INFO - Epoch [19][480/1567] lr: 5.303e-02, eta: 5:31:06, time: 2.260, data_time: 1.234, memory: 9526, top1_acc: 0.9742, top5_acc: 0.9988, loss_cls: 0.0907, loss: 0.0907, grad_norm: 0.8333 2021-04-06 00:50:28,954 - mmaction - INFO - Epoch [19][500/1567] lr: 5.281e-02, eta: 5:30:21, time: 2.291, data_time: 0.988, memory: 9526, top1_acc: 0.9715, top5_acc: 0.9990, loss_cls: 0.0940, loss: 0.0940, grad_norm: 0.8555 2021-04-06 00:51:14,201 - mmaction - INFO - Epoch [19][520/1567] lr: 5.258e-02, eta: 5:29:37, time: 2.263, data_time: 0.274, memory: 9526, top1_acc: 0.9738, top5_acc: 0.9992, loss_cls: 0.0914, loss: 0.0914, grad_norm: 0.8773 2021-04-06 00:51:54,874 - mmaction - INFO - Epoch [19][540/1567] lr: 5.236e-02, eta: 5:28:51, time: 2.032, data_time: 0.002, memory: 9526, top1_acc: 0.9738, top5_acc: 0.9998, loss_cls: 0.0964, loss: 0.0964, grad_norm: 0.9369 2021-04-06 00:52:37,024 - mmaction - INFO - Epoch [19][560/1567] lr: 5.213e-02, eta: 5:28:06, time: 2.107, data_time: 0.118, memory: 9526, top1_acc: 0.9666, top5_acc: 0.9994, loss_cls: 0.1071, loss: 0.1071, grad_norm: 0.9602 2021-04-06 00:53:21,462 - mmaction - INFO - Epoch [19][580/1567] lr: 5.191e-02, eta: 5:27:22, time: 2.220, data_time: 0.088, memory: 9526, top1_acc: 0.9699, top5_acc: 0.9992, loss_cls: 0.1039, loss: 0.1039, grad_norm: 0.9489 2021-04-06 00:54:06,380 - mmaction - INFO - Epoch [19][600/1567] lr: 5.168e-02, eta: 5:26:37, time: 2.252, data_time: 0.008, memory: 9526, top1_acc: 0.9732, top5_acc: 0.9996, loss_cls: 0.0934, loss: 0.0934, grad_norm: 0.8506 2021-04-06 00:54:50,016 - mmaction - INFO - Epoch [19][620/1567] lr: 5.146e-02, eta: 5:25:52, time: 2.180, data_time: 0.001, memory: 9526, top1_acc: 0.9709, top5_acc: 0.9992, loss_cls: 0.1062, loss: 0.1062, grad_norm: 0.9142 2021-04-06 00:55:33,447 - mmaction - INFO - Epoch [19][640/1567] lr: 5.123e-02, eta: 5:25:08, time: 2.170, data_time: 0.002, memory: 9526, top1_acc: 0.9777, top5_acc: 0.9998, loss_cls: 0.0852, loss: 0.0852, grad_norm: 0.8307 2021-04-06 00:56:16,166 - mmaction - INFO - Epoch [19][660/1567] lr: 5.101e-02, eta: 5:24:22, time: 2.138, data_time: 0.004, memory: 9526, top1_acc: 0.9770, top5_acc: 0.9994, loss_cls: 0.0807, loss: 0.0807, grad_norm: 0.7977 2021-04-06 00:57:02,077 - mmaction - INFO - Epoch [19][680/1567] lr: 5.079e-02, eta: 5:23:38, time: 2.295, data_time: 0.002, memory: 9526, top1_acc: 0.9717, top5_acc: 0.9994, loss_cls: 0.0898, loss: 0.0898, grad_norm: 0.8861 2021-04-06 00:57:46,499 - mmaction - INFO - Epoch [19][700/1567] lr: 5.057e-02, eta: 5:22:54, time: 2.221, data_time: 0.004, memory: 9526, top1_acc: 0.9691, top5_acc: 0.9996, loss_cls: 0.0975, loss: 0.0975, grad_norm: 0.9048 2021-04-06 00:58:31,596 - mmaction - INFO - Epoch [19][720/1567] lr: 5.034e-02, eta: 5:22:09, time: 2.256, data_time: 0.004, memory: 9526, top1_acc: 0.9764, top5_acc: 0.9984, loss_cls: 0.0964, loss: 0.0964, grad_norm: 0.8915 2021-04-06 00:59:15,453 - mmaction - INFO - Epoch [19][740/1567] lr: 5.012e-02, eta: 5:21:25, time: 2.191, data_time: 0.002, memory: 9526, top1_acc: 0.9727, top5_acc: 0.9990, loss_cls: 0.0990, loss: 0.0990, grad_norm: 0.9364 2021-04-06 00:59:59,815 - mmaction - INFO - Epoch [19][760/1567] lr: 4.990e-02, eta: 5:20:40, time: 2.220, data_time: 0.005, memory: 9526, top1_acc: 0.9670, top5_acc: 0.9992, loss_cls: 0.1038, loss: 0.1038, grad_norm: 0.9565 2021-04-06 01:00:45,597 - mmaction - INFO - Epoch [19][780/1567] lr: 4.968e-02, eta: 5:19:56, time: 2.287, data_time: 0.004, memory: 9526, top1_acc: 0.9771, top5_acc: 0.9994, loss_cls: 0.0866, loss: 0.0866, grad_norm: 0.8643 2021-04-06 01:01:27,251 - mmaction - INFO - Epoch [19][800/1567] lr: 4.946e-02, eta: 5:19:11, time: 2.083, data_time: 0.092, memory: 9526, top1_acc: 0.9725, top5_acc: 0.9992, loss_cls: 0.0945, loss: 0.0945, grad_norm: 0.9075 2021-04-06 01:02:13,011 - mmaction - INFO - Epoch [19][820/1567] lr: 4.924e-02, eta: 5:18:26, time: 2.288, data_time: 0.003, memory: 9526, top1_acc: 0.9734, top5_acc: 0.9992, loss_cls: 0.0894, loss: 0.0894, grad_norm: 0.8614 2021-04-06 01:02:56,102 - mmaction - INFO - Epoch [19][840/1567] lr: 4.902e-02, eta: 5:17:41, time: 2.157, data_time: 0.100, memory: 9526, top1_acc: 0.9746, top5_acc: 0.9994, loss_cls: 0.0888, loss: 0.0888, grad_norm: 0.8648 2021-04-06 01:03:41,734 - mmaction - INFO - Epoch [19][860/1567] lr: 4.880e-02, eta: 5:16:57, time: 2.276, data_time: 0.001, memory: 9526, top1_acc: 0.9688, top5_acc: 0.9990, loss_cls: 0.0987, loss: 0.0987, grad_norm: 0.9705 2021-04-06 01:04:24,332 - mmaction - INFO - Epoch [19][880/1567] lr: 4.858e-02, eta: 5:16:12, time: 2.135, data_time: 0.007, memory: 9526, top1_acc: 0.9723, top5_acc: 0.9992, loss_cls: 0.0958, loss: 0.0958, grad_norm: 0.9042 2021-04-06 01:05:10,590 - mmaction - INFO - Epoch [19][900/1567] lr: 4.837e-02, eta: 5:15:28, time: 2.311, data_time: 0.184, memory: 9526, top1_acc: 0.9732, top5_acc: 0.9994, loss_cls: 0.0949, loss: 0.0949, grad_norm: 0.8814 2021-04-06 01:05:53,356 - mmaction - INFO - Epoch [19][920/1567] lr: 4.815e-02, eta: 5:14:43, time: 2.139, data_time: 0.003, memory: 9526, top1_acc: 0.9787, top5_acc: 0.9994, loss_cls: 0.0823, loss: 0.0823, grad_norm: 0.8423 2021-04-06 01:06:36,797 - mmaction - INFO - Epoch [19][940/1567] lr: 4.793e-02, eta: 5:13:58, time: 2.173, data_time: 0.204, memory: 9526, top1_acc: 0.9770, top5_acc: 0.9996, loss_cls: 0.0887, loss: 0.0887, grad_norm: 0.8441 2021-04-06 01:07:19,705 - mmaction - INFO - Epoch [19][960/1567] lr: 4.772e-02, eta: 5:13:13, time: 2.146, data_time: 0.223, memory: 9526, top1_acc: 0.9752, top5_acc: 0.9994, loss_cls: 0.0865, loss: 0.0865, grad_norm: 0.8415 2021-04-06 01:08:06,143 - mmaction - INFO - Epoch [19][980/1567] lr: 4.750e-02, eta: 5:12:29, time: 2.321, data_time: 0.959, memory: 9526, top1_acc: 0.9775, top5_acc: 0.9998, loss_cls: 0.0808, loss: 0.0808, grad_norm: 0.8530 2021-04-06 01:08:50,882 - mmaction - INFO - Epoch [19][1000/1567] lr: 4.728e-02, eta: 5:11:45, time: 2.232, data_time: 0.670, memory: 9526, top1_acc: 0.9752, top5_acc: 0.9994, loss_cls: 0.0842, loss: 0.0842, grad_norm: 0.8972 2021-04-06 01:09:37,040 - mmaction - INFO - Epoch [19][1020/1567] lr: 4.707e-02, eta: 5:11:01, time: 2.312, data_time: 0.076, memory: 9526, top1_acc: 0.9768, top5_acc: 0.9992, loss_cls: 0.0816, loss: 0.0816, grad_norm: 0.8739 2021-04-06 01:10:22,326 - mmaction - INFO - Epoch [19][1040/1567] lr: 4.685e-02, eta: 5:10:16, time: 2.262, data_time: 0.031, memory: 9526, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.0822, loss: 0.0822, grad_norm: 0.8569 2021-04-06 01:11:03,399 - mmaction - INFO - Epoch [19][1060/1567] lr: 4.664e-02, eta: 5:09:31, time: 2.056, data_time: 0.242, memory: 9526, top1_acc: 0.9744, top5_acc: 0.9990, loss_cls: 0.0876, loss: 0.0876, grad_norm: 0.8963 2021-04-06 01:11:48,316 - mmaction - INFO - Epoch [19][1080/1567] lr: 4.642e-02, eta: 5:08:47, time: 2.247, data_time: 0.626, memory: 9526, top1_acc: 0.9760, top5_acc: 0.9998, loss_cls: 0.0819, loss: 0.0819, grad_norm: 0.8429 2021-04-06 01:12:31,733 - mmaction - INFO - Epoch [19][1100/1567] lr: 4.621e-02, eta: 5:08:02, time: 2.167, data_time: 0.994, memory: 9526, top1_acc: 0.9770, top5_acc: 0.9996, loss_cls: 0.0792, loss: 0.0792, grad_norm: 0.8024 2021-04-06 01:13:18,211 - mmaction - INFO - Epoch [19][1120/1567] lr: 4.600e-02, eta: 5:07:18, time: 2.323, data_time: 0.473, memory: 9526, top1_acc: 0.9756, top5_acc: 0.9990, loss_cls: 0.0856, loss: 0.0856, grad_norm: 0.8807 2021-04-06 01:13:57,688 - mmaction - INFO - Epoch [19][1140/1567] lr: 4.578e-02, eta: 5:06:32, time: 1.976, data_time: 0.739, memory: 9526, top1_acc: 0.9746, top5_acc: 0.9998, loss_cls: 0.0849, loss: 0.0849, grad_norm: 0.8525 2021-04-06 01:14:42,913 - mmaction - INFO - Epoch [19][1160/1567] lr: 4.557e-02, eta: 5:05:47, time: 2.258, data_time: 1.098, memory: 9526, top1_acc: 0.9764, top5_acc: 0.9992, loss_cls: 0.0809, loss: 0.0809, grad_norm: 0.8581 2021-04-06 01:15:29,943 - mmaction - INFO - Epoch [19][1180/1567] lr: 4.536e-02, eta: 5:05:04, time: 2.355, data_time: 0.818, memory: 9526, top1_acc: 0.9768, top5_acc: 0.9996, loss_cls: 0.0790, loss: 0.0790, grad_norm: 0.8466 2021-04-06 01:16:15,936 - mmaction - INFO - Epoch [19][1200/1567] lr: 4.515e-02, eta: 5:04:20, time: 2.302, data_time: 0.004, memory: 9526, top1_acc: 0.9797, top5_acc: 0.9990, loss_cls: 0.0739, loss: 0.0739, grad_norm: 0.8338 2021-04-06 01:16:58,412 - mmaction - INFO - Epoch [19][1220/1567] lr: 4.494e-02, eta: 5:03:34, time: 2.119, data_time: 0.002, memory: 9526, top1_acc: 0.9791, top5_acc: 0.9996, loss_cls: 0.0788, loss: 0.0788, grad_norm: 0.8305 2021-04-06 01:17:44,683 - mmaction - INFO - Epoch [19][1240/1567] lr: 4.472e-02, eta: 5:02:50, time: 2.315, data_time: 0.025, memory: 9526, top1_acc: 0.9758, top5_acc: 0.9994, loss_cls: 0.0848, loss: 0.0848, grad_norm: 0.8732 2021-04-06 01:18:30,144 - mmaction - INFO - Epoch [19][1260/1567] lr: 4.451e-02, eta: 5:02:06, time: 2.270, data_time: 0.104, memory: 9526, top1_acc: 0.9758, top5_acc: 1.0000, loss_cls: 0.0811, loss: 0.0811, grad_norm: 0.8614 2021-04-06 01:19:11,665 - mmaction - INFO - Epoch [19][1280/1567] lr: 4.430e-02, eta: 5:01:21, time: 2.079, data_time: 0.012, memory: 9526, top1_acc: 0.9768, top5_acc: 0.9996, loss_cls: 0.0781, loss: 0.0781, grad_norm: 0.8606 2021-04-06 01:19:54,794 - mmaction - INFO - Epoch [19][1300/1567] lr: 4.409e-02, eta: 5:00:36, time: 2.156, data_time: 0.004, memory: 9526, top1_acc: 0.9791, top5_acc: 0.9996, loss_cls: 0.0775, loss: 0.0775, grad_norm: 0.8604 2021-04-06 01:20:39,245 - mmaction - INFO - Epoch [19][1320/1567] lr: 4.389e-02, eta: 4:59:51, time: 2.225, data_time: 0.005, memory: 9526, top1_acc: 0.9787, top5_acc: 0.9996, loss_cls: 0.0823, loss: 0.0823, grad_norm: 0.8943 2021-04-06 01:21:23,458 - mmaction - INFO - Epoch [19][1340/1567] lr: 4.368e-02, eta: 4:59:07, time: 2.210, data_time: 0.002, memory: 9526, top1_acc: 0.9740, top5_acc: 0.9996, loss_cls: 0.0859, loss: 0.0859, grad_norm: 0.9682 2021-04-06 01:22:08,024 - mmaction - INFO - Epoch [19][1360/1567] lr: 4.347e-02, eta: 4:58:22, time: 2.227, data_time: 0.002, memory: 9526, top1_acc: 0.9779, top5_acc: 0.9988, loss_cls: 0.0813, loss: 0.0813, grad_norm: 0.8982 2021-04-06 01:22:51,755 - mmaction - INFO - Epoch [19][1380/1567] lr: 4.326e-02, eta: 4:57:37, time: 2.187, data_time: 0.005, memory: 9526, top1_acc: 0.9787, top5_acc: 0.9996, loss_cls: 0.0807, loss: 0.0807, grad_norm: 0.8992 2021-04-06 01:23:36,930 - mmaction - INFO - Epoch [19][1400/1567] lr: 4.305e-02, eta: 4:56:53, time: 2.257, data_time: 0.003, memory: 9526, top1_acc: 0.9777, top5_acc: 0.9992, loss_cls: 0.0801, loss: 0.0801, grad_norm: 0.8340 2021-04-06 01:24:17,766 - mmaction - INFO - Epoch [19][1420/1567] lr: 4.285e-02, eta: 4:56:08, time: 2.040, data_time: 0.007, memory: 9526, top1_acc: 0.9748, top5_acc: 0.9990, loss_cls: 0.0820, loss: 0.0820, grad_norm: 0.9434 2021-04-06 01:25:02,852 - mmaction - INFO - Epoch [19][1440/1567] lr: 4.264e-02, eta: 4:55:23, time: 2.257, data_time: 0.094, memory: 9526, top1_acc: 0.9783, top5_acc: 0.9996, loss_cls: 0.0794, loss: 0.0794, grad_norm: 0.8782 2021-04-06 01:25:48,372 - mmaction - INFO - Epoch [19][1460/1567] lr: 4.243e-02, eta: 4:54:39, time: 2.278, data_time: 0.076, memory: 9526, top1_acc: 0.9811, top5_acc: 0.9994, loss_cls: 0.0763, loss: 0.0763, grad_norm: 0.8100 2021-04-06 01:26:31,529 - mmaction - INFO - Epoch [19][1480/1567] lr: 4.223e-02, eta: 4:53:54, time: 2.154, data_time: 0.003, memory: 9526, top1_acc: 0.9758, top5_acc: 0.9996, loss_cls: 0.0818, loss: 0.0818, grad_norm: 0.8793 2021-04-06 01:27:17,525 - mmaction - INFO - Epoch [19][1500/1567] lr: 4.202e-02, eta: 4:53:10, time: 2.305, data_time: 0.006, memory: 9526, top1_acc: 0.9783, top5_acc: 0.9994, loss_cls: 0.0788, loss: 0.0788, grad_norm: 0.8959 2021-04-06 01:28:01,830 - mmaction - INFO - Epoch [19][1520/1567] lr: 4.182e-02, eta: 4:52:25, time: 2.215, data_time: 0.002, memory: 9526, top1_acc: 0.9752, top5_acc: 0.9998, loss_cls: 0.0804, loss: 0.0804, grad_norm: 0.8944 2021-04-06 01:28:43,455 - mmaction - INFO - Epoch [19][1540/1567] lr: 4.161e-02, eta: 4:51:40, time: 2.080, data_time: 0.004, memory: 9526, top1_acc: 0.9773, top5_acc: 0.9994, loss_cls: 0.0808, loss: 0.0808, grad_norm: 0.8500 2021-04-06 01:29:28,468 - mmaction - INFO - Epoch [19][1560/1567] lr: 4.141e-02, eta: 4:50:56, time: 2.251, data_time: 0.003, memory: 9526, top1_acc: 0.9756, top5_acc: 0.9998, loss_cls: 0.0874, loss: 0.0874, grad_norm: 0.9251 2021-04-06 01:29:37,100 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-04-06 01:32:09,179 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-06 01:32:09,256 - mmaction - INFO - top1_acc 0.9101 top5_acc 0.9908 2021-04-06 01:32:09,256 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-06 01:32:09,283 - mmaction - INFO - mean_acc 0.9099 2021-04-06 01:32:09,284 - mmaction - INFO - Now best checkpoint is epoch_19.pth 2021-04-06 01:32:09,288 - mmaction - INFO - Epoch(val) [19][1567] top1_acc: 0.9101, top5_acc: 0.9908, mean_class_accuracy: 0.9099 2021-04-06 01:33:31,493 - mmaction - INFO - Epoch [20][20/1567] lr: 4.114e-02, eta: 4:50:01, time: 4.105, data_time: 2.356, memory: 9526, top1_acc: 0.9723, top5_acc: 0.9992, loss_cls: 0.1065, loss: 0.1065, grad_norm: 0.9893 2021-04-06 01:34:14,588 - mmaction - INFO - Epoch [20][40/1567] lr: 4.093e-02, eta: 4:49:16, time: 2.157, data_time: 0.005, memory: 9526, top1_acc: 0.9752, top5_acc: 0.9996, loss_cls: 0.0918, loss: 0.0918, grad_norm: 0.9180 2021-04-06 01:35:00,030 - mmaction - INFO - Epoch [20][60/1567] lr: 4.073e-02, eta: 4:48:32, time: 2.273, data_time: 0.004, memory: 9526, top1_acc: 0.9748, top5_acc: 0.9994, loss_cls: 0.0868, loss: 0.0868, grad_norm: 0.8786 2021-04-06 01:35:42,466 - mmaction - INFO - Epoch [20][80/1567] lr: 4.053e-02, eta: 4:47:47, time: 2.119, data_time: 0.002, memory: 9526, top1_acc: 0.9777, top5_acc: 0.9996, loss_cls: 0.0814, loss: 0.0814, grad_norm: 0.8658 2021-04-06 01:36:25,402 - mmaction - INFO - Epoch [20][100/1567] lr: 4.033e-02, eta: 4:47:02, time: 2.150, data_time: 0.005, memory: 9526, top1_acc: 0.9756, top5_acc: 0.9996, loss_cls: 0.0856, loss: 0.0856, grad_norm: 0.8901 2021-04-06 01:37:09,027 - mmaction - INFO - Epoch [20][120/1567] lr: 4.013e-02, eta: 4:46:17, time: 2.177, data_time: 0.006, memory: 9526, top1_acc: 0.9771, top5_acc: 0.9990, loss_cls: 0.0761, loss: 0.0761, grad_norm: 0.8444 2021-04-06 01:37:53,324 - mmaction - INFO - Epoch [20][140/1567] lr: 3.993e-02, eta: 4:45:33, time: 2.218, data_time: 0.008, memory: 9526, top1_acc: 0.9814, top5_acc: 1.0000, loss_cls: 0.0675, loss: 0.0675, grad_norm: 0.7576 2021-04-06 01:38:35,158 - mmaction - INFO - Epoch [20][160/1567] lr: 3.973e-02, eta: 4:44:48, time: 2.093, data_time: 0.079, memory: 9526, top1_acc: 0.9793, top5_acc: 1.0000, loss_cls: 0.0668, loss: 0.0668, grad_norm: 0.8330 2021-04-06 01:39:21,426 - mmaction - INFO - Epoch [20][180/1567] lr: 3.953e-02, eta: 4:44:03, time: 2.314, data_time: 0.631, memory: 9526, top1_acc: 0.9797, top5_acc: 0.9998, loss_cls: 0.0688, loss: 0.0688, grad_norm: 0.8359 2021-04-06 01:40:03,179 - mmaction - INFO - Epoch [20][200/1567] lr: 3.933e-02, eta: 4:43:18, time: 2.087, data_time: 0.121, memory: 9526, top1_acc: 0.9793, top5_acc: 0.9994, loss_cls: 0.0718, loss: 0.0718, grad_norm: 0.8232 2021-04-06 01:40:49,107 - mmaction - INFO - Epoch [20][220/1567] lr: 3.913e-02, eta: 4:42:34, time: 2.296, data_time: 0.018, memory: 9526, top1_acc: 0.9797, top5_acc: 0.9988, loss_cls: 0.0720, loss: 0.0720, grad_norm: 0.8366 2021-04-06 01:41:32,848 - mmaction - INFO - Epoch [20][240/1567] lr: 3.893e-02, eta: 4:41:49, time: 2.187, data_time: 0.002, memory: 9526, top1_acc: 0.9814, top5_acc: 0.9994, loss_cls: 0.0728, loss: 0.0728, grad_norm: 0.8639 2021-04-06 01:42:15,945 - mmaction - INFO - Epoch [20][260/1567] lr: 3.873e-02, eta: 4:41:04, time: 2.154, data_time: 0.004, memory: 9526, top1_acc: 0.9771, top5_acc: 0.9986, loss_cls: 0.0794, loss: 0.0794, grad_norm: 0.8847 2021-04-06 01:42:59,232 - mmaction - INFO - Epoch [20][280/1567] lr: 3.854e-02, eta: 4:40:20, time: 2.162, data_time: 0.003, memory: 9526, top1_acc: 0.9795, top5_acc: 1.0000, loss_cls: 0.0747, loss: 0.0747, grad_norm: 0.8374 2021-04-06 01:43:42,722 - mmaction - INFO - Epoch [20][300/1567] lr: 3.834e-02, eta: 4:39:35, time: 2.178, data_time: 0.015, memory: 9526, top1_acc: 0.9787, top5_acc: 1.0000, loss_cls: 0.0735, loss: 0.0735, grad_norm: 0.8539 2021-04-06 01:44:25,443 - mmaction - INFO - Epoch [20][320/1567] lr: 3.814e-02, eta: 4:38:50, time: 2.135, data_time: 0.005, memory: 9526, top1_acc: 0.9838, top5_acc: 0.9998, loss_cls: 0.0660, loss: 0.0660, grad_norm: 0.7976 2021-04-06 01:45:13,359 - mmaction - INFO - Epoch [20][340/1567] lr: 3.795e-02, eta: 4:38:06, time: 2.394, data_time: 0.005, memory: 9526, top1_acc: 0.9779, top5_acc: 0.9996, loss_cls: 0.0766, loss: 0.0766, grad_norm: 0.8921 2021-04-06 01:45:56,850 - mmaction - INFO - Epoch [20][360/1567] lr: 3.775e-02, eta: 4:37:21, time: 2.177, data_time: 0.010, memory: 9526, top1_acc: 0.9842, top5_acc: 0.9992, loss_cls: 0.0642, loss: 0.0642, grad_norm: 0.7751 2021-04-06 01:46:39,988 - mmaction - INFO - Epoch [20][380/1567] lr: 3.755e-02, eta: 4:36:36, time: 2.153, data_time: 0.003, memory: 9526, top1_acc: 0.9840, top5_acc: 0.9998, loss_cls: 0.0570, loss: 0.0570, grad_norm: 0.7716 2021-04-06 01:47:26,711 - mmaction - INFO - Epoch [20][400/1567] lr: 3.736e-02, eta: 4:35:53, time: 2.340, data_time: 0.010, memory: 9526, top1_acc: 0.9824, top5_acc: 0.9998, loss_cls: 0.0630, loss: 0.0630, grad_norm: 0.7998 2021-04-06 01:48:07,642 - mmaction - INFO - Epoch [20][420/1567] lr: 3.717e-02, eta: 4:35:07, time: 2.047, data_time: 0.003, memory: 9526, top1_acc: 0.9830, top5_acc: 1.0000, loss_cls: 0.0631, loss: 0.0631, grad_norm: 0.8374 2021-04-06 01:48:54,577 - mmaction - INFO - Epoch [20][440/1567] lr: 3.697e-02, eta: 4:34:23, time: 2.345, data_time: 0.003, memory: 9526, top1_acc: 0.9803, top5_acc: 0.9996, loss_cls: 0.0711, loss: 0.0711, grad_norm: 0.8595 2021-04-06 01:49:36,772 - mmaction - INFO - Epoch [20][460/1567] lr: 3.678e-02, eta: 4:33:38, time: 2.110, data_time: 0.004, memory: 9526, top1_acc: 0.9793, top5_acc: 0.9996, loss_cls: 0.0701, loss: 0.0701, grad_norm: 0.9150 2021-04-06 01:50:20,976 - mmaction - INFO - Epoch [20][480/1567] lr: 3.659e-02, eta: 4:32:53, time: 2.212, data_time: 0.004, memory: 9526, top1_acc: 0.9809, top5_acc: 0.9998, loss_cls: 0.0669, loss: 0.0669, grad_norm: 0.8484 2021-04-06 01:51:04,003 - mmaction - INFO - Epoch [20][500/1567] lr: 3.639e-02, eta: 4:32:09, time: 2.147, data_time: 0.002, memory: 9526, top1_acc: 0.9820, top5_acc: 0.9994, loss_cls: 0.0686, loss: 0.0686, grad_norm: 0.8759 2021-04-06 01:51:47,648 - mmaction - INFO - Epoch [20][520/1567] lr: 3.620e-02, eta: 4:31:24, time: 2.185, data_time: 0.007, memory: 9526, top1_acc: 0.9791, top5_acc: 0.9996, loss_cls: 0.0709, loss: 0.0709, grad_norm: 0.8925 2021-04-06 01:52:34,207 - mmaction - INFO - Epoch [20][540/1567] lr: 3.601e-02, eta: 4:30:40, time: 2.330, data_time: 0.008, memory: 9526, top1_acc: 0.9803, top5_acc: 0.9996, loss_cls: 0.0704, loss: 0.0704, grad_norm: 0.8795 2021-04-06 01:53:17,072 - mmaction - INFO - Epoch [20][560/1567] lr: 3.582e-02, eta: 4:29:55, time: 2.143, data_time: 0.001, memory: 9526, top1_acc: 0.9822, top5_acc: 0.9998, loss_cls: 0.0684, loss: 0.0684, grad_norm: 0.8992 2021-04-06 01:54:00,432 - mmaction - INFO - Epoch [20][580/1567] lr: 3.563e-02, eta: 4:29:10, time: 2.167, data_time: 0.001, memory: 9526, top1_acc: 0.9811, top5_acc: 0.9994, loss_cls: 0.0733, loss: 0.0733, grad_norm: 0.8986 2021-04-06 01:54:44,041 - mmaction - INFO - Epoch [20][600/1567] lr: 3.544e-02, eta: 4:28:25, time: 2.180, data_time: 0.003, memory: 9526, top1_acc: 0.9785, top5_acc: 0.9992, loss_cls: 0.0736, loss: 0.0736, grad_norm: 0.8682 2021-04-06 01:55:28,480 - mmaction - INFO - Epoch [20][620/1567] lr: 3.525e-02, eta: 4:27:41, time: 2.217, data_time: 0.003, memory: 9526, top1_acc: 0.9807, top5_acc: 0.9994, loss_cls: 0.0700, loss: 0.0700, grad_norm: 0.8598 2021-04-06 01:56:12,533 - mmaction - INFO - Epoch [20][640/1567] lr: 3.506e-02, eta: 4:26:56, time: 2.206, data_time: 0.007, memory: 9526, top1_acc: 0.9820, top5_acc: 0.9998, loss_cls: 0.0613, loss: 0.0613, grad_norm: 0.8243 2021-04-06 01:56:58,748 - mmaction - INFO - Epoch [20][660/1567] lr: 3.487e-02, eta: 4:26:12, time: 2.311, data_time: 0.004, memory: 9526, top1_acc: 0.9826, top5_acc: 0.9996, loss_cls: 0.0616, loss: 0.0616, grad_norm: 0.7881 2021-04-06 01:57:40,666 - mmaction - INFO - Epoch [20][680/1567] lr: 3.468e-02, eta: 4:25:27, time: 2.095, data_time: 0.003, memory: 9526, top1_acc: 0.9820, top5_acc: 0.9998, loss_cls: 0.0609, loss: 0.0609, grad_norm: 0.8178 2021-04-06 01:58:26,620 - mmaction - INFO - Epoch [20][700/1567] lr: 3.449e-02, eta: 4:24:43, time: 2.297, data_time: 0.004, memory: 9526, top1_acc: 0.9846, top5_acc: 1.0000, loss_cls: 0.0561, loss: 0.0561, grad_norm: 0.7936 2021-04-06 01:59:09,329 - mmaction - INFO - Epoch [20][720/1567] lr: 3.431e-02, eta: 4:23:58, time: 2.135, data_time: 0.006, memory: 9526, top1_acc: 0.9842, top5_acc: 0.9998, loss_cls: 0.0605, loss: 0.0605, grad_norm: 0.8177 2021-04-06 01:59:54,103 - mmaction - INFO - Epoch [20][740/1567] lr: 3.412e-02, eta: 4:23:13, time: 2.241, data_time: 0.022, memory: 9526, top1_acc: 0.9822, top5_acc: 0.9994, loss_cls: 0.0671, loss: 0.0671, grad_norm: 0.8868 2021-04-06 02:00:39,380 - mmaction - INFO - Epoch [20][760/1567] lr: 3.393e-02, eta: 4:22:29, time: 2.261, data_time: 0.140, memory: 9526, top1_acc: 0.9846, top5_acc: 0.9998, loss_cls: 0.0627, loss: 0.0627, grad_norm: 0.8544 2021-04-06 02:01:24,041 - mmaction - INFO - Epoch [20][780/1567] lr: 3.375e-02, eta: 4:21:44, time: 2.234, data_time: 0.614, memory: 9526, top1_acc: 0.9826, top5_acc: 0.9996, loss_cls: 0.0586, loss: 0.0586, grad_norm: 0.8267 2021-04-06 02:02:06,436 - mmaction - INFO - Epoch [20][800/1567] lr: 3.356e-02, eta: 4:20:59, time: 2.120, data_time: 0.609, memory: 9526, top1_acc: 0.9834, top5_acc: 0.9996, loss_cls: 0.0625, loss: 0.0625, grad_norm: 0.8534 2021-04-06 02:02:50,509 - mmaction - INFO - Epoch [20][820/1567] lr: 3.338e-02, eta: 4:20:15, time: 2.205, data_time: 0.005, memory: 9526, top1_acc: 0.9820, top5_acc: 0.9994, loss_cls: 0.0600, loss: 0.0600, grad_norm: 0.8274 2021-04-06 02:03:33,926 - mmaction - INFO - Epoch [20][840/1567] lr: 3.319e-02, eta: 4:19:30, time: 2.172, data_time: 0.003, memory: 9526, top1_acc: 0.9846, top5_acc: 0.9998, loss_cls: 0.0566, loss: 0.0566, grad_norm: 0.7811 2021-04-06 02:04:17,532 - mmaction - INFO - Epoch [20][860/1567] lr: 3.301e-02, eta: 4:18:45, time: 2.179, data_time: 0.002, memory: 9526, top1_acc: 0.9863, top5_acc: 0.9992, loss_cls: 0.0557, loss: 0.0557, grad_norm: 0.7605 2021-04-06 02:05:02,596 - mmaction - INFO - Epoch [20][880/1567] lr: 3.282e-02, eta: 4:18:01, time: 2.252, data_time: 0.002, memory: 9526, top1_acc: 0.9816, top5_acc: 0.9998, loss_cls: 0.0652, loss: 0.0652, grad_norm: 0.9078 2021-04-06 02:05:49,051 - mmaction - INFO - Epoch [20][900/1567] lr: 3.264e-02, eta: 4:17:17, time: 2.323, data_time: 0.005, memory: 9526, top1_acc: 0.9799, top5_acc: 0.9996, loss_cls: 0.0667, loss: 0.0667, grad_norm: 0.9264 2021-04-06 02:06:33,478 - mmaction - INFO - Epoch [20][920/1567] lr: 3.246e-02, eta: 4:16:32, time: 2.222, data_time: 0.004, memory: 9526, top1_acc: 0.9814, top5_acc: 0.9998, loss_cls: 0.0632, loss: 0.0632, grad_norm: 0.8676 2021-04-06 02:07:14,780 - mmaction - INFO - Epoch [20][940/1567] lr: 3.228e-02, eta: 4:15:47, time: 2.063, data_time: 0.005, memory: 9526, top1_acc: 0.9832, top5_acc: 0.9996, loss_cls: 0.0620, loss: 0.0620, grad_norm: 0.8423 2021-04-06 02:08:01,699 - mmaction - INFO - Epoch [20][960/1567] lr: 3.210e-02, eta: 4:15:03, time: 2.349, data_time: 0.006, memory: 9526, top1_acc: 0.9863, top5_acc: 0.9996, loss_cls: 0.0552, loss: 0.0552, grad_norm: 0.7841 2021-04-06 02:08:44,061 - mmaction - INFO - Epoch [20][980/1567] lr: 3.191e-02, eta: 4:14:18, time: 2.119, data_time: 0.003, memory: 9526, top1_acc: 0.9842, top5_acc: 0.9992, loss_cls: 0.0596, loss: 0.0596, grad_norm: 0.8370 2021-04-06 02:09:30,433 - mmaction - INFO - Epoch [20][1000/1567] lr: 3.173e-02, eta: 4:13:34, time: 2.317, data_time: 0.002, memory: 9526, top1_acc: 0.9822, top5_acc: 0.9998, loss_cls: 0.0643, loss: 0.0643, grad_norm: 0.8993 2021-04-06 02:10:10,782 - mmaction - INFO - Epoch [20][1020/1567] lr: 3.155e-02, eta: 4:12:49, time: 2.017, data_time: 0.003, memory: 9526, top1_acc: 0.9855, top5_acc: 0.9998, loss_cls: 0.0541, loss: 0.0541, grad_norm: 0.7868 2021-04-06 02:10:58,709 - mmaction - INFO - Epoch [20][1040/1567] lr: 3.137e-02, eta: 4:12:05, time: 2.397, data_time: 0.004, memory: 9526, top1_acc: 0.9824, top5_acc: 0.9990, loss_cls: 0.0636, loss: 0.0636, grad_norm: 0.8795 2021-04-06 02:11:45,174 - mmaction - INFO - Epoch [20][1060/1567] lr: 3.119e-02, eta: 4:11:21, time: 2.324, data_time: 0.003, memory: 9526, top1_acc: 0.9834, top5_acc: 0.9996, loss_cls: 0.0638, loss: 0.0638, grad_norm: 0.9068 2021-04-06 02:12:29,557 - mmaction - INFO - Epoch [20][1080/1567] lr: 3.101e-02, eta: 4:10:36, time: 2.215, data_time: 0.001, memory: 9526, top1_acc: 0.9812, top5_acc: 0.9996, loss_cls: 0.0642, loss: 0.0642, grad_norm: 0.8453 2021-04-06 02:13:10,589 - mmaction - INFO - Epoch [20][1100/1567] lr: 3.084e-02, eta: 4:09:51, time: 2.054, data_time: 0.006, memory: 9526, top1_acc: 0.9814, top5_acc: 0.9994, loss_cls: 0.0649, loss: 0.0649, grad_norm: 0.8612 2021-04-06 02:13:54,315 - mmaction - INFO - Epoch [20][1120/1567] lr: 3.066e-02, eta: 4:09:06, time: 2.188, data_time: 0.003, memory: 9526, top1_acc: 0.9826, top5_acc: 0.9996, loss_cls: 0.0610, loss: 0.0610, grad_norm: 0.8506 2021-04-06 02:14:37,099 - mmaction - INFO - Epoch [20][1140/1567] lr: 3.048e-02, eta: 4:08:21, time: 2.140, data_time: 0.001, memory: 9526, top1_acc: 0.9863, top5_acc: 0.9996, loss_cls: 0.0558, loss: 0.0558, grad_norm: 0.8691 2021-04-06 02:15:22,475 - mmaction - INFO - Epoch [20][1160/1567] lr: 3.030e-02, eta: 4:07:37, time: 2.267, data_time: 0.001, memory: 9526, top1_acc: 0.9830, top5_acc: 0.9998, loss_cls: 0.0598, loss: 0.0598, grad_norm: 0.9204 2021-04-06 02:16:08,230 - mmaction - INFO - Epoch [20][1180/1567] lr: 3.013e-02, eta: 4:06:53, time: 2.288, data_time: 0.002, memory: 9526, top1_acc: 0.9814, top5_acc: 1.0000, loss_cls: 0.0624, loss: 0.0624, grad_norm: 0.9202 2021-04-06 02:16:51,139 - mmaction - INFO - Epoch [20][1200/1567] lr: 2.995e-02, eta: 4:06:08, time: 2.141, data_time: 0.034, memory: 9526, top1_acc: 0.9834, top5_acc: 0.9996, loss_cls: 0.0585, loss: 0.0585, grad_norm: 0.8638 2021-04-06 02:17:36,450 - mmaction - INFO - Epoch [20][1220/1567] lr: 2.977e-02, eta: 4:05:24, time: 2.269, data_time: 0.255, memory: 9526, top1_acc: 0.9832, top5_acc: 1.0000, loss_cls: 0.0640, loss: 0.0640, grad_norm: 0.8786 2021-04-06 02:18:21,270 - mmaction - INFO - Epoch [20][1240/1567] lr: 2.960e-02, eta: 4:04:39, time: 2.242, data_time: 0.342, memory: 9526, top1_acc: 0.9828, top5_acc: 0.9994, loss_cls: 0.0634, loss: 0.0634, grad_norm: 0.9104 2021-04-06 02:19:02,784 - mmaction - INFO - Epoch [20][1260/1567] lr: 2.942e-02, eta: 4:03:54, time: 2.077, data_time: 0.357, memory: 9526, top1_acc: 0.9863, top5_acc: 0.9996, loss_cls: 0.0563, loss: 0.0563, grad_norm: 0.7598 2021-04-06 02:19:49,113 - mmaction - INFO - Epoch [20][1280/1567] lr: 2.925e-02, eta: 4:03:10, time: 2.313, data_time: 0.002, memory: 9526, top1_acc: 0.9896, top5_acc: 0.9998, loss_cls: 0.0449, loss: 0.0449, grad_norm: 0.6899 2021-04-06 02:20:33,316 - mmaction - INFO - Epoch [20][1300/1567] lr: 2.908e-02, eta: 4:02:25, time: 2.210, data_time: 0.006, memory: 9526, top1_acc: 0.9855, top5_acc: 1.0000, loss_cls: 0.0569, loss: 0.0569, grad_norm: 0.8379 2021-04-06 02:21:16,442 - mmaction - INFO - Epoch [20][1320/1567] lr: 2.890e-02, eta: 4:01:40, time: 2.158, data_time: 0.008, memory: 9526, top1_acc: 0.9826, top5_acc: 0.9992, loss_cls: 0.0657, loss: 0.0657, grad_norm: 0.8802 2021-04-06 02:21:56,838 - mmaction - INFO - Epoch [20][1340/1567] lr: 2.873e-02, eta: 4:00:55, time: 2.019, data_time: 0.017, memory: 9526, top1_acc: 0.9863, top5_acc: 0.9998, loss_cls: 0.0545, loss: 0.0545, grad_norm: 0.8444 2021-04-06 02:22:42,028 - mmaction - INFO - Epoch [20][1360/1567] lr: 2.856e-02, eta: 4:00:11, time: 2.259, data_time: 0.004, memory: 9526, top1_acc: 0.9863, top5_acc: 1.0000, loss_cls: 0.0536, loss: 0.0536, grad_norm: 0.7849 2021-04-06 02:23:26,048 - mmaction - INFO - Epoch [20][1380/1567] lr: 2.839e-02, eta: 3:59:26, time: 2.202, data_time: 0.003, memory: 9526, top1_acc: 0.9842, top5_acc: 0.9998, loss_cls: 0.0574, loss: 0.0574, grad_norm: 0.8171 2021-04-06 02:24:10,279 - mmaction - INFO - Epoch [20][1400/1567] lr: 2.822e-02, eta: 3:58:41, time: 2.211, data_time: 0.003, memory: 9526, top1_acc: 0.9865, top5_acc: 0.9996, loss_cls: 0.0542, loss: 0.0542, grad_norm: 0.7598 2021-04-06 02:24:55,725 - mmaction - INFO - Epoch [20][1420/1567] lr: 2.804e-02, eta: 3:57:57, time: 2.272, data_time: 0.003, memory: 9526, top1_acc: 0.9887, top5_acc: 0.9998, loss_cls: 0.0514, loss: 0.0514, grad_norm: 0.7833 2021-04-06 02:25:40,242 - mmaction - INFO - Epoch [20][1440/1567] lr: 2.787e-02, eta: 3:57:13, time: 2.226, data_time: 0.003, memory: 9526, top1_acc: 0.9896, top5_acc: 0.9998, loss_cls: 0.0470, loss: 0.0470, grad_norm: 0.7357 2021-04-06 02:26:22,993 - mmaction - INFO - Epoch [20][1460/1567] lr: 2.770e-02, eta: 3:56:28, time: 2.138, data_time: 0.002, memory: 9526, top1_acc: 0.9891, top5_acc: 1.0000, loss_cls: 0.0437, loss: 0.0437, grad_norm: 0.7317 2021-04-06 02:27:05,796 - mmaction - INFO - Epoch [20][1480/1567] lr: 2.753e-02, eta: 3:55:43, time: 2.139, data_time: 0.003, memory: 9526, top1_acc: 0.9871, top5_acc: 1.0000, loss_cls: 0.0477, loss: 0.0477, grad_norm: 0.7312 2021-04-06 02:27:50,545 - mmaction - INFO - Epoch [20][1500/1567] lr: 2.737e-02, eta: 3:54:58, time: 2.237, data_time: 0.003, memory: 9526, top1_acc: 0.9850, top5_acc: 0.9996, loss_cls: 0.0549, loss: 0.0549, grad_norm: 0.7930 2021-04-06 02:28:34,430 - mmaction - INFO - Epoch [20][1520/1567] lr: 2.720e-02, eta: 3:54:14, time: 2.194, data_time: 0.005, memory: 9526, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0513, loss: 0.0513, grad_norm: 0.7605 2021-04-06 02:29:18,672 - mmaction - INFO - Epoch [20][1540/1567] lr: 2.703e-02, eta: 3:53:29, time: 2.213, data_time: 0.011, memory: 9526, top1_acc: 0.9861, top5_acc: 1.0000, loss_cls: 0.0515, loss: 0.0515, grad_norm: 0.7737 2021-04-06 02:30:00,801 - mmaction - INFO - Epoch [20][1560/1567] lr: 2.686e-02, eta: 3:52:44, time: 2.108, data_time: 0.099, memory: 9526, top1_acc: 0.9873, top5_acc: 1.0000, loss_cls: 0.0503, loss: 0.0503, grad_norm: 0.7748 2021-04-06 02:30:09,971 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-04-06 02:32:42,047 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-06 02:32:42,131 - mmaction - INFO - top1_acc 0.9191 top5_acc 0.9938 2021-04-06 02:32:42,131 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-06 02:32:42,159 - mmaction - INFO - mean_acc 0.9190 2021-04-06 02:32:42,159 - mmaction - INFO - Now best checkpoint is epoch_20.pth 2021-04-06 02:32:42,163 - mmaction - INFO - Epoch(val) [20][1567] top1_acc: 0.9191, top5_acc: 0.9938, mean_class_accuracy: 0.9190 2021-04-06 02:34:11,270 - mmaction - INFO - Epoch [21][20/1567] lr: 2.664e-02, eta: 3:51:50, time: 4.453, data_time: 2.678, memory: 9526, top1_acc: 0.9885, top5_acc: 0.9998, loss_cls: 0.0526, loss: 0.0526, grad_norm: 0.7457 2021-04-06 02:34:56,696 - mmaction - INFO - Epoch [21][40/1567] lr: 2.647e-02, eta: 3:51:06, time: 2.273, data_time: 0.147, memory: 9526, top1_acc: 0.9863, top5_acc: 0.9996, loss_cls: 0.0538, loss: 0.0538, grad_norm: 0.7650 2021-04-06 02:35:40,127 - mmaction - INFO - Epoch [21][60/1567] lr: 2.630e-02, eta: 3:50:21, time: 2.171, data_time: 0.007, memory: 9526, top1_acc: 0.9857, top5_acc: 0.9992, loss_cls: 0.0575, loss: 0.0575, grad_norm: 0.8010 2021-04-06 02:36:24,084 - mmaction - INFO - Epoch [21][80/1567] lr: 2.614e-02, eta: 3:49:36, time: 2.198, data_time: 0.002, memory: 9526, top1_acc: 0.9889, top5_acc: 0.9998, loss_cls: 0.0468, loss: 0.0468, grad_norm: 0.7658 2021-04-06 02:37:04,312 - mmaction - INFO - Epoch [21][100/1567] lr: 2.597e-02, eta: 3:48:51, time: 2.012, data_time: 0.002, memory: 9526, top1_acc: 0.9861, top5_acc: 0.9998, loss_cls: 0.0514, loss: 0.0514, grad_norm: 0.7863 2021-04-06 02:37:50,314 - mmaction - INFO - Epoch [21][120/1567] lr: 2.581e-02, eta: 3:48:07, time: 2.297, data_time: 0.001, memory: 9526, top1_acc: 0.9883, top5_acc: 0.9994, loss_cls: 0.0493, loss: 0.0493, grad_norm: 0.7863 2021-04-06 02:38:31,994 - mmaction - INFO - Epoch [21][140/1567] lr: 2.565e-02, eta: 3:47:21, time: 2.087, data_time: 0.006, memory: 9526, top1_acc: 0.9875, top5_acc: 0.9996, loss_cls: 0.0473, loss: 0.0473, grad_norm: 0.7772 2021-04-06 02:39:19,748 - mmaction - INFO - Epoch [21][160/1567] lr: 2.548e-02, eta: 3:46:38, time: 2.387, data_time: 0.003, memory: 9526, top1_acc: 0.9898, top5_acc: 0.9996, loss_cls: 0.0471, loss: 0.0471, grad_norm: 0.7333 2021-04-06 02:39:59,636 - mmaction - INFO - Epoch [21][180/1567] lr: 2.532e-02, eta: 3:45:52, time: 1.994, data_time: 0.004, memory: 9526, top1_acc: 0.9834, top5_acc: 0.9998, loss_cls: 0.0553, loss: 0.0553, grad_norm: 0.9509 2021-04-06 02:40:42,379 - mmaction - INFO - Epoch [21][200/1567] lr: 2.516e-02, eta: 3:45:07, time: 2.139, data_time: 0.004, memory: 9526, top1_acc: 0.9857, top5_acc: 0.9994, loss_cls: 0.0539, loss: 0.0539, grad_norm: 0.8176 2021-04-06 02:41:26,287 - mmaction - INFO - Epoch [21][220/1567] lr: 2.499e-02, eta: 3:44:23, time: 2.195, data_time: 0.004, memory: 9526, top1_acc: 0.9904, top5_acc: 0.9994, loss_cls: 0.0439, loss: 0.0439, grad_norm: 0.7440 2021-04-06 02:42:12,425 - mmaction - INFO - Epoch [21][240/1567] lr: 2.483e-02, eta: 3:43:38, time: 2.306, data_time: 0.003, memory: 9526, top1_acc: 0.9873, top5_acc: 1.0000, loss_cls: 0.0493, loss: 0.0493, grad_norm: 0.8457 2021-04-06 02:42:55,778 - mmaction - INFO - Epoch [21][260/1567] lr: 2.467e-02, eta: 3:42:54, time: 2.169, data_time: 0.004, memory: 9526, top1_acc: 0.9898, top5_acc: 1.0000, loss_cls: 0.0462, loss: 0.0462, grad_norm: 0.7551 2021-04-06 02:43:39,269 - mmaction - INFO - Epoch [21][280/1567] lr: 2.451e-02, eta: 3:42:09, time: 2.173, data_time: 0.003, memory: 9526, top1_acc: 0.9854, top5_acc: 0.9998, loss_cls: 0.0557, loss: 0.0557, grad_norm: 0.8480 2021-04-06 02:44:23,568 - mmaction - INFO - Epoch [21][300/1567] lr: 2.435e-02, eta: 3:41:24, time: 2.212, data_time: 0.003, memory: 9526, top1_acc: 0.9889, top5_acc: 0.9998, loss_cls: 0.0480, loss: 0.0480, grad_norm: 0.7714 2021-04-06 02:45:07,429 - mmaction - INFO - Epoch [21][320/1567] lr: 2.419e-02, eta: 3:40:40, time: 2.191, data_time: 0.114, memory: 9526, top1_acc: 0.9912, top5_acc: 0.9996, loss_cls: 0.0427, loss: 0.0427, grad_norm: 0.7142 2021-04-06 02:45:51,904 - mmaction - INFO - Epoch [21][340/1567] lr: 2.403e-02, eta: 3:39:55, time: 2.229, data_time: 0.084, memory: 9526, top1_acc: 0.9889, top5_acc: 1.0000, loss_cls: 0.0453, loss: 0.0453, grad_norm: 0.7953 2021-04-06 02:46:36,452 - mmaction - INFO - Epoch [21][360/1567] lr: 2.387e-02, eta: 3:39:11, time: 2.225, data_time: 0.003, memory: 9526, top1_acc: 0.9895, top5_acc: 0.9998, loss_cls: 0.0452, loss: 0.0452, grad_norm: 0.7104 2021-04-06 02:47:22,120 - mmaction - INFO - Epoch [21][380/1567] lr: 2.372e-02, eta: 3:38:26, time: 2.284, data_time: 0.005, memory: 9526, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0454, loss: 0.0454, grad_norm: 0.7883 2021-04-06 02:48:06,011 - mmaction - INFO - Epoch [21][400/1567] lr: 2.356e-02, eta: 3:37:42, time: 2.195, data_time: 0.005, memory: 9526, top1_acc: 0.9877, top5_acc: 0.9998, loss_cls: 0.0481, loss: 0.0481, grad_norm: 0.8470 2021-04-06 02:48:48,233 - mmaction - INFO - Epoch [21][420/1567] lr: 2.340e-02, eta: 3:36:57, time: 2.109, data_time: 0.003, memory: 9526, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0476, loss: 0.0476, grad_norm: 0.7823 2021-04-06 02:49:34,984 - mmaction - INFO - Epoch [21][440/1567] lr: 2.324e-02, eta: 3:36:13, time: 2.340, data_time: 0.005, memory: 9526, top1_acc: 0.9863, top5_acc: 0.9996, loss_cls: 0.0515, loss: 0.0515, grad_norm: 0.8155 2021-04-06 02:50:15,538 - mmaction - INFO - Epoch [21][460/1567] lr: 2.309e-02, eta: 3:35:28, time: 2.027, data_time: 0.004, memory: 9526, top1_acc: 0.9891, top5_acc: 0.9994, loss_cls: 0.0478, loss: 0.0478, grad_norm: 0.7871 2021-04-06 02:51:01,136 - mmaction - INFO - Epoch [21][480/1567] lr: 2.293e-02, eta: 3:34:43, time: 2.281, data_time: 0.004, memory: 9526, top1_acc: 0.9885, top5_acc: 0.9992, loss_cls: 0.0463, loss: 0.0463, grad_norm: 0.7674 2021-04-06 02:51:45,159 - mmaction - INFO - Epoch [21][500/1567] lr: 2.278e-02, eta: 3:33:59, time: 2.201, data_time: 0.002, memory: 9526, top1_acc: 0.9889, top5_acc: 1.0000, loss_cls: 0.0428, loss: 0.0428, grad_norm: 0.7640 2021-04-06 02:52:27,936 - mmaction - INFO - Epoch [21][520/1567] lr: 2.262e-02, eta: 3:33:14, time: 2.135, data_time: 0.003, memory: 9526, top1_acc: 0.9873, top5_acc: 0.9994, loss_cls: 0.0490, loss: 0.0490, grad_norm: 0.7733 2021-04-06 02:53:15,354 - mmaction - INFO - Epoch [21][540/1567] lr: 2.247e-02, eta: 3:32:30, time: 2.374, data_time: 0.007, memory: 9526, top1_acc: 0.9916, top5_acc: 0.9998, loss_cls: 0.0381, loss: 0.0381, grad_norm: 0.6868 2021-04-06 02:54:01,198 - mmaction - INFO - Epoch [21][560/1567] lr: 2.232e-02, eta: 3:31:45, time: 2.292, data_time: 0.008, memory: 9526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0403, loss: 0.0403, grad_norm: 0.7420 2021-04-06 02:54:43,439 - mmaction - INFO - Epoch [21][580/1567] lr: 2.216e-02, eta: 3:31:01, time: 2.113, data_time: 0.003, memory: 9526, top1_acc: 0.9889, top5_acc: 0.9996, loss_cls: 0.0436, loss: 0.0436, grad_norm: 0.7639 2021-04-06 02:55:26,229 - mmaction - INFO - Epoch [21][600/1567] lr: 2.201e-02, eta: 3:30:16, time: 2.140, data_time: 0.003, memory: 9526, top1_acc: 0.9881, top5_acc: 0.9996, loss_cls: 0.0429, loss: 0.0429, grad_norm: 0.7622 2021-04-06 02:56:09,892 - mmaction - INFO - Epoch [21][620/1567] lr: 2.186e-02, eta: 3:29:31, time: 2.184, data_time: 0.003, memory: 9526, top1_acc: 0.9887, top5_acc: 0.9998, loss_cls: 0.0412, loss: 0.0412, grad_norm: 0.7372 2021-04-06 02:56:53,170 - mmaction - INFO - Epoch [21][640/1567] lr: 2.171e-02, eta: 3:28:46, time: 2.162, data_time: 0.001, memory: 9526, top1_acc: 0.9896, top5_acc: 0.9998, loss_cls: 0.0445, loss: 0.0445, grad_norm: 0.8132 2021-04-06 02:57:37,281 - mmaction - INFO - Epoch [21][660/1567] lr: 2.156e-02, eta: 3:28:02, time: 2.207, data_time: 0.003, memory: 9526, top1_acc: 0.9896, top5_acc: 0.9998, loss_cls: 0.0422, loss: 0.0422, grad_norm: 0.7432 2021-04-06 02:58:21,737 - mmaction - INFO - Epoch [21][680/1567] lr: 2.140e-02, eta: 3:27:17, time: 2.219, data_time: 0.082, memory: 9526, top1_acc: 0.9904, top5_acc: 0.9996, loss_cls: 0.0427, loss: 0.0427, grad_norm: 0.7589 2021-04-06 02:59:08,581 - mmaction - INFO - Epoch [21][700/1567] lr: 2.125e-02, eta: 3:26:33, time: 2.345, data_time: 0.038, memory: 9526, top1_acc: 0.9898, top5_acc: 1.0000, loss_cls: 0.0369, loss: 0.0369, grad_norm: 0.7045 2021-04-06 02:59:54,063 - mmaction - INFO - Epoch [21][720/1567] lr: 2.110e-02, eta: 3:25:49, time: 2.273, data_time: 0.003, memory: 9526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0388, loss: 0.0388, grad_norm: 0.7554 2021-04-06 03:00:39,535 - mmaction - INFO - Epoch [21][740/1567] lr: 2.096e-02, eta: 3:25:04, time: 2.275, data_time: 0.007, memory: 9526, top1_acc: 0.9922, top5_acc: 1.0000, loss_cls: 0.0356, loss: 0.0356, grad_norm: 0.7477 2021-04-06 03:01:21,002 - mmaction - INFO - Epoch [21][760/1567] lr: 2.081e-02, eta: 3:24:19, time: 2.074, data_time: 0.004, memory: 9526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0425, loss: 0.0425, grad_norm: 0.7535 2021-04-06 03:02:05,275 - mmaction - INFO - Epoch [21][780/1567] lr: 2.066e-02, eta: 3:23:35, time: 2.208, data_time: 0.699, memory: 9526, top1_acc: 0.9887, top5_acc: 1.0000, loss_cls: 0.0394, loss: 0.0394, grad_norm: 0.7356 2021-04-06 03:02:48,465 - mmaction - INFO - Epoch [21][800/1567] lr: 2.051e-02, eta: 3:22:50, time: 2.166, data_time: 0.979, memory: 9526, top1_acc: 0.9912, top5_acc: 0.9998, loss_cls: 0.0379, loss: 0.0379, grad_norm: 0.6886 2021-04-06 03:03:31,983 - mmaction - INFO - Epoch [21][820/1567] lr: 2.036e-02, eta: 3:22:05, time: 2.175, data_time: 0.330, memory: 9526, top1_acc: 0.9914, top5_acc: 1.0000, loss_cls: 0.0375, loss: 0.0375, grad_norm: 0.6640 2021-04-06 03:04:17,008 - mmaction - INFO - Epoch [21][840/1567] lr: 2.022e-02, eta: 3:21:21, time: 2.252, data_time: 0.003, memory: 9526, top1_acc: 0.9900, top5_acc: 0.9998, loss_cls: 0.0433, loss: 0.0433, grad_norm: 0.8153 2021-04-06 03:05:00,456 - mmaction - INFO - Epoch [21][860/1567] lr: 2.007e-02, eta: 3:20:36, time: 2.172, data_time: 0.001, memory: 9526, top1_acc: 0.9895, top5_acc: 0.9998, loss_cls: 0.0480, loss: 0.0480, grad_norm: 0.8207 2021-04-06 03:05:45,868 - mmaction - INFO - Epoch [21][880/1567] lr: 1.993e-02, eta: 3:19:52, time: 2.267, data_time: 0.002, memory: 9526, top1_acc: 0.9920, top5_acc: 1.0000, loss_cls: 0.0363, loss: 0.0363, grad_norm: 0.7013 2021-04-06 03:06:32,169 - mmaction - INFO - Epoch [21][900/1567] lr: 1.978e-02, eta: 3:19:08, time: 2.318, data_time: 0.004, memory: 9526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336, grad_norm: 0.6544 2021-04-06 03:07:15,461 - mmaction - INFO - Epoch [21][920/1567] lr: 1.964e-02, eta: 3:18:23, time: 2.163, data_time: 0.001, memory: 9526, top1_acc: 0.9916, top5_acc: 0.9996, loss_cls: 0.0387, loss: 0.0387, grad_norm: 0.7727 2021-04-06 03:07:57,068 - mmaction - INFO - Epoch [21][940/1567] lr: 1.949e-02, eta: 3:17:38, time: 2.078, data_time: 0.003, memory: 9526, top1_acc: 0.9910, top5_acc: 0.9998, loss_cls: 0.0407, loss: 0.0407, grad_norm: 0.7359 2021-04-06 03:08:39,838 - mmaction - INFO - Epoch [21][960/1567] lr: 1.935e-02, eta: 3:16:53, time: 2.140, data_time: 0.011, memory: 9526, top1_acc: 0.9900, top5_acc: 0.9998, loss_cls: 0.0394, loss: 0.0394, grad_norm: 0.7249 2021-04-06 03:09:24,085 - mmaction - INFO - Epoch [21][980/1567] lr: 1.920e-02, eta: 3:16:09, time: 2.212, data_time: 0.003, memory: 9526, top1_acc: 0.9908, top5_acc: 0.9998, loss_cls: 0.0394, loss: 0.0394, grad_norm: 0.7575 2021-04-06 03:10:07,128 - mmaction - INFO - Epoch [21][1000/1567] lr: 1.906e-02, eta: 3:15:24, time: 2.153, data_time: 0.004, memory: 9526, top1_acc: 0.9889, top5_acc: 0.9990, loss_cls: 0.0420, loss: 0.0420, grad_norm: 0.8543 2021-04-06 03:10:51,828 - mmaction - INFO - Epoch [21][1020/1567] lr: 1.892e-02, eta: 3:14:39, time: 2.234, data_time: 0.014, memory: 9526, top1_acc: 0.9896, top5_acc: 0.9998, loss_cls: 0.0373, loss: 0.0373, grad_norm: 0.7758 2021-04-06 03:11:35,910 - mmaction - INFO - Epoch [21][1040/1567] lr: 1.878e-02, eta: 3:13:55, time: 2.205, data_time: 0.004, memory: 9526, top1_acc: 0.9910, top5_acc: 0.9998, loss_cls: 0.0381, loss: 0.0381, grad_norm: 0.7339 2021-04-06 03:12:18,153 - mmaction - INFO - Epoch [21][1060/1567] lr: 1.864e-02, eta: 3:13:10, time: 2.112, data_time: 0.355, memory: 9526, top1_acc: 0.9906, top5_acc: 0.9996, loss_cls: 0.0415, loss: 0.0415, grad_norm: 0.7933 2021-04-06 03:13:01,262 - mmaction - INFO - Epoch [21][1080/1567] lr: 1.850e-02, eta: 3:12:25, time: 2.155, data_time: 0.151, memory: 9526, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352, grad_norm: 0.6707 2021-04-06 03:13:46,305 - mmaction - INFO - Epoch [21][1100/1567] lr: 1.836e-02, eta: 3:11:41, time: 2.253, data_time: 0.106, memory: 9526, top1_acc: 0.9922, top5_acc: 1.0000, loss_cls: 0.0314, loss: 0.0314, grad_norm: 0.6440 2021-04-06 03:14:30,328 - mmaction - INFO - Epoch [21][1120/1567] lr: 1.822e-02, eta: 3:10:56, time: 2.201, data_time: 0.016, memory: 9526, top1_acc: 0.9916, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340, grad_norm: 0.7298 2021-04-06 03:15:15,093 - mmaction - INFO - Epoch [21][1140/1567] lr: 1.808e-02, eta: 3:10:12, time: 2.239, data_time: 0.037, memory: 9526, top1_acc: 0.9930, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291, grad_norm: 0.6197 2021-04-06 03:16:00,212 - mmaction - INFO - Epoch [21][1160/1567] lr: 1.794e-02, eta: 3:09:27, time: 2.255, data_time: 0.269, memory: 9526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0365, loss: 0.0365, grad_norm: 0.7583 2021-04-06 03:16:43,508 - mmaction - INFO - Epoch [21][1180/1567] lr: 1.780e-02, eta: 3:08:43, time: 2.165, data_time: 0.003, memory: 9526, top1_acc: 0.9924, top5_acc: 0.9996, loss_cls: 0.0343, loss: 0.0343, grad_norm: 0.6729 2021-04-06 03:17:28,307 - mmaction - INFO - Epoch [21][1200/1567] lr: 1.766e-02, eta: 3:07:58, time: 2.238, data_time: 0.008, memory: 9526, top1_acc: 0.9906, top5_acc: 0.9998, loss_cls: 0.0385, loss: 0.0385, grad_norm: 0.7512 2021-04-06 03:18:13,183 - mmaction - INFO - Epoch [21][1220/1567] lr: 1.753e-02, eta: 3:07:14, time: 2.246, data_time: 0.005, memory: 9526, top1_acc: 0.9902, top5_acc: 0.9996, loss_cls: 0.0408, loss: 0.0408, grad_norm: 0.7797 2021-04-06 03:18:55,958 - mmaction - INFO - Epoch [21][1240/1567] lr: 1.739e-02, eta: 3:06:29, time: 2.137, data_time: 0.003, memory: 9526, top1_acc: 0.9920, top5_acc: 0.9998, loss_cls: 0.0366, loss: 0.0366, grad_norm: 0.7187 2021-04-06 03:19:42,545 - mmaction - INFO - Epoch [21][1260/1567] lr: 1.725e-02, eta: 3:05:45, time: 2.330, data_time: 0.004, memory: 9526, top1_acc: 0.9916, top5_acc: 0.9996, loss_cls: 0.0385, loss: 0.0385, grad_norm: 0.7434 2021-04-06 03:20:27,858 - mmaction - INFO - Epoch [21][1280/1567] lr: 1.712e-02, eta: 3:05:00, time: 2.266, data_time: 0.003, memory: 9526, top1_acc: 0.9918, top5_acc: 1.0000, loss_cls: 0.0356, loss: 0.0356, grad_norm: 0.7060 2021-04-06 03:21:11,278 - mmaction - INFO - Epoch [21][1300/1567] lr: 1.698e-02, eta: 3:04:16, time: 2.172, data_time: 0.008, memory: 9526, top1_acc: 0.9928, top5_acc: 1.0000, loss_cls: 0.0335, loss: 0.0335, grad_norm: 0.6999 2021-04-06 03:21:54,234 - mmaction - INFO - Epoch [21][1320/1567] lr: 1.685e-02, eta: 3:03:31, time: 2.148, data_time: 0.003, memory: 9526, top1_acc: 0.9914, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374, grad_norm: 0.7359 2021-04-06 03:22:36,917 - mmaction - INFO - Epoch [21][1340/1567] lr: 1.672e-02, eta: 3:02:46, time: 2.131, data_time: 0.003, memory: 9526, top1_acc: 0.9910, top5_acc: 1.0000, loss_cls: 0.0346, loss: 0.0346, grad_norm: 0.7183 2021-04-06 03:23:21,987 - mmaction - INFO - Epoch [21][1360/1567] lr: 1.658e-02, eta: 3:02:02, time: 2.251, data_time: 0.006, memory: 9526, top1_acc: 0.9926, top5_acc: 0.9998, loss_cls: 0.0314, loss: 0.0314, grad_norm: 0.6587 2021-04-06 03:24:05,897 - mmaction - INFO - Epoch [21][1380/1567] lr: 1.645e-02, eta: 3:01:17, time: 2.200, data_time: 0.008, memory: 9526, top1_acc: 0.9898, top5_acc: 0.9998, loss_cls: 0.0358, loss: 0.0358, grad_norm: 0.7412 2021-04-06 03:24:51,407 - mmaction - INFO - Epoch [21][1400/1567] lr: 1.632e-02, eta: 3:00:33, time: 2.275, data_time: 0.004, memory: 9526, top1_acc: 0.9938, top5_acc: 0.9998, loss_cls: 0.0332, loss: 0.0332, grad_norm: 0.6268 2021-04-06 03:25:35,462 - mmaction - INFO - Epoch [21][1420/1567] lr: 1.618e-02, eta: 2:59:48, time: 2.204, data_time: 0.004, memory: 9526, top1_acc: 0.9928, top5_acc: 0.9998, loss_cls: 0.0330, loss: 0.0330, grad_norm: 0.6406 2021-04-06 03:26:16,990 - mmaction - INFO - Epoch [21][1440/1567] lr: 1.605e-02, eta: 2:59:03, time: 2.076, data_time: 0.003, memory: 9526, top1_acc: 0.9926, top5_acc: 0.9996, loss_cls: 0.0336, loss: 0.0336, grad_norm: 0.6692 2021-04-06 03:27:02,166 - mmaction - INFO - Epoch [21][1460/1567] lr: 1.592e-02, eta: 2:58:19, time: 2.258, data_time: 0.004, memory: 9526, top1_acc: 0.9934, top5_acc: 0.9994, loss_cls: 0.0358, loss: 0.0358, grad_norm: 0.6776 2021-04-06 03:27:45,531 - mmaction - INFO - Epoch [21][1480/1567] lr: 1.579e-02, eta: 2:57:34, time: 2.166, data_time: 0.005, memory: 9526, top1_acc: 0.9908, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367, grad_norm: 0.8078 2021-04-06 03:28:27,450 - mmaction - INFO - Epoch [21][1500/1567] lr: 1.566e-02, eta: 2:56:49, time: 2.101, data_time: 0.007, memory: 9526, top1_acc: 0.9934, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340, grad_norm: 0.6958 2021-04-06 03:29:11,600 - mmaction - INFO - Epoch [21][1520/1567] lr: 1.553e-02, eta: 2:56:05, time: 2.205, data_time: 0.002, memory: 9526, top1_acc: 0.9936, top5_acc: 1.0000, loss_cls: 0.0306, loss: 0.0306, grad_norm: 0.6393 2021-04-06 03:29:56,148 - mmaction - INFO - Epoch [21][1540/1567] lr: 1.540e-02, eta: 2:55:20, time: 2.229, data_time: 0.042, memory: 9526, top1_acc: 0.9898, top5_acc: 0.9998, loss_cls: 0.0378, loss: 0.0378, grad_norm: 0.7869 2021-04-06 03:30:39,051 - mmaction - INFO - Epoch [21][1560/1567] lr: 1.528e-02, eta: 2:54:35, time: 2.146, data_time: 0.186, memory: 9526, top1_acc: 0.9920, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340, grad_norm: 0.6854 2021-04-06 03:30:47,870 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-04-06 03:33:19,770 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-06 03:33:19,849 - mmaction - INFO - top1_acc 0.9259 top5_acc 0.9953 2021-04-06 03:33:19,849 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-06 03:33:19,877 - mmaction - INFO - mean_acc 0.9258 2021-04-06 03:33:19,877 - mmaction - INFO - Now best checkpoint is epoch_21.pth 2021-04-06 03:33:19,882 - mmaction - INFO - Epoch(val) [21][1567] top1_acc: 0.9259, top5_acc: 0.9953, mean_class_accuracy: 0.9258 2021-04-06 03:34:43,612 - mmaction - INFO - Epoch [22][20/1567] lr: 1.510e-02, eta: 2:53:39, time: 4.182, data_time: 2.619, memory: 9526, top1_acc: 0.9891, top5_acc: 0.9998, loss_cls: 0.0444, loss: 0.0444, grad_norm: 0.8313 2021-04-06 03:35:27,678 - mmaction - INFO - Epoch [22][40/1567] lr: 1.498e-02, eta: 2:52:54, time: 2.206, data_time: 0.177, memory: 9526, top1_acc: 0.9898, top5_acc: 0.9998, loss_cls: 0.0434, loss: 0.0434, grad_norm: 0.7326 2021-04-06 03:36:10,108 - mmaction - INFO - Epoch [22][60/1567] lr: 1.485e-02, eta: 2:52:09, time: 2.121, data_time: 0.069, memory: 9526, top1_acc: 0.9910, top5_acc: 0.9996, loss_cls: 0.0368, loss: 0.0368, grad_norm: 0.7196 2021-04-06 03:36:52,655 - mmaction - INFO - Epoch [22][80/1567] lr: 1.472e-02, eta: 2:51:25, time: 2.126, data_time: 0.024, memory: 9526, top1_acc: 0.9914, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386, grad_norm: 0.7822 2021-04-06 03:37:38,297 - mmaction - INFO - Epoch [22][100/1567] lr: 1.460e-02, eta: 2:50:40, time: 2.284, data_time: 0.005, memory: 9526, top1_acc: 0.9943, top5_acc: 0.9998, loss_cls: 0.0322, loss: 0.0322, grad_norm: 0.6909 2021-04-06 03:38:23,445 - mmaction - INFO - Epoch [22][120/1567] lr: 1.447e-02, eta: 2:49:56, time: 2.255, data_time: 0.004, memory: 9526, top1_acc: 0.9924, top5_acc: 0.9996, loss_cls: 0.0368, loss: 0.0368, grad_norm: 0.7251 2021-04-06 03:39:07,666 - mmaction - INFO - Epoch [22][140/1567] lr: 1.435e-02, eta: 2:49:11, time: 2.213, data_time: 0.005, memory: 9526, top1_acc: 0.9902, top5_acc: 0.9996, loss_cls: 0.0387, loss: 0.0387, grad_norm: 0.7639 2021-04-06 03:39:49,599 - mmaction - INFO - Epoch [22][160/1567] lr: 1.422e-02, eta: 2:48:26, time: 2.098, data_time: 0.143, memory: 9526, top1_acc: 0.9951, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277, grad_norm: 0.6106 2021-04-06 03:40:36,753 - mmaction - INFO - Epoch [22][180/1567] lr: 1.410e-02, eta: 2:47:42, time: 2.354, data_time: 0.505, memory: 9526, top1_acc: 0.9918, top5_acc: 0.9992, loss_cls: 0.0357, loss: 0.0357, grad_norm: 0.6786 2021-04-06 03:41:19,688 - mmaction - INFO - Epoch [22][200/1567] lr: 1.398e-02, eta: 2:46:57, time: 2.150, data_time: 0.489, memory: 9526, top1_acc: 0.9939, top5_acc: 0.9996, loss_cls: 0.0296, loss: 0.0296, grad_norm: 0.6557 2021-04-06 03:42:04,926 - mmaction - INFO - Epoch [22][220/1567] lr: 1.385e-02, eta: 2:46:13, time: 2.263, data_time: 0.372, memory: 9526, top1_acc: 0.9916, top5_acc: 0.9998, loss_cls: 0.0356, loss: 0.0356, grad_norm: 0.7319 2021-04-06 03:42:49,634 - mmaction - INFO - Epoch [22][240/1567] lr: 1.373e-02, eta: 2:45:29, time: 2.232, data_time: 0.088, memory: 9526, top1_acc: 0.9928, top5_acc: 0.9998, loss_cls: 0.0322, loss: 0.0322, grad_norm: 0.6773 2021-04-06 03:43:32,101 - mmaction - INFO - Epoch [22][260/1567] lr: 1.361e-02, eta: 2:44:44, time: 2.123, data_time: 0.178, memory: 9526, top1_acc: 0.9920, top5_acc: 0.9996, loss_cls: 0.0317, loss: 0.0317, grad_norm: 0.6797 2021-04-06 03:44:17,522 - mmaction - INFO - Epoch [22][280/1567] lr: 1.349e-02, eta: 2:43:59, time: 2.272, data_time: 0.626, memory: 9526, top1_acc: 0.9918, top5_acc: 0.9998, loss_cls: 0.0331, loss: 0.0331, grad_norm: 0.7507 2021-04-06 03:45:01,114 - mmaction - INFO - Epoch [22][300/1567] lr: 1.337e-02, eta: 2:43:15, time: 2.182, data_time: 0.443, memory: 9526, top1_acc: 0.9930, top5_acc: 0.9996, loss_cls: 0.0318, loss: 0.0318, grad_norm: 0.7113 2021-04-06 03:45:45,061 - mmaction - INFO - Epoch [22][320/1567] lr: 1.325e-02, eta: 2:42:30, time: 2.197, data_time: 0.190, memory: 9526, top1_acc: 0.9943, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275, grad_norm: 0.6727 2021-04-06 03:46:29,012 - mmaction - INFO - Epoch [22][340/1567] lr: 1.313e-02, eta: 2:41:46, time: 2.196, data_time: 0.180, memory: 9526, top1_acc: 0.9920, top5_acc: 0.9996, loss_cls: 0.0310, loss: 0.0310, grad_norm: 0.6915 2021-04-06 03:47:13,520 - mmaction - INFO - Epoch [22][360/1567] lr: 1.301e-02, eta: 2:41:01, time: 2.227, data_time: 0.234, memory: 9526, top1_acc: 0.9939, top5_acc: 1.0000, loss_cls: 0.0301, loss: 0.0301, grad_norm: 0.7008 2021-04-06 03:47:58,282 - mmaction - INFO - Epoch [22][380/1567] lr: 1.289e-02, eta: 2:40:17, time: 2.239, data_time: 0.020, memory: 9526, top1_acc: 0.9951, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283, grad_norm: 0.6116 2021-04-06 03:48:41,027 - mmaction - INFO - Epoch [22][400/1567] lr: 1.278e-02, eta: 2:39:32, time: 2.136, data_time: 0.482, memory: 9526, top1_acc: 0.9920, top5_acc: 0.9998, loss_cls: 0.0330, loss: 0.0330, grad_norm: 0.7218 2021-04-06 03:49:24,235 - mmaction - INFO - Epoch [22][420/1567] lr: 1.266e-02, eta: 2:38:47, time: 2.161, data_time: 0.626, memory: 9526, top1_acc: 0.9924, top5_acc: 0.9998, loss_cls: 0.0315, loss: 0.0315, grad_norm: 0.7542 2021-04-06 03:50:08,721 - mmaction - INFO - Epoch [22][440/1567] lr: 1.254e-02, eta: 2:38:03, time: 2.220, data_time: 0.087, memory: 9526, top1_acc: 0.9930, top5_acc: 0.9998, loss_cls: 0.0319, loss: 0.0319, grad_norm: 0.6592 2021-04-06 03:50:52,966 - mmaction - INFO - Epoch [22][460/1567] lr: 1.243e-02, eta: 2:37:18, time: 2.218, data_time: 0.366, memory: 9526, top1_acc: 0.9932, top5_acc: 0.9998, loss_cls: 0.0304, loss: 0.0304, grad_norm: 0.6742 2021-04-06 03:51:38,546 - mmaction - INFO - Epoch [22][480/1567] lr: 1.231e-02, eta: 2:36:34, time: 2.277, data_time: 0.317, memory: 9526, top1_acc: 0.9953, top5_acc: 0.9998, loss_cls: 0.0260, loss: 0.0260, grad_norm: 0.5792 2021-04-06 03:52:23,580 - mmaction - INFO - Epoch [22][500/1567] lr: 1.220e-02, eta: 2:35:49, time: 2.250, data_time: 1.227, memory: 9526, top1_acc: 0.9920, top5_acc: 0.9988, loss_cls: 0.0336, loss: 0.0336, grad_norm: 0.6761 2021-04-06 03:53:06,781 - mmaction - INFO - Epoch [22][520/1567] lr: 1.208e-02, eta: 2:35:05, time: 2.160, data_time: 0.777, memory: 9526, top1_acc: 0.9949, top5_acc: 0.9998, loss_cls: 0.0270, loss: 0.0270, grad_norm: 0.5757 2021-04-06 03:53:51,289 - mmaction - INFO - Epoch [22][540/1567] lr: 1.197e-02, eta: 2:34:20, time: 2.225, data_time: 0.098, memory: 9526, top1_acc: 0.9938, top5_acc: 0.9996, loss_cls: 0.0293, loss: 0.0293, grad_norm: 0.6442 2021-04-06 03:54:36,589 - mmaction - INFO - Epoch [22][560/1567] lr: 1.185e-02, eta: 2:33:36, time: 2.266, data_time: 0.005, memory: 9526, top1_acc: 0.9945, top5_acc: 0.9996, loss_cls: 0.0267, loss: 0.0267, grad_norm: 0.5795 2021-04-06 03:55:20,840 - mmaction - INFO - Epoch [22][580/1567] lr: 1.174e-02, eta: 2:32:51, time: 2.210, data_time: 0.004, memory: 9526, top1_acc: 0.9945, top5_acc: 0.9998, loss_cls: 0.0262, loss: 0.0262, grad_norm: 0.6099 2021-04-06 03:56:04,783 - mmaction - INFO - Epoch [22][600/1567] lr: 1.163e-02, eta: 2:32:07, time: 2.200, data_time: 0.007, memory: 9526, top1_acc: 0.9941, top5_acc: 0.9996, loss_cls: 0.0270, loss: 0.0270, grad_norm: 0.5990 2021-04-06 03:56:47,806 - mmaction - INFO - Epoch [22][620/1567] lr: 1.152e-02, eta: 2:31:22, time: 2.151, data_time: 0.003, memory: 9526, top1_acc: 0.9957, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240, grad_norm: 0.5979 2021-04-06 03:57:34,057 - mmaction - INFO - Epoch [22][640/1567] lr: 1.140e-02, eta: 2:30:38, time: 2.312, data_time: 0.004, memory: 9526, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251, grad_norm: 0.5996 2021-04-06 03:58:16,130 - mmaction - INFO - Epoch [22][660/1567] lr: 1.129e-02, eta: 2:29:53, time: 2.105, data_time: 0.005, memory: 9526, top1_acc: 0.9941, top5_acc: 0.9996, loss_cls: 0.0308, loss: 0.0308, grad_norm: 0.6215 2021-04-06 03:59:00,877 - mmaction - INFO - Epoch [22][680/1567] lr: 1.118e-02, eta: 2:29:08, time: 2.236, data_time: 0.003, memory: 9526, top1_acc: 0.9949, top5_acc: 0.9994, loss_cls: 0.0289, loss: 0.0289, grad_norm: 0.5814 2021-04-06 03:59:43,999 - mmaction - INFO - Epoch [22][700/1567] lr: 1.107e-02, eta: 2:28:24, time: 2.159, data_time: 0.004, memory: 9526, top1_acc: 0.9943, top5_acc: 0.9998, loss_cls: 0.0291, loss: 0.0291, grad_norm: 0.6840 2021-04-06 04:00:29,721 - mmaction - INFO - Epoch [22][720/1567] lr: 1.096e-02, eta: 2:27:39, time: 2.286, data_time: 0.003, memory: 9526, top1_acc: 0.9932, top5_acc: 1.0000, loss_cls: 0.0298, loss: 0.0298, grad_norm: 0.6940 2021-04-06 04:01:12,711 - mmaction - INFO - Epoch [22][740/1567] lr: 1.085e-02, eta: 2:26:55, time: 2.147, data_time: 0.002, memory: 9526, top1_acc: 0.9934, top5_acc: 0.9998, loss_cls: 0.0291, loss: 0.0291, grad_norm: 0.6558 2021-04-06 04:01:58,916 - mmaction - INFO - Epoch [22][760/1567] lr: 1.075e-02, eta: 2:26:10, time: 2.312, data_time: 0.005, memory: 9526, top1_acc: 0.9930, top5_acc: 0.9994, loss_cls: 0.0312, loss: 0.0312, grad_norm: 0.6631 2021-04-06 04:02:41,402 - mmaction - INFO - Epoch [22][780/1567] lr: 1.064e-02, eta: 2:25:25, time: 2.124, data_time: 0.003, memory: 9526, top1_acc: 0.9939, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268, grad_norm: 0.6644 2021-04-06 04:03:25,494 - mmaction - INFO - Epoch [22][800/1567] lr: 1.053e-02, eta: 2:24:41, time: 2.207, data_time: 0.003, memory: 9526, top1_acc: 0.9943, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251, grad_norm: 0.6271 2021-04-06 04:04:07,613 - mmaction - INFO - Epoch [22][820/1567] lr: 1.042e-02, eta: 2:23:56, time: 2.105, data_time: 0.460, memory: 9526, top1_acc: 0.9951, top5_acc: 0.9994, loss_cls: 0.0274, loss: 0.0274, grad_norm: 0.5941 2021-04-06 04:04:53,127 - mmaction - INFO - Epoch [22][840/1567] lr: 1.032e-02, eta: 2:23:12, time: 2.273, data_time: 1.214, memory: 9526, top1_acc: 0.9949, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261, grad_norm: 0.6183 2021-04-06 04:05:35,537 - mmaction - INFO - Epoch [22][860/1567] lr: 1.021e-02, eta: 2:22:27, time: 2.122, data_time: 0.881, memory: 9526, top1_acc: 0.9953, top5_acc: 0.9998, loss_cls: 0.0237, loss: 0.0237, grad_norm: 0.5408 2021-04-06 04:06:22,255 - mmaction - INFO - Epoch [22][880/1567] lr: 1.011e-02, eta: 2:21:43, time: 2.335, data_time: 1.460, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231, grad_norm: 0.5735 2021-04-06 04:07:06,722 - mmaction - INFO - Epoch [22][900/1567] lr: 1.000e-02, eta: 2:20:58, time: 2.225, data_time: 1.201, memory: 9526, top1_acc: 0.9955, top5_acc: 0.9996, loss_cls: 0.0267, loss: 0.0267, grad_norm: 0.5844 2021-04-06 04:07:48,129 - mmaction - INFO - Epoch [22][920/1567] lr: 9.898e-03, eta: 2:20:13, time: 2.067, data_time: 0.835, memory: 9526, top1_acc: 0.9928, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290, grad_norm: 0.7427 2021-04-06 04:08:33,915 - mmaction - INFO - Epoch [22][940/1567] lr: 9.795e-03, eta: 2:19:29, time: 2.293, data_time: 0.788, memory: 9526, top1_acc: 0.9930, top5_acc: 0.9996, loss_cls: 0.0300, loss: 0.0300, grad_norm: 0.6489 2021-04-06 04:09:16,622 - mmaction - INFO - Epoch [22][960/1567] lr: 9.692e-03, eta: 2:18:44, time: 2.136, data_time: 0.592, memory: 9526, top1_acc: 0.9949, top5_acc: 0.9998, loss_cls: 0.0248, loss: 0.0248, grad_norm: 0.5895 2021-04-06 04:10:02,226 - mmaction - INFO - Epoch [22][980/1567] lr: 9.589e-03, eta: 2:18:00, time: 2.280, data_time: 0.922, memory: 9526, top1_acc: 0.9943, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266, grad_norm: 0.6317 2021-04-06 04:10:45,568 - mmaction - INFO - Epoch [22][1000/1567] lr: 9.487e-03, eta: 2:17:15, time: 2.166, data_time: 0.982, memory: 9526, top1_acc: 0.9953, top5_acc: 0.9996, loss_cls: 0.0256, loss: 0.0256, grad_norm: 0.6055 2021-04-06 04:11:31,181 - mmaction - INFO - Epoch [22][1020/1567] lr: 9.386e-03, eta: 2:16:31, time: 2.282, data_time: 1.309, memory: 9526, top1_acc: 0.9953, top5_acc: 0.9994, loss_cls: 0.0277, loss: 0.0277, grad_norm: 0.5458 2021-04-06 04:12:12,669 - mmaction - INFO - Epoch [22][1040/1567] lr: 9.285e-03, eta: 2:15:46, time: 2.074, data_time: 0.813, memory: 9526, top1_acc: 0.9943, top5_acc: 0.9996, loss_cls: 0.0251, loss: 0.0251, grad_norm: 0.6266 2021-04-06 04:12:56,511 - mmaction - INFO - Epoch [22][1060/1567] lr: 9.185e-03, eta: 2:15:01, time: 2.192, data_time: 0.390, memory: 9526, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265, grad_norm: 0.6424 2021-04-06 04:13:42,480 - mmaction - INFO - Epoch [22][1080/1567] lr: 9.085e-03, eta: 2:14:17, time: 2.295, data_time: 0.113, memory: 9526, top1_acc: 0.9949, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249, grad_norm: 0.6089 2021-04-06 04:14:25,472 - mmaction - INFO - Epoch [22][1100/1567] lr: 8.986e-03, eta: 2:13:32, time: 2.154, data_time: 0.019, memory: 9526, top1_acc: 0.9951, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250, grad_norm: 0.5974 2021-04-06 04:15:08,437 - mmaction - INFO - Epoch [22][1120/1567] lr: 8.887e-03, eta: 2:12:48, time: 2.148, data_time: 0.017, memory: 9526, top1_acc: 0.9953, top5_acc: 0.9998, loss_cls: 0.0273, loss: 0.0273, grad_norm: 0.5959 2021-04-06 04:15:52,313 - mmaction - INFO - Epoch [22][1140/1567] lr: 8.789e-03, eta: 2:12:03, time: 2.191, data_time: 0.002, memory: 9526, top1_acc: 0.9947, top5_acc: 0.9998, loss_cls: 0.0285, loss: 0.0285, grad_norm: 0.6200 2021-04-06 04:16:34,880 - mmaction - INFO - Epoch [22][1160/1567] lr: 8.691e-03, eta: 2:11:19, time: 2.131, data_time: 0.005, memory: 9526, top1_acc: 0.9951, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229, grad_norm: 0.5835 2021-04-06 04:17:19,628 - mmaction - INFO - Epoch [22][1180/1567] lr: 8.594e-03, eta: 2:10:34, time: 2.234, data_time: 0.218, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207, grad_norm: 0.5169 2021-04-06 04:18:05,398 - mmaction - INFO - Epoch [22][1200/1567] lr: 8.497e-03, eta: 2:09:50, time: 2.289, data_time: 0.717, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9998, loss_cls: 0.0248, loss: 0.0248, grad_norm: 0.5631 2021-04-06 04:18:49,013 - mmaction - INFO - Epoch [22][1220/1567] lr: 8.401e-03, eta: 2:09:05, time: 2.183, data_time: 0.236, memory: 9526, top1_acc: 0.9957, top5_acc: 0.9998, loss_cls: 0.0218, loss: 0.0218, grad_norm: 0.5892 2021-04-06 04:19:33,890 - mmaction - INFO - Epoch [22][1240/1567] lr: 8.305e-03, eta: 2:08:21, time: 2.243, data_time: 0.208, memory: 9526, top1_acc: 0.9949, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257, grad_norm: 0.6330 2021-04-06 04:20:19,025 - mmaction - INFO - Epoch [22][1260/1567] lr: 8.210e-03, eta: 2:07:36, time: 2.257, data_time: 0.444, memory: 9526, top1_acc: 0.9975, top5_acc: 0.9998, loss_cls: 0.0193, loss: 0.0193, grad_norm: 0.4626 2021-04-06 04:21:02,307 - mmaction - INFO - Epoch [22][1280/1567] lr: 8.116e-03, eta: 2:06:52, time: 2.163, data_time: 0.602, memory: 9526, top1_acc: 0.9951, top5_acc: 0.9996, loss_cls: 0.0263, loss: 0.0263, grad_norm: 0.6078 2021-04-06 04:21:47,178 - mmaction - INFO - Epoch [22][1300/1567] lr: 8.022e-03, eta: 2:06:07, time: 2.242, data_time: 0.662, memory: 9526, top1_acc: 0.9947, top5_acc: 0.9998, loss_cls: 0.0265, loss: 0.0265, grad_norm: 0.6404 2021-04-06 04:22:31,495 - mmaction - INFO - Epoch [22][1320/1567] lr: 7.929e-03, eta: 2:05:23, time: 2.219, data_time: 0.499, memory: 9526, top1_acc: 0.9924, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288, grad_norm: 0.6974 2021-04-06 04:23:15,950 - mmaction - INFO - Epoch [22][1340/1567] lr: 7.836e-03, eta: 2:04:38, time: 2.223, data_time: 0.011, memory: 9526, top1_acc: 0.9955, top5_acc: 0.9996, loss_cls: 0.0238, loss: 0.0238, grad_norm: 0.5808 2021-04-06 04:23:57,719 - mmaction - INFO - Epoch [22][1360/1567] lr: 7.743e-03, eta: 2:03:53, time: 2.088, data_time: 0.174, memory: 9526, top1_acc: 0.9943, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260, grad_norm: 0.6369 2021-04-06 04:24:42,485 - mmaction - INFO - Epoch [22][1380/1567] lr: 7.652e-03, eta: 2:03:09, time: 2.238, data_time: 0.174, memory: 9526, top1_acc: 0.9955, top5_acc: 0.9998, loss_cls: 0.0247, loss: 0.0247, grad_norm: 0.6052 2021-04-06 04:25:27,230 - mmaction - INFO - Epoch [22][1400/1567] lr: 7.560e-03, eta: 2:02:24, time: 2.239, data_time: 0.003, memory: 9526, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222, grad_norm: 0.5745 2021-04-06 04:26:10,968 - mmaction - INFO - Epoch [22][1420/1567] lr: 7.470e-03, eta: 2:01:40, time: 2.185, data_time: 0.001, memory: 9526, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254, grad_norm: 0.6462 2021-04-06 04:26:53,246 - mmaction - INFO - Epoch [22][1440/1567] lr: 7.379e-03, eta: 2:00:55, time: 2.111, data_time: 0.613, memory: 9526, top1_acc: 0.9955, top5_acc: 0.9996, loss_cls: 0.0235, loss: 0.0235, grad_norm: 0.5964 2021-04-06 04:27:38,923 - mmaction - INFO - Epoch [22][1460/1567] lr: 7.290e-03, eta: 2:00:11, time: 2.287, data_time: 0.726, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9998, loss_cls: 0.0236, loss: 0.0236, grad_norm: 0.5892 2021-04-06 04:28:22,427 - mmaction - INFO - Epoch [22][1480/1567] lr: 7.201e-03, eta: 1:59:26, time: 2.173, data_time: 0.939, memory: 9526, top1_acc: 0.9957, top5_acc: 0.9998, loss_cls: 0.0229, loss: 0.0229, grad_norm: 0.5798 2021-04-06 04:29:06,963 - mmaction - INFO - Epoch [22][1500/1567] lr: 7.112e-03, eta: 1:58:42, time: 2.228, data_time: 1.340, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205, grad_norm: 0.5505 2021-04-06 04:29:53,858 - mmaction - INFO - Epoch [22][1520/1567] lr: 7.024e-03, eta: 1:57:57, time: 2.344, data_time: 1.316, memory: 9526, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233, grad_norm: 0.6701 2021-04-06 04:30:34,150 - mmaction - INFO - Epoch [22][1540/1567] lr: 6.936e-03, eta: 1:57:12, time: 2.016, data_time: 0.819, memory: 9526, top1_acc: 0.9951, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261, grad_norm: 0.6652 2021-04-06 04:31:17,634 - mmaction - INFO - Epoch [22][1560/1567] lr: 6.849e-03, eta: 1:56:28, time: 2.172, data_time: 0.279, memory: 9526, top1_acc: 0.9939, top5_acc: 0.9996, loss_cls: 0.0278, loss: 0.0278, grad_norm: 0.6646 2021-04-06 04:31:27,764 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-04-06 04:33:59,256 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-06 04:33:59,337 - mmaction - INFO - top1_acc 0.9304 top5_acc 0.9944 2021-04-06 04:33:59,337 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-06 04:33:59,380 - mmaction - INFO - mean_acc 0.9303 2021-04-06 04:33:59,380 - mmaction - INFO - Now best checkpoint is epoch_22.pth 2021-04-06 04:33:59,513 - mmaction - INFO - Epoch(val) [22][1567] top1_acc: 0.9304, top5_acc: 0.9944, mean_class_accuracy: 0.9303 2021-04-06 04:35:21,269 - mmaction - INFO - Epoch [23][20/1567] lr: 6.733e-03, eta: 1:55:30, time: 4.084, data_time: 2.855, memory: 9526, top1_acc: 0.9943, top5_acc: 0.9998, loss_cls: 0.0259, loss: 0.0259, grad_norm: 0.6489 2021-04-06 04:36:04,694 - mmaction - INFO - Epoch [23][40/1567] lr: 6.647e-03, eta: 1:54:45, time: 2.170, data_time: 0.624, memory: 9526, top1_acc: 0.9955, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246, grad_norm: 0.6314 2021-04-06 04:36:50,113 - mmaction - INFO - Epoch [23][60/1567] lr: 6.562e-03, eta: 1:54:01, time: 2.270, data_time: 0.003, memory: 9526, top1_acc: 0.9971, top5_acc: 0.9998, loss_cls: 0.0212, loss: 0.0212, grad_norm: 0.5378 2021-04-06 04:37:35,617 - mmaction - INFO - Epoch [23][80/1567] lr: 6.477e-03, eta: 1:53:16, time: 2.276, data_time: 0.003, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250, grad_norm: 0.5936 2021-04-06 04:38:19,198 - mmaction - INFO - Epoch [23][100/1567] lr: 6.393e-03, eta: 1:52:32, time: 2.175, data_time: 0.003, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201, grad_norm: 0.5103 2021-04-06 04:39:01,260 - mmaction - INFO - Epoch [23][120/1567] lr: 6.310e-03, eta: 1:51:47, time: 2.106, data_time: 0.007, memory: 9526, top1_acc: 0.9943, top5_acc: 0.9998, loss_cls: 0.0245, loss: 0.0245, grad_norm: 0.5996 2021-04-06 04:39:45,198 - mmaction - INFO - Epoch [23][140/1567] lr: 6.227e-03, eta: 1:51:02, time: 2.198, data_time: 0.204, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0194, loss: 0.0194, grad_norm: 0.5153 2021-04-06 04:40:29,891 - mmaction - INFO - Epoch [23][160/1567] lr: 6.144e-03, eta: 1:50:18, time: 2.233, data_time: 0.003, memory: 9526, top1_acc: 0.9949, top5_acc: 0.9998, loss_cls: 0.0249, loss: 0.0249, grad_norm: 0.5949 2021-04-06 04:41:14,523 - mmaction - INFO - Epoch [23][180/1567] lr: 6.062e-03, eta: 1:49:33, time: 2.234, data_time: 0.005, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9998, loss_cls: 0.0205, loss: 0.0205, grad_norm: 0.5561 2021-04-06 04:41:58,518 - mmaction - INFO - Epoch [23][200/1567] lr: 5.981e-03, eta: 1:48:49, time: 2.201, data_time: 0.003, memory: 9526, top1_acc: 0.9949, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218, grad_norm: 0.5522 2021-04-06 04:42:43,781 - mmaction - INFO - Epoch [23][220/1567] lr: 5.900e-03, eta: 1:48:04, time: 2.262, data_time: 0.002, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208, grad_norm: 0.5342 2021-04-06 04:43:24,968 - mmaction - INFO - Epoch [23][240/1567] lr: 5.820e-03, eta: 1:47:20, time: 2.060, data_time: 0.003, memory: 9526, top1_acc: 0.9943, top5_acc: 0.9998, loss_cls: 0.0248, loss: 0.0248, grad_norm: 0.6197 2021-04-06 04:44:10,914 - mmaction - INFO - Epoch [23][260/1567] lr: 5.740e-03, eta: 1:46:35, time: 2.298, data_time: 0.008, memory: 9526, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237, grad_norm: 0.6177 2021-04-06 04:44:55,012 - mmaction - INFO - Epoch [23][280/1567] lr: 5.661e-03, eta: 1:45:51, time: 2.204, data_time: 0.001, memory: 9526, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219, grad_norm: 0.5654 2021-04-06 04:45:36,458 - mmaction - INFO - Epoch [23][300/1567] lr: 5.582e-03, eta: 1:45:06, time: 2.071, data_time: 0.003, memory: 9526, top1_acc: 0.9955, top5_acc: 0.9998, loss_cls: 0.0225, loss: 0.0225, grad_norm: 0.5790 2021-04-06 04:46:22,509 - mmaction - INFO - Epoch [23][320/1567] lr: 5.504e-03, eta: 1:44:22, time: 2.304, data_time: 0.010, memory: 9526, top1_acc: 0.9959, top5_acc: 0.9996, loss_cls: 0.0251, loss: 0.0251, grad_norm: 0.6343 2021-04-06 04:47:05,366 - mmaction - INFO - Epoch [23][340/1567] lr: 5.427e-03, eta: 1:43:37, time: 2.142, data_time: 0.002, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9992, loss_cls: 0.0220, loss: 0.0220, grad_norm: 0.5081 2021-04-06 04:47:51,303 - mmaction - INFO - Epoch [23][360/1567] lr: 5.350e-03, eta: 1:42:53, time: 2.297, data_time: 0.003, memory: 9526, top1_acc: 0.9975, top5_acc: 0.9998, loss_cls: 0.0198, loss: 0.0198, grad_norm: 0.4987 2021-04-06 04:48:34,985 - mmaction - INFO - Epoch [23][380/1567] lr: 5.273e-03, eta: 1:42:08, time: 2.184, data_time: 0.003, memory: 9526, top1_acc: 0.9955, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238, grad_norm: 0.5882 2021-04-06 04:49:17,920 - mmaction - INFO - Epoch [23][400/1567] lr: 5.197e-03, eta: 1:41:23, time: 2.148, data_time: 0.004, memory: 9526, top1_acc: 0.9957, top5_acc: 0.9998, loss_cls: 0.0198, loss: 0.0198, grad_norm: 0.5434 2021-04-06 04:50:06,638 - mmaction - INFO - Epoch [23][420/1567] lr: 5.122e-03, eta: 1:40:39, time: 2.436, data_time: 0.002, memory: 9526, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207, grad_norm: 0.5471 2021-04-06 04:50:48,196 - mmaction - INFO - Epoch [23][440/1567] lr: 5.047e-03, eta: 1:39:54, time: 2.079, data_time: 0.002, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0197, loss: 0.0197, grad_norm: 0.5894 2021-04-06 04:51:33,728 - mmaction - INFO - Epoch [23][460/1567] lr: 4.973e-03, eta: 1:39:10, time: 2.273, data_time: 0.051, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0206, loss: 0.0206, grad_norm: 0.5519 2021-04-06 04:52:15,780 - mmaction - INFO - Epoch [23][480/1567] lr: 4.899e-03, eta: 1:38:25, time: 2.102, data_time: 0.011, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0209, loss: 0.0209, grad_norm: 0.5509 2021-04-06 04:53:03,693 - mmaction - INFO - Epoch [23][500/1567] lr: 4.826e-03, eta: 1:37:41, time: 2.398, data_time: 0.005, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9996, loss_cls: 0.0206, loss: 0.0206, grad_norm: 0.5627 2021-04-06 04:53:47,189 - mmaction - INFO - Epoch [23][520/1567] lr: 4.753e-03, eta: 1:36:56, time: 2.174, data_time: 0.002, memory: 9526, top1_acc: 0.9939, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257, grad_norm: 0.6524 2021-04-06 04:54:33,497 - mmaction - INFO - Epoch [23][540/1567] lr: 4.681e-03, eta: 1:36:12, time: 2.311, data_time: 0.004, memory: 9526, top1_acc: 0.9955, top5_acc: 0.9998, loss_cls: 0.0227, loss: 0.0227, grad_norm: 0.5834 2021-04-06 04:55:15,244 - mmaction - INFO - Epoch [23][560/1567] lr: 4.609e-03, eta: 1:35:27, time: 2.090, data_time: 0.008, memory: 9526, top1_acc: 0.9982, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179, grad_norm: 0.4673 2021-04-06 04:55:58,929 - mmaction - INFO - Epoch [23][580/1567] lr: 4.538e-03, eta: 1:34:43, time: 2.187, data_time: 0.005, memory: 9526, top1_acc: 0.9953, top5_acc: 0.9998, loss_cls: 0.0228, loss: 0.0228, grad_norm: 0.5761 2021-04-06 04:56:42,459 - mmaction - INFO - Epoch [23][600/1567] lr: 4.468e-03, eta: 1:33:58, time: 2.176, data_time: 0.208, memory: 9526, top1_acc: 0.9951, top5_acc: 0.9996, loss_cls: 0.0227, loss: 0.0227, grad_norm: 0.5698 2021-04-06 04:57:26,442 - mmaction - INFO - Epoch [23][620/1567] lr: 4.398e-03, eta: 1:33:14, time: 2.200, data_time: 0.208, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0187, loss: 0.0187, grad_norm: 0.4703 2021-04-06 04:58:10,180 - mmaction - INFO - Epoch [23][640/1567] lr: 4.328e-03, eta: 1:32:29, time: 2.182, data_time: 0.002, memory: 9526, top1_acc: 0.9945, top5_acc: 0.9998, loss_cls: 0.0264, loss: 0.0264, grad_norm: 0.6471 2021-04-06 04:58:53,593 - mmaction - INFO - Epoch [23][660/1567] lr: 4.259e-03, eta: 1:31:45, time: 2.174, data_time: 0.006, memory: 9526, top1_acc: 0.9963, top5_acc: 0.9998, loss_cls: 0.0200, loss: 0.0200, grad_norm: 0.5333 2021-04-06 04:59:37,671 - mmaction - INFO - Epoch [23][680/1567] lr: 4.191e-03, eta: 1:31:00, time: 2.203, data_time: 0.003, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218, grad_norm: 0.5413 2021-04-06 05:00:19,579 - mmaction - INFO - Epoch [23][700/1567] lr: 4.123e-03, eta: 1:30:15, time: 2.096, data_time: 0.003, memory: 9526, top1_acc: 0.9957, top5_acc: 0.9994, loss_cls: 0.0235, loss: 0.0235, grad_norm: 0.5454 2021-04-06 05:01:08,042 - mmaction - INFO - Epoch [23][720/1567] lr: 4.056e-03, eta: 1:29:31, time: 2.422, data_time: 0.004, memory: 9526, top1_acc: 0.9967, top5_acc: 0.9996, loss_cls: 0.0202, loss: 0.0202, grad_norm: 0.5191 2021-04-06 05:01:50,539 - mmaction - INFO - Epoch [23][740/1567] lr: 3.989e-03, eta: 1:28:46, time: 2.124, data_time: 0.003, memory: 9526, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0203, loss: 0.0203, grad_norm: 0.5688 2021-04-06 05:02:33,121 - mmaction - INFO - Epoch [23][760/1567] lr: 3.923e-03, eta: 1:28:02, time: 2.128, data_time: 0.005, memory: 9526, top1_acc: 0.9955, top5_acc: 0.9998, loss_cls: 0.0205, loss: 0.0205, grad_norm: 0.5578 2021-04-06 05:03:16,993 - mmaction - INFO - Epoch [23][780/1567] lr: 3.858e-03, eta: 1:27:17, time: 2.198, data_time: 0.006, memory: 9526, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0206, loss: 0.0206, grad_norm: 0.5693 2021-04-06 05:03:59,538 - mmaction - INFO - Epoch [23][800/1567] lr: 3.793e-03, eta: 1:26:33, time: 2.125, data_time: 0.001, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0187, loss: 0.0187, grad_norm: 0.4702 2021-04-06 05:04:47,476 - mmaction - INFO - Epoch [23][820/1567] lr: 3.728e-03, eta: 1:25:48, time: 2.397, data_time: 0.003, memory: 9526, top1_acc: 0.9951, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239, grad_norm: 0.5914 2021-04-06 05:05:31,560 - mmaction - INFO - Epoch [23][840/1567] lr: 3.664e-03, eta: 1:25:04, time: 2.205, data_time: 0.003, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0194, loss: 0.0194, grad_norm: 0.4561 2021-04-06 05:06:14,869 - mmaction - INFO - Epoch [23][860/1567] lr: 3.601e-03, eta: 1:24:19, time: 2.161, data_time: 0.004, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0187, loss: 0.0187, grad_norm: 0.5083 2021-04-06 05:06:58,464 - mmaction - INFO - Epoch [23][880/1567] lr: 3.538e-03, eta: 1:23:35, time: 2.183, data_time: 0.008, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224, grad_norm: 0.5960 2021-04-06 05:07:44,810 - mmaction - INFO - Epoch [23][900/1567] lr: 3.476e-03, eta: 1:22:50, time: 2.319, data_time: 0.003, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9998, loss_cls: 0.0223, loss: 0.0223, grad_norm: 0.5965 2021-04-06 05:08:26,470 - mmaction - INFO - Epoch [23][920/1567] lr: 3.414e-03, eta: 1:22:06, time: 2.082, data_time: 0.002, memory: 9526, top1_acc: 0.9975, top5_acc: 0.9998, loss_cls: 0.0167, loss: 0.0167, grad_norm: 0.4553 2021-04-06 05:09:09,615 - mmaction - INFO - Epoch [23][940/1567] lr: 3.353e-03, eta: 1:21:21, time: 2.154, data_time: 0.002, memory: 9526, top1_acc: 0.9959, top5_acc: 0.9996, loss_cls: 0.0224, loss: 0.0224, grad_norm: 0.5807 2021-04-06 05:09:53,520 - mmaction - INFO - Epoch [23][960/1567] lr: 3.292e-03, eta: 1:20:37, time: 2.197, data_time: 0.006, memory: 9526, top1_acc: 0.9957, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223, grad_norm: 0.5560 2021-04-06 05:10:38,883 - mmaction - INFO - Epoch [23][980/1567] lr: 3.232e-03, eta: 1:19:52, time: 2.267, data_time: 0.005, memory: 9526, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0196, loss: 0.0196, grad_norm: 0.4839 2021-04-06 05:11:20,886 - mmaction - INFO - Epoch [23][1000/1567] lr: 3.172e-03, eta: 1:19:07, time: 2.101, data_time: 0.006, memory: 9526, top1_acc: 0.9963, top5_acc: 0.9998, loss_cls: 0.0227, loss: 0.0227, grad_norm: 0.5587 2021-04-06 05:12:04,887 - mmaction - INFO - Epoch [23][1020/1567] lr: 3.113e-03, eta: 1:18:23, time: 2.200, data_time: 0.005, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172, grad_norm: 0.4768 2021-04-06 05:12:47,692 - mmaction - INFO - Epoch [23][1040/1567] lr: 3.055e-03, eta: 1:17:38, time: 2.143, data_time: 0.006, memory: 9526, top1_acc: 0.9945, top5_acc: 1.0000, loss_cls: 0.0200, loss: 0.0200, grad_norm: 0.5977 2021-04-06 05:13:33,840 - mmaction - INFO - Epoch [23][1060/1567] lr: 2.997e-03, eta: 1:16:54, time: 2.308, data_time: 0.003, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182, grad_norm: 0.5532 2021-04-06 05:14:18,244 - mmaction - INFO - Epoch [23][1080/1567] lr: 2.940e-03, eta: 1:16:09, time: 2.220, data_time: 0.003, memory: 9526, top1_acc: 0.9959, top5_acc: 0.9998, loss_cls: 0.0187, loss: 0.0187, grad_norm: 0.4764 2021-04-06 05:14:59,771 - mmaction - INFO - Epoch [23][1100/1567] lr: 2.883e-03, eta: 1:15:25, time: 2.075, data_time: 0.018, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9998, loss_cls: 0.0223, loss: 0.0223, grad_norm: 0.5540 2021-04-06 05:15:40,514 - mmaction - INFO - Epoch [23][1120/1567] lr: 2.827e-03, eta: 1:14:40, time: 2.039, data_time: 0.003, memory: 9526, top1_acc: 0.9969, top5_acc: 0.9998, loss_cls: 0.0199, loss: 0.0199, grad_norm: 0.4894 2021-04-06 05:16:25,595 - mmaction - INFO - Epoch [23][1140/1567] lr: 2.771e-03, eta: 1:13:56, time: 2.252, data_time: 0.505, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178, grad_norm: 0.5063 2021-04-06 05:17:11,517 - mmaction - INFO - Epoch [23][1160/1567] lr: 2.716e-03, eta: 1:13:11, time: 2.296, data_time: 0.261, memory: 9526, top1_acc: 0.9957, top5_acc: 0.9998, loss_cls: 0.0225, loss: 0.0225, grad_norm: 0.5323 2021-04-06 05:17:53,260 - mmaction - INFO - Epoch [23][1180/1567] lr: 2.661e-03, eta: 1:12:26, time: 2.087, data_time: 0.076, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0187, loss: 0.0187, grad_norm: 0.5245 2021-04-06 05:18:41,111 - mmaction - INFO - Epoch [23][1200/1567] lr: 2.607e-03, eta: 1:11:42, time: 2.394, data_time: 0.084, memory: 9526, top1_acc: 0.9967, top5_acc: 0.9998, loss_cls: 0.0185, loss: 0.0185, grad_norm: 0.5130 2021-04-06 05:19:25,347 - mmaction - INFO - Epoch [23][1220/1567] lr: 2.554e-03, eta: 1:10:58, time: 2.213, data_time: 0.190, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208, grad_norm: 0.6024 2021-04-06 05:20:04,578 - mmaction - INFO - Epoch [23][1240/1567] lr: 2.501e-03, eta: 1:10:13, time: 1.957, data_time: 0.153, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9998, loss_cls: 0.0231, loss: 0.0231, grad_norm: 0.5738 2021-04-06 05:20:50,800 - mmaction - INFO - Epoch [23][1260/1567] lr: 2.448e-03, eta: 1:09:29, time: 2.316, data_time: 0.205, memory: 9526, top1_acc: 0.9955, top5_acc: 0.9998, loss_cls: 0.0216, loss: 0.0216, grad_norm: 0.5755 2021-04-06 05:21:35,253 - mmaction - INFO - Epoch [23][1280/1567] lr: 2.396e-03, eta: 1:08:44, time: 2.222, data_time: 0.003, memory: 9526, top1_acc: 0.9951, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216, grad_norm: 0.5966 2021-04-06 05:22:19,811 - mmaction - INFO - Epoch [23][1300/1567] lr: 2.345e-03, eta: 1:08:00, time: 2.225, data_time: 0.003, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9998, loss_cls: 0.0180, loss: 0.0180, grad_norm: 0.5343 2021-04-06 05:23:06,054 - mmaction - INFO - Epoch [23][1320/1567] lr: 2.294e-03, eta: 1:07:15, time: 2.314, data_time: 0.017, memory: 9526, top1_acc: 0.9971, top5_acc: 0.9998, loss_cls: 0.0194, loss: 0.0194, grad_norm: 0.5002 2021-04-06 05:23:52,503 - mmaction - INFO - Epoch [23][1340/1567] lr: 2.244e-03, eta: 1:06:31, time: 2.323, data_time: 0.015, memory: 9526, top1_acc: 0.9979, top5_acc: 0.9998, loss_cls: 0.0173, loss: 0.0173, grad_norm: 0.4406 2021-04-06 05:24:33,579 - mmaction - INFO - Epoch [23][1360/1567] lr: 2.195e-03, eta: 1:05:46, time: 2.054, data_time: 0.006, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185, grad_norm: 0.4953 2021-04-06 05:25:16,704 - mmaction - INFO - Epoch [23][1380/1567] lr: 2.145e-03, eta: 1:05:01, time: 2.156, data_time: 0.002, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0176, loss: 0.0176, grad_norm: 0.4847 2021-04-06 05:26:01,953 - mmaction - INFO - Epoch [23][1400/1567] lr: 2.097e-03, eta: 1:04:17, time: 2.262, data_time: 0.003, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174, grad_norm: 0.4889 2021-04-06 05:26:43,369 - mmaction - INFO - Epoch [23][1420/1567] lr: 2.049e-03, eta: 1:03:32, time: 2.071, data_time: 0.003, memory: 9526, top1_acc: 0.9955, top5_acc: 0.9998, loss_cls: 0.0218, loss: 0.0218, grad_norm: 0.5409 2021-04-06 05:27:28,939 - mmaction - INFO - Epoch [23][1440/1567] lr: 2.001e-03, eta: 1:02:48, time: 2.275, data_time: 0.003, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0187, loss: 0.0187, grad_norm: 0.4826 2021-04-06 05:28:12,162 - mmaction - INFO - Epoch [23][1460/1567] lr: 1.955e-03, eta: 1:02:03, time: 2.166, data_time: 0.025, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178, grad_norm: 0.5152 2021-04-06 05:28:54,141 - mmaction - INFO - Epoch [23][1480/1567] lr: 1.908e-03, eta: 1:01:19, time: 2.096, data_time: 0.002, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215, grad_norm: 0.5612 2021-04-06 05:29:40,121 - mmaction - INFO - Epoch [23][1500/1567] lr: 1.863e-03, eta: 1:00:34, time: 2.301, data_time: 0.008, memory: 9526, top1_acc: 0.9979, top5_acc: 1.0000, loss_cls: 0.0186, loss: 0.0186, grad_norm: 0.4912 2021-04-06 05:30:24,786 - mmaction - INFO - Epoch [23][1520/1567] lr: 1.817e-03, eta: 0:59:50, time: 2.233, data_time: 0.001, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179, grad_norm: 0.5146 2021-04-06 05:31:09,245 - mmaction - INFO - Epoch [23][1540/1567] lr: 1.773e-03, eta: 0:59:05, time: 2.224, data_time: 0.001, memory: 9526, top1_acc: 0.9955, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207, grad_norm: 0.5398 2021-04-06 05:31:54,216 - mmaction - INFO - Epoch [23][1560/1567] lr: 1.729e-03, eta: 0:58:21, time: 2.246, data_time: 0.001, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9998, loss_cls: 0.0204, loss: 0.0204, grad_norm: 0.5441 2021-04-06 05:32:01,578 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-04-06 05:34:31,889 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-06 05:34:31,966 - mmaction - INFO - top1_acc 0.9316 top5_acc 0.9942 2021-04-06 05:34:31,966 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-06 05:34:31,993 - mmaction - INFO - mean_acc 0.9315 2021-04-06 05:34:31,993 - mmaction - INFO - Now best checkpoint is epoch_23.pth 2021-04-06 05:34:32,135 - mmaction - INFO - Epoch(val) [23][1567] top1_acc: 0.9316, top5_acc: 0.9942, mean_class_accuracy: 0.9315 2021-04-06 05:35:54,662 - mmaction - INFO - Epoch [24][20/1567] lr: 1.670e-03, eta: 0:57:22, time: 4.125, data_time: 2.022, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0163, loss: 0.0163, grad_norm: 0.5141 2021-04-06 05:36:40,180 - mmaction - INFO - Epoch [24][40/1567] lr: 1.627e-03, eta: 0:56:37, time: 2.272, data_time: 0.012, memory: 9526, top1_acc: 0.9963, top5_acc: 0.9996, loss_cls: 0.0201, loss: 0.0201, grad_norm: 0.5154 2021-04-06 05:37:23,911 - mmaction - INFO - Epoch [24][60/1567] lr: 1.585e-03, eta: 0:55:53, time: 2.191, data_time: 0.006, memory: 9526, top1_acc: 0.9965, top5_acc: 0.9998, loss_cls: 0.0186, loss: 0.0186, grad_norm: 0.4914 2021-04-06 05:38:11,126 - mmaction - INFO - Epoch [24][80/1567] lr: 1.543e-03, eta: 0:55:08, time: 2.359, data_time: 0.002, memory: 9526, top1_acc: 0.9955, top5_acc: 0.9996, loss_cls: 0.0211, loss: 0.0211, grad_norm: 0.5578 2021-04-06 05:38:51,083 - mmaction - INFO - Epoch [24][100/1567] lr: 1.502e-03, eta: 0:54:24, time: 1.999, data_time: 0.004, memory: 9526, top1_acc: 0.9977, top5_acc: 0.9998, loss_cls: 0.0192, loss: 0.0192, grad_norm: 0.5102 2021-04-06 05:39:34,991 - mmaction - INFO - Epoch [24][120/1567] lr: 1.461e-03, eta: 0:53:39, time: 2.196, data_time: 0.003, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184, grad_norm: 0.4869 2021-04-06 05:40:18,147 - mmaction - INFO - Epoch [24][140/1567] lr: 1.421e-03, eta: 0:52:55, time: 2.155, data_time: 0.014, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9998, loss_cls: 0.0202, loss: 0.0202, grad_norm: 0.5179 2021-04-06 05:41:03,527 - mmaction - INFO - Epoch [24][160/1567] lr: 1.382e-03, eta: 0:52:10, time: 2.271, data_time: 0.005, memory: 9526, top1_acc: 0.9963, top5_acc: 0.9998, loss_cls: 0.0199, loss: 0.0199, grad_norm: 0.5448 2021-04-06 05:41:47,505 - mmaction - INFO - Epoch [24][180/1567] lr: 1.343e-03, eta: 0:51:26, time: 2.198, data_time: 0.002, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182, grad_norm: 0.5102 2021-04-06 05:42:31,555 - mmaction - INFO - Epoch [24][200/1567] lr: 1.304e-03, eta: 0:50:41, time: 2.203, data_time: 0.003, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184, grad_norm: 0.4973 2021-04-06 05:43:15,382 - mmaction - INFO - Epoch [24][220/1567] lr: 1.267e-03, eta: 0:49:57, time: 2.189, data_time: 0.003, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0175, loss: 0.0175, grad_norm: 0.4932 2021-04-06 05:43:59,224 - mmaction - INFO - Epoch [24][240/1567] lr: 1.229e-03, eta: 0:49:12, time: 2.191, data_time: 0.256, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174, grad_norm: 0.4958 2021-04-06 05:44:40,395 - mmaction - INFO - Epoch [24][260/1567] lr: 1.193e-03, eta: 0:48:27, time: 2.062, data_time: 0.198, memory: 9526, top1_acc: 0.9953, top5_acc: 0.9998, loss_cls: 0.0203, loss: 0.0203, grad_norm: 0.5390 2021-04-06 05:45:27,095 - mmaction - INFO - Epoch [24][280/1567] lr: 1.157e-03, eta: 0:47:43, time: 2.334, data_time: 0.002, memory: 9526, top1_acc: 0.9963, top5_acc: 0.9998, loss_cls: 0.0196, loss: 0.0196, grad_norm: 0.5631 2021-04-06 05:46:08,523 - mmaction - INFO - Epoch [24][300/1567] lr: 1.121e-03, eta: 0:46:58, time: 2.073, data_time: 0.003, memory: 9526, top1_acc: 0.9957, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201, grad_norm: 0.5644 2021-04-06 05:46:52,216 - mmaction - INFO - Epoch [24][320/1567] lr: 1.086e-03, eta: 0:46:14, time: 2.179, data_time: 0.001, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9998, loss_cls: 0.0197, loss: 0.0197, grad_norm: 0.5224 2021-04-06 05:47:37,038 - mmaction - INFO - Epoch [24][340/1567] lr: 1.051e-03, eta: 0:45:29, time: 2.241, data_time: 0.008, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190, grad_norm: 0.5249 2021-04-06 05:48:23,189 - mmaction - INFO - Epoch [24][360/1567] lr: 1.017e-03, eta: 0:44:45, time: 2.314, data_time: 0.007, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205, grad_norm: 0.5993 2021-04-06 05:49:06,554 - mmaction - INFO - Epoch [24][380/1567] lr: 9.840e-04, eta: 0:44:00, time: 2.166, data_time: 0.001, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0191, loss: 0.0191, grad_norm: 0.5463 2021-04-06 05:49:48,925 - mmaction - INFO - Epoch [24][400/1567] lr: 9.512e-04, eta: 0:43:16, time: 2.120, data_time: 0.003, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179, grad_norm: 0.4699 2021-04-06 05:50:34,837 - mmaction - INFO - Epoch [24][420/1567] lr: 9.189e-04, eta: 0:42:31, time: 2.291, data_time: 0.002, memory: 9526, top1_acc: 0.9959, top5_acc: 0.9998, loss_cls: 0.0207, loss: 0.0207, grad_norm: 0.5555 2021-04-06 05:51:18,572 - mmaction - INFO - Epoch [24][440/1567] lr: 8.872e-04, eta: 0:41:47, time: 2.190, data_time: 0.007, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0206, loss: 0.0206, grad_norm: 0.5129 2021-04-06 05:52:03,571 - mmaction - INFO - Epoch [24][460/1567] lr: 8.561e-04, eta: 0:41:02, time: 2.247, data_time: 0.003, memory: 9526, top1_acc: 0.9957, top5_acc: 0.9998, loss_cls: 0.0190, loss: 0.0190, grad_norm: 0.5442 2021-04-06 05:52:45,211 - mmaction - INFO - Epoch [24][480/1567] lr: 8.255e-04, eta: 0:40:18, time: 2.085, data_time: 0.006, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0188, loss: 0.0188, grad_norm: 0.5110 2021-04-06 05:53:28,414 - mmaction - INFO - Epoch [24][500/1567] lr: 7.954e-04, eta: 0:39:33, time: 2.160, data_time: 0.152, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181, grad_norm: 0.4809 2021-04-06 05:54:13,069 - mmaction - INFO - Epoch [24][520/1567] lr: 7.659e-04, eta: 0:38:49, time: 2.233, data_time: 0.541, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213, grad_norm: 0.5423 2021-04-06 05:54:55,812 - mmaction - INFO - Epoch [24][540/1567] lr: 7.370e-04, eta: 0:38:04, time: 2.137, data_time: 0.002, memory: 9526, top1_acc: 0.9965, top5_acc: 0.9998, loss_cls: 0.0206, loss: 0.0206, grad_norm: 0.5064 2021-04-06 05:55:41,836 - mmaction - INFO - Epoch [24][560/1567] lr: 7.086e-04, eta: 0:37:20, time: 2.299, data_time: 0.002, memory: 9526, top1_acc: 0.9971, top5_acc: 0.9998, loss_cls: 0.0172, loss: 0.0172, grad_norm: 0.4567 2021-04-06 05:56:27,464 - mmaction - INFO - Epoch [24][580/1567] lr: 6.808e-04, eta: 0:36:35, time: 2.284, data_time: 0.004, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202, grad_norm: 0.6033 2021-04-06 05:57:11,809 - mmaction - INFO - Epoch [24][600/1567] lr: 6.535e-04, eta: 0:35:51, time: 2.214, data_time: 0.389, memory: 9526, top1_acc: 0.9969, top5_acc: 0.9998, loss_cls: 0.0196, loss: 0.0196, grad_norm: 0.5040 2021-04-06 05:57:54,900 - mmaction - INFO - Epoch [24][620/1567] lr: 6.268e-04, eta: 0:35:06, time: 2.156, data_time: 0.268, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174, grad_norm: 0.4762 2021-04-06 05:58:37,135 - mmaction - INFO - Epoch [24][640/1567] lr: 6.006e-04, eta: 0:34:22, time: 2.112, data_time: 0.666, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9998, loss_cls: 0.0213, loss: 0.0213, grad_norm: 0.5331 2021-04-06 05:59:21,441 - mmaction - INFO - Epoch [24][660/1567] lr: 5.750e-04, eta: 0:33:37, time: 2.214, data_time: 0.037, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183, grad_norm: 0.4672 2021-04-06 06:00:07,559 - mmaction - INFO - Epoch [24][680/1567] lr: 5.500e-04, eta: 0:32:53, time: 2.303, data_time: 0.004, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182, grad_norm: 0.5160 2021-04-06 06:00:50,457 - mmaction - INFO - Epoch [24][700/1567] lr: 5.255e-04, eta: 0:32:08, time: 2.151, data_time: 0.012, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207, grad_norm: 0.5164 2021-04-06 06:01:35,694 - mmaction - INFO - Epoch [24][720/1567] lr: 5.016e-04, eta: 0:31:24, time: 2.261, data_time: 0.002, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0163, loss: 0.0163, grad_norm: 0.4538 2021-04-06 06:02:21,146 - mmaction - INFO - Epoch [24][740/1567] lr: 4.782e-04, eta: 0:30:39, time: 2.271, data_time: 0.003, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184, grad_norm: 0.5101 2021-04-06 06:03:05,037 - mmaction - INFO - Epoch [24][760/1567] lr: 4.554e-04, eta: 0:29:55, time: 2.194, data_time: 0.004, memory: 9526, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0204, loss: 0.0204, grad_norm: 0.5289 2021-04-06 06:03:48,441 - mmaction - INFO - Epoch [24][780/1567] lr: 4.331e-04, eta: 0:29:10, time: 2.171, data_time: 0.030, memory: 9526, top1_acc: 0.9973, top5_acc: 0.9996, loss_cls: 0.0182, loss: 0.0182, grad_norm: 0.4428 2021-04-06 06:04:31,885 - mmaction - INFO - Epoch [24][800/1567] lr: 4.114e-04, eta: 0:28:26, time: 2.173, data_time: 0.224, memory: 9526, top1_acc: 0.9963, top5_acc: 0.9994, loss_cls: 0.0216, loss: 0.0216, grad_norm: 0.5265 2021-04-06 06:05:17,091 - mmaction - INFO - Epoch [24][820/1567] lr: 3.903e-04, eta: 0:27:41, time: 2.260, data_time: 0.601, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190, grad_norm: 0.4967 2021-04-06 06:06:02,033 - mmaction - INFO - Epoch [24][840/1567] lr: 3.697e-04, eta: 0:26:57, time: 2.246, data_time: 0.491, memory: 9526, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0155, loss: 0.0155, grad_norm: 0.4813 2021-04-06 06:06:43,159 - mmaction - INFO - Epoch [24][860/1567] lr: 3.497e-04, eta: 0:26:12, time: 2.057, data_time: 0.076, memory: 9526, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178, grad_norm: 0.4595 2021-04-06 06:07:28,048 - mmaction - INFO - Epoch [24][880/1567] lr: 3.302e-04, eta: 0:25:28, time: 2.245, data_time: 0.129, memory: 9526, top1_acc: 0.9959, top5_acc: 0.9996, loss_cls: 0.0195, loss: 0.0195, grad_norm: 0.5295 2021-04-06 06:08:13,370 - mmaction - INFO - Epoch [24][900/1567] lr: 3.113e-04, eta: 0:24:43, time: 2.264, data_time: 0.002, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9998, loss_cls: 0.0178, loss: 0.0178, grad_norm: 0.5439 2021-04-06 06:08:57,079 - mmaction - INFO - Epoch [24][920/1567] lr: 2.929e-04, eta: 0:23:59, time: 2.188, data_time: 0.005, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190, grad_norm: 0.4907 2021-04-06 06:09:41,663 - mmaction - INFO - Epoch [24][940/1567] lr: 2.751e-04, eta: 0:23:14, time: 2.230, data_time: 0.004, memory: 9526, top1_acc: 0.9979, top5_acc: 0.9998, loss_cls: 0.0168, loss: 0.0168, grad_norm: 0.4434 2021-04-06 06:10:24,393 - mmaction - INFO - Epoch [24][960/1567] lr: 2.579e-04, eta: 0:22:30, time: 2.136, data_time: 0.002, memory: 9526, top1_acc: 0.9969, top5_acc: 0.9998, loss_cls: 0.0190, loss: 0.0190, grad_norm: 0.4917 2021-04-06 06:11:07,493 - mmaction - INFO - Epoch [24][980/1567] lr: 2.412e-04, eta: 0:21:45, time: 2.154, data_time: 0.022, memory: 9526, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185, grad_norm: 0.5102 2021-04-06 06:11:51,316 - mmaction - INFO - Epoch [24][1000/1567] lr: 2.251e-04, eta: 0:21:01, time: 2.192, data_time: 0.125, memory: 9526, top1_acc: 0.9979, top5_acc: 0.9998, loss_cls: 0.0175, loss: 0.0175, grad_norm: 0.5086 2021-04-06 06:12:34,308 - mmaction - INFO - Epoch [24][1020/1567] lr: 2.095e-04, eta: 0:20:16, time: 2.149, data_time: 0.002, memory: 9526, top1_acc: 0.9971, top5_acc: 0.9998, loss_cls: 0.0183, loss: 0.0183, grad_norm: 0.5283 2021-04-06 06:13:20,387 - mmaction - INFO - Epoch [24][1040/1567] lr: 1.945e-04, eta: 0:19:32, time: 2.301, data_time: 0.097, memory: 9526, top1_acc: 0.9973, top5_acc: 0.9998, loss_cls: 0.0158, loss: 0.0158, grad_norm: 0.4363 2021-04-06 06:14:05,041 - mmaction - INFO - Epoch [24][1060/1567] lr: 1.801e-04, eta: 0:18:47, time: 2.235, data_time: 0.544, memory: 9526, top1_acc: 0.9973, top5_acc: 0.9998, loss_cls: 0.0182, loss: 0.0182, grad_norm: 0.4769 2021-04-06 06:14:50,333 - mmaction - INFO - Epoch [24][1080/1567] lr: 1.662e-04, eta: 0:18:03, time: 2.264, data_time: 0.003, memory: 9526, top1_acc: 0.9953, top5_acc: 0.9998, loss_cls: 0.0191, loss: 0.0191, grad_norm: 0.5061 2021-04-06 06:15:30,715 - mmaction - INFO - Epoch [24][1100/1567] lr: 1.528e-04, eta: 0:17:18, time: 2.019, data_time: 0.172, memory: 9526, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0200, loss: 0.0200, grad_norm: 0.5222 2021-04-06 06:16:16,831 - mmaction - INFO - Epoch [24][1120/1567] lr: 1.400e-04, eta: 0:16:34, time: 2.306, data_time: 1.057, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179, grad_norm: 0.5029 2021-04-06 06:17:01,034 - mmaction - INFO - Epoch [24][1140/1567] lr: 1.278e-04, eta: 0:15:49, time: 2.209, data_time: 0.278, memory: 9526, top1_acc: 0.9979, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172, grad_norm: 0.5259 2021-04-06 06:17:45,063 - mmaction - INFO - Epoch [24][1160/1567] lr: 1.161e-04, eta: 0:15:05, time: 2.199, data_time: 0.005, memory: 9526, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177, grad_norm: 0.4662 2021-04-06 06:18:27,353 - mmaction - INFO - Epoch [24][1180/1567] lr: 1.050e-04, eta: 0:14:20, time: 2.119, data_time: 0.072, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171, grad_norm: 0.4705 2021-04-06 06:19:13,519 - mmaction - INFO - Epoch [24][1200/1567] lr: 9.449e-05, eta: 0:13:36, time: 2.307, data_time: 0.043, memory: 9526, top1_acc: 0.9980, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151, grad_norm: 0.4177 2021-04-06 06:19:57,295 - mmaction - INFO - Epoch [24][1220/1567] lr: 8.450e-05, eta: 0:12:51, time: 2.191, data_time: 0.239, memory: 9526, top1_acc: 0.9965, top5_acc: 0.9998, loss_cls: 0.0222, loss: 0.0222, grad_norm: 0.5494 2021-04-06 06:20:40,147 - mmaction - INFO - Epoch [24][1240/1567] lr: 7.507e-05, eta: 0:12:07, time: 2.140, data_time: 0.002, memory: 9526, top1_acc: 0.9980, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162, grad_norm: 0.4624 2021-04-06 06:21:25,660 - mmaction - INFO - Epoch [24][1260/1567] lr: 6.619e-05, eta: 0:11:22, time: 2.274, data_time: 0.063, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205, grad_norm: 0.5442 2021-04-06 06:22:10,390 - mmaction - INFO - Epoch [24][1280/1567] lr: 5.788e-05, eta: 0:10:38, time: 2.239, data_time: 0.006, memory: 9526, top1_acc: 0.9975, top5_acc: 0.9998, loss_cls: 0.0187, loss: 0.0187, grad_norm: 0.4839 2021-04-06 06:22:54,151 - mmaction - INFO - Epoch [24][1300/1567] lr: 5.012e-05, eta: 0:09:53, time: 2.189, data_time: 0.003, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0167, loss: 0.0167, grad_norm: 0.4848 2021-04-06 06:23:37,352 - mmaction - INFO - Epoch [24][1320/1567] lr: 4.292e-05, eta: 0:09:09, time: 2.158, data_time: 0.002, memory: 9526, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0194, loss: 0.0194, grad_norm: 0.4933 2021-04-06 06:24:20,541 - mmaction - INFO - Epoch [24][1340/1567] lr: 3.627e-05, eta: 0:08:24, time: 2.155, data_time: 0.469, memory: 9526, top1_acc: 0.9959, top5_acc: 0.9998, loss_cls: 0.0200, loss: 0.0200, grad_norm: 0.5571 2021-04-06 06:25:05,301 - mmaction - INFO - Epoch [24][1360/1567] lr: 3.019e-05, eta: 0:07:40, time: 2.239, data_time: 0.708, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168, grad_norm: 0.4832 2021-04-06 06:25:49,056 - mmaction - INFO - Epoch [24][1380/1567] lr: 2.466e-05, eta: 0:06:55, time: 2.191, data_time: 0.033, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181, grad_norm: 0.5072 2021-04-06 06:26:32,644 - mmaction - INFO - Epoch [24][1400/1567] lr: 1.969e-05, eta: 0:06:11, time: 2.178, data_time: 0.009, memory: 9526, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0149, loss: 0.0149, grad_norm: 0.4190 2021-04-06 06:27:14,267 - mmaction - INFO - Epoch [24][1420/1567] lr: 1.528e-05, eta: 0:05:26, time: 2.083, data_time: 0.072, memory: 9526, top1_acc: 0.9965, top5_acc: 0.9996, loss_cls: 0.0195, loss: 0.0195, grad_norm: 0.4894 2021-04-06 06:27:59,149 - mmaction - INFO - Epoch [24][1440/1567] lr: 1.143e-05, eta: 0:04:42, time: 2.246, data_time: 0.166, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215, grad_norm: 0.5905 2021-04-06 06:28:42,171 - mmaction - INFO - Epoch [24][1460/1567] lr: 8.139e-06, eta: 0:03:57, time: 2.150, data_time: 0.001, memory: 9526, top1_acc: 0.9959, top5_acc: 0.9998, loss_cls: 0.0213, loss: 0.0213, grad_norm: 0.5297 2021-04-06 06:29:24,738 - mmaction - INFO - Epoch [24][1480/1567] lr: 5.404e-06, eta: 0:03:13, time: 2.125, data_time: 0.003, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0157, loss: 0.0157, grad_norm: 0.4582 2021-04-06 06:30:08,372 - mmaction - INFO - Epoch [24][1500/1567] lr: 3.227e-06, eta: 0:02:29, time: 2.185, data_time: 0.006, memory: 9526, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0176, loss: 0.0176, grad_norm: 0.5279 2021-04-06 06:30:54,326 - mmaction - INFO - Epoch [24][1520/1567] lr: 1.608e-06, eta: 0:01:44, time: 2.294, data_time: 0.002, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0193, loss: 0.0193, grad_norm: 0.4848 2021-04-06 06:31:40,347 - mmaction - INFO - Epoch [24][1540/1567] lr: 5.471e-07, eta: 0:01:00, time: 2.305, data_time: 0.006, memory: 9526, top1_acc: 0.9953, top5_acc: 0.9994, loss_cls: 0.0204, loss: 0.0204, grad_norm: 0.5774 2021-04-06 06:32:21,114 - mmaction - INFO - Epoch [24][1560/1567] lr: 4.466e-08, eta: 0:00:15, time: 2.037, data_time: 0.005, memory: 9526, top1_acc: 0.9967, top5_acc: 0.9998, loss_cls: 0.0196, loss: 0.0196, grad_norm: 0.5209 2021-04-06 06:32:39,412 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-04-06 06:35:34,962 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-06 06:35:35,053 - mmaction - INFO - top1_acc 0.9324 top5_acc 0.9944 2021-04-06 06:35:35,053 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-06 06:35:35,085 - mmaction - INFO - mean_acc 0.9323 2021-04-06 06:35:35,085 - mmaction - INFO - Now best checkpoint is epoch_24.pth 2021-04-06 06:35:35,097 - mmaction - INFO - Epoch(val) [24][1567] top1_acc: 0.9324, top5_acc: 0.9944, mean_class_accuracy: 0.9323 2021-04-06 06:35:37,281 - mmaction - INFO - 16487 videos remain after valid thresholding